From c940d5d0aa966cc1b00f3e3114cd91bf6105f40d Mon Sep 17 00:00:00 2001
From: Michael Chin <chnmch@amazon.com>
Date: Wed, 29 Nov 2023 09:27:25 -0800
Subject: [PATCH 1/2] Add Neptune Analytics support

---
 .github/ISSUE_TEMPLATE/bug_report.md          |    32 +-
 .github/ISSUE_TEMPLATE/feature_request.md     |    17 +-
 .github/workflows/docker_publish.yml          |    31 +-
 .github/workflows/integration.yml             |    14 +-
 .github/workflows/unit.yml                    |     9 +-
 .gitignore                                    |     7 +
 ChangeLog.md                                  |    61 +
 Dockerfile                                    |    32 +-
 README.md                                     |   150 +-
 additional-databases/.gitignore               |     2 +
 additional-databases/sagemaker/README.md      |     9 +-
 .../neptune-notebook-cloudformation/README.md |    58 +
 .../neptune-workbench-stack.yaml              |   130 +
 .../sagemaker-notebook-lifecycle/README.md    |     8 +
 .../install-graph-notebook-lc-cn.sh           |    10 +-
 .../install-graph-notebook-lc.sh              |    10 +-
 docker/README.md                              |    45 +-
 requirements.txt                              |    26 +-
 setup.py                                      |    31 +-
 src/graph_notebook/__init__.py                |     2 +-
 .../configuration/generate_config.py          |    23 +-
 .../configuration/get_config.py               |    18 +-
 src/graph_notebook/decorators/decorators.py   |    50 +-
 src/graph_notebook/magics/graph_magic.py      |  1221 +-
 src/graph_notebook/neptune/client.py          |   155 +-
 src/graph_notebook/network/EventfulNetwork.py |     4 +-
 .../network/gremlin/GremlinNetwork.py         |   109 +-
 .../01-About-the-Neptune-Notebook.ipynb       |    72 +-
 ...02-Using-Gremlin-to-Access-the-Graph.ipynb |     0
 ...g-RDF-and-SPARQL-to-Access-the-Graph.ipynb |     0
 ...Network-Recommendations-with-Gremlin.ipynb |     0
 ...-Dining-By-Friends-in-Amazon-Neptune.ipynb |     2 +-
 .../01-Getting-Started}/__init__.py           |     0
 .../02-Visualization/Air-Routes-Gremlin.ipynb |     4 +-
 .../02-Visualization/Air-Routes-SPARQL.ipynb  |     2 +-
 .../Air-Routes-openCypher.ipynb               |     4 +-
 .../Blog Workbench Visualization.ipynb        |     0
 .../02-Visualization/EPL-Gremlin.ipynb        |     0
 .../02-Visualization/EPL-SPARQL.ipynb         |     0
 .../02-Visualization/EPL-openCypher.ipynb     |     0
 ...and-Appearance-Customization-Gremlin.ipynb |     2 +-
 .../02-Visualization}/__init__.py             |     2 +-
 .../00-Sample-Applications-Overview.ipynb     |     8 +
 ...1-Building-a-Fraud-Graph-Application.ipynb |     6 +-
 .../01-Fraud-Graphs}/__init__.py              |     2 +-
 ...-Knowledge-Graph-Application-Gremlin.ipynb |     2 +-
 ...owledge-Graph-Application-openCypher.ipynb |     0
 .../02-Knowledge-Graphs/__init__.py           |     4 +
 ...ilding-an-Identity-Graph-Application.ipynb |     6 +-
 ...02-Data-Modeling-for-Identity-Graphs.ipynb |     0
 ...Graphs-Using-Canonical-Model-and-ETL.ipynb |     0
 .../__init__.py                               |     4 +
 .../glue_utils.py                             |     0
 .../script/neptune-glue-demographics.py       |     0
 .../script/neptune-glue-telemetry.py          |     0
 .../script/neptune-glue-transactions.py       |     0
 .../03-Identity-Graphs/__init__.py            |     4 +
 ...urity-Graph-Application-with-Gremlin.ipynb |     0
 ...ty-Graph-Application-with-openCypher.ipynb |     0
 .../04-Security-Graphs/__init__.py            |     4 +
 ...lar-Structures-as-Graph-Data-Gremlin.ipynb |   618 +
 .../__init__.py                               |     0
 ...ings-Using-Social-Network-Analytics.ipynb} |     0
 ...entity-Fraud-Using-Graph-Similarity.ipynb} |     0
 ...ysis-using-a-Transportation-Network.ipynb} |     0
 .../06-Data-Science-Samples/__init__.py       |     4 +
 .../03-Sample-Applications/README.md          |     7 +
 .../03-Sample-Applications/__init__.py        |     4 +
 .../notebooks/01-Neptune-Database/__init__.py |     4 +
 ...tting-Started-With-Neptune-Analytics.ipynb |   432 +
 .../01-Getting-Started/__init__.py            |     4 +
 ...etting-Started-With-Graph-Algorithms.ipynb |   110 +
 .../02-Path-Finding-Algorithms.ipynb          |   572 +
 .../03-Centrality-Algorithms.ipynb            |   428 +
 .../04-Community-Detection-Algorithms.ipynb   |   399 +
 .../05-Similarity-Algorithms.ipynb            |   286 +
 .../02-Graph-Algorithms/__init__.py           |     4 +
 .../01-Fraud-Ring-Identifcation.ipynb         |   655 +
 .../01-FinTech/__init__.py                    |     4 +
 ...h-Graph-Algorithms-and-Vector-Search.ipynb |   497 +
 .../02-Investment-Analysis/__init__.py        |     4 +
 .../03-Sample-Use-Cases/Overview.ipynb        |    38 +
 .../03-Sample-Use-Cases/__init__.py           |     4 +
 .../02-Neptune-Analytics/__init__.py          |     4 +
 .../notebooks/02-Visualization/__init__.py    |     0
 ...ing-Started-with-Neptune-ML-Gremlin.ipynb} |     8 +-
 ...tion-to-Node-Classification-Gremlin.ipynb} |    10 +-
 ...oduction-to-Node-Regression-Gremlin.ipynb} |    10 +-
 ...oduction-to-Link-Prediction-Gremlin.ipynb} |    10 +-
 ...tion-to-Edge-Classification-Gremlin.ipynb} |    10 +-
 ...oduction-to-Edge-Regression-Gremlin.ipynb} |    10 +-
 .../03-Neptune-ML/01-Gremlin/__init__.py      |     4 +
 .../neptune-ml-pretrained-model-config.json   |     0
 .../01-Gremlin}/neptune_ml_utils.py           |    11 +-
 ...tting-Started-with-Neptune-ML-SPARQL.ipynb |     6 +-
 ...tion-to-Object-Classification-SPARQL.ipynb |    12 +-
 ...oduction-to-Object-Regression-SPARQL.ipynb |    14 +-
 ...troduction-to-Link-Prediction-SPARQL.ipynb |    12 +-
 .../03-Neptune-ML/02-SPARQL/__init__.py       |     4 +
 ...eptune-ml-pretrained-rdf-model-config.json |     0
 .../02-SPARQL}/neptune_ml_sparql_utils.py     |     0
 .../People-Analytics-using-Neptune-ML.ipynb   |    64 +-
 .../WA_Fn-UseC_-HR-Employee-Attrition.csv     |     0
 .../01-People-Analytics/__init__.py           |     4 +
 .../02-Job-Recommendation-Text-Encoding.ipynb |     8 +-
 ...-Detection-Using-Inductive-Inference.ipynb |    10 +-
 .../03-Sample-Applications/__init__.py        |     4 +
 .../notebooks/03-Neptune-ML/__init__.py       |     4 +
 .../04-Security-Graphs/__init__.py            |     0
 .../03-Sample-Applications/__init__.py        |     0
 .../01-Gremlin/01-Basic-Read-Queries.ipynb    |  1088 +
 .../01-Gremlin/02-Loops-Repeats.ipynb         |   706 +
 .../03-Ordering-Functions-Grouping.ipynb      |   824 +
 ...4-Creating-Updating-Deleting-Queries.ipynb |   824 +
 .../Gremlin-Exercises-Answer-Sheet.ipynb      |   662 +
 .../01-Gremlin/__init__.py                    |     4 +
 .../02-openCypher/01-Basic-Read-Queries.ipynb |   889 +
 .../02-Variable-Length-Paths.ipynb            |   490 +
 .../03-Ordering-Functions-Grouping.ipynb      |   960 +
 .../04-Creating-Updating-Delete-Queries.ipynb |   727 +
 .../02-openCypher/__init__.py                 |     4 +
 .../openCypher-Exercises-Answer-Key.ipynb     |   436 +
 .../03-SPARQL}/01-SPARQL-Basics.ipynb         |     0
 .../03-SPARQL/__init__.py                     |     4 +
 .../04-Language-Tutorials/__init__.py         |     4 +
 .../Neptune-ML-SPARQL/__init__.py             |     0
 .../01-People-Analytics/__init__.py           |     0
 .../Sample-Applications/__init__.py           |     0
 .../notebooks/04-Machine-Learning/__init__.py |     0
 .../notebooks/05-Data-Science/__init__.py     |     0
 .../01-SPARQL/__init__.py                     |     0
 .../06-Language-Tutorials/__init__.py         |     0
 .../About-the-Neptune-Notebook.ipynb          |   207 +
 src/graph_notebook/notebooks/Overview.ipynb   |    75 +
 src/graph_notebook/notebooks/__init__.py      |     2 +-
 src/graph_notebook/seed/load_query.py         |   149 +-
 .../queries/propertygraph/gremlin/__init__.py |     4 +
 .../{ => gremlin}/airports/0_nodes.txt        |     0
 .../{ => gremlin}/airports/1_edges_part_1.txt |     0
 .../{ => gremlin}/airports/2_edges_part_2.txt |     0
 .../{ => gremlin}/airports/__init__.py        |     0
 .../dining_by_friends/0_nodes.txt             |     0
 .../dining_by_friends/1_edges.txt             |     0
 .../gremlin/dining_by_friends}/__init__.py    |     0
 .../{ => gremlin}/epl/0_epl_data.txt          |     0
 .../propertygraph/gremlin/epl}/__init__.py    |     0
 .../gremlin/fraud_graph}/__init__.py          |     0
 .../{ => gremlin}/fraud_graph/fraud_graph.txt |  5062 +-
 .../0_knowledge-graph-chatbot.txt             |     0
 .../gremlin/knowledge-graph}/__init__.py      |     0
 .../{ => gremlin}/security-graph/0_nodes.txt  |     0
 .../{ => gremlin}/security-graph/1_edges.txt  |     0
 .../gremlin/security-graph/__init__.py        |     4 +
 .../propertygraph/opencypher/__init__.py      |     4 +
 .../opencypher/airports/__init__.py           |     4 +
 .../opencypher/airports/airports_full.txt     | 61407 ++++++++++++++++
 .../propertygraph/opencypher/epl/__init__.py  |     4 +
 .../propertygraph/opencypher/epl/epl_full.txt |   106 +
 .../seed/queries/rdf/sparql/__init__.py       |     4 +
 .../rdf/{ => sparql}/airports/0_nodes.txt     |     0
 .../{ => sparql}/airports/1_edges_part_1.txt  |     0
 .../{ => sparql}/airports/2_edges_part_2.txt  |     0
 .../queries/rdf/sparql/airports}/__init__.py  |     0
 .../rdf/{ => sparql}/epl/0_epl_data.txt       |     0
 .../sparql/epl}/__init__.py                   |     0
 src/graph_notebook/start_notebook.py          |    31 +-
 src/graph_notebook/widgets/package.json       |     2 +-
 test/integration/iam/ml/__init__.py           |     2 +
 .../test_open_cypher_graph_notebook.py        |    60 +
 .../test_opencypher_query_with_iam.py         |     2 +-
 .../statistics/test_statistics_with_iam.py    |     6 +-
 .../iam/statistics/test_summary_with_iam.py   |    82 +
 test/unit/configuration/test_configuration.py |    52 +
 .../test_configuration_from_main.py           |    39 +-
 .../network/gremlin/test_gremlin_network.py   |   252 +-
 .../unit/notebooks/test_validate_notebooks.py |   106 +-
 test/unit/seed/get_datasets_test.py           |    78 +-
 .../local_seed_test_cypher/0_test_data.txt    |     1 +
 .../seed/local_seed_test_cypher}/__init__.py  |     0
 .../0_test_nodes.txt                          |     2 +
 .../1_test_edges.txt                          |     1 +
 .../__init__.py                               |     0
 .../seed/local_seed_test_rdf/0_test_data.txt  |     3 +
 .../seed/local_seed_test_rdf}/__init__.py     |     0
 184 files changed, 78813 insertions(+), 3245 deletions(-)
 create mode 100644 additional-databases/.gitignore
 create mode 100644 additional-databases/sagemaker/neptune-notebook-cloudformation/README.md
 create mode 100644 additional-databases/sagemaker/neptune-notebook-cloudformation/neptune-workbench-stack.yaml
 create mode 100644 additional-databases/sagemaker/sagemaker-notebook-lifecycle/README.md
 rename additional-databases/sagemaker/{ => sagemaker-notebook-lifecycle}/install-graph-notebook-lc-cn.sh (83%)
 rename additional-databases/sagemaker/{ => sagemaker-notebook-lifecycle}/install-graph-notebook-lc.sh (87%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb (97%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb (99%)
 rename src/graph_notebook/{seed/queries/propertygraph/security-graph => notebooks/01-Neptune-Database/01-Getting-Started}/__init__.py (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/Air-Routes-Gremlin.ipynb (99%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/Air-Routes-SPARQL.ipynb (99%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/Air-Routes-openCypher.ipynb (99%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/Blog Workbench Visualization.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/EPL-Gremlin.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/EPL-SPARQL.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/EPL-openCypher.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb (99%)
 rename src/graph_notebook/{seed/queries/rdf/airports => notebooks/01-Neptune-Database/02-Visualization}/__init__.py (96%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/00-Sample-Applications-Overview.ipynb (86%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb (99%)
 rename src/graph_notebook/{seed/queries/rdf/epl => notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs}/__init__.py (96%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb (99%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb (100%)
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/__init__.py
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb (99%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb (100%)
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/__init__.py
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/glue_utils.py (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-demographics.py (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-telemetry.py (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-transactions.py (100%)
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/__init__.py
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb (100%)
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb (100%)
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/__init__.py
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb
 rename src/graph_notebook/notebooks/{01-Getting-Started => 01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs}/__init__.py (100%)
 rename src/graph_notebook/notebooks/{05-Data-Science/00-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb => 01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/01-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb} (100%)
 rename src/graph_notebook/notebooks/{05-Data-Science/01-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb => 01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/02-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb} (100%)
 rename src/graph_notebook/notebooks/{05-Data-Science/02-Logistics-Analysis-using-a-Transportation-Network.ipynb => 01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/03-Logistics-Analysis-using-a-Transportation-Network.ipynb} (100%)
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/__init__.py
 rename src/graph_notebook/notebooks/{ => 01-Neptune-Database}/03-Sample-Applications/README.md (85%)
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/__init__.py
 create mode 100644 src/graph_notebook/notebooks/01-Neptune-Database/__init__.py
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/01-Getting-Started-With-Neptune-Analytics.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/__init__.py
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/01-Getting-Started-With-Graph-Algorithms.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/__init__.py
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/01-Fraud-Ring-Identifcation.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/__init__.py
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/01-EDGAR-Competitior-Analysis-using-Knowledge-Graph-Graph-Algorithms-and-Vector-Search.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/__init__.py
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/Overview.ipynb
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/__init__.py
 create mode 100644 src/graph_notebook/notebooks/02-Neptune-Analytics/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/02-Visualization/__init__.py
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-00-Getting-Started-with-Neptune-ML-Gremlin.ipynb => 03-Neptune-ML/01-Gremlin/01-Getting-Started-with-Neptune-ML-Gremlin.ipynb} (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb => 03-Neptune-ML/01-Gremlin/02-Introduction-to-Node-Classification-Gremlin.ipynb} (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-02-Introduction-to-Node-Regression-Gremlin.ipynb => 03-Neptune-ML/01-Gremlin/03-Introduction-to-Node-Regression-Gremlin.ipynb} (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-03-Introduction-to-Link-Prediction-Gremlin.ipynb => 03-Neptune-ML/01-Gremlin/04-Introduction-to-Link-Prediction-Gremlin.ipynb} (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-04-Introduction-to-Edge-Classification-Gremlin.ipynb => 03-Neptune-ML/01-Gremlin/05-Introduction-to-Edge-Classification-Gremlin.ipynb} (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-05-Introduction-to-Edge-Regression-Gremlin.ipynb => 03-Neptune-ML/01-Gremlin/06-Introduction-to-Edge-Regression-Gremlin.ipynb} (99%)
 create mode 100644 src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/__init__.py
 rename src/graph_notebook/notebooks/{04-Machine-Learning => 03-Neptune-ML/01-Gremlin}/neptune-ml-pretrained-model-config.json (100%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning => 03-Neptune-ML/01-Gremlin}/neptune_ml_utils.py (98%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-SPARQL => 03-Neptune-ML/02-SPARQL}/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-SPARQL => 03-Neptune-ML/02-SPARQL}/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-SPARQL => 03-Neptune-ML/02-SPARQL}/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-SPARQL => 03-Neptune-ML/02-SPARQL}/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb (99%)
 create mode 100644 src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/__init__.py
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-SPARQL => 03-Neptune-ML/02-SPARQL}/neptune-ml-pretrained-rdf-model-config.json (100%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Neptune-ML-SPARQL => 03-Neptune-ML/02-SPARQL}/neptune_ml_sparql_utils.py (100%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Sample-Applications => 03-Neptune-ML/03-Sample-Applications}/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb (94%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Sample-Applications => 03-Neptune-ML/03-Sample-Applications}/01-People-Analytics/WA_Fn-UseC_-HR-Employee-Attrition.csv (100%)
 create mode 100644 src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/__init__.py
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Sample-Applications => 03-Neptune-ML/03-Sample-Applications}/02-Job-Recommendation-Text-Encoding.ipynb (99%)
 rename src/graph_notebook/notebooks/{04-Machine-Learning/Sample-Applications => 03-Neptune-ML/03-Sample-Applications}/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb (99%)
 create mode 100644 src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/__init__.py
 create mode 100644 src/graph_notebook/notebooks/03-Neptune-ML/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/03-Sample-Applications/__init__.py
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/01-Basic-Read-Queries.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/02-Loops-Repeats.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/03-Ordering-Functions-Grouping.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/04-Creating-Updating-Deleting-Queries.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/Gremlin-Exercises-Answer-Sheet.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/__init__.py
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/01-Basic-Read-Queries.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/02-Variable-Length-Paths.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/03-Ordering-Functions-Grouping.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/04-Creating-Updating-Delete-Queries.ipynb
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/__init__.py
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/openCypher-Exercises-Answer-Key.ipynb
 rename src/graph_notebook/notebooks/{06-Language-Tutorials/01-SPARQL => 04-Language-Tutorials/03-SPARQL}/01-SPARQL-Basics.ipynb (100%)
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/03-SPARQL/__init__.py
 create mode 100644 src/graph_notebook/notebooks/04-Language-Tutorials/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/04-Machine-Learning/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/05-Data-Science/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/06-Language-Tutorials/01-SPARQL/__init__.py
 delete mode 100644 src/graph_notebook/notebooks/06-Language-Tutorials/__init__.py
 create mode 100644 src/graph_notebook/notebooks/About-the-Neptune-Notebook.ipynb
 create mode 100644 src/graph_notebook/notebooks/Overview.ipynb
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/gremlin/__init__.py
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/airports/0_nodes.txt (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/airports/1_edges_part_1.txt (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/airports/2_edges_part_2.txt (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/airports/__init__.py (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/dining_by_friends/0_nodes.txt (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/dining_by_friends/1_edges.txt (100%)
 rename src/graph_notebook/{notebooks/03-Sample-Applications/01-Fraud-Graphs => seed/queries/propertygraph/gremlin/dining_by_friends}/__init__.py (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/epl/0_epl_data.txt (100%)
 rename src/graph_notebook/{notebooks/03-Sample-Applications/02-Knowledge-Graphs => seed/queries/propertygraph/gremlin/epl}/__init__.py (100%)
 rename src/graph_notebook/{notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL => seed/queries/propertygraph/gremlin/fraud_graph}/__init__.py (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/fraud_graph/fraud_graph.txt (85%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/knowledge-graph/0_knowledge-graph-chatbot.txt (100%)
 rename src/graph_notebook/{notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script => seed/queries/propertygraph/gremlin/knowledge-graph}/__init__.py (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/security-graph/0_nodes.txt (100%)
 rename src/graph_notebook/seed/queries/propertygraph/{ => gremlin}/security-graph/1_edges.txt (100%)
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/__init__.py
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/opencypher/__init__.py
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/opencypher/airports/__init__.py
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/opencypher/airports/airports_full.txt
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/opencypher/epl/__init__.py
 create mode 100644 src/graph_notebook/seed/queries/propertygraph/opencypher/epl/epl_full.txt
 create mode 100644 src/graph_notebook/seed/queries/rdf/sparql/__init__.py
 rename src/graph_notebook/seed/queries/rdf/{ => sparql}/airports/0_nodes.txt (100%)
 rename src/graph_notebook/seed/queries/rdf/{ => sparql}/airports/1_edges_part_1.txt (100%)
 rename src/graph_notebook/seed/queries/rdf/{ => sparql}/airports/2_edges_part_2.txt (100%)
 rename src/graph_notebook/{notebooks/03-Sample-Applications/03-Identity-Graphs => seed/queries/rdf/sparql/airports}/__init__.py (100%)
 rename src/graph_notebook/seed/queries/rdf/{ => sparql}/epl/0_epl_data.txt (100%)
 rename src/graph_notebook/seed/queries/{propertygraph/dining_by_friends => rdf/sparql/epl}/__init__.py (100%)
 create mode 100644 test/integration/iam/statistics/test_summary_with_iam.py
 create mode 100644 test/unit/seed/local_seed_test_cypher/0_test_data.txt
 rename {src/graph_notebook/seed/queries/propertygraph/epl => test/unit/seed/local_seed_test_cypher}/__init__.py (100%)
 create mode 100644 test/unit/seed/local_seed_test_propertygraph/0_test_nodes.txt
 create mode 100644 test/unit/seed/local_seed_test_propertygraph/1_test_edges.txt
 rename {src/graph_notebook/seed/queries/propertygraph/fraud_graph => test/unit/seed/local_seed_test_propertygraph}/__init__.py (100%)
 create mode 100644 test/unit/seed/local_seed_test_rdf/0_test_data.txt
 rename {src/graph_notebook/seed/queries/propertygraph/knowledge-graph => test/unit/seed/local_seed_test_rdf}/__init__.py (100%)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index 627d3472..dfec7475 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -1,18 +1,23 @@
 ---
 name: Bug report
-
 about: Create a report to help us improve
-
-title: "[BUG] Summarize the issue in a few words here"
-
+title: "[BUG] "
 labels: bug
-
-assignees: 'austinkline'
+assignees: ''
 
 ---
 
+**Community Note**
+* Please use a 👍 reaction to provide a +1/vote. This helps the community and maintainers prioritize this request.
+* If you are interested in working on this issue or have submitted a pull request, please leave a comment.
+
 **Describe the bug**
-A clear and concise description of what the bug is.
+A clear and concise description of what the bug is and the environment/context.
+
+ - OS: [e.g. Amazon Linux 2]
+ - Browser: [e.g. Google Chrome]
+ - Graph Notebook Version: [e.g. 3.7.3]
+ - Graph Database & Version: [e.g., Amazon Neptune 1.2.1.0]
 
 **To Reproduce**
 Steps to reproduce the behavior:
@@ -21,16 +26,7 @@ Steps to reproduce the behavior:
 3. Scroll down to '....'
 4. See error
 
-**Expected behavior**
-A clear and concise description of what you expected to happen.
-
-**Screenshots**
 If applicable, add screenshots to help explain your problem.
 
-**Desktop (please complete the following information):**
- - OS: [e.g. iOS]
- - Browser [e.g. chrome, safari]
- - Version [e.g. 22]
-
-**Additional context**
-Add any other context about the problem here.
\ No newline at end of file
+**Expected behavior**
+A clear and concise description of what you expected to happen.
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
index 1e522b4b..320a362d 100644
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -1,24 +1,23 @@
 ---
 name: Feature request
-
 about: Suggest an idea for this project
-
 title: ''
-
-labels: ''
-
+labels: enhancement
 assignees: ''
 
 ---
 
+**Community Note**
+* Please use a 👍 reaction to provide a +1/vote. This helps the community and maintainers prioritize this request.
+* If you are interested in working on this issue or have submitted a pull request, please leave a comment.
+
+**Graph Notebook Version (and Graph Database and Version used if applicable)**
+
 **Is your feature request related to a problem? Please describe.**
 A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
 
 **Describe the solution you'd like**
 A clear and concise description of what you want to happen.
 
-**Describe alternatives you've considered**
-A clear and concise description of any alternative solutions or features you've considered.
-
 **Additional context**
-Add any other context or screenshots about the feature request here.
\ No newline at end of file
+Add any other context or screenshots about the feature request here. Describe any alternatives you've considered.
diff --git a/.github/workflows/docker_publish.yml b/.github/workflows/docker_publish.yml
index 15d0ab06..8fbd5e49 100644
--- a/.github/workflows/docker_publish.yml
+++ b/.github/workflows/docker_publish.yml
@@ -1,6 +1,16 @@
 name: Build Docker image and publish to ECR
 
 on:
+  workflow_dispatch:
+    inputs:
+      image_tag:
+        description: 'ECR image tag type'
+        required: false
+        type: choice
+        options:
+          - 'latest'
+          - 'release'
+        default: 'latest'
   push:
     branches:
       - main
@@ -16,6 +26,25 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v3
 
+      - name: Get package version
+        uses: tyankatsu0105/read-package-version-actions@v1
+        with:
+          path: "./src/graph_notebook/widgets"
+        id: package-version
+
+      - name: Get image tag
+        id: get-image-tag
+        run: |
+          if ${{ github.event_name == 'workflow_dispatch' }} ; then
+            if ${{ inputs.image_tag == 'release'}}; then
+              echo "image_tag=${{ steps.package-version.outputs.version }}" >> $GITHUB_OUTPUT
+            else
+              echo "image_tag=latest" >> $GITHUB_OUTPUT
+            fi
+          else
+            echo "image_tag=latest" >> $GITHUB_OUTPUT
+          fi
+
       - name: Configure AWS Credentials
         uses: aws-actions/configure-aws-credentials@v1
         with:
@@ -37,7 +66,7 @@ jobs:
           REGISTRY: ${{ steps.login-ecr-public.outputs.registry }}
           REGISTRY_ALIAS: neptune
           REPOSITORY: graph-notebook
-          IMAGE_TAG: latest
+          IMAGE_TAG: ${{ steps.get-image-tag.outputs.image_tag }}
         run: |
           docker build -t $REGISTRY/$REGISTRY_ALIAS/$REPOSITORY:$IMAGE_TAG .
           docker push $REGISTRY/$REGISTRY_ALIAS/$REPOSITORY:$IMAGE_TAG
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index f584be8f..2fb9c20d 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -16,16 +16,16 @@ jobs:
     steps:
       - name: Generate Stack Name
         id: generate-stack-name
-        run: echo "::set-output name=stack-name::$(echo graph-notebook-$RANDOM)"
+        run: echo "stack-name=$(echo graph-notebook-$RANDOM)" >> $GITHUB_OUTPUT
         shell: bash
   create-stack:
     runs-on: ubuntu-latest
     needs: generate-stack-name
     steps:
-      - name: Set up Python 3.7
+      - name: Set up Python 3.10
         uses: actions/setup-python@v2
         with:
-          python-version: 3.7
+          python-version: 3.10
       - name: Configure AWS Credentials
         uses: aws-actions/configure-aws-credentials@v1
         with:
@@ -39,7 +39,7 @@ jobs:
       - name: Install dependencies
         run: |
           pip install pytest
-          pip install jupyterlab>=3
+          pip install "jupyterlab>=3,<4"
           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
       - name: Install
         run: |
@@ -58,10 +58,10 @@ jobs:
     runs-on: ubuntu-latest
     needs: [generate-stack-name, create-stack]
     steps:
-      - name: Set up Python 3.7
+      - name: Set up Python 3.10
         uses: actions/setup-python@v2
         with:
-          python-version: 3.7
+          python-version: 3.10
       - name: Configure AWS Credentials
         uses: aws-actions/configure-aws-credentials@v1
         with:
@@ -75,7 +75,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          python -m pip install jupyterlab>=3
+          python -m pip install "jupyterlab>=3,<4"
           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
       - name: Install
         run: |
diff --git a/.github/workflows/unit.yml b/.github/workflows/unit.yml
index 4b05a5c4..a29aed43 100644
--- a/.github/workflows/unit.yml
+++ b/.github/workflows/unit.yml
@@ -5,13 +5,16 @@ on: [push, pull_request]
 jobs:
   unit-tests:
     if: github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == true
+    strategy:
+      matrix:
+        python-version: ['3.7', '3.8', '3.10']
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v2
-      - name: Set up Python 3.7
+      - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v2
         with:
-          python-version: 3.7
+          python-version: ${{ matrix.python-version }}
       - name: Set up Node.js 14.x
         uses: actions/setup-node@v3
         with:
@@ -21,7 +24,7 @@ jobs:
           python -m pip install --upgrade pip
           pip install wheel
           pip install flake8 pytest
-          pip install jupyterlab>=3
+          pip install "jupyterlab>=3,<4"
           if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
       - name: Lint with flake8
         run: |
diff --git a/.gitignore b/.gitignore
index eeee3ce5..cf8e12be 100644
--- a/.gitignore
+++ b/.gitignore
@@ -31,3 +31,10 @@ src/graph_notebook/widgets/package-lock.json
 blazegraph.jnl
 rules.log
 *.env
+
+package-lock.json
+package.json
+graph_notebook.tar.gz
+
+
+
diff --git a/ChangeLog.md b/ChangeLog.md
index c1fcf47e..b963fb34 100644
--- a/ChangeLog.md
+++ b/ChangeLog.md
@@ -3,9 +3,69 @@
 Starting with v1.31.6, this file will contain a record of major features and updates made in each release of graph-notebook.
 
 ## Upcoming
+
+## Release 4.0.0 (Nov 29, 2023)
+- Added support for Neptune Analytics ([Link to PR](https://github.com/aws/graph-notebook/pull/???))
+- Added Air-Routes and EPL sample seed datasets for openCypher ([Link to PR](https://github.com/aws/graph-notebook/pull/540))
+
+## Release 3.9.0 (Oct 9, 2023)
+- New Gremlin Language Tutorial notebooks ([Link to PR](https://github.com/aws/graph-notebook/pull/533))
+  - Path: 06-Language-Tutorials > 03-Gremlin
+- Added `--explain-type` option to `%%gremlin` ([Link to PR](https://github.com/aws/graph-notebook/pull/503))
+- Added general documentation for `%%graph_notebook_config` options ([Link to PR](https://github.com/aws/graph-notebook/pull/504))
+- Added support for Gremlin proxy hosts and visualization of Neptune HTTP results ([Link to PR](https://github.com/aws/graph-notebook/pull/530))
+- Modified Dockerfile to support Python 3.10 ([Link to PR](https://github.com/aws/graph-notebook/pull/519))
+- Updated Docker documentation with platform-specific run commands ([Link to PR](https://github.com/aws/graph-notebook/pull/502))
+- Fixed deprecation warnings in GitHub workflows ([Link to PR](https://github.com/aws/graph-notebook/pull/506))
+- Fixed seed dataset unzip path in Identity Graph sample notebook ([Link to PR](https://github.com/aws/graph-notebook/pull/507))
+- Fixed unit test workflows failing on type check assertion ([Link to PR](https://github.com/aws/graph-notebook/pull/514))
+- Fixed bad queries in openCypher Language Tutorial samples ([PR #1](https://github.com/aws/graph-notebook/pull/525)) ([PR #2](https://github.com/aws/graph-notebook/pull/526))
+- Fixed kernel crashing with ZMQ errors on magic execution ([Link to PR](https://github.com/aws/graph-notebook/pull/517))
+- Fixed truncated descriptions for some `%seed` fields ([Link to PR](https://github.com/aws/graph-notebook/pull/531))
+- Unpinned `boto3` and `botocore` to support NeptuneData SDK ([Link to PR](https://github.com/aws/graph-notebook/pull/528))
+
+## Release 3.8.2 (June 5, 2023)
+- New Sample Applications - Healthcare and Life Sciences notebooks ([Link to PR](https://github.com/aws/graph-notebook/pull/484))
+  - Path: 03-Sample-Applications > 05-Healthcare-and-Life-Sciences-Graphs
+- Added local file path and openCypher query support to `%seed` ([Link to PR](https://github.com/aws/graph-notebook/pull/292))
+- Added S3 path support to `%seed` ([Link to PR](https://github.com/aws/graph-notebook/pull/488))
+- Added samples options for openCypher to `%seed` ([Link to PR](https://github.com/aws/graph-notebook/pull/494))
+- Added support for openCypher parameterized queries ([Link to PR](https://github.com/aws/graph-notebook/pull/496))
+- Added `%toggle_traceback` line magic ([Link to PR](https://github.com/aws/graph-notebook/pull/486))
+- Added support for setting `%graph_notebook_vis_options` from a variable ([Link to PR](https://github.com/aws/graph-notebook/pull/487))
+- Pinned JupyterLab<4.x to fix Python 3.8/3.10 builds ([Link to PR](https://github.com/aws/graph-notebook/pull/490))
+- Changed datatype of "amount" from String to numeric for "Transaction" vertices in Fraud Graph sample notebook ([Link to PR](https://github.com/aws/graph-notebook/pull/489))
+- Replaced usages of deprecated DataFrame.append method in ML samples ([Link to PR](https://github.com/aws/graph-notebook/pull/495))
+- Set Gremlin as default language for PropertyGraph samples in `%seed` ([Link to PR](https://github.com/aws/graph-notebook/pull/497))
+- Suppress InsecureRequestWarning if SSL verification is disabled ([Link to PR](https://github.com/aws/graph-notebook/pull/499))
+
+## Release 3.8.1 (April 17, 2023)
+- Reinstate Python 3.7 support for compatibility with legacy AL1 Neptune Notebooks ([Link to PR](https://github.com/aws/graph-notebook/pull/479))
+
+## Release 3.8.0 (April 16, 2023)
+- Added support for Python 3.10 ([Link to PR](https://github.com/aws/graph-notebook/pull/476))
+- Deprecated Python 3.7 support ([PR #1](https://github.com/aws/graph-notebook/pull/453)) ([PR #2](https://github.com/aws/graph-notebook/pull/473))
+- Patched nbextensions loader timeouts for large notebooks ([PR #1](https://github.com/aws/graph-notebook/pull/455))
+- Fixed Dockerfile builds breaking with AL2023 ([Link to PR](https://github.com/aws/graph-notebook/pull/466))
+- Fixed `--store-to` option for several magics ([Link to PR](https://github.com/aws/graph-notebook/pull/463))
+- Fixed broken documentation links in Neptune ML notebooks ([PR #1](https://github.com/aws/graph-notebook/pull/467)) ([PR #2](https://github.com/aws/graph-notebook/pull/468))
+- Fixed Gremlin graph tab not rendering with UUID type IDs ([Link to PR](https://github.com/aws/graph-notebook/pull/475))
+
+## Release 3.7.3 (March 14, 2023)
+- Fixed detailed mode output for graph summary requests ([Link to PR](https://github.com/aws/graph-notebook/pull/461))
+- Added more helpful error messaging for `%statistics`/`%summary` ([Link to PR](https://github.com/aws/graph-notebook/pull/460))
+- Added Neptune Notebook CloudFormation template ([Link to PR](https://github.com/aws/graph-notebook/pull/442))
+
+## Release 3.7.2 (March 9, 2023)
 - New Neptune ML notebook - Real Time Fraud Detection using Inductive Inference ([Link to PR](https://github.com/aws/graph-notebook/pull/338))
   - Path: 04-Machine-Learning > Sample-Applications > 03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb
+- New openCypher Language Tutorial notebooks
+  - Path: 06-Language-Tutorials > 02-openCypher
+- Added support for Neptune Summary API ([Link to PR](https://github.com/aws/graph-notebook/pull/457))
 - Added `--profile-misc-args` option to `%%gremlin` ([Link to PR](https://github.com/aws/graph-notebook/pull/443))
+- Added error messaging for incompatible host-specific `%%graph_notebok_config` parameters ([Link to PR](https://github.com/aws/graph-notebook/pull/456))
+- Ensure default assignments for all Gremlin nodes when using grouping ([Link to PR](https://github.com/aws/graph-notebook/pull/448))
+- Fixed nbextensions loader timeout on large notebooks ([Link to PR](https://github.com/aws/graph-notebook/pull/455))
 
 ## Release 3.7.1 (January 25, 2023)
 - Added ECR auto-publish workflow ([Link to PR](https://github.com/aws/graph-notebook/pull/405))
@@ -119,6 +179,7 @@ Starting with v1.31.6, this file will contain a record of major features and upd
 - Updated the airports property graph seed files to the latest level and suffixed all doubles with 'd'. ([Link to PR](https://github.com/aws/graph-notebook/pull/257))
 - Added grouping by depth for Gremlin and openCypher queries ([PR #1](https://github.com/aws/graph-notebook/pull/241))([PR #2](https://github.com/aws/graph-notebook/pull/251))
 - Added grouping by raw node results ([Link to PR](https://github.com/aws/graph-notebook/pull/253))
+- Added loading from file path with `%seed` ([Link to PR](https://github.com/aws/graph-notebook/pull/247))
 - Added `--no-scroll` option for disabling truncation of query result pages ([Link to PR](https://github.com/aws/graph-notebook/pull/243))
 - Added `--results-per-page` option ([Link to PR](https://github.com/aws/graph-notebook/pull/242))
 - Added relaxed seed command error handling ([Link to PR](https://github.com/aws/graph-notebook/pull/246))
diff --git a/Dockerfile b/Dockerfile
index cd3d0225..9fad6610 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM amazonlinux:latest
+FROM amazonlinux:2022
 
 # Notebook Port
 EXPOSE 8888
@@ -11,7 +11,8 @@ ENV pipargs=""
 ENV WORKING_DIR="/root"
 ENV NOTEBOOK_DIR="${WORKING_DIR}/notebooks"
 ENV EXAMPLE_NOTEBOOK_DIR="${NOTEBOOK_DIR}/Example Notebooks"
-ENV NODE_VERSION=12.x
+ENV NODE_VERSION=14
+ENV PYTHON_VERSION=3.10
 ENV GRAPH_NOTEBOOK_AUTH_MODE="DEFAULT"
 ENV GRAPH_NOTEBOOK_HOST="neptune.cluster-XXXXXXXXXXXX.us-east-1.neptune.amazonaws.com"
 ENV GRAPH_NOTEBOOK_PROXY_PORT="8192"
@@ -36,22 +37,27 @@ RUN mkdir -p "${WORKING_DIR}" && \
     mkdir -p "${EXAMPLE_NOTEBOOK_DIR}" && \
     # Yum Update and install dependencies
     yum update -y && \
-    yum install tar gzip git -y && \
+    yum install tar gzip git findutils -y && \
     # Install NPM/Node
-    curl --silent --location https://rpm.nodesource.com/setup_${NODE_VERSION} | bash - && \
-    yum install nodejs -y && \
-    npm install -g opencollective && \
-    yum install python3 -y && \
-    python3 -m ensurepip --upgrade  && \
-    python3 -m venv /tmp/venv && \
+    curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.3/install.sh | bash && \
+    . ~/.nvm/nvm.sh && \
+    nvm install ${NODE_VERSION} && \
+    # Install Python
+    yum install python${PYTHON_VERSION} -y && \
+    # update-alternatives --install /usr/bin/python3 python3 /usr/bin/python${PYTHON_VERSION} 1 && \
+    echo 'Using python version:' && \
+    python${PYTHON_VERSION} --version && \
+    python${PYTHON_VERSION} -m ensurepip --upgrade  && \
+    python${PYTHON_VERSION} -m venv /tmp/venv && \
     source /tmp/venv/bin/activate && \
     cd "${WORKING_DIR}" && \
     # Clone the repo and install python dependencies
     git clone https://github.com/aws/graph-notebook && \
     cd "${WORKING_DIR}/graph-notebook" && \
-    pip3 install --upgrade pip setuptools wheel twine && \
+    pip3 install --upgrade pip setuptools wheel && \
+    pip3 install twine==3.7.1 && \
     pip3 install -r requirements.txt && \
-    pip3 install "jupyterlab>=3" && \
+    pip3 install "jupyterlab>=3,<4" && \
     # Build the package
     python3 setup.py sdist bdist_wheel && \
     # install the copied repo
@@ -62,6 +68,7 @@ RUN mkdir -p "${WORKING_DIR}" && \
     jupyter nbextension enable  --py --sys-prefix graph_notebook.widgets && \
     # This allows for the `.ipython` to be set
     python -m graph_notebook.start_jupyterlab --jupyter-dir "${NOTEBOOK_DIR}" && \
+    deactivate && \
     # Cleanup
     yum clean all && \
     yum remove wget tar git  -y && \
@@ -69,7 +76,8 @@ RUN mkdir -p "${WORKING_DIR}" && \
     rm -rf "${WORKING_DIR}/graph-notebook" && \
     rm -rf /root/.cache && \
     rm -rf /root/.npm/_cacache && \
-    rm -rf /usr/share
+    cd /usr/share && \
+    rm -r $(ls -A | grep -v terminfo)
 
 ADD "docker/Example-Remote-Server-Setup.ipynb" "${NOTEBOOK_DIR}/Example-Remote-Server-Setup.ipynb"
 ADD ./docker/service.sh /usr/bin/service.sh
diff --git a/README.md b/README.md
index e1027958..8ae83644 100644
--- a/README.md
+++ b/README.md
@@ -1,19 +1,18 @@
-## Graph Notebook: easily query and visualize graphs
+# Graph Notebook: easily query and visualize graphs
 
 The graph notebook provides an easy way to interact with graph databases using Jupyter notebooks. Using this open-source Python package, you can connect to any graph database that supports the [Apache TinkerPop](https://tinkerpop.apache.org/), [openCypher](https://github.com/opencypher/openCypher) or the [RDF SPARQL](https://www.w3.org/TR/rdf-sparql-query/) graph models. These databases could be running locally on your desktop or in the cloud. Graph databases can be used to explore a variety of use cases including [knowledge graphs](https://aws.amazon.com/neptune/knowledge-graphs-on-aws/) and [identity graphs](https://aws.amazon.com/neptune/identity-graphs-on-aws/).
 
 ![A colorful graph picture](./images/ColorfulGraph.png)
 
-
-### Visualizing Gremlin queries:
+## Visualizing Gremlin queries
 
 ![Gremlin query and graph](./images/GremlinQueryGraph.png)
 
-### Visualizing openCypher queries
+## Visualizing openCypher queries
 
 ![openCypher query and graph](./images/OCQueryGraph.png)
 
-### Visualizing SPARQL queries:
+## Visualizing SPARQL queries
 
 ![SPARL query and graph](./images/SPARQLQueryGraph.png)
 
@@ -23,14 +22,15 @@ Instructions for connecting to the following graph databases:
 | :-----------------------------: | :---------------------: | :-----------------: |
 |[Gremlin Server](#gremlin-server)|     property graph      |       Gremlin       |
 |    [Blazegraph](#blazegraph)    |            RDF          |       SPARQL        |
-|[Amazon Neptune](#amazon-neptune)|  property graph or RDF  |  Gremlin or SPARQL  |
+|[Amazon Neptune](#amazon-neptune)|  property graph or RDF  |  Gremlin, openCypher, or SPARQL  |
 |         [Neo4J](#neo4j)         |     property graph      |       Cypher        |
 
 We encourage others to contribute configurations they find useful. There is an [`additional-databases`](https://github.com/aws/graph-notebook/blob/main/additional-databases) folder where more information can be found.
 
 ## Features
 
-#### Notebook cell 'magic' extensions in the IPython 3 kernel
+### Notebook cell 'magic' extensions in the IPython 3 kernel
+
 `%%sparql` - Executes a SPARQL query against your configured database endpoint. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-cell-magics-sparql)
 
 `%%gremlin` - Executes a Gremlin query against your database using web sockets. The results are similar to those a Gremlin console would return. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-cell-magics-gremlin)
@@ -48,6 +48,7 @@ We encourage others to contribute configurations they find useful. There is an [
 **TIP** :point_right: There is syntax highlighting for language query magic cells to help you structure your queries more easily.
 
 #### Notebook line 'magic' extensions in the IPython 3 kernel
+
 `%gremlin_status` - Obtain the status of Gremlin queries. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/gremlin-api-status.html)
 
 `%sparql_status` - Obtain the status of SPARQL queries. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/sparql-api-status.html)
@@ -67,7 +68,7 @@ We encourage others to contribute configurations they find useful. There is an [
 
 `%status` - Check the Health Status of the configured host endpoint. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/access-graph-status.html)
 
-`%seed` - Provides a form to add data to your graph without the use of a bulk loader. Supports both RDF and Property Graph data models.
+`%seed` - Provides a form to add data to your graph, using sets of insert queries instead of a bulk loader. Sample RDF and Property Graph data models are provided with this command. Alternatively, you can select a language type and provide a file path(or a directory path containing one or more of these files) to load the queries from.
 
 `%stream_viewer` - Interactively explore the Neptune CDC stream (if enabled)
 
@@ -84,33 +85,35 @@ We encourage others to contribute configurations they find useful. There is an [
 **TIP** :point_right: Many of the magic commands support a `--help` option in order to provide additional information.
 
 ## Example notebooks
+
 This project includes many example Jupyter notebooks. It is recommended to explore them. All of the commands and features supported by `graph-notebook` are explained in detail with examples within the sample notebooks. You can find them  [here](./src/graph_notebook/notebooks/). As this project has evolved, many new features have been added. If you are already familiar with graph-notebook but want a quick summary of new features added, a good place to start is the Air-Routes notebooks in the [02-Visualization](./src/graph_notebook/notebooks/02-Visualization) folder.
 
 ## Keeping track of new features
+
 It is recommended to check the [ChangeLog.md](ChangeLog.md) file periodically to keep up to date as new features are added.
 
 ## Prerequisites
 
 You will need:
 
-* [Python](https://www.python.org/downloads/) 3.7.0-3.9.7
+* [Python](https://www.python.org/downloads/) 3.7.x-3.10.13
 * A graph database that provides one or more of:
-  *  A SPARQL 1.1 endpoint 
-  *  An Apache TinkerPop Gremlin Server compatible endpoint
-  *  An endpoint compatible with openCypher
+  * A SPARQL 1.1 endpoint
+  * An Apache TinkerPop Gremlin Server compatible endpoint
+  * An endpoint compatible with openCypher
   
 ## Installation
 
 Begin by installing `graph-notebook` and its prerequisites, then follow the remaining instructions for either Jupyter Classic Notebook or JupyterLab.
 
-```
+``` bash
 # install the package
 pip install graph-notebook
 ```
 
 ### Jupyter Classic Notebook
 
-```
+``` bash
 # Enable the visualization widget
 jupyter nbextension enable  --py --sys-prefix graph_notebook.widgets
 
@@ -131,9 +134,9 @@ python -m graph_notebook.start_notebook --notebooks-dir ~/notebook/destination/d
 
 ### JupyterLab 3.x
 
-```
+``` bash
 # install jupyterlab
-pip install "jupyterlab>=3"
+pip install "jupyterlab>=3,<4"
 
 # copy premade starter notebooks
 python -m graph_notebook.notebooks.install --destination ~/notebook/destination/dir
@@ -145,23 +148,26 @@ python -m graph_notebook.start_jupyterlab --jupyter-dir ~/notebook/destination/d
 #### Loading magic extensions in JupyterLab
 
 When attempting to run a line/cell magic on a new notebook in JupyterLab, you may encounter the error:
-```
+
+``` bash
 UsageError: Cell magic `%%graph_notebook_config` not found.
 ```
 
-To fix this, run the following command, then restart JupyterLab. 
-```
+To fix this, run the following command, then restart JupyterLab.
+
+``` bash
 python -m graph_notebook.ipython_profile.configure_ipython_profile
 ```
 
 Alternatively, the magic extensions can be manually reloaded for a single notebook by running the following command in any empty cell.
-```
+
+``` bash
 %load_ext graph_notebook.magics
 ```
 
 ## Upgrading an existing installation
 
-```
+``` bash
 # upgrade graph-notebook
 pip install graph-notebook --upgrade
 ```
@@ -170,11 +176,29 @@ After the above command completes, rerun the commands given at [Jupyter Classic
 
 ## Connecting to a graph database
 
+Configuration options can be set using the `%graph_notebook_config` magic command. The command accepts a JSON object as an argument. The JSON object can contain any of the configuration options listed below. The command can be run multiple times to change the configuration. The configuration is stored in the notebook's metadata and will be used for all subsequent queries.
+
+| Configuration Option | Description | Default Value | Type |
+| --- | --- | --- | --- |
+| auth_mode | The authentication mode to use for Amazon Neptune connections | DEFAULT | string |
+| aws_region | The AWS region to use for Amazon Neptune connections | your-region-1 | string |
+| host | The host url to form a connection with | localhost | string |
+| load_from_s3_arn | The ARN of the S3 bucket to load data from [Amazon Neptune only] | | string |
+| neptune_service | The name of the Neptune service for the host url [Amazon Neptune only] | neptune-db | string |
+| port | The port to use when creating a connection | 8182 | number |
+| proxy_host | The proxy host url to route a connection through [Amazon Neptune only]| | string |
+| proxy_port | The proxy port to use when creating proxy connection [Amazon Neptune only] | 8182 | number |
+| ssl | Whether to make connections to the created endpoint with ssl or not [True/False] | False | boolean |
+| ssl_verify | Whether to verify the server's TLS certificate or not [True/False] | True | boolean |
+| sparql | SPARQL connection object | ``` { "path": "sparql" } ``` | string |
+| gremlin | Gremlin connection object | ``` { "username": "", "password": "", "traversal_source": "g",  "message_serializer": "graphsonv3" } ```| string |
+| neo4j | Neo4J connection object |``` { "username": "neo4j", "password": "password", "auth": true, "database": null } ``` | string |
+
 ### Gremlin Server
 
 In a new cell in the Jupyter notebook, change the configuration using `%%graph_notebook_config` and modify the fields for `host`, `port`, and `ssl`. Optionally, modify `traversal_source` if your graph traversal source name differs from the default value, `username` and `password` if required by the graph store, or `message_serializer` for a specific data transfer format. For a local Gremlin server (HTTP or WebSockets), you can use the following command:
 
-```
+``` python
 %%graph_notebook_config
 {
   "host": "localhost",
@@ -195,7 +219,7 @@ To setup a new local Gremlin Server for use with the graph notebook, check out [
 
 Change the configuration using `%%graph_notebook_config` and modify the fields for `host`, `port`, and `ssl`. For a local Blazegraph database, you can use the following command:
 
-```
+``` python
 %%graph_notebook_config
 {
   "host": "localhost",
@@ -209,7 +233,7 @@ Change the configuration using `%%graph_notebook_config` and modify the fields f
 
 You can also make use of namespaces for Blazegraph by specifying the path `graph-notebook` should use when querying your SPARQL like below:
 
-```
+``` python
 %%graph_notebook_config
 
 {
@@ -228,12 +252,15 @@ To setup a new local Blazegraph database for use with the graph notebook, check
 
 ### Amazon Neptune
 
-Change the configuration using `%%graph_notebook_config` and modify the defaults as they apply to your Neptune cluster:
+Change the configuration using `%%graph_notebook_config` and modify the defaults as they apply to your Neptune instance.
 
-```
+#### Neptune DB
+
+``` python
 %%graph_notebook_config
 {
   "host": "your-neptune-endpoint",
+  "neptune_service": "neptune-db",
   "port": 8182,
   "auth_mode": "DEFAULT",
   "load_from_s3_arn": "",
@@ -242,18 +269,56 @@ Change the configuration using `%%graph_notebook_config` and modify the defaults
   "aws_region": "your-neptune-region"
 }
 ```
+
+#### Neptune Analytics
+
+``` python
+%%graph_notebook_config
+{
+  "host": "your-neptune-endpoint",
+  "neptune_service": "neptune-graph",
+  "port": 443,
+  "auth_mode": "IAM",
+  "ssl": true,
+  "ssl_verify": true,
+  "aws_region": "your-neptune-region"
+}
+```
+
 To setup a new Amazon Neptune cluster, check out the [Amazon Web Services documentation](https://docs.aws.amazon.com/neptune/latest/userguide/manage-console-launch.html).
 
-When connecting the graph notebook to Neptune, make sure you have a network setup to communicate to the VPC that Neptune runs on. If not, you can follow [this guide](https://github.com/aws/graph-notebook/tree/main/additional-databases/neptune).
+When connecting the graph notebook to Neptune via a private endpoint, make sure you have a network setup to communicate to the VPC that Neptune runs on. If not, you can follow [this guide](https://github.com/aws/graph-notebook/tree/main/additional-databases/neptune).
+
+In addition to the above configuration options, you can also specify the following options:
+
+### Amazon Neptune Proxy Connection
+
+``` python
+%%graph_notebook_config
+{
+  "host": "clustername.cluster-ididididid.us-east-1.neptune.amazonaws.com",
+  "neptune_service": "neptune-db",
+  "port": 8182,
+  "ssl": true,
+  "proxy_port": 8182,
+  "proxy_host": "host.proxy.com",
+  "auth_mode": "IAM",
+  "aws_region": "us-east-1",
+  "load_from_s3_arn": ""
+}
+```
+
+Connecting to Amazon Neptune from clients outside the Neptune VPC using AWS Network [Load Balancer](https://aws-samples.github.io/aws-dbs-refarch-graph/src/connecting-using-a-load-balancer/#connecting-to-amazon-neptune-from-clients-outside-the-neptune-vpc-using-aws-network-load-balancer)
 
 ## Authentication (Amazon Neptune)
 
 If you are running a SigV4 authenticated endpoint, ensure that your configuration has `auth_mode` set to `IAM`:
 
-```
+``` python
 %%graph_notebook_config
 {
   "host": "your-neptune-endpoint",
+  "neptune_service": "neptune-db",
   "port": 8182,
   "auth_mode": "IAM",
   "load_from_s3_arn": "",
@@ -265,10 +330,10 @@ If you are running a SigV4 authenticated endpoint, ensure that your configuratio
 
 Additionally, you should have the following Amazon Web Services credentials available in a location accessible to Boto3:
 
-- Access Key ID
-- Secret Access Key
-- Default Region
-- Session Token (OPTIONAL. Use if you are using temporary credentials)
+* Access Key ID
+* Secret Access Key
+* Default Region
+* Session Token (OPTIONAL. Use if you are using temporary credentials)
 
 These variables must follow a specific naming convention, as listed in the [Boto3 documentation](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/configuration.html#using-environment-variables)
 
@@ -276,13 +341,13 @@ A list of all locations checked for Amazon Web Services credentials can also be
 
 ### Neo4J
 
-Change the configuration using `%%graph_notebook_config` and modify the fields for `host`, `port`, `ssl`, and `neo4j` authentication. 
+Change the configuration using `%%graph_notebook_config` and modify the fields for `host`, `port`, `ssl`, and `neo4j` authentication.
 
 If your Neo4J instance supports [multiple databases](https://neo4j.com/developer/manage-multiple-databases/), you can specify a database name via the `database` field. Otherwise, leave the `database` field blank to query the default database.
 
 For a local Neo4j Desktop database, you can use the following command:
 
-```
+``` python
 %%graph_notebook_config
 {
   "host": "localhost",
@@ -305,7 +370,7 @@ To setup a new local Neo4J Desktop database for use with the graph notebook, che
 
 A pre-release distribution can be built from the graph-notebook repository via the following steps:
 
-```
+``` bash
 # 1) Clone the repository and navigate into the clone directory
 git clone https://github.com/aws/graph-notebook.git
 cd graph-notebook
@@ -313,8 +378,8 @@ cd graph-notebook
 # 2) Create a new virtual environment
 
 # 2a) Option 1 - pyenv
-pyenv install 3.9.7  # Only if not already installed; this can be any supported Python 3 version in Prerequisites
-pyenv virtualenv 3.9.7 build-graph-notebook
+pyenv install 3.10.13  # Only if not already installed; this can be any supported Python 3 version in Prerequisites
+pyenv virtualenv 3.10.13 build-graph-notebook
 pyenv local build-graph-notebook
 
 # 2b) Option 2 - venv
@@ -324,7 +389,7 @@ source /tmp/venv/bin/activate
 
 # 3) Install build dependencies
 pip install --upgrade pip setuptools wheel twine
-pip install jupyterlab>=3
+pip install "jupyterlab>=3,<4"
 
 # 4) Build the distribution
 python3 setup.py bdist_wheel
@@ -332,20 +397,19 @@ python3 setup.py bdist_wheel
 
 You should now be able to find the built distribution at
 
-`./dist/graph_notebook-3.7.1-py3-none-any.whl`
+`./dist/graph_notebook-4.0.0-py3-none-any.whl`
 
 And use it by following the [installation](https://github.com/aws/graph-notebook#installation) steps, replacing
 
-```
+``` python
 pip install graph-notebook
 ```
 
 with
 
+``` python
+pip install ./dist/graph_notebook-4.0.0-py3-none-any.whl
 ```
-pip install ./dist/graph_notebook-3.7.1-py3-none-any.whl
-```
-
 
 ## Contributing Guidelines
 
diff --git a/additional-databases/.gitignore b/additional-databases/.gitignore
new file mode 100644
index 00000000..ec380d93
--- /dev/null
+++ b/additional-databases/.gitignore
@@ -0,0 +1,2 @@
+sagemaker/graph_notebook/install.sh
+sagemaker/graph_notebook_beta/install.sh
\ No newline at end of file
diff --git a/additional-databases/sagemaker/README.md b/additional-databases/sagemaker/README.md
index e149bc13..0b9290d3 100644
--- a/additional-databases/sagemaker/README.md
+++ b/additional-databases/sagemaker/README.md
@@ -1,8 +1,7 @@
-## Launching graph-notebook using Amazon SageMaker
-You can easily launch instances of graph-notebook on Amazon SageMaker by using a lifecycle configuration. To learn more about lifecycle configurations and how to create one, see [documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/notebook-lifecycle-config.html).
+## Using graph-notebook on Amazon Sagemaker
 
-Use the sample lifecycle configuration in this folder, [`install-graph-notebook-lc.sh`](install-graph-notebook-lc.sh) ([`install-graph-notebook-lc-cn.sh`](install-graph-notebook-lc-cn.sh) if using `cn-north-1` or `cn-northwest-1` region) or create your own shell script. 
+Amazon Sagemaker Notebooks provide an easy and effective solution for hosting, configuring, and running `graph-notebook` against a graph database. These notebooks also serve as the base platform for [Neptune Workbench](https://docs.aws.amazon.com/neptune/latest/userguide/graph-notebooks.html). 
 
-After you create a lifecycle configuration on SageMaker, you can create new notebook instances by specifying a saved lifecycle configuration:
+If you would like to manually deploy a Neptune Workbench instance via AWS CloudFormation, please see the instructions in the [`neptune-notebook-cloudformation`](https://github.com/aws/graph-notebook/blob/main/additional-databases/sagemaker/neptune-notebook-cloudformation) folder. 
 
-![create-a-notebook](/././images/Create-Notebook-Instance.png)
+For non-Neptune use cases, you can follow the instructions in the [`sagemaker-notebook-lifecycle`](https://github.com/aws/graph-notebook/blob/main/additional-databases/sagemaker/sagemaker-notebook-lifecycle) folder.
\ No newline at end of file
diff --git a/additional-databases/sagemaker/neptune-notebook-cloudformation/README.md b/additional-databases/sagemaker/neptune-notebook-cloudformation/README.md
new file mode 100644
index 00000000..89e7b0a9
--- /dev/null
+++ b/additional-databases/sagemaker/neptune-notebook-cloudformation/README.md
@@ -0,0 +1,58 @@
+## Launching graph-notebook as Amazon Neptune Workbench via AWS CloudFormation
+
+The AWS CloudFormation template in this folder, [`neptune-workbench-stack.yaml`](neptune-workbench-stack.yaml), deploys Amazon Neptune workbench notebooks as resources, and includes the base 'Getting Started' notebooks. The workbench lets you work with your Amazon Neptune cluster using Jupyter notebooks hosted by Amazon SageMaker. You are billed for workbench resources through Amazon SageMaker, separately from your Neptune billing.
+
+### Parameter details
+#### Minimum permissions for the SageMakerNotebookRole
+This is the ARN for the AWS IAM role that the notebook instance will assume. Make sure that this role has at least the following minimum permissions within its service role policy:
+
+```json
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Effect": "Allow",
+      "Action": [
+        "s3:GetObject",
+        "s3:ListBucket"
+      ],
+      "Resource": [
+        "arn:aws:s3:::aws-neptune-notebook",
+        "arn:aws:s3:::aws-neptune-notebook/*"
+      ]
+    },
+    {
+      "Effect": "Allow",
+      "Action": "neptune-db:connect",
+      "Resource": [
+        "your-cluster-arn/*"
+      ]
+    }
+  ]
+}
+```
+
+The role should also establish the following trust relationship:
+
+```json
+{
+  "Version": "2012-10-17",
+  "Statement": [
+    {
+      "Effect": "Allow",
+      "Principal": {
+        "Service": "sagemaker.amazonaws.com"
+      },
+      "Action": "sts:AssumeRole"
+    }
+  ]
+}
+```
+
+#### How to populate the 'Cluster' value within the AWS Console for Amazon Neptune Notebooks
+Add the following tags manually to the notebook instance.
+
+| Key | Value |
+| ------------- |-------------|
+| **aws-neptune-cluster-id** | Amazon Neptune database cluster ID (found under *DB cluster id* under *Configuration* of the selected cluster in the AWS console) |
+| **aws-neptune-resource-id** | Amazon Neptune cluster resource ID (found under *Resource id* under *Configuration* of the selected cluster in the AWS console) |
diff --git a/additional-databases/sagemaker/neptune-notebook-cloudformation/neptune-workbench-stack.yaml b/additional-databases/sagemaker/neptune-notebook-cloudformation/neptune-workbench-stack.yaml
new file mode 100644
index 00000000..f1848446
--- /dev/null
+++ b/additional-databases/sagemaker/neptune-notebook-cloudformation/neptune-workbench-stack.yaml
@@ -0,0 +1,130 @@
+AWSTemplateFormatVersion: '2010-09-09'
+
+Description: A template to deploy Neptune Notebooks using CloudFormation resources.
+
+Parameters:
+  NotebookInstanceType:
+    Description: The notebook instance type.
+    Type: String
+    Default: ml.t2.medium
+    AllowedValues:
+    - ml.t2.medium
+    - ml.t2.large
+    - ml.t2.xlarge
+    - ml.t2.2xlarge
+    - ml.t3.2xlarge
+    - ml.t3.large
+    - ml.t3.medium
+    - ml.t3.xlarge
+    - ml.m4.xlarge
+    - ml.m4.2xlarge
+    - ml.m4.4xlarge
+    - ml.m4.10xlarge
+    - ml.m4.16xlarge
+    - ml.m5.12xlarge
+    - ml.m5.24xlarge
+    - ml.m5.2xlarge
+    - ml.m5.4xlarge
+    - ml.m5.xlarge
+    - ml.p2.16xlarge
+    - ml.p2.8xlarge
+    - ml.p2.xlarge
+    - ml.p3.16xlarge
+    - ml.p3.2xlarge
+    - ml.p3.8xlarge
+    - ml.c4.2xlarge
+    - ml.c4.4xlarge
+    - ml.c4.8xlarge
+    - ml.c4.xlarge
+    - ml.c5.18xlarge
+    - ml.c5.2xlarge
+    - ml.c5.4xlarge
+    - ml.c5.9xlarge
+    - ml.c5.xlarge
+    - ml.c5d.18xlarge
+    - ml.c5d.2xlarge
+    - ml.c5d.4xlarge
+    - ml.c5d.9xlarge
+    - ml.c5d.xlarge
+    ConstraintDescription: Must be a valid SageMaker instance type.
+
+  NeptuneClusterEndpoint:
+    Description: The cluster endpoint of an existing Neptune cluster.
+    Type: String
+
+  NeptuneClusterPort:
+    Description: 'OPTIONAL: The Port of an existing Neptune cluster (default 8182).'
+    Type: String
+    Default: '8182'
+
+  NeptuneClusterSecurityGroups:
+    Description: The VPC security group IDs. The security groups must be for the same VPC as specified in the subnet.
+    Type: List<AWS::EC2::SecurityGroup::Id>
+
+  NeptuneClusterSubnetId:
+    Description: The ID of the subnet in a VPC to which you would like to have a connectivity from your ML compute instance.
+    Type: AWS::EC2::Subnet::Id
+
+  SageMakerNotebookRole:
+    Description: The ARN for the IAM role that the notebook instance will assume.
+    Type: String
+    AllowedPattern: ^arn:aws[a-z\-]*:iam::\d{12}:role/?[a-zA-Z_0-9+=,.@\-_/]+$
+
+  SageMakerNotebookName:
+    Description: The name of the Neptune notebook.
+    Type: String
+
+Resources:
+  NeptuneNotebookInstance:
+    Type: AWS::SageMaker::NotebookInstance
+    Properties:
+      NotebookInstanceName: !Join
+                          - ''
+                          - - 'aws-neptune-'
+                            - !Ref SageMakerNotebookName
+      InstanceType:
+        Ref: NotebookInstanceType
+      SubnetId:
+        Ref: NeptuneClusterSubnetId
+      SecurityGroupIds:
+        Ref: NeptuneClusterSecurityGroups
+      RoleArn:
+        Ref: SageMakerNotebookRole
+      LifecycleConfigName:
+        Fn::GetAtt:
+        - NeptuneNotebookInstanceLifecycleConfig
+        - NotebookInstanceLifecycleConfigName
+
+  NeptuneNotebookInstanceLifecycleConfig:
+    Type: AWS::SageMaker::NotebookInstanceLifecycleConfig
+    Properties:
+      OnStart:
+      - Content:
+          Fn::Base64:
+            Fn::Join:
+            - ''
+            - - "#!/bin/bash\n"
+              - sudo -u ec2-user -i << 'EOF'
+              - "\n"
+              - echo 'export GRAPH_NOTEBOOK_AUTH_MODE=
+              - "DEFAULT' >> ~/.bashrc\n"
+              - echo 'export GRAPH_NOTEBOOK_HOST=
+              - !Ref NeptuneClusterEndpoint
+              - "' >> ~/.bashrc\n"
+              - echo 'export GRAPH_NOTEBOOK_PORT=
+              - !Ref NeptuneClusterPort
+              - "' >> ~/.bashrc\n"
+              - echo 'export NEPTUNE_LOAD_FROM_S3_ROLE_ARN=
+              - "' >> ~/.bashrc\n"
+              - echo 'export AWS_REGION=
+              - !Ref AWS::Region
+              - "' >> ~/.bashrc\n"
+              - aws s3 cp s3://aws-neptune-notebook/graph_notebook.tar.gz /tmp/graph_notebook.tar.gz
+              - "\n"
+              - rm -rf /tmp/graph_notebook
+              - "\n"
+              - tar -zxvf /tmp/graph_notebook.tar.gz -C /tmp
+              - "\n"
+              - /tmp/graph_notebook/install.sh
+              - "\n"
+              - EOF
diff --git a/additional-databases/sagemaker/sagemaker-notebook-lifecycle/README.md b/additional-databases/sagemaker/sagemaker-notebook-lifecycle/README.md
new file mode 100644
index 00000000..8eec63ed
--- /dev/null
+++ b/additional-databases/sagemaker/sagemaker-notebook-lifecycle/README.md
@@ -0,0 +1,8 @@
+## Launching graph-notebook on Amazon SageMaker using a lifecycle
+You can easily configure graph-notebook to run on an Amazon SageMaker Notebook instance by using a lifecycle configuration. To learn more about lifecycle configurations and how to create one, see [documentation](https://docs.aws.amazon.com/sagemaker/latest/dg/notebook-lifecycle-config.html).
+
+Use the sample lifecycle configuration in this folder, [`install-graph-notebook-lc.sh`](install-graph-notebook-lc.sh) ([`install-graph-notebook-lc-cn.sh`](install-graph-notebook-lc-cn.sh) if using `cn-north-1` or `cn-northwest-1` region) or create your own shell script. 
+
+After you create a lifecycle configuration on SageMaker, you can create new notebook instances by specifying a saved lifecycle configuration:
+
+![create-a-notebook](/images/Create-Notebook-Instance.png)
diff --git a/additional-databases/sagemaker/install-graph-notebook-lc-cn.sh b/additional-databases/sagemaker/sagemaker-notebook-lifecycle/install-graph-notebook-lc-cn.sh
similarity index 83%
rename from additional-databases/sagemaker/install-graph-notebook-lc-cn.sh
rename to additional-databases/sagemaker/sagemaker-notebook-lifecycle/install-graph-notebook-lc-cn.sh
index 6ed3d6ee..121fac14 100644
--- a/additional-databases/sagemaker/install-graph-notebook-lc-cn.sh
+++ b/additional-databases/sagemaker/sagemaker-notebook-lifecycle/install-graph-notebook-lc-cn.sh
@@ -3,6 +3,7 @@
 sudo -u ec2-user -i <<'EOF'
 
 echo "export GRAPH_NOTEBOOK_AUTH_MODE=DEFAULT" >> ~/.bashrc  # set to IAM instead of DEFAULT if cluster is IAM enabled
+echo "export GRAPH_NOTEBOOK_SERVICE=neptune-db" >> ~/.bashrc
 echo "export GRAPH_NOTEBOOK_HOST=CHANGE-ME" >> ~/.bashrc
 echo "export GRAPH_NOTEBOOK_PORT=8182" >> ~/.bashrc
 echo "export NEPTUNE_LOAD_FROM_S3_ROLE_ARN=" >> ~/.bashrc
@@ -28,11 +29,15 @@ python3 -m ipykernel install --sys-prefix --name python3 --display-name "Python
 echo "installing python dependencies..."
 pip uninstall NeptuneGraphNotebook -y # legacy uninstall when we used to install from source in s3
 
+pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "jupyter_core<=5.3.2"
+pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "jupyter_server<=2.7.3"
 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "jupyter-console<=6.4.0"
 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "jupyter-client<=6.1.12"
-pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "ipywidgets<=7.7.1"
+pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "ipywidgets==7.7.2"
+pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "jupyterlab_widgets==1.1.1"
 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "notebook==6.4.12"
 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "nbclient<=0.7.0"
+pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "itables<=1.4.2"
 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple --trusted-host pypi.tuna.tsinghua.edu.cn "awswrangler"
 
 if [[ ${VERSION} == "" ]]; then
@@ -61,6 +66,7 @@ chmod -R a+rw ~/SageMaker/Neptune/*
 source ~/.bashrc || exit
 HOST=${GRAPH_NOTEBOOK_HOST}
 PORT=${GRAPH_NOTEBOOK_PORT}
+SERVICE=${GRAPH_NOTEBOOK_SERVICE}
 AUTH_MODE=${GRAPH_NOTEBOOK_AUTH_MODE}
 SSL=${GRAPH_NOTEBOOK_SSL}
 LOAD_FROM_S3_ARN=${NEPTUNE_LOAD_FROM_S3_ROLE_ARN}
@@ -72,6 +78,7 @@ fi
 echo "Creating config with
 HOST:                       ${HOST}
 PORT:                       ${PORT}
+SERVICE:                    ${SERVICE}
 AUTH_MODE:                  ${AUTH_MODE}
 SSL:                        ${SSL}
 AWS_REGION:                 ${AWS_REGION}"
@@ -79,6 +86,7 @@ AWS_REGION:                 ${AWS_REGION}"
 /home/ec2-user/anaconda3/envs/JupyterSystemEnv/bin/python -m graph_notebook.configuration.generate_config \
   --host "${HOST}" \
   --port "${PORT}" \
+  --neptune_service "${SERVICE}" \
   --auth_mode "${AUTH_MODE}" \
   --ssl "${SSL}" \
   --load_from_s3_arn "${LOAD_FROM_S3_ARN}" \
diff --git a/additional-databases/sagemaker/install-graph-notebook-lc.sh b/additional-databases/sagemaker/sagemaker-notebook-lifecycle/install-graph-notebook-lc.sh
similarity index 87%
rename from additional-databases/sagemaker/install-graph-notebook-lc.sh
rename to additional-databases/sagemaker/sagemaker-notebook-lifecycle/install-graph-notebook-lc.sh
index 20669739..3cf9a216 100644
--- a/additional-databases/sagemaker/install-graph-notebook-lc.sh
+++ b/additional-databases/sagemaker/sagemaker-notebook-lifecycle/install-graph-notebook-lc.sh
@@ -3,6 +3,7 @@
 sudo -u ec2-user -i <<'EOF'
 
 echo "export GRAPH_NOTEBOOK_AUTH_MODE=DEFAULT" >> ~/.bashrc  # set to IAM instead of DEFAULT if cluster is IAM enabled
+echo "export GRAPH_NOTEBOOK_SERVICE=neptune-db" >> ~/.bashrc # set to neptune-graph for Neptune Analytics host
 echo "export GRAPH_NOTEBOOK_HOST=CHANGE-ME" >> ~/.bashrc
 echo "export GRAPH_NOTEBOOK_PORT=8182" >> ~/.bashrc
 echo "export NEPTUNE_LOAD_FROM_S3_ROLE_ARN=" >> ~/.bashrc
@@ -28,11 +29,15 @@ python3 -m ipykernel install --sys-prefix --name python3 --display-name "Python
 echo "installing python dependencies..."
 pip uninstall NeptuneGraphNotebook -y # legacy uninstall when we used to install from source in s3
 
+pip install "jupyter_core<=5.3.2"
+pip install "jupyter_server<=2.7.3"
 pip install "jupyter-console<=6.4.0"
 pip install "jupyter-client<=6.1.12"
-pip install "ipywidgets<=7.7.1"
+pip install "ipywidgets==7.7.2"
+pip install "jupyterlab_widgets==1.1.1"
 pip install "notebook==6.4.12"
 pip install "nbclient<=0.7.0"
+pip install "itables<=1.4.2"
 pip install awswrangler
 
 if [[ ${VERSION} == "" ]]; then
@@ -61,6 +66,7 @@ chmod -R a+rw ~/SageMaker/Neptune/*
 source ~/.bashrc || exit
 HOST=${GRAPH_NOTEBOOK_HOST}
 PORT=${GRAPH_NOTEBOOK_PORT}
+SERVICE=${GRAPH_NOTEBOOK_SERVICE}
 AUTH_MODE=${GRAPH_NOTEBOOK_AUTH_MODE}
 SSL=${GRAPH_NOTEBOOK_SSL}
 LOAD_FROM_S3_ARN=${NEPTUNE_LOAD_FROM_S3_ROLE_ARN}
@@ -72,6 +78,7 @@ fi
 echo "Creating config with
 HOST:                       ${HOST}
 PORT:                       ${PORT}
+SERVICE:                    ${SERVICE}
 AUTH_MODE:                  ${AUTH_MODE}
 SSL:                        ${SSL}
 AWS_REGION:                 ${AWS_REGION}"
@@ -79,6 +86,7 @@ AWS_REGION:                 ${AWS_REGION}"
 /home/ec2-user/anaconda3/envs/JupyterSystemEnv/bin/python -m graph_notebook.configuration.generate_config \
   --host "${HOST}" \
   --port "${PORT}" \
+  --neptune_service "${SERVICE}" \
   --auth_mode "${AUTH_MODE}" \
   --ssl "${SSL}" \
   --load_from_s3_arn "${LOAD_FROM_S3_ARN}" \
diff --git a/docker/README.md b/docker/README.md
index e594fcac..355e0e6d 100644
--- a/docker/README.md
+++ b/docker/README.md
@@ -1,15 +1,18 @@
-
-
 Run `%load_ext graph_notebook.magics` at the top of a notebook to enable gremlin magic like `%%gremlin`
 
 Default password is `admin`.
 
 ## Example Runs
+
+### On Linux:
+- Note that these commands invoke [host networking mode](https://docs.docker.com/network/host/). This mode is only compatible with Linux, and may cause issues if run on a Mac or Windows host.
+
 ```sh
-docker run --network="host"  -p 8888:8888 -t graph-notebook
+docker run --network="host" -p 8888:8888 -t graph-notebook
 
 # Sharing directories
-docker run --network="host"  -p 8889:8889 -p 8888:8888 -v $(pwd)/out:/working 
+docker run --network="host" -p 8889:8889 -p 8888:8888 -v $(pwd)/out:/working 
+
 
 # For connecting with IAM Auth
 docker run -p 8888:8888 \
@@ -20,11 +23,32 @@ docker run -p 8888:8888 \
  graph-notebook
 ```
 
-Example Notebooks are placed in the `Example Notebooks` sub-directory
+### On Mac/Windows:
+
+```sh
+docker run -p 8888:8888 -t graph-notebook
+
+# Sharing directories
+docker run -p 8889:8889 -p 8888:8888 -v $(pwd)/out:/working 
+
+# For connecting with IAM Auth
+docker run -p 8888:8888 \
+ -e AWS_ACCESS_KEY_ID \
+ -e AWS_SECRET_ACCESS_KEY \ 
+ -e AWS_SESSION_TOKEN \ 
+ -e AWS_REGION="us-east-1" \
+ graph-notebook
+```
+
+
+## Post-Launch Configuration
+
+Example Notebooks are placed in the `Example Notebooks` sub-directory.
 
 Within the Jupyter Notebook you must configure the Notebook settings to account for `localhost` or `remote` connections.
 
-### Example Localhost Connection:
+### Example Localhost Connection
+
 ```ipynb
 %%graph_notebook_config
     {
@@ -40,7 +64,8 @@ Within the Jupyter Notebook you must configure the Notebook settings to account
     }
 ```
 
-### Example Neptune Proxy Connection:
+### Example Neptune Proxy Connection
+
 ```ipynb
     {
         "host": "clustername.cluster-ididididid.us-east-1.neptune.amazonaws.com",
@@ -54,8 +79,6 @@ Within the Jupyter Notebook you must configure the Notebook settings to account
     }
 ```
 
-
-
 ## Configurable Properties
 
 | Parameter      | Description |
@@ -77,7 +100,3 @@ Within the Jupyter Notebook you must configure the Notebook settings to account
 | PROVIDE_EXAMPLES   | Whether or not to automatically copy example notebooks over when a volume is being shared.        |
 | GRAPH_NOTEBOOK_PROXY_HOST   | Host that will proxy requests to Neptune. Will not proxy if not provided.        |
 | GRAPH_NOTEBOOK_PROXY_PORT   | Port for proxy host.        |
-
-
-
-
diff --git a/requirements.txt b/requirements.txt
index ef447ffc..7c9694be 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,29 +1,31 @@
 SPARQLWrapper==1.8.4
 networkx==2.4
-Jinja2==3.0.3
+Jinja2>=3.0.3,<=3.1.2
 jupyter==1.0.0
-notebook>=6.1.5,<6.5.0
+notebook>=6.1.5,<7.0.0
 ipywidgets==7.7.2
 jupyterlab_widgets>=1.0.0,<3.0.0
 nbclient<=0.7.0
 jupyter-contrib-nbextensions<=0.7.0
 widgetsnbextension<=3.6.1
-gremlinpython>=3.5.1,<=3.6.1
-requests==2.24.0
-ipython>=7.16.1,<7.17.0
+gremlinpython>=3.5.1,<=3.6.2
+requests>=2.27.0,<=2.31.0
+ipython>=7.16.1,<=8.10.0
 ipykernel==5.3.4
-neo4j==4.2.1
+ipyfilechooser==0.6.0
+neo4j>=4.4.9,<5.0.0
 rdflib==5.0.0
 setuptools>=65.5.1,<=66.0.0
 nbconvert>=6.3.0,<=7.2.8
-jedi<0.18.0
+jedi>=0.18.1,<=0.18.2
 markupsafe<2.1.0
-itables>=1.0.0,<=1.4.5,!=1.4.3,!=1.4.4
-pandas<=1.5.3
+itables>=1.0.0,<=1.5.2,!=1.4.3,!=1.4.4
+pandas>=1.3.5,<=1.5.3
 numpy<1.24.0
+nest_asyncio>=1.5.5,<=1.5.6
 
 # requirements for testing
-botocore~=1.18.18
-boto3~=1.15.15
-pytest==6.2.2
+botocore~=1.21.49
+boto3~=1.18.49
+pytest==6.2.5
 parameterized==0.8.1
\ No newline at end of file
diff --git a/setup.py b/setup.py
index e403a7cc..b1ce21a5 100644
--- a/setup.py
+++ b/setup.py
@@ -66,30 +66,31 @@ def get_version():
     package_dir={'': 'src'},
     include_package_data=True,
     install_requires=[
-        'gremlinpython>=3.5.1,<=3.6.1',
+        'gremlinpython>=3.5.1,<=3.6.2',
         'SPARQLWrapper==1.8.4',
-        'requests<=2.28.2',
+        'requests>=2.27.0,<=2.31.0',
         'ipywidgets==7.7.2',
         'jupyterlab_widgets>=1.0.0,<3.0.0',
         'networkx==2.4',
-        'Jinja2==3.0.3',
-        'notebook>=6.1.5,<6.5.0',
-        'nbclient<=0.7.0',
+        'Jinja2>=3.0.3,<=3.1.2',
+        'notebook>=6.1.5,<7.0.0',
+        'nbclient<=0.7.3',
         'jupyter-contrib-nbextensions<=0.7.0',
         'widgetsnbextension<=3.6.1',
         'jupyter==1.0.0',
-        'botocore>=1.19.37,<=1.29.53',
-        'boto3>=1.17.58,<=1.26.53',
-        'ipython>=7.16.1,<7.17.0',
-        'neo4j==4.3.2',
+        'botocore>=1.21.49',
+        'boto3>=1.18.49',
+        'ipython>=7.16.1,<=8.10.0',
+        'neo4j>=4.4.9,<5.0.0',
         'rdflib==5.0.0',
         'ipykernel==5.3.4',
+        'ipyfilechooser==0.6.0',
         'nbconvert>=6.3.0,<=7.2.8',
-        'jedi<0.18.0',
-        'markupsafe<2.1.0',
-        'itables>=1.0.0,<=1.4.5,!=1.4.3,!=1.4.4',
-        'pandas<=1.5.3',
-        'numpy<1.24.0'
+        'jedi>=0.18.1,<=0.18.2',
+        'itables>=1.0.0,<=1.5.2,!=1.4.3,!=1.4.4',
+        'pandas>=1.3.5,<=1.5.3',
+        'numpy<1.24.0',
+        'nest_asyncio>=1.5.5,<=1.5.6'
     ],
     package_data={
         'graph_notebook': ['graph_notebook/widgets/nbextensions/**',
@@ -104,6 +105,6 @@ def get_version():
     ],
     keywords='jupyter neptune gremlin sparql',
     tests_require=[
-        'pytest'
+        'pytest==6.2.5'
     ]
 )
diff --git a/src/graph_notebook/__init__.py b/src/graph_notebook/__init__.py
index ba5fdbda..cfbee97e 100644
--- a/src/graph_notebook/__init__.py
+++ b/src/graph_notebook/__init__.py
@@ -3,4 +3,4 @@
 SPDX-License-Identifier: Apache-2.0
 """
 
-__version__ = '3.7.1'
+__version__ = '4.0.0'
diff --git a/src/graph_notebook/configuration/generate_config.py b/src/graph_notebook/configuration/generate_config.py
index d8720952..19a1a2ba 100644
--- a/src/graph_notebook/configuration/generate_config.py
+++ b/src/graph_notebook/configuration/generate_config.py
@@ -11,7 +11,8 @@
 from graph_notebook.neptune.client import SPARQL_ACTION, DEFAULT_PORT, DEFAULT_REGION, DEFAULT_GREMLIN_SERIALIZER, \
     DEFAULT_GREMLIN_TRAVERSAL_SOURCE, DEFAULT_NEO4J_USERNAME, DEFAULT_NEO4J_PASSWORD, DEFAULT_NEO4J_DATABASE, \
     NEPTUNE_CONFIG_HOST_IDENTIFIERS, is_allowed_neptune_host, false_str_variants, \
-    GRAPHSONV3_VARIANTS, GRAPHSONV2_VARIANTS, GRAPHBINARYV1_VARIANTS
+    GRAPHSONV3_VARIANTS, GRAPHSONV2_VARIANTS, GRAPHBINARYV1_VARIANTS, \
+    NEPTUNE_DB_SERVICE_NAME, normalize_service_name
 
 DEFAULT_CONFIG_LOCATION = os.path.expanduser('~/graph_notebook_config.json')
 
@@ -117,6 +118,7 @@ def to_dict(self):
 
 class Configuration(object):
     def __init__(self, host: str, port: int,
+                 neptune_service: str = NEPTUNE_DB_SERVICE_NAME,
                  auth_mode: AuthModeEnum = DEFAULT_AUTH_MODE,
                  load_from_s3_arn='', ssl: bool = True, ssl_verify: bool = True, aws_region: str = DEFAULT_REGION,
                  proxy_host: str = '', proxy_port: int = DEFAULT_PORT,
@@ -135,6 +137,7 @@ def __init__(self, host: str, port: int,
             or is_allowed_neptune_host(hostname=self.proxy_host, host_allowlist=neptune_hosts)
         if is_neptune_host:
             self.is_neptune_config = True
+            self.neptune_service = normalize_service_name(neptune_service)
             self.auth_mode = auth_mode
             self.load_from_s3_arn = load_from_s3_arn
             self.aws_region = aws_region
@@ -165,6 +168,7 @@ def to_dict(self) -> dict:
         if self.is_neptune_config:
             return {
                 'host': self.host,
+                'neptune_service': self.neptune_service,
                 'port': self.port,
                 'proxy_host': self.proxy_host,
                 'proxy_port': self.proxy_port,
@@ -199,19 +203,19 @@ def write_to_file(self, file_path=DEFAULT_CONFIG_LOCATION):
 
 
 def generate_config(host, port, auth_mode: AuthModeEnum = AuthModeEnum.DEFAULT, ssl: bool = True,
-                    ssl_verify: bool = True, load_from_s3_arn='',
+                    ssl_verify: bool = True, neptune_service: str = NEPTUNE_DB_SERVICE_NAME, load_from_s3_arn='',
                     aws_region: str = DEFAULT_REGION, proxy_host: str = '', proxy_port: int = DEFAULT_PORT,
                     sparql_section: SparqlSection = SparqlSection(), gremlin_section: GremlinSection = GremlinSection(),
                     neo4j_section=Neo4JSection(), neptune_hosts: list = NEPTUNE_CONFIG_HOST_IDENTIFIERS):
     use_ssl = False if ssl in false_str_variants else True
     verify_ssl = False if ssl_verify in false_str_variants else True
-    c = Configuration(host, port, auth_mode, load_from_s3_arn, use_ssl, verify_ssl, aws_region, proxy_host, proxy_port,
-                      sparql_section, gremlin_section, neo4j_section, neptune_hosts)
+    c = Configuration(host, port, neptune_service, auth_mode, load_from_s3_arn, use_ssl, verify_ssl, aws_region,
+                      proxy_host, proxy_port, sparql_section, gremlin_section, neo4j_section, neptune_hosts)
     return c
 
 
 def generate_default_config():
-    c = generate_config('change-me', 8182, AuthModeEnum.DEFAULT, True, True, '', DEFAULT_REGION)
+    c = generate_config('change-me', 8182, AuthModeEnum.DEFAULT, True, True, NEPTUNE_DB_SERVICE_NAME, '', DEFAULT_REGION)
     return c
 
 
@@ -219,6 +223,10 @@ def generate_default_config():
     parser = argparse.ArgumentParser()
     parser.add_argument("--host", help="the host url to form a connection with", required=True)
     parser.add_argument("--port", help="the port to use when creating a connection", default=8182)
+    parser.add_argument("--neptune_service",
+                        default=NEPTUNE_DB_SERVICE_NAME,
+                        help="The neptune service name to use for signing requests. "
+                             "Use 'neptune-db' for Neptune DB, and 'neptune-graph' for Neptune Analytics.")
     parser.add_argument("--auth_mode", default=AuthModeEnum.DEFAULT.value,
                         help="type of authentication the cluster being connected to is using. Can be DEFAULT or IAM")
     parser.add_argument("--ssl",
@@ -259,7 +267,10 @@ def generate_default_config():
     args = parser.parse_args()
 
     auth_mode_arg = args.auth_mode if args.auth_mode != '' else AuthModeEnum.DEFAULT.value
-    config = generate_config(args.host, int(args.port), AuthModeEnum(auth_mode_arg), args.ssl, args.ssl_verify,
+    config = generate_config(args.host, int(args.port),
+                             AuthModeEnum(auth_mode_arg),
+                             args.ssl, args.ssl_verify,
+                             args.neptune_service,
                              args.load_from_s3_arn, args.aws_region, args.proxy_host, int(args.proxy_port),
                              SparqlSection(args.sparql_path, ''),
                              GremlinSection(args.gremlin_traversal_source, args.gremlin_username,
diff --git a/src/graph_notebook/configuration/get_config.py b/src/graph_notebook/configuration/get_config.py
index 6870ca5f..334b3a3b 100644
--- a/src/graph_notebook/configuration/get_config.py
+++ b/src/graph_notebook/configuration/get_config.py
@@ -8,7 +8,10 @@
 from graph_notebook.configuration.generate_config import DEFAULT_CONFIG_LOCATION, Configuration, AuthModeEnum, \
     SparqlSection, GremlinSection, Neo4JSection
 from graph_notebook.neptune.client import NEPTUNE_CONFIG_HOST_IDENTIFIERS, is_allowed_neptune_host, false_str_variants, \
-    DEFAULT_NEO4J_USERNAME, DEFAULT_NEO4J_PASSWORD, DEFAULT_NEO4J_DATABASE
+    DEFAULT_NEO4J_USERNAME, DEFAULT_NEO4J_PASSWORD, DEFAULT_NEO4J_DATABASE, \
+    NEPTUNE_DB_SERVICE_NAME, NEPTUNE_ANALYTICS_SERVICE_NAME, NEPTUNE_DB_CONFIG_NAMES, NEPTUNE_ANALYTICS_CONFIG_NAMES
+
+neptune_params = ['neptune_service', 'auth_mode', 'load_from_s3_arn', 'aws_region']
 
 
 def get_config_from_dict(data: dict, neptune_hosts: list = NEPTUNE_CONFIG_HOST_IDENTIFIERS) -> Configuration:
@@ -26,6 +29,7 @@ def get_config_from_dict(data: dict, neptune_hosts: list = NEPTUNE_CONFIG_HOST_I
     is_neptune_host = is_allowed_neptune_host(hostname=data["host"], host_allowlist=neptune_hosts)
 
     if is_neptune_host:
+        neptune_service = data['neptune_service'] if 'neptune_service' in data else NEPTUNE_DB_SERVICE_NAME
         if gremlin_section.to_dict()['traversal_source'] != 'g':
             print('Ignoring custom traversal source, Amazon Neptune does not support this functionality.\n')
         if neo4j_section.to_dict()['username'] != DEFAULT_NEO4J_USERNAME \
@@ -33,12 +37,22 @@ def get_config_from_dict(data: dict, neptune_hosts: list = NEPTUNE_CONFIG_HOST_I
             print('Ignoring Neo4J custom authentication, Amazon Neptune does not support this functionality.\n')
         if neo4j_section.to_dict()['database'] != DEFAULT_NEO4J_DATABASE:
             print('Ignoring Neo4J custom database, Amazon Neptune does not support multiple databases.\n')
-        config = Configuration(host=data['host'], port=data['port'], auth_mode=AuthModeEnum(data['auth_mode']),
+        config = Configuration(host=data['host'], port=data['port'],
+                               neptune_service=neptune_service,
+                               auth_mode=AuthModeEnum(data['auth_mode']),
                                ssl=data['ssl'], ssl_verify=ssl_verify, load_from_s3_arn=data['load_from_s3_arn'],
                                aws_region=data['aws_region'], sparql_section=sparql_section,
                                gremlin_section=gremlin_section, neo4j_section=neo4j_section,
                                proxy_host=proxy_host, proxy_port=proxy_port, neptune_hosts=neptune_hosts)
     else:
+        excluded_params = []
+        for p in neptune_params:
+            if p in data:
+                excluded_params.append(p)
+        if excluded_params:
+            print(f"The provided configuration contains the following parameters that are incompatible with the "
+                  f"specified host: {str(excluded_params)}. These parameters have not been saved.\n")
+
         config = Configuration(host=data['host'], port=data['port'], ssl=data['ssl'], ssl_verify=ssl_verify,
                                sparql_section=sparql_section, gremlin_section=gremlin_section, neo4j_section=neo4j_section,
                                proxy_host=proxy_host, proxy_port=proxy_port)
diff --git a/src/graph_notebook/decorators/decorators.py b/src/graph_notebook/decorators/decorators.py
index b725a785..e9135f3d 100644
--- a/src/graph_notebook/decorators/decorators.py
+++ b/src/graph_notebook/decorators/decorators.py
@@ -6,11 +6,13 @@
 import functools
 import json
 import re
+import traceback
 
 from IPython.core.display import HTML, display, clear_output
 
 import ipywidgets as widgets
 from graph_notebook.visualization.template_retriever import retrieve_template
+from graph_notebook.neptune.client import NEPTUNE_ANALYTICS_SERVICE_NAME
 from gremlin_python.driver.protocol import GremlinServerError
 from requests import HTTPError
 
@@ -66,9 +68,14 @@ def get_variable_injection_value(raw_var: str, local_ns: dict):
 def display_exceptions(func):
     @functools.wraps(func)
     def do_display_exceptions(*args, **kwargs):
+        try:
+            show_traceback = kwargs['local_ns']['graph_notebook_show_traceback']
+        except KeyError:
+            show_traceback = False
         clear_output()
         tab = widgets.Tab()
 
+        server_error = False
         try:
             return func(*args, **kwargs)
         except KeyboardInterrupt:
@@ -77,23 +84,30 @@ def do_display_exceptions(*args, **kwargs):
         except HTTPError as http_ex:
             caught_ex = http_ex
             raw_html = http_ex_to_html(http_ex)
+            server_error = True
         except GremlinServerError as gremlin_ex:
             caught_ex = gremlin_ex
             raw_html = gremlin_server_error_to_html(gremlin_ex)
+            server_error = True
         except Exception as e:
-            caught_ex = e
-            raw_html = exception_to_html(e)
+            if show_traceback:
+                caught_ex = traceback.format_exception(e)
+                traceback.print_exception(e)
+            else:
+                caught_ex = e
+                raw_html = exception_to_html(e)
 
         if 'local_ns' in kwargs:
             kwargs['local_ns']['graph_notebook_error'] = caught_ex
 
-        html = HTML(raw_html)
-        html_output = widgets.Output(layout={'overflow': 'scroll'})
-        with html_output:
-            display(html)
-        tab.children = [html_output]
-        tab.set_title(0, 'Error')
-        display(tab)
+        if server_error or not show_traceback:
+            html = HTML(raw_html)
+            html_output = widgets.Output(layout={'overflow': 'scroll'})
+            with html_output:
+                display(html)
+            tab.children = [html_output]
+            tab.set_title(0, 'Error')
+            display(tab)
 
     return do_display_exceptions
 
@@ -114,12 +128,28 @@ def use_magic_variables(*args, **kwargs):
                     lambda m: get_variable_injection_value(raw_var=m.group(1), local_ns=local_ns), cell_string)
             return func(*args, **kwargs)
         except KeyError as key_error:
-            print(f'Terminated query due to undefined variable: {key_error}')
+            print(f'Terminated magic due to undefined variable: {key_error}')
             return
 
     return use_magic_variables
 
 
+def neptune_db_only(func):
+    @functools.wraps(func)
+    def check_neptune_db(self, *args, **kwargs):
+        if not hasattr(self.graph_notebook_config, 'neptune_service'):
+            return func(*args, **kwargs)
+        else:
+            service_type = self.graph_notebook_config.neptune_service
+            if service_type == NEPTUNE_ANALYTICS_SERVICE_NAME:
+                print(f'This magic is unavailable for Neptune Analytics.')
+                return
+            else:
+                return func(*args, **kwargs)
+
+    return check_neptune_db
+
+
 def http_ex_to_html(http_ex: HTTPError):
     try:
         error = json.loads(http_ex.response.content.decode('utf-8'))
diff --git a/src/graph_notebook/magics/graph_magic.py b/src/graph_notebook/magics/graph_magic.py
index 996d8564..8bf1e989 100644
--- a/src/graph_notebook/magics/graph_magic.py
+++ b/src/graph_notebook/magics/graph_magic.py
@@ -14,6 +14,7 @@
 import os
 import uuid
 import ast
+from ipyfilechooser import FileChooser
 from enum import Enum
 from copy import copy
 from sys import maxsize
@@ -28,6 +29,7 @@
 from SPARQLWrapper import SPARQLWrapper
 from botocore.session import get_session
 from gremlin_python.driver.protocol import GremlinServerError
+from gremlin_python.structure.graph import Path
 from IPython.core.display import HTML, display_html, display
 from IPython.core.magic import (Magics, magics_class, cell_magic, line_magic, line_cell_magic, needs_local_scope)
 from ipywidgets.widgets.widget_description import DescriptionStyle
@@ -36,19 +38,22 @@
 import graph_notebook
 from graph_notebook.configuration.generate_config import generate_default_config, DEFAULT_CONFIG_LOCATION, \
     AuthModeEnum, Configuration
-from graph_notebook.decorators.decorators import display_exceptions, magic_variables
+from graph_notebook.decorators.decorators import display_exceptions, magic_variables, neptune_db_only
 from graph_notebook.magics.ml import neptune_ml_magic_handler, generate_neptune_ml_parser
 from graph_notebook.magics.streams import StreamViewer
-from graph_notebook.neptune.client import ClientBuilder, Client, VALID_FORMATS, PARALLELISM_OPTIONS, PARALLELISM_HIGH, \
+from graph_notebook.neptune.client import ClientBuilder, Client,PARALLELISM_OPTIONS, PARALLELISM_HIGH, \
     LOAD_JOB_MODES, MODE_AUTO, FINAL_LOAD_STATUSES, SPARQL_ACTION, FORMAT_CSV, FORMAT_OPENCYPHER, FORMAT_NTRIPLE, \
+    DB_LOAD_TYPES, ANALYTICS_LOAD_TYPES,  VALID_BULK_FORMATS, VALID_INCREMENTAL_FORMATS, \
     FORMAT_NQUADS, FORMAT_RDFXML, FORMAT_TURTLE, STREAM_RDF, STREAM_PG, STREAM_ENDPOINTS, \
-    NEPTUNE_CONFIG_HOST_IDENTIFIERS, is_allowed_neptune_host, STATISTICS_LANGUAGE_INPUTS, STATISTICS_MODES
+    NEPTUNE_CONFIG_HOST_IDENTIFIERS, is_allowed_neptune_host, \
+    STATISTICS_LANGUAGE_INPUTS, STATISTICS_MODES, SUMMARY_MODES, \
+    SPARQL_EXPLAIN_MODES, OPENCYPHER_EXPLAIN_MODES, OPENCYPHER_PLAN_CACHE_MODES, OPENCYPHER_DEFAULT_TIMEOUT
 from graph_notebook.network import SPARQLNetwork
 from graph_notebook.network.gremlin.GremlinNetwork import parse_pattern_list_str, GremlinNetwork
 from graph_notebook.visualization.rows_and_columns import sparql_get_rows_and_columns, opencypher_get_rows_and_columns
 from graph_notebook.visualization.template_retriever import retrieve_template
 from graph_notebook.configuration.get_config import get_config, get_config_from_dict
-from graph_notebook.seed.load_query import get_data_sets, get_queries, normalize_model_name
+from graph_notebook.seed.load_query import get_data_sets, get_queries, normalize_model_name, normalize_language_name
 from graph_notebook.widgets import Force
 from graph_notebook.options import OPTIONS_DEFAULT_DIRECTED, vis_options_merge
 from graph_notebook.magics.metadata import build_sparql_metadata_from_query, build_gremlin_metadata_from_query, \
@@ -100,10 +105,14 @@
                             for example: %sparql_status --cancelQuery --queryId my-query-id'''
 OPENCYPHER_CANCEL_HINT_MSG = '''You must supply a string queryId when using --cancelQuery,
                                 for example: %opencypher_status --cancelQuery --queryId my-query-id'''
-SEED_LANGUAGE_OPTIONS = ['', 'Property_Graph', 'RDF']
-
-LOADER_FORMAT_CHOICES = ['']
-LOADER_FORMAT_CHOICES.extend(VALID_FORMATS)
+SEED_MODEL_OPTIONS_PG = ['', 'propertygraph']
+SEED_MODEL_OPTIONS = SEED_MODEL_OPTIONS_PG + ['rdf']
+SEED_LANGUAGE_OPTIONS_OC = ['', 'opencypher']
+SEED_LANGUAGE_OPTIONS_PG = SEED_LANGUAGE_OPTIONS_OC + ['gremlin']
+SEED_LANGUAGE_OPTIONS = SEED_LANGUAGE_OPTIONS_PG + ['sparql']
+SEED_SOURCE_OPTIONS = ['', 'samples', 'custom']
+SEED_NO_DATASETS_FOUND_MSG = "(No datasets available)"
+SEED_WIDGET_STYLE = {'description_width': '95px'}
 
 serializers_map = {
     "MIME_JSON": "application/json",
@@ -117,6 +126,8 @@
 DEFAULT_BASE_URI = "http://aws.amazon.com/neptune/default"
 RDF_LOAD_FORMATS = [FORMAT_NTRIPLE, FORMAT_NQUADS, FORMAT_RDFXML, FORMAT_TURTLE]
 BASE_URI_FORMATS = [FORMAT_RDFXML, FORMAT_TURTLE]
+DEFAULT_LOAD_CONCURRENCY = 1
+DEFAULT_LOAD_PERIODIC_COMMIT = 0
 
 MEDIA_TYPE_SPARQL_JSON = "application/sparql-results+json"
 MEDIA_TYPE_SPARQL_XML = "application/sparql-results+xml"
@@ -151,8 +162,8 @@ class QueryMode(Enum):
     EMPTY = ''
 
 
-def generate_seed_error_msg(error_content, file_index, line_index=None):
-    error_message = f"Terminated seed due to error in file {file_index}"
+def generate_seed_error_msg(error_content, file_name, line_index=None):
+    error_message = f"Terminated seed due to error in file {file_name}"
     if line_index:
         error_message = error_message + f" at line {line_index}"
     print(error_message)
@@ -240,6 +251,24 @@ def get_load_ids(neptune_client):
     return ids, res
 
 
+def process_statistics_400(is_summary: bool, response):
+    bad_request_res = json.loads(response.text)
+    res_code = bad_request_res['code']
+    if res_code == 'StatisticsNotAvailableException':
+        print("No statistics found. Please ensure that auto-generation of DFE statistics is enabled by running "
+              "'%statistics' and checking if 'autoCompute' if set to True. Alternately, you can manually "
+              "trigger statistics generation by running: '%statistics --mode refresh'.")
+    elif res_code == "BadRequestException":
+        print("Unable to query the statistics endpoint. Please check that your Neptune instance is of size r5.large or "
+              "greater in order to have DFE statistics enabled.")
+        if is_summary and "Statistics is disabled" not in bad_request_res["detailedMessage"]:
+            print("\nPlease also note that the Graph Summary API is only available in Neptune engine version 1.2.1.0 "
+                  "and later.")
+    else:
+        print("Query encountered 400 error, please see below.")
+    print(f"\nFull response: {bad_request_res}")
+
+
 # TODO: refactor large magic commands into their own modules like what we do with %neptune_ml
 # noinspection PyTypeChecker
 @magics_class
@@ -274,6 +303,7 @@ def _generate_client_from_config(self, config: Configuration):
             builder = ClientBuilder() \
                 .with_host(config.host) \
                 .with_port(config.port) \
+                .with_neptune_service(config.neptune_service) \
                 .with_region(config.aws_region) \
                 .with_tls(config.ssl) \
                 .with_ssl_verify(config.ssl_verify) \
@@ -380,6 +410,7 @@ def neptune_config_allowlist(self, line='', cell=''):
             print(f'Current Neptune config allow list: {self.neptune_cfg_allowlist}')
 
     @line_magic
+    @neptune_db_only
     def stream_viewer(self,line):
         parser = argparse.ArgumentParser()
         parser.add_argument('language', nargs='?', default=STREAM_PG,
@@ -397,32 +428,81 @@ def stream_viewer(self,line):
         viewer.show()
 
     @line_magic
+    @needs_local_scope
+    @display_exceptions
     def statistics(self, line, local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('language', nargs='?', type=str.lower, default="propertygraph",
                             help=f'The language endpoint to use. Valid inputs: {STATISTICS_LANGUAGE_INPUTS}. '
                                  f'Default: propertygraph.',
                             choices=STATISTICS_LANGUAGE_INPUTS)
-        parser.add_argument('-m', '--mode', type=str, default='status',
+        parser.add_argument('-m', '--mode', type=str, default='',
                             help=f'The action to perform on the statistics endpoint. Valid inputs: {STATISTICS_MODES}. '
-                                 f'Default: status')
+                                 f'Default: `basic` if `--summary` is specified, otherwise `status`.')
+        parser.add_argument('--summary', action='store_true', default=False, help="Retrieves the graph summary.")
         parser.add_argument('--silent', action='store_true', default=False, help="Display no output.")
         parser.add_argument('--store-to', type=str, default='')
 
         args = parser.parse_args(line.split())
+        mode = args.mode
 
-        if args.mode not in STATISTICS_MODES:
-            print(f'Invalid mode. Please specify one of: {STATISTICS_MODES}, or leave blank to retrieve status.')
+        if not mode:
+            mode = 'basic' if args.summary else 'status'
+        elif (args.summary and mode not in SUMMARY_MODES) or (not args.summary and mode not in STATISTICS_MODES):
+            if mode == 'refresh' and self.client.is_analytics_domain():
+                print("Refresh mode is unavailable for Neptune Analytics.")
+                return
+            err_endpoint_type, err_mode_list, err_default_mode = ("summary", SUMMARY_MODES[1:], "basic summary view") \
+                if args.summary else ("statistics", STATISTICS_MODES[1:], "status")
+            print(f'Invalid {err_endpoint_type} mode. Please specify one of: {err_mode_list}, '
+                  f'or leave blank to retrieve {err_default_mode}.')
             return
 
-        statistics_res = self.client.statistics(args.language, args.mode)
+        statistics_res = self.client.statistics(args.language, args.summary, mode)
+        if statistics_res.status_code == 400:
+            if args.summary:
+                process_statistics_400(True, statistics_res)
+            else:
+                process_statistics_400(False, statistics_res)
+            return
         statistics_res.raise_for_status()
-        res = statistics_res.json()
+        statistics_res_json = statistics_res.json()
         if not args.silent:
-            print(json.dumps(res, indent=2))
+            print(json.dumps(statistics_res_json, indent=2))
+
+        store_to_ns(args.store_to, statistics_res_json, local_ns)
+
+    @line_magic
+    @needs_local_scope
+    @display_exceptions
+    def summary(self, line, local_ns: dict = None):
+        parser = argparse.ArgumentParser()
+        parser.add_argument('language', nargs='?', type=str.lower, default="propertygraph",
+                            help=f'The language endpoint to use. Valid inputs: {STATISTICS_LANGUAGE_INPUTS}. '
+                                 f'Default: propertygraph.',
+                            choices=STATISTICS_LANGUAGE_INPUTS)
+        parser.add_argument('--detailed', action='store_true', default=False,
+                            help="Toggles the display of structures fields on or off in the output. If not supplied, "
+                                 "we will default to the basic summary display mode.")
+        parser.add_argument('--silent', action='store_true', default=False, help="Display no output.")
+        parser.add_argument('--store-to', type=str, default='')
+
+        args = parser.parse_args(line.split())
+        if args.detailed:
+            mode = "detailed"
+        else:
+            mode = "basic"
+
+        summary_res = self.client.statistics(args.language, True, mode)
+        if summary_res.status_code == 400:
+            process_statistics_400(True, summary_res)
+            return
+        summary_res.raise_for_status()
+        summary_res_json = summary_res.json()
+        if not args.silent:
+            print(json.dumps(summary_res_json, indent=2))
 
-        if args.store_to != '' and local_ns is not None:
-            local_ns[args.store_to] = res
+        store_to_ns(args.store_to, summary_res_json, local_ns)
 
     @line_magic
     def graph_notebook_host(self, line):
@@ -439,6 +519,7 @@ def graph_notebook_host(self, line):
     @cell_magic
     @needs_local_scope
     @display_exceptions
+    @neptune_db_only
     def sparql(self, line='', cell='', local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('query_mode', nargs='?', default='query',
@@ -447,9 +528,9 @@ def sparql(self, line='', cell='', local_ns: dict = None):
                             help='prefix path to sparql endpoint. For example, if "foo/bar" were specified, '
                                  'the endpoint called would be host:port/foo/bar')
         parser.add_argument('--expand-all', action='store_true')
-        parser.add_argument('--explain-type', default='dynamic',
-                            help='explain mode to use when using the explain query mode',
-                            choices=['dynamic', 'static', 'details'])
+        parser.add_argument('--explain-type', type=str.lower, default='dynamic',
+                            help=f'Explain mode to use when using the explain query mode. '
+                                 f'Expected values: ${SPARQL_EXPLAIN_MODES}')
         parser.add_argument('--explain-format', default='text/html', help='response format for explain query mode',
                             choices=['text/csv', 'text/html'])
         parser.add_argument('-m', '--media-type', type=str, default='',
@@ -695,6 +776,7 @@ def sparql(self, line='', cell='', local_ns: dict = None):
     @line_magic
     @needs_local_scope
     @display_exceptions
+    @neptune_db_only
     def sparql_status(self, line='', local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('-q', '--queryId', default='',
@@ -731,20 +813,23 @@ def sparql_status(self, line='', local_ns: dict = None):
     @cell_magic
     @needs_local_scope
     @display_exceptions
+    @neptune_db_only
     def gremlin(self, line, cell, local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('query_mode', nargs='?', default='query',
                             help='query mode (default=query) [query|explain|profile]')
+        parser.add_argument('--explain-type', type=str.lower, default='',
+                            help='Explain mode to use when using the explain query mode.')
         parser.add_argument('-p', '--path-pattern', default='', help='path pattern')
-        parser.add_argument('-g', '--group-by', type=str, default='T.label',
+        parser.add_argument('-g', '--group-by', type=str, default='',
                             help='Property used to group nodes (e.g. code, T.region) default is T.label')
         parser.add_argument('-gd', '--group-by-depth', action='store_true', default=False,
                             help="Group nodes based on path hierarchy")
         parser.add_argument('-gr', '--group-by-raw', action='store_true', default=False,
                             help="Group nodes by the raw result")
-        parser.add_argument('-d', '--display-property', type=str, default='T.label',
+        parser.add_argument('-d', '--display-property', type=str, default='',
                             help='Property to display the value of on each node, default is T.label')
-        parser.add_argument('-de', '--edge-display-property', type=str, default='T.label',
+        parser.add_argument('-de', '--edge-display-property', type=str, default='',
                             help='Property to display the value of on each edge, default is T.label')
         parser.add_argument('-t', '--tooltip-property', type=str, default='',
                             help='Property to display the value of on each node tooltip. If not specified, tooltip '
@@ -812,7 +897,8 @@ def gremlin(self, line, cell, local_ns: dict = None):
         transport_args = {'max_content_length': args.max_content_length}
 
         if mode == QueryMode.EXPLAIN:
-            res = self.client.gremlin_explain(cell)
+            res = self.client.gremlin_explain(cell,
+                                              args={'explain.mode': args.explain_type} if args.explain_type else {})
             res.raise_for_status()
             # Replace strikethrough character bytes, can't be encoded to ASCII
             explain_bytes = res.content.replace(b'\xcc', b'-')
@@ -863,21 +949,31 @@ def gremlin(self, line, cell, local_ns: dict = None):
                 else:
                     first_tab_html = pre_container_template.render(content='No profile found')
         else:
+            using_http = False
             query_start = time.time() * 1000  # time.time() returns time in seconds w/high precision; x1000 to get in ms
-            query_res = self.client.gremlin_query(cell, transport_args=transport_args)
+            if self.graph_notebook_config.proxy_host != '' and self.client.is_neptune_domain():
+                using_http = True
+                query_res_http = self.client.gremlin_http_query(cell, headers={'Accept': 'application/vnd.gremlin-v1.0+json;types=false'})
+                query_res_http.raise_for_status()
+                query_res_http_json = query_res_http.json()
+                query_res = query_res_http_json['result']['data']
+            else:
+                query_res = self.client.gremlin_query(cell, transport_args=transport_args)
             query_time = time.time() * 1000 - query_start
             if not args.silent:
                 gremlin_metadata = build_gremlin_metadata_from_query(query_type='query', results=query_res,
                                                                      query_time=query_time)
                 titles.append('Console')
 
+                gremlin_network = None
                 try:
                     logger.debug(f'groupby: {args.group_by}')
                     logger.debug(f'display_property: {args.display_property}')
                     logger.debug(f'edge_display_property: {args.edge_display_property}')
                     logger.debug(f'label_max_length: {args.label_max_length}')
                     logger.debug(f'ignore_groups: {args.ignore_groups}')
-                    gn = GremlinNetwork(group_by_property=args.group_by, display_property=args.display_property,
+                    gn = GremlinNetwork(group_by_property=args.group_by,
+                                        display_property=args.display_property,
                                         group_by_raw=args.group_by_raw,
                                         group_by_depth=args.group_by_depth,
                                         edge_display_property=args.edge_display_property,
@@ -885,25 +981,42 @@ def gremlin(self, line, cell, local_ns: dict = None):
                                         edge_tooltip_property=args.edge_tooltip_property,
                                         label_max_length=args.label_max_length,
                                         edge_label_max_length=args.edge_label_max_length,
-                                        ignore_groups=args.ignore_groups)
+                                        ignore_groups=args.ignore_groups,
+                                        using_http=using_http)
+
+                    if using_http and 'path()' in cell and query_res:
+                        first_path = query_res[0]
+                        if isinstance(first_path, dict) and first_path.keys() == {'labels', 'objects'}:
+                            query_res_to_path_type = []
+                            for path in query_res:
+                                new_path_list = path['objects']
+                                new_path = Path(labels=[], objects=new_path_list)
+                                query_res_to_path_type.append(new_path)
+                            query_res = query_res_to_path_type
 
                     if args.path_pattern == '':
-                        gn.add_results(query_res)
+                        gn.add_results(query_res, is_http=using_http)
                     else:
                         pattern = parse_pattern_list_str(args.path_pattern)
                         gn.add_results_with_pattern(query_res, pattern)
+                    gremlin_network = gn
                     logger.debug(f'number of nodes is {len(gn.graph.nodes)}')
-                    if len(gn.graph.nodes) > 0:
+                except ValueError as value_error:
+                    logger.debug(
+                        f'Unable to create graph network from result due to error: {value_error}. '
+                        f'Skipping from result set.')
+                if gremlin_network and len(gremlin_network.graph.nodes) > 0:
+                    try:
                         self.graph_notebook_vis_options['physics']['disablePhysicsAfterInitialSimulation'] \
                             = args.stop_physics
                         self.graph_notebook_vis_options['physics']['simulationDuration'] = args.simulation_duration
-                        f = Force(network=gn, options=self.graph_notebook_vis_options)
+                        f = Force(network=gremlin_network, options=self.graph_notebook_vis_options)
                         titles.append('Graph')
                         children.append(f)
                         logger.debug('added gremlin network to tabs')
-                except ValueError as value_error:
-                    logger.debug(
-                        f'unable to create gremlin network from result. Skipping from result set: {value_error}')
+                    except Exception as force_error:
+                        logger.debug(
+                            f'Unable to render visualization from graph network due to error: {force_error}. Skipping.')
 
                 # Check if we can access the CDNs required by itables library.
                 # If not, then render our own HTML template.
@@ -986,6 +1099,7 @@ def gremlin(self, line, cell, local_ns: dict = None):
     @line_magic
     @needs_local_scope
     @display_exceptions
+    @neptune_db_only
     def gremlin_status(self, line='', local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('-q', '--queryId', default='',
@@ -1074,8 +1188,10 @@ def status(self, line='', local_ns: dict = None):
                 return status_res
 
     @line_magic
+    @needs_local_scope
     @display_exceptions
-    def db_reset(self, line):
+    @neptune_db_only
+    def db_reset(self, line, local_ns: dict = None):
         logger.info(f'calling system endpoint {self.client.host}')
         parser = argparse.ArgumentParser()
         parser.add_argument('-g', '--generate-token', action='store_true', help='generate token for database reset')
@@ -1233,10 +1349,18 @@ def on_button_cancel_clicked(b):
         logger.info(f'got the response {res}')
         return res
 
+    @magic_variables
     @line_magic
     @needs_local_scope
     @display_exceptions
     def load(self, line='', local_ns: dict = None):
+        if self.client.is_analytics_domain():
+            load_type = ANALYTICS_LOAD_TYPES[0]
+            load_formats = VALID_INCREMENTAL_FORMATS
+        else:
+            load_type = DB_LOAD_TYPES[0]
+            load_formats = VALID_BULK_FORMATS
+
         # TODO: change widgets to let any arbitrary inputs be added by users
         parser = argparse.ArgumentParser()
         parser.add_argument('-s', '--source', default='s3://')
@@ -1246,7 +1370,7 @@ def load(self, line='', local_ns: dict = None):
             print(f"Missing required configuration option 'load_from_s3_arn'. Please ensure that you have provided a "
                   "valid Neptune cluster endpoint URI in the 'host' field of %graph_notebook_config.")
             return
-        parser.add_argument('-f', '--format', choices=LOADER_FORMAT_CHOICES, default=FORMAT_CSV)
+        parser.add_argument('-f', '--format', choices=load_formats, default=FORMAT_CSV)
         parser.add_argument('-p', '--parallelism', choices=PARALLELISM_OPTIONS, default=PARALLELISM_HIGH)
         try:
             parser.add_argument('-r', '--region', default=self.graph_notebook_config.aws_region)
@@ -1262,6 +1386,8 @@ def load(self, line='', local_ns: dict = None):
         parser.add_argument('-q', '--queue-request', action='store_true', default=False)
         parser.add_argument('-d', '--dependencies', action='append', default=[])
         parser.add_argument('-e', '--no-edge-ids', action='store_true', default=False)
+        parser.add_argument('-c', '--concurrency', type=int, default=1)
+        parser.add_argument('-pc', '--periodic-commit', type=int, default=0)
         parser.add_argument('--named-graph-uri', type=str, default=DEFAULT_NAMEDGRAPH_URI,
                             help='The default graph for all RDF formats when no graph is specified. '
                                  'Default is http://aws.amazon.com/neptune/vocab/v01/DefaultNamedGraph.')
@@ -1293,7 +1419,7 @@ def load(self, line='', local_ns: dict = None):
         )
 
         source_format = widgets.Dropdown(
-            options=LOADER_FORMAT_CHOICES,
+            options=load_formats,
             value=args.format,
             disabled=False,
             layout=widgets.Layout(width=widget_width)
@@ -1303,15 +1429,21 @@ def load(self, line='', local_ns: dict = None):
         gremlin_parser_options_hbox_visibility = 'none'
         named_graph_hbox_visibility = 'none'
         base_uri_hbox_visibility = 'none'
+        concurrency_hbox_visibility = 'none'
+        periodic_commit_hbox_visibility = 'none'
 
-        if source_format.value.lower() == FORMAT_CSV:
-            gremlin_parser_options_hbox_visibility = 'flex'
-        elif source_format.value.lower() == FORMAT_OPENCYPHER:
-            ids_hbox_visibility = 'flex'
-        elif source_format.value.lower() in RDF_LOAD_FORMATS:
-            named_graph_hbox_visibility = 'flex'
-            if source_format.value.lower() in BASE_URI_FORMATS:
-                base_uri_hbox_visibility = 'flex'
+        if load_type == 'incremental':
+            concurrency_hbox_visibility = 'flex'
+            periodic_commit_hbox_visibility = 'flex'
+        else:
+            if source_format.value.lower() == FORMAT_CSV:
+                gremlin_parser_options_hbox_visibility = 'flex'
+            elif source_format.value.lower() == FORMAT_OPENCYPHER:
+                ids_hbox_visibility = 'flex'
+            elif source_format.value.lower() in RDF_LOAD_FORMATS:
+                named_graph_hbox_visibility = 'flex'
+                if source_format.value.lower() in BASE_URI_FORMATS:
+                    base_uri_hbox_visibility = 'flex'
 
         region_box = widgets.Text(
             value=args.region,
@@ -1394,6 +1526,24 @@ def load(self, line='', local_ns: dict = None):
             layout=widgets.Layout(width=widget_width)
         )
 
+        concurrency = widgets.BoundedIntText(
+            value=str(args.concurrency),
+            placeholder=1,
+            min=1,
+            disabled=False,
+            layout=widgets.Layout(display=concurrency_hbox_visibility,
+                                  width=widget_width)
+        )
+
+        periodic_commit = widgets.BoundedIntText(
+            value=args.periodic_commit,
+            placeholder=0,
+            min=0,
+            disabled=False,
+            layout=widgets.Layout(display=periodic_commit_hbox_visibility,
+                                  width=widget_width)
+        )
+
         poll_status = widgets.Dropdown(
             options=['TRUE', 'FALSE'],
             value=str(not args.nopoll).upper(),
@@ -1496,6 +1646,20 @@ def load(self, line='', local_ns: dict = None):
 
         ids_hbox = widgets.HBox([ids_hbox_label, user_provided_edge_ids])
 
+        concurrency_hbox_label = widgets.Label('Concurrency:',
+                                               layout=widgets.Layout(width=label_width,
+                                                                     display=concurrency_hbox_visibility,
+                                                                     justify_content="flex-end"))
+
+        concurrency_hbox = widgets.HBox([concurrency_hbox_label, concurrency])
+
+        periodic_commit_hbox_label = widgets.Label('Periodic Commit:',
+                                                   layout=widgets.Layout(width=label_width,
+                                                                         display=periodic_commit_hbox_visibility,
+                                                                         justify_content="flex-end"))
+
+        periodic_commit_hbox = widgets.HBox([periodic_commit_hbox_label, periodic_commit])
+
         poll_status_label = widgets.Label('Poll Load Status:',
                                           layout=widgets.Layout(width=label_width,
                                                                 display="flex",
@@ -1548,23 +1712,21 @@ def update_parserconfig_options(change):
         source_format.observe(update_edge_ids_options, names='value')
         source_format.observe(update_parserconfig_options, names='value')
 
-        display(source_hbox,
-                source_format_hbox,
-                region_hbox,
-                arn_hbox,
-                mode_hbox,
-                fail_hbox,
-                parallelism_hbox,
-                cardinality_hbox,
-                queue_hbox,
-                dep_hbox,
-                poll_status_hbox,
-                ids_hbox,
-                allow_empty_strings_hbox,
-                named_graph_uri_hbox,
-                base_uri_hbox,
-                button,
-                output)
+        basic_load_boxes = [source_hbox, source_format_hbox, region_hbox, fail_hbox]
+        # load arguments for Analytics incremental load
+        incremental_load_boxes = [concurrency_hbox, periodic_commit_hbox]
+        # load arguments for Neptune bulk load
+        bulk_load_boxes = [arn_hbox, mode_hbox, parallelism_hbox, cardinality_hbox,
+                           queue_hbox, dep_hbox, ids_hbox, allow_empty_strings_hbox,
+                           named_graph_uri_hbox, base_uri_hbox, poll_status_hbox]
+        submit_load_boxes = [button, output]
+
+        if load_type == 'incremental':
+            display_boxes = basic_load_boxes + incremental_load_boxes + submit_load_boxes
+        else:
+            display_boxes = basic_load_boxes + bulk_load_boxes + submit_load_boxes
+
+        display(*display_boxes)
 
         def on_button_clicked(b):
             source_hbox.children = (source_hbox_label, source,)
@@ -1574,8 +1736,8 @@ def on_button_clicked(b):
             named_graph_uri_hbox.children = (named_graph_uri_hbox_label, named_graph_uri,)
             base_uri_hbox.children = (base_uri_hbox_label, base_uri,)
             dep_hbox.children = (dep_hbox_label, dependencies,)
-
-            dependencies_list = list(filter(None, dependencies.value.split('\n')))
+            concurrency_hbox.children = (concurrency_hbox_label, concurrency, )
+            periodic_commit_hbox.children = (periodic_commit_hbox_label, periodic_commit, )
 
             validated = True
             validation_label_style = DescriptionStyle(color='red')
@@ -1597,11 +1759,13 @@ def on_button_clicked(b):
                 arn_validation_label = widgets.HTML('<p style="color:red;">Load ARN must start with "arn:aws"</p>')
                 arn_hbox.children += (arn_validation_label,)
 
-            if not len(dependencies_list) < 64:
-                validated = False
-                dep_validation_label = widgets.HTML(
-                    '<p style="color:red;">A maximum of 64 jobs may be queued at once.</p>')
-                dep_hbox.children += (dep_validation_label,)
+            if load_type == 'bulk':
+                dependencies_list = list(filter(None, dependencies.value.split('\n')))
+                if not len(dependencies_list) < 64:
+                    validated = False
+                    dep_validation_label = widgets.HTML(
+                        '<p style="color:red;">A maximum of 64 jobs may be queued at once.</p>')
+                    dep_hbox.children += (dep_validation_label,)
 
             if not validated:
                 return
@@ -1614,26 +1778,40 @@ def on_button_clicked(b):
             try:
                 kwargs = {
                     'failOnError': fail_on_error.value,
-                    'parallelism': parallelism.value,
-                    'updateSingleCardinalityProperties': update_single_cardinality.value,
-                    'queueRequest': queue_request.value,
-                    'region': region_box.value,
-                    'parserConfiguration': {}
+                    'region': region_box.value
                 }
 
-                if dependencies:
-                    kwargs['dependencies'] = dependencies_list
-
-                if source_format.value.lower() == FORMAT_OPENCYPHER:
-                    kwargs['userProvidedEdgeIds'] = user_provided_edge_ids.value
-                elif source_format.value.lower() == FORMAT_CSV:
-                    if allow_empty_strings.value == 'TRUE':
-                        kwargs['parserConfiguration']['allowEmptyStrings'] = True
-                elif source_format.value.lower() in RDF_LOAD_FORMATS:
-                    if named_graph_uri.value:
-                        kwargs['parserConfiguration']['namedGraphUri'] = named_graph_uri.value
-                    if base_uri.value and source_format.value.lower() in BASE_URI_FORMATS:
-                        kwargs['parserConfiguration']['baseUri'] = base_uri.value
+                if load_type == 'incremental':
+                    incremental_load_kwargs = {
+                        'source': source.value,
+                        'format': source_format.value,
+                        'concurrency': concurrency.value,
+                        'periodicCommit': periodic_commit.value
+                    }
+                    kwargs.update(incremental_load_kwargs)
+                else:
+                    bulk_load_kwargs = {
+                        'parallelism': parallelism.value,
+                        'updateSingleCardinalityProperties': update_single_cardinality.value,
+                        'queueRequest': queue_request.value,
+                        'parserConfiguration': {}
+                    }
+
+                    if dependencies:
+                        bulk_load_kwargs['dependencies'] = dependencies_list
+
+                    if source_format.value.lower() == FORMAT_OPENCYPHER:
+                        bulk_load_kwargs['userProvidedEdgeIds'] = user_provided_edge_ids.value
+                    elif source_format.value.lower() == FORMAT_CSV:
+                        if allow_empty_strings.value == 'TRUE':
+                            bulk_load_kwargs['parserConfiguration']['allowEmptyStrings'] = True
+                    elif source_format.value.lower() in RDF_LOAD_FORMATS:
+                        if named_graph_uri.value:
+                            bulk_load_kwargs['parserConfiguration']['namedGraphUri'] = named_graph_uri.value
+                        if base_uri.value and source_format.value.lower() in BASE_URI_FORMATS:
+                            bulk_load_kwargs['parserConfiguration']['baseUri'] = base_uri.value
+
+                    kwargs.update(bulk_load_kwargs)
 
                 source_hbox.close()
                 source_format_hbox.close()
@@ -1650,6 +1828,8 @@ def on_button_clicked(b):
                 allow_empty_strings_hbox.close()
                 named_graph_uri_hbox.close()
                 base_uri_hbox.close()
+                concurrency_hbox.close()
+                periodic_commit_hbox.close()
                 button.close()
 
                 load_submit_status_output = widgets.Output()
@@ -1657,102 +1837,130 @@ def on_button_clicked(b):
                 with output:
                     display(load_submit_hbox)
                 with load_submit_status_output:
-                    print("Load request submitted, waiting for response...")
+                    print(f"{load_type.capitalize()} load request submitted, waiting for response...")
                     display_html(HTML(loading_wheel_html))
                 try:
-                    if source.value.startswith("s3://"):
-                        load_res = self.client.load(str(source_exp), source_format.value, arn.value, **kwargs)
+                    if load_type == 'incremental':
+                        load_oc_params = '{'
+                        for param, value in kwargs.items():
+                            value_substr = str(value) if (isinstance(value, int) or param == 'failOnError') \
+                                else '"' + value + '"'
+                            next_param = param + ': ' + value_substr
+                            load_oc_params += next_param
+                            if param == 'periodicCommit':
+                                load_oc_params += '}'
+                            else:
+                                load_oc_params += ', '
+                        load_oc_query = f"CALL neptune.load({load_oc_params})"
+                        oc_load = self.client.opencypher_http(load_oc_query)
                     else:
-                        load_res = self.client.load(str(source_exp), source_format.value, **kwargs)
+                        if source.value.startswith("s3://"):
+                            load_res = self.client.load(str(source_exp), source_format.value, arn.value, **kwargs)
+                        else:
+                            load_res = self.client.load(str(source_exp), source_format.value, **kwargs)
                 except Exception as e:
                     load_submit_status_output.clear_output()
                     with output:
-                        print("Failed to submit load request.")
+                        print(f"Failed to submit {load_type.capitalize()} load request.")
                         logger.error(e)
                     return
                 load_submit_status_output.clear_output()
-                try:
-                    load_res.raise_for_status()
-                except Exception as e:
-                    # Ignore failure to retrieve status, we handle missing status below.
-                    pass
-                load_result = load_res.json()
-                store_to_ns(args.store_to, load_result, local_ns)
 
-                if 'status' not in load_result or load_result['status'] != '200 OK':
+                if load_type == 'incremental':
+                    oc_load.raise_for_status()
+                    load_result = oc_load.json()
+                    store_to_ns(args.store_to, load_result, local_ns)
                     with output:
-                        print('Something went wrong.')
-                        logger.error(load_result)
-                    return
-
-                if poll_status.value == 'FALSE':
-                    start_msg_label = widgets.Label(f'Load started successfully!')
-                    polling_msg_label = widgets.Label(f'You can run "%load_status {load_result["payload"]["loadId"]}" '
-                                                      f'in another cell to check the current status of your bulk load.')
-                    start_msg_hbox = widgets.HBox([start_msg_label])
-                    polling_msg_hbox = widgets.HBox([polling_msg_label])
-                    vbox = widgets.VBox([start_msg_hbox, polling_msg_hbox])
-                    with output:
-                        display(vbox)
+                        print("Load completed.\n")
+                        print(json.dumps(load_result, indent=2))
                 else:
-                    poll_interval = 5
-                    load_id_label = widgets.Label(f'Load ID: {load_result["payload"]["loadId"]}')
-                    interval_output = widgets.Output()
-                    job_status_output = widgets.Output()
-                    load_id_hbox = widgets.HBox([load_id_label])
-                    status_hbox = widgets.HBox([interval_output])
-                    vbox = widgets.VBox([load_id_hbox, status_hbox, job_status_output])
-                    with output:
-                        display(vbox)
-
-                    last_poll_time = time.time()
-                    new_interval = True
-                    while True:
-                        time_elapsed = int(time.time() - last_poll_time)
-                        time_remaining = poll_interval - time_elapsed
-                        interval_output.clear_output()
-                        if time_elapsed > poll_interval:
-                            with interval_output:
-                                print('checking status...')
-                            job_status_output.clear_output()
-                            with job_status_output:
-                                display_html(HTML(loading_wheel_html))
-                            new_interval = True
-                            try:
-                                load_status_res = self.client.load_status(load_result['payload']['loadId'])
-                                load_status_res.raise_for_status()
-                                interval_check_response = load_status_res.json()
-                            except Exception as e:
-                                logger.error(e)
-                                with job_status_output:
-                                    print('Something went wrong updating job status. Ending.')
-                                    return
-                            job_status_output.clear_output()
-                            with job_status_output:
-                                print(f'Overall Status: '
-                                      f'{interval_check_response["payload"]["overallStatus"]["status"]}')
-                                if interval_check_response["payload"]["overallStatus"]["status"] in FINAL_LOAD_STATUSES:
-                                    execution_time = \
-                                        interval_check_response["payload"]["overallStatus"]["totalTimeSpent"]
-                                    if execution_time == 0:
-                                        execution_time_statement = '<1 second'
-                                    elif execution_time > 59:
-                                        execution_time_statement = str(datetime.timedelta(seconds=execution_time))
-                                    else:
-                                        execution_time_statement = f'{execution_time} seconds'
-                                    print('Total execution time: ' + execution_time_statement)
-                                    interval_output.close()
-                                    print('Done.')
-                                    return
-                            last_poll_time = time.time()
-                        else:
-                            if new_interval:
+                    try:
+                        load_res.raise_for_status()
+                    except Exception as e:
+                        # Ignore failure to retrieve status, we handle missing status below.
+                        pass
+                    load_result = load_res.json()
+                    store_to_ns(args.store_to, load_result, local_ns)
+
+                    if 'status' not in load_result or load_result['status'] != '200 OK':
+                        with output:
+                            print('Something went wrong.')
+                            logger.error(load_result)
+                        return
+
+                    if poll_status.value == 'FALSE':
+                        start_msg_label = widgets.Label(f'Load started successfully!')
+                        polling_msg_label = widgets.Label(f'You can run "%load_status {load_result["payload"]["loadId"]}" '
+                                                          f'in another cell to check the current status of your bulk load.')
+                        start_msg_hbox = widgets.HBox([start_msg_label])
+                        polling_msg_hbox = widgets.HBox([polling_msg_label])
+                        vbox = widgets.VBox([start_msg_hbox, polling_msg_hbox])
+                        with output:
+                            display(vbox)
+                    else:
+                        poll_interval = 5
+                        load_id_label = widgets.Label(f'Load ID: {load_result["payload"]["loadId"]}')
+                        interval_output = widgets.Output()
+                        job_status_output = widgets.Output()
+                        load_id_hbox = widgets.HBox([load_id_label])
+                        status_hbox = widgets.HBox([interval_output])
+                        vbox = widgets.VBox([load_id_hbox, status_hbox, job_status_output])
+                        with output:
+                            display(vbox)
+
+                        last_poll_time = time.time()
+                        new_interval = True
+                        while True:
+                            time_elapsed = int(time.time() - last_poll_time)
+                            time_remaining = poll_interval - time_elapsed
+                            interval_output.clear_output()
+                            if time_elapsed > poll_interval:
+                                with interval_output:
+                                    print('checking status...')
+                                job_status_output.clear_output()
                                 with job_status_output:
                                     display_html(HTML(loading_wheel_html))
-                                new_interval = False
-                            with interval_output:
-                                print(f'checking status in {time_remaining} seconds')
-                        time.sleep(1)
+                                new_interval = True
+                                try:
+                                    load_status_res = self.client.load_status(load_result['payload']['loadId'])
+                                    load_status_res.raise_for_status()
+                                    interval_check_response = load_status_res.json()
+                                except Exception as e:
+                                    logger.error(e)
+                                    with job_status_output:
+                                        print('Something went wrong updating job status. Ending.')
+                                        return
+                                job_status_output.clear_output()
+                                with job_status_output:
+                                    # parse status & execution_time differently for Analytics and NeptuneDB
+                                    overall_status = \
+                                        interval_check_response["payload"]["status"] if self.client.is_analytics_domain() \
+                                        else interval_check_response["payload"]["overallStatus"]["status"]
+                                    total_time_spent = \
+                                        interval_check_response["payload"]["timeElapsedSeconds"] if self.client.is_analytics_domain() \
+                                        else interval_check_response["payload"]["overallStatus"]["totalTimeSpent"]
+                                    print(f'Overall Status: {overall_status}')
+                                    if overall_status in FINAL_LOAD_STATUSES:
+                                        execution_time = total_time_spent
+                                        if execution_time == 0:
+                                            execution_time_statement = '<1 second'
+                                        elif execution_time > 59:
+                                            execution_time_statement = str(datetime.timedelta(seconds=execution_time))
+                                        else:
+                                            execution_time_statement = f'{execution_time} seconds'
+                                        print('Total execution time: ' + execution_time_statement)
+                                        interval_output.close()
+                                        print('Done.')
+                                        return
+                                last_poll_time = time.time()
+                            else:
+                                if new_interval:
+                                    with job_status_output:
+                                        display_html(HTML(loading_wheel_html))
+                                    new_interval = False
+                                with interval_output:
+                                    print(f'checking status in {time_remaining} seconds')
+                            time.sleep(1)
 
             except HTTPError as httpEx:
                 output.clear_output()
@@ -1766,6 +1974,7 @@ def on_button_clicked(b):
     @line_magic
     @display_exceptions
     @needs_local_scope
+    @neptune_db_only
     def load_ids(self, line, local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('--details', action='store_true', default=False,
@@ -1840,8 +2049,7 @@ def load_ids(self, line, local_ns: dict = None):
             vbox = widgets.VBox(labels)
             display(vbox)
 
-        if args.store_to != '' and local_ns is not None:
-            local_ns[args.store_to] = res
+        store_to_ns(args.store_to, res, local_ns)
 
     @line_magic
     @display_exceptions
@@ -1871,12 +2079,12 @@ def load_status(self, line, local_ns: dict = None):
         if not args.silent:
             print(json.dumps(res, indent=2))
 
-        if args.store_to != '' and local_ns is not None:
-            local_ns[args.store_to] = res
+        store_to_ns(args.store_to, res, local_ns)
 
     @line_magic
     @display_exceptions
     @needs_local_scope
+    @neptune_db_only
     def cancel_load(self, line, local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('load_id', nargs="?", default='', help='loader id to check status for')
@@ -1921,15 +2129,36 @@ def cancel_load(self, line, local_ns: dict = None):
             else:
                 print("No cancellable load jobs were found.")
 
-        if args.store_to != '' and local_ns is not None:
-            local_ns[args.store_to] = raw_res
+        store_to_ns(args.store_to, raw_res, local_ns)
 
     @line_magic
     @display_exceptions
-    def seed(self, line):
+    @needs_local_scope
+    def seed(self, line, local_ns: dict = None):
+        """
+        Provides a way to bulk insert data to your endpoint via Gremlin, openCypher, or SPARQL queries. Via the form
+        generated by running %seed with no arguments, you can do either of the following:
+
+        a) select a data model (property-graph or RDF), then choose from among a number of different sample data sets
+        that Neptune provides.
+
+        b) select a query language to load with, then provide a path to a local file with insert queries,
+        or a directory containing multiple of these files.
+        """
         parser = argparse.ArgumentParser()
-        parser.add_argument('--model', type=str, default='', choices=SEED_LANGUAGE_OPTIONS)
-        parser.add_argument('--dataset', type=str, default='')
+        parser.add_argument('--model', type=str.lower, default='',
+                            help='Specifies what data model you would like to load for. '
+                                 'Accepted values: property_graph, rdf')
+        parser.add_argument('--language', type=str.lower, default='',
+                            help='Specifies what language you would like to load for. '
+                                 'Accepted values: gremlin, sparql, opencypher')
+        parser.add_argument('--dataset', type=str, default='',
+                            help='Specifies what sample dataset you would like to load.')
+        parser.add_argument('--source', type=str, default='',
+                            help='Specifies the full path to a local file or directory that you would like to '
+                                 'load from.')
+        parser.add_argument('-f', '--full-file-query', action='store_true', default=False,
+                            help='Read all content of a file as a single query, instead of per line')
         # TODO: Gremlin api paths are not yet supported.
         parser.add_argument('--path', '-p', default=SPARQL_ACTION,
                             help='prefix path to query endpoint. For example, "foo/bar". '
@@ -1941,43 +2170,406 @@ def seed(self, line):
 
         output = widgets.Output()
         progress_output = widgets.Output()
+        source_dropdown = widgets.Dropdown(
+            options=SEED_SOURCE_OPTIONS,
+            description='Source type:',
+            disabled=False,
+            style=SEED_WIDGET_STYLE
+        )
+
+        if self.client.is_analytics_domain():
+            model_options = SEED_MODEL_OPTIONS_PG
+            custom_language_options = SEED_LANGUAGE_OPTIONS_OC
+            samples_pg_language_options = SEED_LANGUAGE_OPTIONS_OC
+        else:
+            model_options = SEED_MODEL_OPTIONS
+            custom_language_options = SEED_LANGUAGE_OPTIONS
+            samples_pg_language_options = SEED_LANGUAGE_OPTIONS_PG
+
         model_dropdown = widgets.Dropdown(
-            options=SEED_LANGUAGE_OPTIONS,
+            options=model_options,
             description='Data model:',
-            disabled=False
+            disabled=False,
+            layout=widgets.Layout(display='none'),
+            style=SEED_WIDGET_STYLE
+        )
+
+        custom_language_dropdown = widgets.Dropdown(
+            options=custom_language_options,
+            description='Language:',
+            disabled=False,
+            layout=widgets.Layout(display='none'),
+            style=SEED_WIDGET_STYLE
+        )
+
+        samples_pg_language_dropdown = widgets.Dropdown(
+            options=samples_pg_language_options,
+            description='Language:',
+            disabled=False,
+            layout=widgets.Layout(display='none'),
+            style=SEED_WIDGET_STYLE
         )
 
         data_set_drop_down = widgets.Dropdown(
             description='Data set:',
-            disabled=False
+            disabled=False,
+            layout=widgets.Layout(display='none'),
+            style=SEED_WIDGET_STYLE
+        )
+
+        fullfile_option_dropdown = widgets.Dropdown(
+            description='Full File Query:',
+            options=[True, False],
+            value=args.full_file_query,
+            disabled=False,
+            layout=widgets.Layout(display='none'),
+            style=SEED_WIDGET_STYLE
         )
 
+        location_option_dropdown = widgets.Dropdown(
+            description='Location:',
+            options=['Local', 'S3'],
+            value='Local',
+            disabled=False,
+            layout=widgets.Layout(display='none'),
+            style=SEED_WIDGET_STYLE
+        )
+
+        seed_file_location_text = widgets.Text(
+            description='Source:',
+            placeholder='path/to/seedfiles/directory',
+            disabled=False,
+            style=SEED_WIDGET_STYLE
+        )
+
+        seed_file_location = FileChooser()
+        seed_file_location.layout.display = 'none'
+
+        seed_file_location_text_hbox = widgets.HBox([seed_file_location_text])
+
         submit_button = widgets.Button(description="Submit")
+        model_dropdown.layout.visibility = 'hidden'
+        custom_language_dropdown.layout.visibility = 'hidden'
+        samples_pg_language_dropdown.layout.visibility = 'hidden'
         data_set_drop_down.layout.visibility = 'hidden'
+        fullfile_option_dropdown.layout.visibility = 'hidden'
+        location_option_dropdown.layout.visibility = 'hidden'
+        seed_file_location_text_hbox.layout.visibility = 'hidden'
+        seed_file_location.layout.visibility = 'hidden'
         submit_button.layout.visibility = 'hidden'
 
-        def on_value_change(change):
+        def hide_all_widgets():
+            location_option_dropdown.layout.visibility = 'hidden'
+            location_option_dropdown.layout.display = 'none'
+            seed_file_location_text_hbox.layout.visibility = 'hidden'
+            seed_file_location_text_hbox.layout.display = 'none'
+            custom_language_dropdown.layout.visibility = 'hidden'
+            custom_language_dropdown.layout.display = 'none'
+            samples_pg_language_dropdown.layout.visibility = 'hidden'
+            samples_pg_language_dropdown.layout.display = 'none'
+            fullfile_option_dropdown.layout.visibility = 'hidden'
+            fullfile_option_dropdown.layout.display = 'none'
+            seed_file_location.layout.visibility = 'hidden'
+            seed_file_location.layout.display = 'none'
+            seed_file_location_text_hbox.layout.visibility = 'hidden'
+            seed_file_location_text_hbox.layout.display = 'none'
+            model_dropdown.layout.visibility = 'hidden'
+            model_dropdown.layout.display = 'none'
+            data_set_drop_down.layout.visibility = 'hidden'
+            data_set_drop_down.layout.display = 'none'
+            submit_button.layout.visibility = 'hidden'
+
+        def on_source_value_change(change):
+            hide_all_widgets()
+            selected_source = change['new']
+            if selected_source == 'custom':
+                custom_language_dropdown.layout.visibility = 'visible'
+                custom_language_dropdown.layout.display = 'flex'
+                location_option_dropdown.layout.visibility = 'visible'
+                location_option_dropdown.layout.display = 'flex'
+                if custom_language_dropdown.value:
+                    if custom_language_dropdown.value != 'sparql':
+                        fullfile_option_dropdown.layout.visibility = 'visible'
+                        fullfile_option_dropdown.layout.display = 'flex'
+                # If textbox has a value, OR we are loading from S3, display textbox instead of the filepicker
+                if seed_file_location_text.value or location_option_dropdown.value == 'S3':
+                    seed_file_location_text_hbox.layout.visibility = 'visible'
+                    seed_file_location_text_hbox.layout.display = 'flex'
+                elif seed_file_location.value or location_option_dropdown.value == 'Local':
+                    seed_file_location.layout.visibility = 'visible'
+                    seed_file_location.layout.display = 'flex'
+                if custom_language_dropdown.value \
+                        and (seed_file_location_text.value or
+                             (seed_file_location.value and location_option_dropdown.value == 'Local')):
+                    submit_button.layout.visibility = 'visible'
+            elif selected_source == 'samples':
+                custom_language_dropdown.layout.visibility = 'hidden'
+                custom_language_dropdown.layout.display = 'none'
+                fullfile_option_dropdown.layout.visibility = 'hidden'
+                fullfile_option_dropdown.layout.display = 'none'
+                seed_file_location.layout.visibility = 'hidden'
+                seed_file_location.layout.display = 'none'
+                model_dropdown.layout.visibility = 'visible'
+                model_dropdown.layout.display = 'flex'
+                if model_dropdown.value:
+                    show_dataset = False
+                    if model_dropdown.value == 'propertygraph':
+                        samples_pg_language_dropdown.layout.visibility = 'visible'
+                        samples_pg_language_dropdown.layout.display = 'flex'
+                        if samples_pg_language_dropdown.value != '':
+                            show_dataset = True
+                    else:
+                        samples_pg_language_dropdown.layout.visibility = 'hidden'
+                        samples_pg_language_dropdown.layout.display = 'none'
+                        show_dataset = True
+                    if show_dataset:
+                        data_set_drop_down.layout.visibility = 'visible'
+                        data_set_drop_down.layout.display = 'flex'
+                        if data_set_drop_down.value and data_set_drop_down.value != SEED_NO_DATASETS_FOUND_MSG:
+                            submit_button.layout.visibility = 'visible'
+            else:
+                custom_language_dropdown.layout.visibility = 'hidden'
+                custom_language_dropdown.layout.display = 'none'
+                samples_pg_language_dropdown.layout.visibility = 'hidden'
+                samples_pg_language_dropdown.layout.display = 'none'
+                fullfile_option_dropdown.layout.visibility = 'hidden'
+                fullfile_option_dropdown.layout.display = 'none'
+                seed_file_location.layout.visibility = 'hidden'
+                seed_file_location.layout.display = 'none'
+                seed_file_location_text.layout.visibility = 'hidden'
+                seed_file_location_text.layout.display = 'none'
+                model_dropdown.layout.visibility = 'hidden'
+                model_dropdown.layout.display = 'none'
+                data_set_drop_down.layout.visibility = 'hidden'
+                data_set_drop_down.layout.display = 'none'
+            return
+
+        def change_datasets_widget(samples_lang):
+            data_sets = get_data_sets(samples_lang)
+            if data_sets:
+                data_sets.sort()
+                data_set_drop_down.options = [ds for ds in data_sets if
+                                              ds != '__pycache__']  # being extra sure that we aren't passing __pycache__.
+                data_set_drop_down.layout.visibility = 'visible'
+                data_set_drop_down.layout.display = 'flex'
+                submit_button.layout.visibility = 'visible'
+            else:
+                if samples_lang:
+                    data_set_drop_down.options = [SEED_NO_DATASETS_FOUND_MSG]
+                    data_set_drop_down.layout.visibility = 'visible'
+                    data_set_drop_down.layout.display = 'flex'
+                else:
+                    data_set_drop_down.layout.visibility = 'hidden'
+                    data_set_drop_down.layout.display = 'none'
+                submit_button.layout.visibility = 'hidden'
+            return
+
+        def on_model_value_change(change):
             selected_model = change['new']
-            data_sets = get_data_sets(selected_model)
-            data_sets.sort()
-            data_set_drop_down.options = [ds for ds in data_sets if
-                                          ds != '__pycache__']  # being extra sure that we aren't passing __pycache__.
-            data_set_drop_down.layout.visibility = 'visible'
-            submit_button.layout.visibility = 'visible'
+            samples_language = ''
+            if selected_model == 'propertygraph':
+                samples_pg_language_dropdown.layout.visibility = 'visible'
+                samples_pg_language_dropdown.layout.display = 'flex'
+                if samples_pg_language_dropdown.value != '':
+                    samples_language = samples_pg_language_dropdown.value
+            else:
+                samples_pg_language_dropdown.layout.visibility = 'hidden'
+                samples_pg_language_dropdown.layout.display = 'none'
+                if selected_model == 'rdf':
+                    samples_language = 'sparql'
+            change_datasets_widget(samples_language)
             return
 
-        def on_button_clicked(b=None):
-            submit_button.close()
+        def on_dataset_value_change(change):
+            selected_dataset = change['new']
+            if not selected_dataset:
+                submit_button.layout.visibility = 'hidden'
+            return
+
+        def on_samples_pg_language_value_change(change):
+            selected_pg_language = change['new']
+            change_datasets_widget(selected_pg_language)
+            return
+
+        def on_custom_language_value_change(change):
+            # Preserve the value/state of the text/selector widget if it's already rendered
+            # Otherwise, display the default selector widget (file browser)
+            selected_language = change['new']
+            if selected_language != 'sparql':
+                fullfile_option_dropdown.layout.visibility = 'visible'
+                fullfile_option_dropdown.layout.display = 'flex'
+            else:
+                fullfile_option_dropdown.layout.visibility = 'hidden'
+                fullfile_option_dropdown.layout.display = 'none'
+            if not seed_file_location_text.value and seed_file_location_text_hbox.layout.visibility == 'hidden':
+                seed_file_location.layout.visibility = 'visible'
+                seed_file_location.layout.display = 'flex'
+                submit_button.layout.visibility = 'visible'
+            return
+
+        def on_location_value_change(change):
+            selected_location = change['new']
+            if selected_location == 'Local' and not seed_file_location_text.value:
+                seed_file_location_text_hbox.layout.visibility = 'hidden'
+                seed_file_location_text_hbox.layout.display = 'none'
+                seed_file_location.layout.visibility = 'visible'
+                seed_file_location.layout.display = 'flex'
+            else:
+                seed_file_location.layout.visibility = 'hidden'
+                seed_file_location.layout.display = 'none'
+                seed_file_location_text_hbox.layout.visibility = 'visible'
+                seed_file_location_text_hbox.layout.display = 'flex'
+            return
+
+        def on_seedfile_text_value_change(change):
+            if seed_file_location_text.value:
+                submit_button.layout.visibility = 'visible'
+            else:
+                submit_button.layout.visibility = 'hidden'
+            return
+
+        def on_seedfile_select_value_change(change):
+            if seed_file_location.value:
+                submit_button.layout.visibility = 'visible'
+            else:
+                submit_button.layout.visibility = 'hidden'
+            return
+
+        def disable_seed_widgets():
+            source_dropdown.disabled = True
             model_dropdown.disabled = True
+            custom_language_dropdown.disabled = True
+            samples_pg_language_dropdown.disabled = True
             data_set_drop_down.disabled = True
-            model = normalize_model_name(model_dropdown.value)
-            data_set = data_set_drop_down.value.lower()
+            fullfile_option_dropdown.disabled = True
+            location_option_dropdown.disabled = True
+            seed_file_location_text.disabled = True
+            seed_file_location.disabled = True
+            submit_button.close()
+
+        def process_gremlin_query_line(query_line, line_index, q):
+            # Return a state here, with indication of any other variable states that need changing.
+            #  return 0 = continue
+            #  return 1 = continue, set any_errors_flag = True, error_count += 1
+            #  return 2 = progress.close() and return, set any_errors_flag = True, error_count += 1
+            if not query_line:
+                logger.debug(f"Skipped blank query at line {line_index + 1} in seed file {q['name']}")
+                return 0
+            try:
+                self.client.gremlin_query(query_line)
+                return 0
+            except GremlinServerError as gremlinEx:
+                try:
+                    error = json.loads(gremlinEx.args[0][5:])  # remove the leading error code.
+                    content = json.dumps(error, indent=2)
+                except Exception:
+                    content = {
+                        'error': gremlinEx
+                    }
+                logger.debug(f"GremlinServerError at line {line_index + 1} in seed file {q['name']}")
+                logger.debug(content)
+                if args.ignore_errors:
+                    return 1
+                else:
+                    with output:
+                        generate_seed_error_msg(content, q['name'], line_index + 1)
+                    return 2
+            except Exception as e:
+                content = {
+                    'error': e
+                }
+                logger.debug(f"Exception at line {line_index + 1} in seed file {q['name']}")
+                logger.debug(content)
+                if args.ignore_errors:
+                    return 1
+                else:
+                    with output:
+                        generate_seed_error_msg(content, q['name'], line_index + 1)
+                    return 2
+
+        def process_cypher_query_line(query_line, line_index, q):
+            if not query_line:
+                logger.debug(f"Skipped blank query at line {line_index + 1} in seed file {q['name']}")
+                return 0
+            try:
+                cypher_res = self.client.opencypher_http(query_line)
+                cypher_res.raise_for_status()
+                return 0
+            except HTTPError as httpEx:
+                try:
+                    error = json.loads(httpEx.response.content.decode('utf-8'))
+                    content = json.dumps(error, indent=2)
+                except Exception:
+                    content = {
+                        'error': httpEx
+                    }
+                logger.debug(content)
+                if args.ignore_errors:
+                    return 1
+                else:
+                    with output:
+                        generate_seed_error_msg(content, q['name'])
+                    return 2
+            except Exception as ex:
+                content = {
+                    'error': str(ex)
+                }
+                logger.error(content)
+                if args.ignore_errors:
+                    return 1
+                else:
+                    with output:
+                        generate_seed_error_msg(content, q['name'])
+                    return 2
+
+        def on_button_clicked(b=None):
+            seed_file_location_text_hbox.children = (seed_file_location_text,)
+            filename = None
+            if source_dropdown.value == 'samples':
+                data_set = data_set_drop_down.value.lower()
+                fullfile_query = False
+            else:
+                if seed_file_location_text.value:
+                    stall_with_warning = False
+                    if location_option_dropdown.value == 'S3' and not (seed_file_location_text.value.startswith('s3://')
+                                                                       and len(seed_file_location_text.value) > 7):
+                        seed_file_location_text_validation_label = widgets.HTML(
+                            '<p style="color:red;">S3 source URI must start with s3://</p>')
+                        stall_with_warning = True
+                    elif location_option_dropdown.value == 'Local' \
+                            and not seed_file_location_text.value.startswith('/'):
+                        seed_file_location_text_validation_label = widgets.HTML(
+                            '<p style="color:red;">Local source URI must be a valid file path</p>')
+                        stall_with_warning = True
+                    if stall_with_warning:
+                        seed_file_location_text_validation_label.style = DescriptionStyle(color='red')
+                        seed_file_location_text_hbox.children += (seed_file_location_text_validation_label,)
+                        return
+                    filename = seed_file_location_text.value
+                elif seed_file_location.value:
+                    filename = seed_file_location.value
+                else:
+                    return
+                data_set = filename
+                fullfile_query = fullfile_option_dropdown.value
+            disable_seed_widgets()
+            if custom_language_dropdown.value and filename:
+                model = normalize_model_name(custom_language_dropdown.value)
+                seeding_language = normalize_language_name(custom_language_dropdown.value)
+            else:
+                model = normalize_model_name(model_dropdown.value)
+                seeding_language = 'sparql' if model == 'rdf' else samples_pg_language_dropdown.value
             with output:
-                print(f'Loading data set {data_set} for {model}')
-            queries = get_queries(model, data_set)
-            if len(queries) < 1:
+                print(f'Loading data set {data_set} for {seeding_language}')
+            queries = get_queries(seeding_language, data_set, source_dropdown.value)
+            if queries:
+                if len(queries) < 1:
+                    with output:
+                        print('Did not find any queries for the given dataset')
+                    return
+            else:
                 with output:
-                    print('Did not find any queries for the given dataset')
+                    print('Query retrieval from files terminated with errors.')
                 return
 
             load_index = 1  # start at 1 to have a non-empty progress bar
@@ -1998,49 +2590,7 @@ def on_button_clicked(b=None):
             for q in queries:
                 with output:
                     print(f'{progress.value}/{len(queries)}:\t{q["name"]}')
-                if model == 'propertygraph':
-                    # IMPORTANT: We treat each line as its own query!
-                    for line_index, line in enumerate(q['content'].splitlines()):
-                        if not line:
-                            logger.debug(f"Skipped blank query at line {line_index + 1} in seed file {q['name']}")
-                            continue
-                        try:
-                            self.client.gremlin_query(line)
-                        except GremlinServerError as gremlinEx:
-                            any_errors_flag = True
-                            error_count += 1
-                            try:
-                                error = json.loads(gremlinEx.args[0][5:])  # remove the leading error code.
-                                content = json.dumps(error, indent=2)
-                            except Exception:
-                                content = {
-                                    'error': gremlinEx
-                                }
-                            logger.debug(f"GremlinServerError at line {line_index + 1} in seed file {q['name']}")
-                            logger.debug(content)
-                            if args.ignore_errors:
-                                continue
-                            else:
-                                with output:
-                                    generate_seed_error_msg(content, q['name'], line_index + 1)
-                                progress.close()
-                                return
-                        except Exception as e:
-                            any_errors_flag = True
-                            error_count += 1
-                            content = {
-                                'error': e
-                            }
-                            logger.debug(f"Exception at line {line_index + 1} in seed file {q['name']}")
-                            logger.debug(content)
-                            if args.ignore_errors:
-                                continue
-                            else:
-                                with output:
-                                    generate_seed_error_msg(content, q['name'], line_index + 1)
-                                progress.close()
-                                return
-                else:
+                if model == 'rdf':
                     try:
                         self.client.sparql(q['content'], path=args.path)
                     except HTTPError as httpEx:
@@ -2056,6 +2606,7 @@ def on_button_clicked(b=None):
                             }
                         logger.debug(content)
                         if args.ignore_errors:
+                            progress.value += 1
                             continue
                         else:
                             with output:
@@ -2070,12 +2621,42 @@ def on_button_clicked(b=None):
                         }
                         logger.error(content)
                         if args.ignore_errors:
+                            progress.value += 1
                             continue
                         else:
                             with output:
                                 generate_seed_error_msg(content, q['name'])
                             progress.close()
                             return
+                else:  # gremlin and cypher
+                    # treat entire file content as one query
+                    if fullfile_query or (source_dropdown.value == 'samples' and 'full' in q['name']):
+                        if seeding_language == 'opencypher':
+                            query_status = process_cypher_query_line(q['content'], 0, q)
+                        else:
+                            query_status = process_gremlin_query_line(q['content'], 0, q)
+                        if query_status == 2:
+                            progress.close()
+                            return
+                        else:
+                            if query_status == 1:
+                                any_errors_flag = True
+                                error_count += 1
+                                progress.value += 1
+                                continue
+                    else:  # treat each line as its own query
+                        for line_index, query_line in enumerate(q['content'].splitlines()):
+                            if seeding_language == 'opencypher':
+                                query_status = process_cypher_query_line(query_line, line_index, q)
+                            else:
+                                query_status = process_gremlin_query_line(query_line, line_index, q)
+                            if query_status == 2:
+                                progress.close()
+                                return
+                            else:
+                                if query_status == 1:
+                                    any_errors_flag = True
+                                    error_count += 1
 
                 progress.value += 1
             # Sleep for two seconds so the user sees the progress bar complete
@@ -2089,15 +2670,70 @@ def on_button_clicked(b=None):
             return
 
         submit_button.on_click(on_button_clicked)
-        model_dropdown.observe(on_value_change, names='value')
-
-        display(model_dropdown, data_set_drop_down, submit_button, progress_output, output)
-        if args.model != '':
-            model_dropdown.value = args.model
-            if args.dataset != '' and args.dataset in data_set_drop_down.options:
-                data_set_drop_down.value = args.dataset.lower()
-                if args.run:
-                    on_button_clicked()
+        source_dropdown.observe(on_source_value_change, names='value')
+        model_dropdown.observe(on_model_value_change, names='value')
+        data_set_drop_down.observe(on_dataset_value_change, names='value')
+        custom_language_dropdown.observe(on_custom_language_value_change, names='value')
+        samples_pg_language_dropdown.observe(on_samples_pg_language_value_change, names='value')
+        location_option_dropdown.observe(on_location_value_change, names='value')
+        seed_file_location_text.observe(on_seedfile_text_value_change, names='value')
+        seed_file_location.observe(on_seedfile_select_value_change, names='value')
+
+        display(source_dropdown, model_dropdown, custom_language_dropdown, samples_pg_language_dropdown,
+                data_set_drop_down, fullfile_option_dropdown, location_option_dropdown, seed_file_location,
+                seed_file_location_text_hbox, submit_button, progress_output, output)
+
+        if (args.model != '' or args.language != '') and args.source == '':
+            source_dropdown.value = 'samples'
+            normed_model = normalize_model_name(args.model)
+            normed_language = normalize_language_name(args.language)
+            selected_model = None
+            selected_language = None
+            if normed_model != '' and normed_model in SEED_MODEL_OPTIONS:
+                if normed_model == 'propertygraph':
+                    selected_model = 'propertygraph'
+                    if normed_language in ['gremlin', 'opencypher']:
+                        selected_language = normed_language
+                    elif normed_language == '':
+                        selected_language = 'gremlin'
+                else:
+                    selected_model = 'rdf'
+                    selected_language = 'sparql'
+            elif normed_language != '' and normed_language in SEED_LANGUAGE_OPTIONS:
+                if normed_language == 'sparql':
+                    selected_model = 'rdf'
+                    selected_language = 'sparql'
+                else:
+                    selected_model = 'propertygraph'
+                    selected_language = normed_language
+            if selected_model:
+                model_dropdown.value = selected_model
+                if selected_language:
+                    if selected_language != 'sparql':
+                        samples_pg_language_dropdown.value = selected_language
+                    if args.dataset != '' and args.dataset in data_set_drop_down.options:
+                        data_set_drop_down.value = args.dataset.lower()
+                        if args.run:
+                            on_button_clicked()
+        elif args.source != '' or args.language != '':
+            source_dropdown.value = 'custom'
+            valid_language_value = False
+            language = normalize_language_name(args.language)
+            if language != '' and language in SEED_LANGUAGE_OPTIONS:
+                custom_language_dropdown.value = language
+                valid_language_value = True
+            if args.source != '':
+                seed_file_location_text.value = args.source
+                seed_file_location_text_hbox.layout.visibility = 'visible'
+                seed_file_location_text_hbox.layout.display = 'flex'
+                if seed_file_location_text.value.startswith('s3://'):
+                    location_option_dropdown.value = 'S3'
+                location_option_dropdown.layout.visibility = 'visible'
+                location_option_dropdown.layout.display = 'flex'
+                seed_file_location.layout.visibility = 'hidden'
+                seed_file_location.layout.display = 'none'
+            if seed_file_location_text.value and valid_language_value and args.run:
+                on_button_clicked()
 
     @line_magic
     def enable_debug(self, line):
@@ -2109,15 +2745,35 @@ def disable_debug(self, line):
         logger.setLevel(logging.ERROR)
         root_logger.setLevel(logging.CRITICAL)
 
+    @line_magic
+    @needs_local_scope
+    def toggle_traceback(self, line, local_ns: dict = None):
+        show_traceback_ns_var = 'graph_notebook_show_traceback'
+        try:
+            show_traceback = local_ns[show_traceback_ns_var]
+            if not isinstance(show_traceback, bool):
+                show_traceback = False
+            else:
+                show_traceback = not show_traceback
+        except KeyError:
+            show_traceback = True
+
+        print(f"Display of tracebacks from magics is toggled {'ON' if show_traceback else 'OFF'}.")
+        store_to_ns(show_traceback_ns_var, show_traceback, local_ns)
+
     @line_magic
     def graph_notebook_version(self, line):
         print(graph_notebook.__version__)
 
+    @magic_variables
     @line_cell_magic
     @display_exceptions
-    def graph_notebook_vis_options(self, line='', cell=''):
+    @needs_local_scope
+    def graph_notebook_vis_options(self, line='', cell='', local_ns: dict = None):
         parser = argparse.ArgumentParser()
         parser.add_argument('--silent', action='store_true', default=False, help="Display no output.")
+        parser.add_argument('--store-to', type=str, default='', help='store visualization settings to this variable')
+        parser.add_argument('--load-from', type=str, default='', help='load visualization settings from this variable')
         line_args = line.split()
         if line_args:
             if line_args[0] == 'reset':
@@ -2131,17 +2787,39 @@ def graph_notebook_vis_options(self, line='', cell=''):
         if line == 'reset':
             self.graph_notebook_vis_options = OPTIONS_DEFAULT_DIRECTED
 
-        if cell == '':
+        if cell == '' and not args.load_from:
             if not args.silent:
                 print(json.dumps(self.graph_notebook_vis_options, indent=2))
         else:
-            options_dict = json.loads(cell)
+            try:
+                if args.load_from:
+                    try:
+                        options_raw = local_ns[args.load_from]
+                        if isinstance(options_raw, dict):
+                            options_raw = json.dumps(options_raw)
+                        options_dict = json.loads(options_raw)
+                    except KeyError:
+                        print(f"Unable to load visualization settings, variable [{args.load_from}] does not exist in "
+                              f"the local namespace.")
+                        return
+                else:
+                    options_dict = json.loads(cell)
+            except (JSONDecodeError, TypeError) as e:
+                print(f"Unable to load visualization settings, variable [{args.load_from}] is not in valid JSON "
+                      f"format:\n")
+                print(e)
+                return
             self.graph_notebook_vis_options = vis_options_merge(self.graph_notebook_vis_options, options_dict)
+            print("Visualization settings successfully changed to:\n")
+            print(json.dumps(self.graph_notebook_vis_options, indent=2))
+
+        store_to_ns(args.store_to, json.dumps(self.graph_notebook_vis_options, indent=2), local_ns)
 
     @magic_variables
     @line_cell_magic
     @display_exceptions
     @needs_local_scope
+    @neptune_db_only
     def neptune_ml(self, line, cell='', local_ns: dict = None):
         parser = generate_neptune_ml_parser()
         args = parser.parse_args(line.split())
@@ -2159,9 +2837,16 @@ def handle_opencypher_query(self, line, cell, local_ns):
         This method in its own handler so that the magics %%opencypher and %%oc can both call it
         """
         parser = argparse.ArgumentParser()
-        parser.add_argument('--explain-type', default='dynamic',
-                            help='explain mode to use when using the explain query mode',
-                            choices=['dynamic', 'static', 'details', 'debug'])
+        parser.add_argument('-pc', '--plan-cache', type=str.lower, default='auto',
+                            help=f'Plan cache mode to use. Accepted values: ${OPENCYPHER_PLAN_CACHE_MODES}')
+        parser.add_argument('-qt', '--query-timeout', type=int, default=None,
+                            help=f'Maximum query timeout in milliseconds.')
+        parser.add_argument('--explain-type', type=str.lower, default='dynamic',
+                            help=f'Explain mode to use when using the explain query mode. '
+                                 f'Accepted values: ${OPENCYPHER_EXPLAIN_MODES}')
+        parser.add_argument('-qp', '--query-parameters', type=str, default='',
+                            help='Parameter definitions to apply to the query. This option can accept a local variable '
+                                 'name, or a string representation of the map.')
         parser.add_argument('-g', '--group-by', type=str, default='~labels',
                             help='Property used to group nodes (e.g. code, ~id) default is ~labels')
         parser.add_argument('-gd', '--group-by-depth', action='store_true', default=False,
@@ -2203,6 +2888,20 @@ def handle_opencypher_query(self, line, cell, local_ns):
         res_format = None
         results_df = None
 
+        query_params = None
+        if args.query_parameters:
+            if args.query_parameters in local_ns:
+                query_params_input = local_ns[args.query_parameters]
+            else:
+                query_params_input = args.query_parameters
+            if isinstance(query_params_input, dict):
+                query_params = query_params_input
+            else:
+                try:
+                    query_params = json.loads(query_params_input.replace("'", '"'))
+                except Exception as e:
+                    print(f"Invalid query parameter input, ignoring.")
+
         if args.no_scroll:
             oc_layout = UNRESTRICTED_LAYOUT
             oc_scrollY = True
@@ -2223,7 +2922,8 @@ def handle_opencypher_query(self, line, cell, local_ns):
 
         if args.mode == 'explain':
             query_start = time.time() * 1000  # time.time() returns time in seconds w/high precision; x1000 to get in ms
-            res = self.client.opencypher_http(cell, explain=args.explain_type)
+            res = self.client.opencypher_http(cell, explain=args.explain_type, query_params=query_params,
+                                              plan_cache=args.plan_cache)
             query_time = time.time() * 1000 - query_start
             explain = res.content.decode("utf-8")
             res.raise_for_status()
@@ -2239,7 +2939,9 @@ def handle_opencypher_query(self, line, cell, local_ns):
                                                                     link=f"data:text/html;base64,{base64_str}")
         elif args.mode == 'query':
             query_start = time.time() * 1000  # time.time() returns time in seconds w/high precision; x1000 to get in ms
-            oc_http = self.client.opencypher_http(cell)
+            oc_http = self.client.opencypher_http(cell, query_params=query_params,
+                                                  plan_cache=args.plan_cache,
+                                                  query_timeout=args.query_timeout)
             query_time = time.time() * 1000 - query_start
             oc_http.raise_for_status()
 
@@ -2297,7 +2999,10 @@ def handle_opencypher_query(self, line, cell, local_ns):
         elif args.mode == 'bolt':
             res_format = 'bolt'
             query_start = time.time() * 1000
-            res = self.client.opencyper_bolt(cell)
+            if query_params:
+                res = self.client.opencyper_bolt(cell, **query_params)
+            else:
+                res = self.client.opencyper_bolt(cell)
             query_time = time.time() * 1000 - query_start
             if not args.silent:
                 oc_metadata = build_opencypher_metadata_from_query(query_type='bolt', results=res,
diff --git a/src/graph_notebook/neptune/client.py b/src/graph_notebook/neptune/client.py
index 41f3b202..4b435435 100644
--- a/src/graph_notebook/neptune/client.py
+++ b/src/graph_notebook/neptune/client.py
@@ -8,6 +8,7 @@
 import re
 
 import requests
+import urllib3
 from urllib.parse import urlparse, urlunparse
 from SPARQLWrapper import SPARQLWrapper
 from boto3 import Session
@@ -16,6 +17,7 @@
 from botocore.awsrequest import AWSRequest
 from gremlin_python.driver import client, serializer
 from gremlin_python.driver.protocol import GremlinServerError
+from gremlin_python.driver.aiohttp.transport import AiohttpTransport
 from neo4j import GraphDatabase, DEFAULT_DATABASE
 from neo4j.exceptions import AuthError
 from base64 import b64encode
@@ -23,7 +25,6 @@
 
 from graph_notebook.neptune.bolt_auth_token import NeptuneBoltAuthToken
 
-
 # This patch is no longer needed when graph_notebook is using the a Gremlin Python
 # client >= 3.5.0 as the HashableDict is now part of that client driver.
 # import graph_notebook.neptune.gremlin.graphsonV3d0_MapType_objectify_patch  # noqa F401
@@ -37,14 +38,17 @@
 DEFAULT_NEO4J_PASSWORD = 'password'
 DEFAULT_NEO4J_DATABASE = DEFAULT_DATABASE
 
-NEPTUNE_SERVICE_NAME = 'neptune-db'
+NEPTUNE_DB_SERVICE_NAME = 'neptune-db'
+NEPTUNE_ANALYTICS_SERVICE_NAME = 'neptune-graph'
+NEPTUNE_DB_CONFIG_NAMES = ['db', 'neptune-db']
+NEPTUNE_ANALYTICS_CONFIG_NAMES = ['graph', 'analytics', 'neptune-graph']
 logger = logging.getLogger('client')
 
 # TODO: Constants for states of each long-running job
 # TODO: add doc links to each command
 
 FORMAT_CSV = 'csv'
-FORMAT_OPENCYPHER='opencypher'
+FORMAT_OPENCYPHER = 'opencypher'
 FORMAT_NTRIPLE = 'ntriples'
 FORMAT_NQUADS = 'nquads'
 FORMAT_RDFXML = 'rdfxml'
@@ -60,7 +64,10 @@
 MODE_AUTO = 'AUTO'
 
 LOAD_JOB_MODES = [MODE_RESUME, MODE_NEW, MODE_AUTO]
-VALID_FORMATS = [FORMAT_CSV, FORMAT_OPENCYPHER, FORMAT_NTRIPLE, FORMAT_NQUADS, FORMAT_RDFXML, FORMAT_TURTLE]
+DB_LOAD_TYPES = ['bulk']
+ANALYTICS_LOAD_TYPES = ['incremental']
+VALID_INCREMENTAL_FORMATS = ['', FORMAT_CSV, FORMAT_OPENCYPHER]
+VALID_BULK_FORMATS = VALID_INCREMENTAL_FORMATS + [FORMAT_NTRIPLE, FORMAT_NQUADS, FORMAT_RDFXML, FORMAT_TURTLE]
 PARALLELISM_OPTIONS = [PARALLELISM_LOW, PARALLELISM_MEDIUM, PARALLELISM_HIGH, PARALLELISM_OVERSUBSCRIBE]
 LOADER_ACTION = 'loader'
 
@@ -76,7 +83,9 @@
                        'LOAD_S3_ACCESS_DENIED_ERROR',
                        'LOAD_IN_QUEUE',
                        'LOAD_FAILED_BECAUSE_DEPENDENCY_NOT_SATISFIED',
-                       'LOAD_FAILED_INVALID_REQUEST', ]
+                       'LOAD_FAILED_INVALID_REQUEST',
+                       'COMPLETED',
+                       'FAILED']
 
 EXPORT_SERVICE_NAME = 'execute-api'
 EXPORT_ACTION = 'neptune-export'
@@ -101,7 +110,9 @@
 STREAM_RDF = 'RDF'
 STREAM_ENDPOINTS = {STREAM_PG: 'gremlin', STREAM_RDF: 'sparql'}
 
-NEPTUNE_CONFIG_HOST_IDENTIFIERS = ["neptune.amazonaws.com", "neptune.*.amazonaws.com.cn"]
+ANALYTICS_CONFIG_HOST_IDENTIFIERS = ["neptune-graph", "api.aws", "on.aws", "aws.dev"]
+NEPTUNE_CONFIG_HOST_IDENTIFIERS = ["neptune.amazonaws.com", "neptune.*.amazonaws.com.cn",
+                                   "sc2s.sgov.gov", "c2s.ic.gov"] + ANALYTICS_CONFIG_HOST_IDENTIFIERS
 
 false_str_variants = [False, 'False', 'false', 'FALSE']
 
@@ -109,8 +120,14 @@
 GRAPHSONV2_VARIANTS = ['graphsonv2', 'graphsonv2d0', 'graphsonserializersv2d0']
 GRAPHBINARYV1_VARIANTS = ['graphbinaryv1', 'graphbinary', 'graphbinaryserializersv1']
 
-STATISTICS_MODES = ["status", "disableAutoCompute", "enableAutoCompute", "refresh", "delete"]
-STATISTICS_LANGUAGE_INPUTS = ["propertygraph", "pg", "gremlin", "sparql", "rdf"]
+STATISTICS_MODES = ["", "status", "disableAutoCompute", "enableAutoCompute", "refresh", "delete"]
+SUMMARY_MODES = ["", "basic", "detailed"]
+STATISTICS_LANGUAGE_INPUTS = ["propertygraph", "pg", "gremlin", "oc", "opencypher", "sparql", "rdf"]
+
+SPARQL_EXPLAIN_MODES = ['dynamic', 'static', 'details']
+OPENCYPHER_EXPLAIN_MODES = ['dynamic', 'static', 'details']
+OPENCYPHER_PLAN_CACHE_MODES = ['auto', 'enabled', 'disabled']
+OPENCYPHER_DEFAULT_TIMEOUT = 120000
 
 
 def is_allowed_neptune_host(hostname: str, host_allowlist: list):
@@ -130,8 +147,19 @@ def get_gremlin_serializer(serializer_str: str):
         return serializer.GraphSONSerializersV3d0()
 
 
+def normalize_service_name(neptune_service: str):
+    if neptune_service in NEPTUNE_ANALYTICS_CONFIG_NAMES:
+        return NEPTUNE_ANALYTICS_SERVICE_NAME
+    else:
+        if neptune_service not in NEPTUNE_DB_CONFIG_NAMES:
+            print("Provided neptune_service is empty or invalid, defaulting to neptune-db.")
+        return NEPTUNE_DB_SERVICE_NAME
+
+
 class Client(object):
-    def __init__(self, host: str, port: int = DEFAULT_PORT, ssl: bool = True, ssl_verify: bool = True,
+    def __init__(self, host: str, port: int = DEFAULT_PORT,
+                 neptune_service: str = NEPTUNE_DB_SERVICE_NAME,
+                 ssl: bool = True, ssl_verify: bool = True,
                  region: str = DEFAULT_REGION, sparql_path: str = '/sparql',
                  gremlin_traversal_source: str = DEFAULT_GREMLIN_TRAVERSAL_SOURCE,
                  gremlin_username: str = '', gremlin_password: str = '',
@@ -143,8 +171,11 @@ def __init__(self, host: str, port: int = DEFAULT_PORT, ssl: bool = True, ssl_ve
                  neptune_hosts: list = None):
         self.target_host = host
         self.target_port = port
+        self.neptune_service = neptune_service
         self.ssl = ssl
         self.ssl_verify = ssl_verify
+        if not self.ssl_verify:
+            urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)
         self.sparql_path = sparql_path
         self.gremlin_traversal_source = gremlin_traversal_source
         self.gremlin_username = gremlin_username
@@ -178,15 +209,32 @@ def port(self):
             return self.proxy_port
         return self.target_port
 
+    @property
+    def service(self):
+        if self.neptune_service in NEPTUNE_ANALYTICS_CONFIG_NAMES:
+            return NEPTUNE_ANALYTICS_SERVICE_NAME
+        return NEPTUNE_DB_SERVICE_NAME
+
     def is_neptune_domain(self):
         return is_allowed_neptune_host(hostname=self.target_host, host_allowlist=self.neptune_hosts)
 
+    def is_analytics_domain(self):
+        return self.service == NEPTUNE_ANALYTICS_SERVICE_NAME
+
     def get_uri_with_port(self, use_websocket=False, use_proxy=False):
-        protocol = self._http_protocol
         if use_websocket is True:
             protocol = self._ws_protocol
+        else:
+            protocol = self._http_protocol
+
+        if use_proxy is True:
+            uri_host = self.proxy_host
+            uri_port = self.proxy_port
+        else:
+            uri_host = self.target_host
+            uri_port = self.target_port
 
-        uri = f'{protocol}://{self.host}:{self.port}'
+        uri = f'{protocol}://{uri_host}:{uri_port}'
         return uri
 
     def sparql_query(self, query: str, headers=None, explain: str = '', path: str = '') -> requests.Response:
@@ -207,12 +255,8 @@ def do_sparql_request(self, data: dict, headers=None, explain: str = '', path: s
         if 'content-type' not in headers:
             headers['content-type'] = DEFAULT_SPARQL_CONTENT_TYPE
 
-        explain = explain.lower()
         if explain != '':
-            if explain not in ['static', 'dynamic', 'details']:
-                raise ValueError('explain mode not valid, must be one of "static", "dynamic", or "details"')
-            else:
-                data['explain'] = explain
+            data['explain'] = explain
 
         if path != '':
             sparql_path = f'/{path}'
@@ -262,11 +306,20 @@ def sparql_cancel(self, query_id: str, silent: bool = False):
     def get_gremlin_connection(self, transport_kwargs) -> client.Client:
         nest_asyncio.apply()
 
-        ws_url = f'{self.get_uri_with_port(use_websocket=True)}/gremlin'
-        request = self._prepare_request('GET', ws_url)
+        ws_url = f'{self.get_uri_with_port(use_websocket=True, use_proxy=False)}/gremlin'
+        if self.proxy_host != '':
+            proxy_http_url = f'{self.get_uri_with_port(use_websocket=False, use_proxy=True)}/gremlin'
+            transport_factory_args = lambda: AiohttpTransport(call_from_event_loop=True, proxy=proxy_http_url,
+                                                              **transport_kwargs)
+            request = self._prepare_request('GET', proxy_http_url)
+        else:
+            transport_factory_args = lambda: AiohttpTransport(**transport_kwargs)
+            request = self._prepare_request('GET', ws_url)
+
         traversal_source = 'g' if self.is_neptune_domain() else self.gremlin_traversal_source
-        return client.Client(ws_url, traversal_source, username=self.gremlin_username,
-                             password=self.gremlin_password, message_serializer=self.gremlin_serializer,
+        return client.Client(ws_url, traversal_source, transport_factory=transport_factory_args,
+                             username=self.gremlin_username, password=self.gremlin_password,
+                             message_serializer=self.gremlin_serializer,
                              headers=dict(request.headers), **transport_kwargs)
 
     def gremlin_query(self, query, transport_args=None, bindings=None):
@@ -293,7 +346,8 @@ def gremlin_http_query(self, query, headers=None) -> requests.Response:
         if headers is None:
             headers = {}
 
-        uri = f'{self.get_uri_with_port()}/gremlin'
+        use_proxy = True if self.proxy_host != '' else False
+        uri = f'{self.get_uri_with_port(use_websocket=False, use_proxy=use_proxy)}/gremlin'
         data = {'gremlin': query}
         req = self._prepare_request('POST', uri, data=json.dumps(data), headers=headers)
         res = self._http_session.send(req, verify=self.ssl_verify)
@@ -326,7 +380,10 @@ def _gremlin_query_plan(self, query: str, plan_type: str, args: dict, ) -> reque
         res = self._http_session.send(req, verify=self.ssl_verify)
         return res
 
-    def opencypher_http(self, query: str, headers: dict = None, explain: str = None) -> requests.Response:
+    def opencypher_http(self, query: str, headers: dict = None, explain: str = None,
+                        query_params: dict = None,
+                        plan_cache: str = None,
+                        query_timeout: int = None) -> requests.Response:
         if headers is None:
             headers = {}
 
@@ -342,6 +399,13 @@ def opencypher_http(self, query: str, headers: dict = None, explain: str = None)
             if explain:
                 data['explain'] = explain
                 headers['Accept'] = "text/html"
+            if query_params:
+                data['parameters'] = str(query_params).replace("'", '"')  # '{"AUS_code":"AUS","WLG_code":"WLG"}'
+            if self.is_analytics_domain():
+                if plan_cache:
+                    data['planCache'] = plan_cache
+                if query_timeout:
+                    headers['query_timeout_millis'] = str(query_timeout)
         else:
             url += 'db/neo4j/tx/commit'
             headers['content-type'] = 'application/json'
@@ -423,7 +487,7 @@ def stream(self, url, **kwargs) -> requests.Response:
         params = {}
         for k, v in kwargs.items():
             params[k] = v
-        req = self._prepare_request('GET', url, params=params,data='')
+        req = self._prepare_request('GET', url, params=params, data='')
         res = self._http_session.send(req, verify=self.ssl_verify)
         return res.json()
 
@@ -744,26 +808,37 @@ def _query_status(self, language: str, *, query_id: str = '', **kwargs) -> reque
         res = self._http_session.send(req, verify=self.ssl_verify)
         return res
 
-    def statistics(self, language: str, mode: str = '') -> requests.Response:
+    def statistics(self, language: str, summary: bool = False, mode: str = '') -> requests.Response:
         headers = {
             'Accept': 'application/json'
         }
-        if language in ["pg", "gremlin"]:
-            language = "propertygraph"
-        elif language == "rdf":
-            language = "sparql"
+        if language in ["gremlin", "oc", "opencypher"]:
+            language = "pg"
+        elif language == "sparql":
+            language = "rdf"
+
         url = f'{self._http_protocol}://{self.host}:{self.port}/{language}/statistics'
-        if mode in ['', 'status']:
-            req = self._prepare_request('GET', url, headers=headers)
-        elif mode == 'delete':
-            req = self._prepare_request('DELETE', url, headers=headers)
+        data = {'mode': mode}
+
+        if summary:
+            summary_url = url + '/summary'
+            if mode:
+                summary_mode_param = '?mode=' + mode
+                summary_url += summary_mode_param
+            req = self._prepare_request('GET', summary_url, headers=headers)
         else:
-            data = {'mode': mode}
-            req = self._prepare_request('POST', url, data=json.dumps(data), headers=headers)
+            if mode in ['', 'status']:
+                req = self._prepare_request('GET', url, headers=headers)
+            elif mode == 'delete':
+                req = self._prepare_request('DELETE', url, headers=headers)
+            else:
+                req = self._prepare_request('POST', url, data=json.dumps(data), headers=headers)
         res = self._http_session.send(req)
         return res
 
-    def _prepare_request(self, method, url, *, data=None, params=None, headers=None, service=NEPTUNE_SERVICE_NAME):
+    def _prepare_request(self, method, url, *, data=None, params=None, headers=None, service=None):
+        if not service:
+            service = self.service
         self._ensure_http_session()
         if self.proxy_host != '':
             headers = {} if headers is None else headers
@@ -776,7 +851,7 @@ def _prepare_request(self, method, url, *, data=None, params=None, headers=None,
 
         return request.prepare()
 
-    def _get_aws_request(self, method, url, *, data=None, params=None, headers=None, service=NEPTUNE_SERVICE_NAME):
+    def _get_aws_request(self, method, url, *, data=None, params=None, headers=None, service=None):
         req = AWSRequest(method=method, url=url, data=data, params=params, headers=headers)
         if self.iam_enabled:
             credentials = self._session.get_credentials()
@@ -826,6 +901,10 @@ def with_port(self, port: int):
         self.args['port'] = port
         return ClientBuilder(self.args)
 
+    def with_neptune_service(self, neptune_service: str):
+        self.args['neptune_service'] = neptune_service
+        return ClientBuilder(self.args)
+
     def with_sparql_path(self, path: str):
         self.args['sparql_path'] = path
         return ClientBuilder(self.args)
@@ -833,7 +912,7 @@ def with_sparql_path(self, path: str):
     def with_gremlin_traversal_source(self, traversal_source: str):
         self.args['gremlin_traversal_source'] = traversal_source
         return ClientBuilder(self.args)
-        
+
     def with_gremlin_login(self, username: str, password: str):
         self.args['gremlin_username'] = username
         self.args['gremlin_password'] = password
@@ -842,7 +921,7 @@ def with_gremlin_login(self, username: str, password: str):
     def with_gremlin_serializer(self, message_serializer: str):
         self.args['gremlin_serializer'] = message_serializer
         return ClientBuilder(self.args)
-    
+
     def with_neo4j_login(self, username: str, password: str, auth: bool, database: str):
         self.args['neo4j_username'] = username
         self.args['neo4j_password'] = password
diff --git a/src/graph_notebook/network/EventfulNetwork.py b/src/graph_notebook/network/EventfulNetwork.py
index d0be922e..d4b4bea6 100644
--- a/src/graph_notebook/network/EventfulNetwork.py
+++ b/src/graph_notebook/network/EventfulNetwork.py
@@ -3,7 +3,7 @@
 SPDX-License-Identifier: Apache-2.0
 """
 
-from collections import defaultdict
+from collections import defaultdict, abc
 import collections
 import re
 import json
@@ -126,7 +126,7 @@ def flatten(self, d: dict, parent_key='', sep='_') -> dict:
         items = []
         for k, v in d.items():
             new_key = parent_key + sep + k if parent_key else k
-            if isinstance(v, collections.MutableMapping):
+            if isinstance(v, collections.abc.MutableMapping):
                 items.extend(self.flatten(v).items())
             else:
                 items.append((new_key, v))
diff --git a/src/graph_notebook/network/gremlin/GremlinNetwork.py b/src/graph_notebook/network/gremlin/GremlinNetwork.py
index f9ea4780..73a8d553 100644
--- a/src/graph_notebook/network/gremlin/GremlinNetwork.py
+++ b/src/graph_notebook/network/gremlin/GremlinNetwork.py
@@ -78,16 +78,23 @@ def get_id(element):
     extract id from a given element for use in the GremlinNetwork
     """
     if isinstance(element, Vertex):
-        return str(element.id)
+        element_id = str(element.id)
     elif isinstance(element, Edge):
-        return str(element.label)
+        element_id = str(element.label)
     elif isinstance(element, dict):
         if T.id in element:
-            return element[T.id]
+            element_id = element[T.id]
+        elif 'id' in element:
+            element_id = element['id']
         else:
-            return generate_id_from_dict(element)
+            element_id = generate_id_from_dict(element)
     else:
-        return str(element)
+        element_id = str(element)
+
+    if isinstance(element_id, uuid.UUID):
+        element_id = str(element_id)
+
+    return element_id
 
 
 class GremlinNetwork(EventfulNetwork):
@@ -99,13 +106,19 @@ class GremlinNetwork(EventfulNetwork):
     """
 
     def __init__(self, graph: MultiDiGraph = None, callbacks=None, label_max_length=DEFAULT_LABEL_MAX_LENGTH,
-                 edge_label_max_length=DEFAULT_LABEL_MAX_LENGTH, group_by_property=T_LABEL, display_property=T_LABEL,
-                 edge_display_property=T_LABEL, tooltip_property=None, edge_tooltip_property=None, ignore_groups=False,
-                 group_by_depth=False, group_by_raw=False):
+                 edge_label_max_length=DEFAULT_LABEL_MAX_LENGTH, group_by_property=None, display_property=None,
+                 edge_display_property=None, tooltip_property=None, edge_tooltip_property=None, ignore_groups=False,
+                 group_by_depth=False, group_by_raw=False, using_http=False):
         if graph is None:
             graph = MultiDiGraph()
         if group_by_depth:
             group_by_property = DEPTH_GRP_KEY
+        if not group_by_property:
+            group_by_property = 'label' if using_http else T_LABEL
+        if not display_property:
+            display_property = 'label' if using_http else T_LABEL
+        if not edge_display_property:
+            edge_display_property = 'label' if using_http else T_LABEL
         super().__init__(graph, callbacks, label_max_length, edge_label_max_length, group_by_property,
                          display_property, edge_display_property, tooltip_property, edge_tooltip_property,
                          ignore_groups, group_by_raw)
@@ -159,7 +172,7 @@ def get_explicit_edge_property_value(self, data, edge, custom_property):
             except KeyError:
                 return
         else:
-            if custom_property == T_LABEL:
+            if custom_property in [T_LABEL, 'label']:
                 property_value = edge.label
             else:
                 try:
@@ -284,18 +297,26 @@ def add_results_with_pattern(self, results, pattern_list: list):
 
         return
 
-    def add_results(self, results):
+    def add_results(self, results, is_http=False):
         """
         receives path results and traverses them to add nodes and edges to the network graph.
         We will look at sets of three in a path to form a vertex -> edge -> vertex pattern. All other
         patters will be considered invalid at this time.
 
         :param results: the data to be processed. Must be of type :type Path
+        :param is_http: A flag indicating the type of token keys returned
         :return:
         """
         if not isinstance(results, list):
             raise ValueError("results must be a list of paths")
 
+        if is_http:
+            gremlin_id = 'id'
+            gremlin_label = 'label'
+        else:
+            gremlin_id = T.id
+            gremlin_label = T.label
+
         for path_index, path in enumerate(results):
             if isinstance(path, Path):
                 if type(path[0]) is Edge or type(path[-1]) is Edge:
@@ -304,10 +325,10 @@ def add_results(self, results):
                 for i in range(len(path)):
                     if isinstance(path[i], dict):
                         is_elementmap = False
-                        if T.id in path[i] and T.label in path[i]:
+                        if gremlin_id in path[i] and gremlin_label in path[i]:
                             for prop, value in path[i].items():
-                                # T.id and/or T.label could be renamed by a project() step
-                                if isinstance(value, str) and prop not in [T.id, T.label]:
+                                # ID and/or Label property keys could be renamed by a project() step
+                                if isinstance(value, str) and prop not in [gremlin_id, gremlin_label]:
                                     is_elementmap = True
                                     break
                                 elif isinstance(value, dict):
@@ -325,7 +346,7 @@ def add_results(self, results):
                             self.insert_path_element(path, i)
                     else:
                         self.insert_path_element(path, i)
-            elif isinstance(path, dict) and T.id in path.keys() and T.label in path.keys():
+            elif isinstance(path, dict) and gremlin_id in path.keys() and gremlin_label in path.keys():
                 self.insert_elementmap(path, index=path_index)
             else:
                 raise ValueError("all entries in results must be paths or elementMaps")
@@ -342,7 +363,10 @@ def add_vertex(self, v, path_index: int = -1):
         depth_group = "__DEPTH-" + str(path_index) + "__"
         node_id = ''
         if type(v) is Vertex:
-            node_id = v.id
+            if isinstance(v.id, uuid.UUID):
+                node_id = str(v.id)
+            else:
+                node_id = v.id
             title = v.label
             label_full = ''
             tooltip_display_is_set = True
@@ -423,8 +447,9 @@ def add_vertex(self, v, path_index: int = -1):
             # Before looping though properties, we first search for T.label in vertex dict, then set title = T.label
             # Otherwise, we will hit KeyError if we don't iterate through T.label first to set the title
             # Since it is needed for checking for the vertex label's desired grouping behavior in group_by_property
-            if T.label in v.keys():
-                title_plc = str(v[T.label])
+            if T.label in v.keys() or 'label' in v.keys():
+                label_key = T.label if T.label in v.keys() else 'label'
+                title_plc = str(v[label_key])
                 title, label = self.strip_and_truncate_label_and_title(title_plc, self.label_max_length)
             else:
                 title_plc = ''
@@ -434,7 +459,7 @@ def add_vertex(self, v, path_index: int = -1):
                 group = str(v)
                 group_is_set = True
             for k in v:
-                if str(k) == T_ID:
+                if str(k) in [T_ID, 'id']:
                     node_id = str(v[k])
 
                 if isinstance(v[k], dict):
@@ -447,6 +472,8 @@ def add_vertex(self, v, path_index: int = -1):
                     properties[k] = copy_val
                 elif isinstance(v[k], Decimal):
                     properties[k] = float(v[k])
+                elif isinstance(v[k], uuid.UUID):
+                    properties[k] = str(v[k])
                 else:
                     properties[k] = v[k]
 
@@ -491,6 +518,9 @@ def add_vertex(self, v, path_index: int = -1):
             if not tooltip_display_is_set and label_full:
                 title = label_full
 
+            if not group and not group_is_set:
+                group = DEFAULT_GRP
+
             # handle when there is no id in a node. In this case, we will generate one which
             # is consistently regenerated so that duplicate dicts will be reduced to the same vertex.
             if node_id == '':
@@ -503,14 +533,13 @@ def add_vertex(self, v, path_index: int = -1):
                     title += str(v[key])
             if label == '':
                 label = title if len(title) <= self.label_max_length else title[:self.label_max_length - 3] + '...'
-
             data = {'properties': properties, 'label': label, 'title': title, 'group': group}
         else:
             node_id = str(v)
             title = str(v)
             if self.group_by_property == DEPTH_GRP_KEY:
                 group = depth_group
-            if self.group_by_property == DEFAULT_RAW_GRP_KEY:
+            elif self.group_by_property == DEFAULT_RAW_GRP_KEY:
                 group = str(v)
             else:
                 group = DEFAULT_GRP
@@ -527,7 +556,12 @@ def add_path_edge(self, edge, from_id='', to_id='', data=None):
 
         if type(edge) is Edge:
             from_id = from_id if from_id != '' else edge.outV.id
+            if isinstance(from_id, uuid.UUID):
+                from_id = str(from_id)
             to_id = to_id if to_id != '' else edge.inV.id
+            if isinstance(to_id, uuid.UUID):
+                to_id = str(to_id)
+            edge_id = str(edge.id) if isinstance(edge.id, uuid.UUID) else edge.id
             edge_label_full = ''
             using_custom_tooltip = False
             tooltip_display_is_set = True
@@ -535,7 +569,7 @@ def add_path_edge(self, edge, from_id='', to_id='', data=None):
             if self.edge_tooltip_property and self.edge_tooltip_property != self.edge_display_property:
                 using_custom_tooltip = True
                 tooltip_display_is_set = False
-            data['properties'] = {'id': edge.id, 'label': edge.label, 'outV': str(edge.outV), 'inV': str(edge.inV)}
+            data['properties'] = {'id': edge_id, 'label': edge.label, 'outV': str(edge.outV), 'inV': str(edge.inV)}
 
             edge_label = edge_title if len(edge_title) <= self.edge_label_max_length \
                 else edge_title[:self.edge_label_max_length - 3] + '...'
@@ -562,7 +596,7 @@ def add_path_edge(self, edge, from_id='', to_id='', data=None):
             self.get_explicit_edge_property_value(data, edge, self.edge_tooltip_property)
 
             data['title'] = edge_title
-            self.add_edge(from_id=from_id, to_id=to_id, edge_id=edge.id, label=edge_label, title=edge_title,
+            self.add_edge(from_id=from_id, to_id=to_id, edge_id=edge_id, label=edge_label, title=edge_title,
                           data=data)
         elif type(edge) is dict:
             properties = {}
@@ -576,24 +610,27 @@ def add_path_edge(self, edge, from_id='', to_id='', data=None):
             if self.edge_tooltip_property and self.edge_tooltip_property != self.edge_display_property:
                 using_custom_tooltip = True
                 tooltip_display_is_set = False
-            if T.label in edge.keys():
-                edge_title_plc = str(edge[T.label])
+            if T.label in edge.keys() or 'label' in edge.keys():
+                label_key = T.label if T.label in edge.keys() else 'label'
+                edge_title_plc = str(edge[label_key])
                 edge_title, edge_label = self.strip_and_truncate_label_and_title(edge_title_plc,
                                                                                  self.edge_label_max_length)
             else:
                 edge_title_plc = ''
             for k in edge:
-                if str(k) == T_ID:
+                if str(k) in [T_ID, 'id']:
                     edge_id = str(edge[k])
 
                 if isinstance(edge[k], dict):  # Handle Direction properties, where the value is a map
                     properties[k] = get_id(edge[k])
                 elif isinstance(edge[k], Decimal):
                     properties[k] = float(edge[k])
+                elif isinstance(edge[k], uuid.UUID):
+                    properties[k] = str(edge[k])
                 else:
                     properties[k] = edge[k]
 
-                if self.edge_display_property is not T_LABEL and not display_is_set:
+                if self.edge_display_property not in [T_LABEL, 'label'] and not display_is_set:
                     label_property_raw_value = self.get_dict_element_property_value(edge, k, edge_title_plc,
                                                                                     self.edge_display_property)
                     if label_property_raw_value:
@@ -669,9 +706,10 @@ def insert_path_element(self, path, i):
             from_id = get_id(path[i - 1])
 
         self.add_vertex(path[i], path_index=i)
-        if type(path[i - 1]) is not Edge:
-            if type(path[i - 1]) is dict:
-                if Direction.IN not in path[i-1]:
+        last_path = path[i - 1]
+        if type(last_path) is not Edge:
+            if type(last_path) is dict:
+                if Direction.IN not in last_path and 'IN' not in last_path:
                     self.add_blank_edge(from_id, get_id(path[i]))
             else:
                 self.add_blank_edge(from_id, get_id(path[i]))
@@ -686,15 +724,18 @@ def insert_elementmap(self, e_map, check_emap=False, path_element=None, index=No
         :param e_map: A dictionary containing the elementMap representation of a vertex or an edge
         """
         # Handle directed edge elementMap
-        if Direction.IN in e_map.keys() and Direction.OUT in e_map.keys():
-            from_id = get_id(e_map[Direction.OUT])
-            to_id = get_id(e_map[Direction.IN])
+        if (Direction.IN in e_map.keys() and Direction.OUT in e_map.keys()) \
+                or ('IN' in e_map.keys() and 'OUT' in e_map.keys()):
+            out_prop = Direction.OUT if Direction.OUT in e_map.keys() else 'OUT'
+            in_prop = Direction.IN if Direction.IN in e_map.keys() else 'IN'
+            from_id = get_id(e_map[out_prop])
+            to_id = get_id(e_map[in_prop])
             # Ensure that the default nodes includes with edge elementMaps do not overwrite nodes
             # with the same ID that have been explicitly inserted.
             if not self.graph.has_node(from_id):
-                self.add_vertex(e_map[Direction.OUT], path_index=index-1)
+                self.add_vertex(e_map[out_prop], path_index=index-1)
             if not self.graph.has_node(to_id):
-                self.add_vertex(e_map[Direction.IN], path_index=index+1)
+                self.add_vertex(e_map[in_prop], path_index=index+1)
             self.add_path_edge(e_map, from_id, to_id)
         # Handle vertex elementMap
         else:
diff --git a/src/graph_notebook/notebooks/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb
similarity index 97%
rename from src/graph_notebook/notebooks/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb
index 3235d199..72e5a0b7 100644
--- a/src/graph_notebook/notebooks/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb
@@ -94,9 +94,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "scrolled": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "%status"
@@ -268,6 +266,15 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
    "outputs": [],
    "source": [
     "%%oc\n",
@@ -275,17 +282,20 @@
     "CREATE (n:Language {name:\"Gremlin\"})\n",
     "CREATE (n:Language {name:\"Cypher\"})\n",
     "CREATE (n:Language {name:\"SPARQL\"})"
-   ],
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
     "pycharm": {
      "name": "#%%\n"
     }
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
+   },
    "outputs": [],
    "source": [
     "%%oc\n",
@@ -293,29 +303,31 @@
     "MATCH (n)\n",
     "RETURN n\n",
     "LIMIT 10"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+   ]
   },
   {
    "cell_type": "markdown",
-   "source": [
-    "Similar to the other query language magics, `%%oc` supports retrieval of a query explain plan."
-   ],
    "metadata": {
-    "collapsed": false,
     "pycharm": {
      "name": "#%% md\n"
     }
-   }
+   },
+   "source": [
+    "Similar to the other query language magics, `%%oc` supports retrieval of a query explain plan."
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
    "outputs": [],
    "source": [
     "%%oc explain\n",
@@ -323,16 +335,11 @@
     "MATCH (n)\n",
     "RETURN n\n",
     "LIMIT 10"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    }
-   }
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## What's next?\n",
     "\n",
@@ -357,10 +364,7 @@
     "[Introduction to Identity Graphs](../03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb)\n",
     "\n",
     "[Introduction to Security Graphs](../03-Sample-Applications/04-Security-Graphs)"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
+   ]
   }
  ],
  "metadata": {
@@ -379,9 +383,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/src/graph_notebook/notebooks/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb
diff --git a/src/graph_notebook/notebooks/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb
diff --git a/src/graph_notebook/notebooks/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb
diff --git a/src/graph_notebook/notebooks/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb
index 4cd012f2..5ae9b2c8 100644
--- a/src/graph_notebook/notebooks/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb
@@ -488,4 +488,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/security-graph/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/__init__.py
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/security-graph/__init__.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/01-Getting-Started/__init__.py
diff --git a/src/graph_notebook/notebooks/02-Visualization/Air-Routes-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/02-Visualization/Air-Routes-Gremlin.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-Gremlin.ipynb
index 0e76c0e8..723589d0 100644
--- a/src/graph_notebook/notebooks/02-Visualization/Air-Routes-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-Gremlin.ipynb
@@ -91,7 +91,7 @@
    "source": [
     "## Loading data\n",
     "### Now let's load some property graph data.\n",
-    "The cell below makes it easy to load the air-routes data into your Neptune cluster in a form compatible with Gremlin (property graph) queries. When you run the cell you will be prompted to select a `Data model` and a `Data set`. Select `Property_Graph` and `airports` respectively. \n",
+    "The cell below makes it easy to load the air-routes data into your Neptune cluster in a form compatible with Gremlin (property graph) queries. When you run the cell you will be prompted to select a `Source type`, a `Data model`, and a `Data set`. Select `samples`, `property_graph`, and `airports`, respectively.\n",
     "\n",
     "**You only need to do this once**. If you have already loaded the data previously you do not need to load it again."
    ]
@@ -1404,4 +1404,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Visualization/Air-Routes-SPARQL.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-SPARQL.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/02-Visualization/Air-Routes-SPARQL.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-SPARQL.ipynb
index a82eb8e8..eaa3cf6f 100644
--- a/src/graph_notebook/notebooks/02-Visualization/Air-Routes-SPARQL.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-SPARQL.ipynb
@@ -93,7 +93,7 @@
    "source": [
     "## Loading data\n",
     "### Now let's load some RDF graph data.\n",
-    "The cell below makes it easy to load the air-routes data into your Neptune cluster in a form compatible with SPARQL (RDF graph) queries. When you run the cell you will be prompted to select a `Data model` and a `Data set`. Select `RDF` and `airports` respectively.  \n",
+    "The cell below makes it easy to load the air-routes data into your Neptune cluster in a form compatible with SPARQL (RDF graph) queries. When you run the cell you will be prompted to select a `Source type`, a `Data model`, and a `Data set`. Select `samples`, `rdf`, and `airports`, respectively.\n",
     "\n",
     "**You only need to do this once**. If you have already loaded the data previously you do not need to load it again."
    ]
diff --git a/src/graph_notebook/notebooks/02-Visualization/Air-Routes-openCypher.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-openCypher.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/02-Visualization/Air-Routes-openCypher.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-openCypher.ipynb
index 03daae25..3fdf26d9 100644
--- a/src/graph_notebook/notebooks/02-Visualization/Air-Routes-openCypher.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Air-Routes-openCypher.ipynb
@@ -100,7 +100,7 @@
    "source": [
     "## Loading data\n",
     "### Now let's load some property graph data.\n",
-    "The cell below makes it easy to load the air-routes data into your Neptune cluster in a form compatible with both Gremlin and openCypher queries. When you run the cell you will be prompted to select a `Data model` and a `Data set`. Select `Property_Graph` and `airports` respectively. \n",
+    "The cell below makes it easy to load the air-routes data into your Neptune cluster in a form compatible with both Gremlin and openCypher queries. When you run the cell you will be prompted to select a `Source type`, a `Data model`, and a `Data set`. Select `samples`, `property_graph`, and `airports`, respectively.\n",
     "\n",
     "**You only need to do this once**. If you have already loaded the data previously you do not need to load it again."
    ]
@@ -1100,4 +1100,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Visualization/Blog Workbench Visualization.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Blog Workbench Visualization.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/02-Visualization/Blog Workbench Visualization.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Blog Workbench Visualization.ipynb
diff --git a/src/graph_notebook/notebooks/02-Visualization/EPL-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/EPL-Gremlin.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/02-Visualization/EPL-Gremlin.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/EPL-Gremlin.ipynb
diff --git a/src/graph_notebook/notebooks/02-Visualization/EPL-SPARQL.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/EPL-SPARQL.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/02-Visualization/EPL-SPARQL.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/EPL-SPARQL.ipynb
diff --git a/src/graph_notebook/notebooks/02-Visualization/EPL-openCypher.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/EPL-openCypher.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/02-Visualization/EPL-openCypher.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/EPL-openCypher.ipynb
diff --git a/src/graph_notebook/notebooks/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb
index a5f99dd7..2fbd7bbf 100644
--- a/src/graph_notebook/notebooks/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb
@@ -32,7 +32,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%seed --model Property_Graph --dataset airports --run"
+    "%seed --model Property_Graph --language gremlin --dataset airports --run"
    ]
   },
   {
diff --git a/src/graph_notebook/seed/queries/rdf/airports/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/__init__.py
similarity index 96%
rename from src/graph_notebook/seed/queries/rdf/airports/__init__.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/__init__.py
index 9049dd04..fa84f3bc 100644
--- a/src/graph_notebook/seed/queries/rdf/airports/__init__.py
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/02-Visualization/__init__.py
@@ -1,4 +1,4 @@
 """
 Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 SPDX-License-Identifier: Apache-2.0
-"""
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/00-Sample-Applications-Overview.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/00-Sample-Applications-Overview.ipynb
similarity index 86%
rename from src/graph_notebook/notebooks/03-Sample-Applications/00-Sample-Applications-Overview.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/00-Sample-Applications-Overview.ipynb
index e1d949b6..11431283 100644
--- a/src/graph_notebook/notebooks/03-Sample-Applications/00-Sample-Applications-Overview.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/00-Sample-Applications-Overview.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -10,6 +11,7 @@
     "- [Knowledge Graph](#Knowledge-Graph)\n",
     "- [Identity Graph](#Identity-Graph)\n",
     "- [Security Graph](#Security-Graph)\n",
+    "- [Healthcare and Life Sciences Graphs](#Healthcare-and-Life-Sciences-Graphs)\n",
     "- [Neptune ML - People Analytics](#Neptune-ML-People-Analytics)\n",
     "\n",
     "\n",
@@ -41,6 +43,12 @@
     "\n",
     "The examples in this notebook shows a sample security graph solution using an open dataset as well as data visualizations that allow one to better understand the structure of a security graph.\n",
     "\n",
+    "## [Healthcare and Life Sciences Graphs](./05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb)\n",
+    "\n",
+    "A molecular modeling graph which represents chemical structures as graph data. Visualizing atoms as nodes, and the bonds between atoms as edges, enables users to explore chemical structures in a persistent environment. Using the popular open-source bioinformatics package RDKit, and a molecule represented as a SMILES string, walk through the process of transforming a molecule into a graph. Also, walk through a simple example of using packages in the graph-notebook environment.\n",
+    "\n",
+    "The examples in this notebook show how to take the SMILES format string for the molecule caffeine and transform it into a graph representation. The notebook also includes exploration and visualization of the caffeine molecule as a graph.\n",
+    "\n",
     "## [People Analytics using Machine Learning](../04-Machine-Learning/Sample-Applications/01-People-Analytics)\n",
     "\n",
     "Hiring and retaining good personnel is a key characteristic to making an organization successful.  One way that organizations approach this problem is through the use of people analytics.  People analytics allow business leaders to make data-driven decisions about personnel-related issues such as recruiting, evaluation, hiring, promotion, and retention, etc.\n",
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb
index d277f7ef..871d1ad0 100644
--- a/src/graph_notebook/notebooks/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb
@@ -57,7 +57,7 @@
    "source": [
     "### Load data\n",
     "\n",
-    "The cell below loads the example fraud graph into your Neptune cluster. When you run the cell you will be prompted to select a `Data Model` and a `Data set`. Select `Property_Graph` and `fraud_graph` respectively. The graph takes about 5 minutes to load."
+    "The cell below loads the example fraud graph into your Neptune cluster. When you run the cell you will be prompted to select a `Source type`, a `Data Model`, and a `Data set`. Select `samples`, `Property_Graph`, and `fraud_graph`, respectively. The graph takes about 5 minutes to load."
    ]
   },
   {
@@ -67,7 +67,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%seed --model Property_Graph --dataset fraud_graph --run"
+    "%seed --model Property_Graph --language gremlin --dataset fraud_graph --run"
    ]
   },
   {
@@ -893,4 +893,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/rdf/epl/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/__init__.py
similarity index 96%
rename from src/graph_notebook/seed/queries/rdf/epl/__init__.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/__init__.py
index 9049dd04..fa84f3bc 100644
--- a/src/graph_notebook/seed/queries/rdf/epl/__init__.py
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/__init__.py
@@ -1,4 +1,4 @@
 """
 Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 SPDX-License-Identifier: Apache-2.0
-"""
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb
index 60b61677..94b71bbb 100644
--- a/src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb
@@ -63,7 +63,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%seed --model Property_Graph --dataset knowledge-graph --run"
+    "%seed --model Property_Graph --language gremlin --dataset knowledge-graph --run"
    ]
   },
   {
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb
index 91616a74..f49508dc 100644
--- a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb
@@ -59,8 +59,8 @@
     "%%bash\n",
     "\n",
     "GRAPH_NOTEBOOK_INSTALL_PATH=`pip show graph-notebook | grep \"Location\" | cut -d ' ' -f2`\n",
-    "mkdir $GRAPH_NOTEBOOK_INSTALL_PATH/graph_notebook/seed/queries/propertygraph/identity\n",
-    "cd $GRAPH_NOTEBOOK_INSTALL_PATH/graph_notebook/seed/queries/propertygraph/identity\n",
+    "mkdir $GRAPH_NOTEBOOK_INSTALL_PATH/graph_notebook/seed/queries/propertygraph/gremlin/identity\n",
+    "cd $GRAPH_NOTEBOOK_INSTALL_PATH/graph_notebook/seed/queries/propertygraph/gremlin/identity\n",
     "curl -s \"https://aws-admartech-samples.s3.amazonaws.com/identity-graph-notebook-data/idgraph.zip\" > \\\n",
     "    ./idgraph.zip\n",
     "unzip ./idgraph.zip\n",
@@ -76,7 +76,7 @@
    },
    "outputs": [],
    "source": [
-    "%seed --model Property_Graph --dataset identity --run"
+    "%seed --model Property_Graph --language gremlin --dataset identity --run"
    ]
   },
   {
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/glue_utils.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/glue_utils.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/glue_utils.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/glue_utils.py
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-demographics.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-demographics.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-demographics.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-demographics.py
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-telemetry.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-telemetry.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-telemetry.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-telemetry.py
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-transactions.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-transactions.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-transactions.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/neptune-glue-transactions.py
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb
new file mode 100644
index 00000000..9d0ce419
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb
@@ -0,0 +1,618 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "01135e5b",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. SPDX-License-Identifier: Apache-2.0"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "e147f141",
+   "metadata": {},
+   "source": [
+    "# Modeling molecular SMILES data with Amazon Neptune and RDKit"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b87be86",
+   "metadata": {},
+   "source": [
+    "This notebook walks through the process of modeling chemical structures using Amazon Neptune. It includes transforming a chemical compound represented as a SMILES string into graph data, with nodes representing individual atoms and edges representing the bonds between atoms.This notebook then closes with a visualization and exploration of the molecule caffeine."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9716ef94",
+   "metadata": {},
+   "source": [
+    "   - [Background](#Background)\n",
+    "\n",
+    "   - [Solution Overview](#Solution-Overview)\n",
+    "\n",
+    "   - [Package Setup](#Package-Setup)\n",
+    "\n",
+    "   - [Graph Data Model](#Graph-Data-Model)\n",
+    "\n",
+    "   - [RDKit Processing](#RDKit-Processing)\n",
+    "\n",
+    "   - [Amazon Neptune Data Upload](#Data-Upload)\n",
+    "\n",
+    "   - [Basic Visualization & Queries](#Basic-Visualization-&-Queries)\n",
+    "\n",
+    "   - [Clean Up](#Clean-Up)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23409061",
+   "metadata": {},
+   "source": [
+    "## Background"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "63016f6c",
+   "metadata": {},
+   "source": [
+    "   Modeling chemical structures can be a complex and tedious process, even with the help of modern programs and technology. The ability to explore chemical structures at the most fundamental level of atoms and the bonds that connect them is an essential process in [drug discovery, pharmaceutical research](https://pubs.acs.org/doi/abs/10.1021/acs.jcim.0c00947), and [chemical engineering](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8130509/). By infusing chemical research with technology, researchers can expedite outcome timelines, identify hidden relationships, and overall simplify a traditionally complex process. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9bfdfa6",
+   "metadata": {},
+   "source": [
+    "## Solution Overview"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33e4d4ac",
+   "metadata": {},
+   "source": [
+    "In order to integrate technology into the analysis of chemical structures, molecules themselves must first be represented in a machine-readable format, such as [SMILES (simplified molecular-input line-entry system)](https://en.wikipedia.org/wiki/Simplified_molecular-input_line-entry_system). **SMILES** format strings are the industry standard in representing molecular structures. The SMILES format enables the relationships between atoms in a molecular structure to be conveyed as a machine processable string. The SMILES format is not all encompassing, leaving out details such as certain polarities and bond properties. However, SMILES does enable powerful analysis at scale of different structures. \n",
+    "\n",
+    "Using Amazon Neptune and the open-source chemical-Informaics software package [RDKit](https://www.rdkit.org/), SMILES format data can be ingested, processed, and converted into nodes and edges in a property graph. Modeling molecular structures in a graph database allows for powerful custom visualization and manipulation at the scale demanded by pharmaceutical applications. Utilizing a graph database such as Neptune allows users to compare millions of molecules with millions of associated interactions. Additionally, the fully managed and serverless infrastructure allows experts with backgrounds in biology and chemistry to focus primarily on the research outcomes of their graph data, avoiding the undifferentiated heavy lifting of managing a complex graph database infrastructure.\n",
+    "\n",
+    "This walkthrough follows the process of converting a singular SMILES string, **caffeine**, to graph data in Neptune. However, the process will work for any SMILES format string you would like to use. We’re sourcing the string for caffeine from the [National Library of Medicine](https://pubchem.ncbi.nlm.nih.gov/compound/2519#section=InChI), which maintains a public dataset of many chemical structures [**CN1C=NC2=C1C(=O)N(C(=O)N2C)C**].\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "79e81e96",
+   "metadata": {},
+   "source": [
+    "We also use the open-source cheminformatics package [RDKit](https://github.com/rdkit/rdkit), Python-based data science package [Pandas](https://pandas.pydata.org/), and [AWS SDK for pandas (awswrangler)](https://aws-sdk-pandas.readthedocs.io/en/stable/). RDKit has a strong community and a great number of chem-informatics utilities; we’ll only be exploring a small portion for this post. Pandas is an open-source Python-based data science toolkit with large community support. The AWS SDK for pandas provides a large set of tools to help AWS services interact with the pandas library."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c49cf299",
+   "metadata": {},
+   "source": [
+    "## Package Setup"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e1c8a9d",
+   "metadata": {},
+   "source": [
+    "The first step in modeling a chemical structure as graph data is importing the required packages. Here we will be using **RDKit**, **Pandas**, and **awswrangler**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb5f3b98",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%pip install rdkit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "440c97e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%pip install awswrangler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a5625f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from rdkit import Chem\n",
+    "import pandas as pd\n",
+    "import awswrangler as wr"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24e2d68d",
+   "metadata": {},
+   "source": [
+    "## Graph Data Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "536a3491",
+   "metadata": {},
+   "source": [
+    "There are a few different options for graph query languages and their associated data models when working with Neptune; in this case we’re using **Apache TinkerPop’s Gremlin**. We are opting for Gremlin here due to its intuitive nature and easy to learn syntax. The cell below is defining a dictionary object for both the nodes and edges of our graph. Within each dictionary object is a set of properties we will gather from our caffeine molecule in the next section."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8a8cd157",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nodes_dict = {'~id':[],\n",
+    "                '~label':[],\n",
+    "                'idx':[],\n",
+    "                'atomicNumber':[],\n",
+    "                'isAromatic': []\n",
+    "               }\n",
+    "               \n",
+    "edges_dict = {'~id':[],\n",
+    "                '~label':[],\n",
+    "                '~from':[],\n",
+    "                '~to':[],\n",
+    "               }"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d049b9e6",
+   "metadata": {},
+   "source": [
+    "## RDKit Processing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "21846f4c",
+   "metadata": {},
+   "source": [
+    "This section is where the chemical computing magic happens. We use the `rdkit` package installed earlier in the graph notebook to decompose our chemical structure into lists of **nodes (atoms)** and **edges (bonds)**."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c69d0e0d",
+   "metadata": {},
+   "source": [
+    "First, we want to declare our SMILES string for the caffeine molecule as a variable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "33a9fdf0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "caffeine_smiles = 'CN1C=NC2=C1C(=O)N(C(=O)N2C)C'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cacd427b",
+   "metadata": {},
+   "source": [
+    "Next, to obtain a molecule-type object from the RDKit package, we need to use the below call to the `Chem` library from RDKit imported earlier."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "208de8b7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mol = Chem.MolFromSmiles(caffeine_smiles)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "45119037",
+   "metadata": {},
+   "source": [
+    "Let’s see a visual of our work so far, run the following cell to output a 2D picture of our molecule below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7260f5c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mol"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b1932568",
+   "metadata": {},
+   "source": [
+    "To recap what we just did, first we declared our SMILES string for caffeine as the variable `caffeine_smiles`. Next, we used the `Chem.MolFromSmiles` function from RDKit to turn the SMILES into a `mol` type object defined by RDKit. Finally, we returned the `mol` type object which resulted in a 2D image of the molecular structure for caffeine that we were working with."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0cbd5ec2",
+   "metadata": {},
+   "source": [
+    "Now we need to iterate through each atom and bond within the `mol` object outputted from RDKit. While iterating through each atom and bond, we use the graph data model we declared earlier, storing properties of each inside the data model. Feel free to dive deeper into the `mol.GetAtoms()` and `mol.GetBonds()` function calls on your own - we are only exploring a small subset of their functionality."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d3b030e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for atom in mol.GetAtoms():\n",
+    "    nodes_dict['~id'].append('Node-'+ caffeine_smiles + str(atom.GetIdx()))\n",
+    "    nodes_dict['~label'].append(atom.GetSymbol())\n",
+    "    nodes_dict['idx'].append(atom.GetIdx())\n",
+    "    nodes_dict['atomicNumber'].append(atom.GetAtomicNum())\n",
+    "    nodes_dict['isAromatic'].append(atom.GetIsAromatic())\n",
+    "\n",
+    "for bond in mol.GetBonds():\n",
+    "    edges_dict['~id'].append('edge-'+ caffeine_smiles + str(bond.GetBeginAtomIdx()) + str(bond.GetEndAtomIdx()))\n",
+    "    edges_dict['~label'].append(str(bond.GetBondType()))\n",
+    "    edges_dict['~from'].append('Node-' + caffeine_smiles + str(bond.GetBeginAtomIdx()))\n",
+    "    edges_dict['~to'].append('Node-' + caffeine_smiles + str(bond.GetEndAtomIdx()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09038090",
+   "metadata": {},
+   "source": [
+    "Several different RDKit functions are in this portion of code, so let’s break it down piece by piece: "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "caeeaeb3",
+   "metadata": {},
+   "source": [
+    "•\tFor the `~id` field of both nodes and edges, we combine the data type `Node` or `Edge`, the SMILES string, and the unique index for the atom"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e8287cf",
+   "metadata": {},
+   "source": [
+    "•\tFor the `~label` field, we use the chemical symbol for nodes, and the bond type for the edges"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "19bf0671",
+   "metadata": {},
+   "source": [
+    "•\tThe fields `~from` and `~to` for the edges (bonds) are constructed by combining the prefix `Node-` with the SMILES string, and the respective beginning and ending atoms that the bond connects"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0da3d8f8",
+   "metadata": {},
+   "source": [
+    "•\tThe additional fields for the nodes (atoms) in the graph model are the atom’s unique ID within the molecule, its atomic number, and if it is aromatic or not"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ccc7a32",
+   "metadata": {},
+   "source": [
+    "Note that you can extract several atomic properties for a given SMILES string in RDKit and add them as additional fields for a given atom or bond. We don’t list them all in this post, but you can explore additional fields for both the atoms and bonds."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcbf50b9",
+   "metadata": {},
+   "source": [
+    "Finally, we want to use **Pandas** to transform our data-poulated dictionaries into pandas data frames"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ab3a8fa7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nodes_df = pd.DataFrame.from_dict(nodes_dict)\n",
+    "edges_df = pd.DataFrame.from_dict(edges_dict)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35572287",
+   "metadata": {},
+   "source": [
+    "let's check the results of our work so far. Running the cells below should return data frames for both the edges and nodes of our caffeine molecule."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7f8df5de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "edges_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1096a312",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nodes_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da724549",
+   "metadata": {},
+   "source": [
+    "## Amazon Neptune Data Upload"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ead358b",
+   "metadata": {},
+   "source": [
+    "Now that we have successfully decomposed our caffeine SMILES string into individual atoms and bonds, the next step is to load our data into the Neptune database itself. This will be much simpler than loading data from an external source because our data is already inside the graph notebook environment. In order to write our data to the Neptune database, we will be using the **AWS SDK for pandas**, also known as **awswrangler**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "271ac986",
+   "metadata": {},
+   "source": [
+    "First, we need to check our notebook configuration to gather the host endpoint for our cluster. Running the cell below will provide that information, along with other important details about our Neptune database."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61c779af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%graph_notebook_config"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "66745fed",
+   "metadata": {},
+   "source": [
+    "Find the `host` field from the above output and copy & paste the string into the cell below where it says `'[INSERT YOUR HOST HERE]'`. Also, check the port number above, ensure that the port number above is the same as the second parameter in the cell below. The default port number should be `8182`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7343a1e7",
+   "metadata": {},
+   "source": [
+    "Run cell below once the host & port is properly copied from your graph configuration output above. This cell is simply using a command from the Neptune section of the awswrangler library to establish a connection to your Neptune instance."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9b5da429",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "client = wr.neptune.connect(\"INSERT YOUR HOST HERE\", 8182, iam_enabled=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d26e71fd",
+   "metadata": {},
+   "source": [
+    "The next two cells use the `.to_property_graph` functions within awswrangler to insert both the node & edge data frames we created earlier into our Neptune database. Both cells should return a `\"True\"` upon success."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60f6dcf4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wr.neptune.to_property_graph(client, df=nodes_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e06f3138",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wr.neptune.to_property_graph(client, df=edges_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8064ef96",
+   "metadata": {},
+   "source": [
+    "After receiving a `\"True\"` output from both cells, you are finished with processing your SMILES molecule string. Now you can move onto visualizing your molecule as graph data. If you wish to add additional compounds to your graph database, you can return to the start of the [RDKit Processing](#RDKit-Processing) section and simply redo the process with a different SMILES string."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3da70417",
+   "metadata": {},
+   "source": [
+    "## Basic Visualization & Queries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cb19689b",
+   "metadata": {},
+   "source": [
+    "Now that we have processed and loaded our molecular data, let's visualize the results of our efforts so far. The below cell uses a Gremlin query to traverse outwards from nodes which are labeled as **'C'** (*for the element Carbon*), giving us a picture of the overall structure of our molecule."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5dbb8414",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin -p v,ine,outv,oute,inv,oute,inv,oute,inv,oute,inv\n",
+    "g.V().has('~label','C').repeat(outE().inV()).emit().times(5).path().by(valueMap(true))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "553a58d8",
+   "metadata": {},
+   "source": [
+    "You should receive an interactive view of the 2D image RDKit produced earlier as the output of the above cell. Feel free to explore the structure and compare it to other visualizations you might be able to find of your molecule. Also, now that our molecule is persisted as graph data, you can manipulate, edit, and add additional data to your molecular structure as you see fit."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2bc4961d",
+   "metadata": {},
+   "source": [
+    "## Conclusion"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a7dd3d35",
+   "metadata": {},
+   "source": [
+    "In this guide, you ingested and parsed a **SMILES** format molecular data string with **RDKit** and\n",
+    "uploaded the individual atoms and bonds as graph data to **Amazon Neptune**. You can replicate this\n",
+    "process at *scale* to accommodate large datasets containing many SMILES strings. You can test\n",
+    "this yourself by following the steps for any SMILES string of your choice. With the molecular\n",
+    "data broken into individual atoms and bonds in Neptune, you can connect this data to **custom\n",
+    "bioinformatics applications**, **chemical computing systems**, and **research software environments**.\n",
+    "You can take this solution even further by integrating [Amazon Neptune ML](https://aws.amazon.com/blogs/database/how-to-get-started-with-neptune-ml/) to gain the ability to\n",
+    "predict the connections and properties of your molecules."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b360fb55",
+   "metadata": {},
+   "source": [
+    "**See these other resources below to learn more about Amazon Neptune's role in Healthcare & Life Sciences:**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fefa124d",
+   "metadata": {},
+   "source": [
+    "- [Accelerating drug discovery through knowledge graphs](https://aws.amazon.com/blogs/industries/accelerating-drug-discovery-through-knowledge-graph/)\n",
+    "\n",
+    "- [Analyze healthcare FHIR data with Amazon Neptune](https://aws.amazon.com/blogs/database/analyze-healthcare-fhir-data-with-amazon-neptune/)\n",
+    "\n",
+    "- [Building Amazon Neptune based MedDRA terminology mapping for pharmacovigilance and adverse event reporting](https://aws.amazon.com/blogs/industries/building-amazon-neptune-based-meddra-terminology-mapping-for-pharmacovigilance-and-adverse-event-reporting/)\n",
+    "\n",
+    "- [Building and querying the AWS COVID-19 knowledge graph](https://aws.amazon.com/blogs/database/building-and-querying-the-aws-covid-19-knowledge-graph/)\n",
+    "\n",
+    "- [General Neptune Developer Resources](https://aws.amazon.com/neptune/developer-resources/)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f7c99a3",
+   "metadata": {},
+   "source": [
+    "## Clean Up"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b35cd1c",
+   "metadata": {},
+   "source": [
+    "*WILL DELETE MOLECULE DATA*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9d267a23",
+   "metadata": {},
+   "source": [
+    "Run the cell below to delete the data in the graph if you want to clean your graph database storage. This iterates through the `nodes_df`, so be sure to adjust accordingly if you have added any of your own additional molecules or edits."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "363ea618",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in nodes_df['~id']:\n",
+    "    wr.neptune.execute_gremlin(client, \"g.V().has('~id', '\"+i+\"').drop();\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/01-Getting-Started/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/__init__.py
similarity index 100%
rename from src/graph_notebook/notebooks/01-Getting-Started/__init__.py
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/__init__.py
diff --git a/src/graph_notebook/notebooks/05-Data-Science/00-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/01-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/05-Data-Science/00-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/01-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb
diff --git a/src/graph_notebook/notebooks/05-Data-Science/01-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/02-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/05-Data-Science/01-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/02-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb
diff --git a/src/graph_notebook/notebooks/05-Data-Science/02-Logistics-Analysis-using-a-Transportation-Network.ipynb b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/03-Logistics-Analysis-using-a-Transportation-Network.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/05-Data-Science/02-Logistics-Analysis-using-a-Transportation-Network.ipynb
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/03-Logistics-Analysis-using-a-Transportation-Network.ipynb
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/README.md b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/README.md
similarity index 85%
rename from src/graph_notebook/notebooks/03-Sample-Applications/README.md
rename to src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/README.md
index f67d868a..09e4cb59 100644
--- a/src/graph_notebook/notebooks/03-Sample-Applications/README.md
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/README.md
@@ -4,6 +4,7 @@
 - [Knowledge Graph](#Knowledge-Graph)
 - [Identity Graph](#Identity-Graph)
 - [Security Graph](#Security-Graph)
+- [Healthcare and Life Sciences Graphs](#Healthcare-and-Life-Sciences-Graphs)
 - [Neptune ML - People Analytics](#Neptune-ML-People-Analytics)
 
 
@@ -35,6 +36,12 @@ A security graph connects resources within a network: entities such as policies,
 
 The examples in this notebook shows a sample security graph solution using an open dataset as well as data visualizations that allow one to better understand the structure of a security graph.
 
+## [Healthcare and Life Sciences Graphs](./05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb)
+
+A molecular modeling graph which represents chemical structures as graph data. Visualizing atoms as nodes, and the bonds between atoms as edges, enables users to explore chemical structures in a persistent environment. Using the popular open-source bioinformatics package RDKit, and a molecule represented as a SMILES string, walk through the process of transforming a molecule into a graph. Also, walk through a simple example of using packages in the graph-notebook environment.
+
+The examples in this notebook show how to take the SMILES format string for the molecule caffeine and transform it into a graph representation. The notebook also includes exploration and visualization of the caffeine molecule as a graph.
+
 ## [People Analytics using Machine Learning](../04-Machine-Learning/Sample-Applications/01-People-Analytics)
 
 Hiring and retaining good personnel is a key characteristic to making an organization successful.  One way that organizations approach this problem is through the use of people analytics.  People analytics allow business leaders to make data-driven decisions about personnel-related issues such as recruiting, evaluation, hiring, promotion, and retention, etc.
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/03-Sample-Applications/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/01-Neptune-Database/__init__.py b/src/graph_notebook/notebooks/01-Neptune-Database/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/01-Neptune-Database/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/01-Getting-Started-With-Neptune-Analytics.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/01-Getting-Started-With-Neptune-Analytics.ipynb
new file mode 100644
index 00000000..d2341a3e
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/01-Getting-Started-With-Neptune-Analytics.ipynb
@@ -0,0 +1,432 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "9235d0a3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Getting Started with Neptune Analytics"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91e3f47d",
+   "metadata": {},
+   "source": [
+    "## Table Of Contents\n",
+    "\n",
+    "* [Introduction](#Introduction)\n",
+    "* [Check Connection to the Graph](#Check-Connection-to-the-Graph)\n",
+    "* [Getting Help](#Getting-Help)\n",
+    "* [Loading Data](#Loading-Data)\n",
+    "* [Example openCypher Queries](#Example-openCypher-Queries)  \n",
+    "* [Next Steps](#Next-Steps)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "38308e73",
+   "metadata": {},
+   "source": [
+    "## Introduction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de84a6ec",
+   "metadata": {},
+   "source": [
+    "Data scientists and developers looking to explore and interact with graph data to derive insights will find the features of Neptune Analytics a solid fit for these types of projects.  Neptune Analytics is optimized to load large amounts of data, run graph algorithms, issue analytic queries, and perform vector search.\n",
+    "\n",
+    "\n",
+    "When combined with Neptune Notebooks, Neptune Analytics empowers users to interact with data using familiar tools, such as Pandas, Jupyter, and Python, to discover and pinpoint interactions and patterns of behavior in the data that are indicative of fraud, illegal activities, optimization opportunities etc.\n",
+    "\n",
+    "\n",
+    "As an introductory guide, this notebook will guide you through some of the most common steps you will perform when working on these projects.  \n",
+    "\n",
+    "1. Loading data to a Neptune Analytics graph\n",
+    "2. Running openCypher queries and algorithms\n",
+    "3. Visualizing the results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "73a81eb5",
+   "metadata": {},
+   "source": [
+    "## Check Connection to the Graph"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1cacf86d",
+   "metadata": {},
+   "source": [
+    "Let's start by first validating the connection by checking the status API endpoint of your graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1c5cb643",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%status"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f3b5040-15be-474e-9b55-01b60945085d",
+   "metadata": {},
+   "source": [
+    "Examining the response we should see that the graph status is currently `healthy` as well as some metadata such as versions and the start time for the cluster.\n",
+    "\n",
+    "## Getting Help\n",
+    "You can get help at any time using the `--help` option.\n",
+    "\n",
+    "```\n",
+    "%status --help\n",
+    "```\n",
+    "\n",
+    "**Note:**  If you are using a cell magic the cell body needs at least one character in it for `--help` to work.\n",
+    "\n",
+    "```\n",
+    "%%oc --help\n",
+    "x\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "072537bf",
+   "metadata": {},
+   "source": [
+    "## Loading Data"
+   ]
+  },
+  {
+   "attachments": {
+    "ec106257-48c2-4974-a24f-01b872cd5902.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "62f5cb8a",
+   "metadata": {},
+   "source": [
+    "The first step in most projects is to load data to use for analysis.  For demostration purposes, we have provided a set of datasets that can be used to demonstrate the features and functionality of Neptune Analytics. \n",
+    "\n",
+    "The cell below makes it easy to load the `air-routes` data into your graph.  The `air-routes` dataset we will be loading in this notebook is supplied as part of the [Practical Gremlin](https://kelvinlawrence.net/book/Gremlin-Graph-Guide.html#air) book.\n",
+    "\n",
+    "The `air-route`s graph contains several vertex types that are specified using labels. The most common ones being `airport` and `country`. There are also nodes for each of the seven continents (`continent`) and a single `version` vertex that I provided as a way to test which version of the graph you are using.\n",
+    "\n",
+    "Routes between airports are modeled as edges. These edges carry the `route` label and include the distance between the two connected airport vertices as a property called `dist`. Connections between countries and airports are modelled using an edge with a `contains` label.\n",
+    "\n",
+    "Each `airport` vertex has many properties associated with it giving various details about that airport including its IATA and ICAO codes, its description, the city it is in and its geographic location. A full data model of the `air-route`s graph is below.\n",
+    "\n",
+    "![image.png](attachment:ec106257-48c2-4974-a24f-01b872cd5902.png)\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics bulk load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "803e503b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/air-routes/\"\n",
+    "region = config.aws_region"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e3ba562",
+   "metadata": {},
+   "source": [
+    "Run the following cell to load the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "faed0178",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "09beced5",
+   "metadata": {},
+   "source": [
+    "Alternatively, you can perform a data load via the %load magic, for example:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "42706e9b",
+   "metadata": {
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    },
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "%load  --source s3://aws-neptune-customer-samples-us-east-1/sample-datasets/gremlin/air-routes/ --format csv --region us-east-1 --run"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef1fac39-28c5-440c-a88d-9482d5594b20",
+   "metadata": {},
+   "source": [
+    "Running the cell below will show some summary statistics about the data in the graph after it is loaded."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "95e13b05-4dfb-4ac3-bbd6-4b70349b163f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8fb7149d",
+   "metadata": {},
+   "source": [
+    "## Example openCypher Queries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c1d2a3d9",
+   "metadata": {},
+   "source": [
+    "The notebook cells that follow contain various queries that showcase both features of the openCypher query language and features of Neptune Notebooks. Note that either %%oc or %%opencypher may be used to denote that a cell contains an openCypher query.\n",
+    "\n",
+    "This notebook does not go into detail on how the openCypher query language works.  If you would like to learn the details of the openCypher query language please look at the [openCypher Language Tutorial](../../04-Language-Tutorials/02-openCypher/01-Basic-Read-Queries.ipynb)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "64893e32",
+   "metadata": {},
+   "source": [
+    "### Show me 50 airports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c17f5927",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (a:airport)\n",
+    "RETURN a.code as Code, a.desc AS Desc, rand() AS r\n",
+    "ORDER BY r\n",
+    "LIMIT 50"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60431e89",
+   "metadata": {},
+   "source": [
+    "### Find the Seattle Airport"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "28ef58be",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d code\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "RETURN a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "acac7815",
+   "metadata": {},
+   "source": [
+    "### Find the places you can fly to from the Seattle Airport"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b7dc608c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d code\n",
+    "MATCH p=(:airport {code: 'SEA'})-[]->()\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3089b63b-41de-4181-b1a7-735885816fbe",
+   "metadata": {},
+   "source": [
+    "## Seeing a visual representation of your query\n",
+    "\n",
+    "The results of any openCypher query that returns a path (`MATCH p= ... RETURN p`) or simple list of nodes can be displayed visually. When such queries are run, you will see a `Graph` tab in the query results area alongside the `Console` tab. Specific visualization features will be explained  using examples throughout this notebook. \n",
+    "\n",
+    "\n",
+    "### Query visualization hints and settings\n",
+    "\n",
+    "Settings can be used to give the visual renderer hints as to how to label the nodes drawn.\n",
+    "\n",
+    "You can specify query visualization hints using  `-d`, `-de`, `-l` and `-g` after the `%%oc` or `opencypher` cell \"magics\". Either one of them can be used to run an openCypher query. The syntax in general is:\n",
+    "\n",
+    "`%%opencypher -d $my_vertex_mapping -de $my_edge_mapping -l <max label length> -g <property to group by>`\n",
+    "\n",
+    "All of these settings are optional. By default nodes in the visualization display their label's text. \n",
+    "\n",
+    "#### Customize a label's text with -d\n",
+    "The parameter `$my_mapping` refers to a Python variable that you create in a different cell that provides a mapping from a node's label to the name of a property you prefer be used to label nodes in the visualization. For example\n",
+    "\n",
+    "`my_vertex_mapping = '{\"airport\":\"city\",\"country\":\"code\"}`\n",
+    "\n",
+    "In cases where each node will be labelled usding a single property name the -d option does not require a map. The property name is all that is needed. The same is true for edges and the -de option.\n",
+    "\n",
+    "`%%opencypher -d city -de dist`\n",
+    "\n",
+    "#### Customize a label's text length with -l\n",
+    "By default labels shown in the visualization are truncated at 10 characters and the last 3 of the ten are replaced by an ellipsis. You can override this setting using the `-l` setting. For example:\n",
+    "\n",
+    "`%%opencypher -l 20`\n",
+    "\n",
+    "#### Customize a nodes' group with -g to change its color\n",
+    "\n",
+    "Nodes in the visualization are colored (grouped) using their labels by default. You can change this using the `-g` option. For example, to group nodes by the `country` property:\n",
+    "\n",
+    "`%%opencypher -g country`\n",
+    "\n",
+    "Let's take a look at what our visualization looks like if we set the `city` property as the label for our edges and the `dist` property as the label for the edges.  Let us also color the nodes using the `country` property and set the length of the labels to 20 characters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9333e028-3ed5-4538-a2b9-2ee0eca120d4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "my_edge_labels = '{\"route\":\"dist\"}'\n",
+    "my_node_labels = '{\"airport\":\"city\"}'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec56759c-719e-4511-85d4-ccd4bd15dfbe",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $my_node_labels -de $my_edge_labels -l 20 -g country\n",
+    "MATCH p=(:airport {code: 'SEA'})-[:route]->()\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da4434ec",
+   "metadata": {},
+   "source": [
+    "## Next Steps\n",
+    "\n",
+    "In this notebook, we have demonstrated how to load data and query that data using Neptune Analytics.  These features are the basic building blocks for Neptune Analytics so we encourage you to experiment with the sample data to further explore all of the features. \n",
+    "\n",
+    "Next, you can follow the links below for more detailed examples of the more advanced features of Neptune Analytics such as:\n",
+    "\n",
+    "* [Graph Algorithms](../02-Graph-Algorithms/01-Getting-Started-With-Graph-Algorithms.ipynb) - Graph algorithms provide a mechanism to solve graph problems dealing with path finding, importance/centrality, clustering, and similarity.\n",
+    "* Vector Similarity Search - Vector Similarity Search (VSS) provides a way to combine dense representations of data, stored in embeddings, with sparse stuctured graph representations within openCypher queries to provide a holisitc view into complex data.\n",
+    "\n",
+    "Once you have examined some of the features of Neptune Analytics you can then progress to some of the common application patterns and use case examples, which are linked below:\n",
+    "\n",
+    "* [Sample Use Cases](../03-Sample-Use-Cases/Overview.ipynb)\n",
+    "* [Sample Use Cases](../04-Sample-Use-Cases/Overview.ipynb)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fb290271",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/__init__.py b/src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/01-Getting-Started/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/01-Getting-Started-With-Graph-Algorithms.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/01-Getting-Started-With-Graph-Algorithms.ipynb
new file mode 100644
index 00000000..48c5268c
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/01-Getting-Started-With-Graph-Algorithms.ipynb
@@ -0,0 +1,110 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "e3783a74-838b-4c3f-8cf1-8d8cce5ff7b2.png": {
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JVt9P1LhHSDMEEVTst5wa6WvsB1SGXx/6Zm5eMRMgfz30ZU/4ixYu7y2C8PfXZLgx5yoUH8mDX8USteC8bum7eOWqMZbDcl3TqtWNtN1seteKBffW9ST7GfgUELzK4GoGlPbM03u1iJOJ0SOrA/mzic78PNH4c7ENE3jCRCf2EXozpo138uZD3BLOo8mmFha/5crsSaS6voZvWzPzZBQpWVCqlFy6P/DolzhMCO03vrd0tB2zv0SMT0I40m+7C2KidzZ5/h7Vxyp0WU0jf9NUUemp/bMm137YKTD4/MhSwEO0mL6O3DsBSy7UPPvegOoF3ybEycYd4MQ8xXbLfkIwkbBixOxiZ3eZxstWvMHyF5Yf6eTDtwSvf2B66UqnnDIc1/qcUV7aqOcVH8et3vLJmgJdYqfaxCbBpTZ1T1Nd9K6r6nfBI39jbX3N1odfmCI0lcQrlhXaEXYNQMySuPoTvXAulPs9a2zcufW84vmoafmnMNvM4xWrd7Mp84a+b2DPyPahO3rQcSae82uc7oVo+W1P0S9umeC2JoAL04JEO1ZCrMwjyhxLtP/dFtFSZF0TOjKLveEUfuX3/JTPZ7tWU7osyW/KulQqXhZs/dA2vnmz5sjV17icn+lw98f+wvPeF8S4dfH2NFXJvAJWz2vA4c6UZS3U4nDrku0YBoDwXdty/paaXvf0rQ9UjLBrtU/CmLBXtdXH2WkAoBaeWAj/vdLAkU22uJOh+tSD9JfSfUm9Wa+QdUh0MuiATFCdf5++AGXxL8Cb+Tx3C7HS475wOQa4MeE8pQK5bIibrdkgSJS+iNNv6d/0TXqVR5xtqz4Gq9kssHIiE+lryoaaN1gfWe/E8AZ64++9FHR9+pfg/D9CyZMfLD5lrjVvWtO34Y/2LWRvDZlOFJEBUEa2whIsonCZENlmo/H0tPjzV35ye+XY/OZNlRF7yZQpH/U4tL645siWF3NVSR/lxp2mA/V7dk8o/hxucrJ92CkwOIHsASoEiP0cSvzzAE6Y9/ERL5j4CK1fYlmsFx8hQDtQ83O6gd1BT+KX16IbV43RNfcy6HIm4LAKSVZeYVPPhUz64WxCSQ832f+Nx2T1Rz86tdG01B9rqqYbZjPUje09Kgg4Zz4KBnTSfbVPIrHr9V99pKjPLcL175SmBzVpgiqjUInu7E66aHw4n9e2Vz34lP0YPeInt8AC+TjZ0kHyC7lRrMQncTVtl8VmFX9k+a/wIzsq5CVw6vw9cl7xLxWSngEnMsbmzhft8pWX87JXP5TpYzwRe9jB32/dFkyRZfc2RdJ1kegwAWIil5j4HGki26xB0ZhFVdXBWXsODj//yLa+W8o4o7hBpezNcI0zKSZPxP0a2XdnS/Y8GCiQePUHw1iPGqOx8JH/0pTLV3ElG0nosUnY0cTVCBATn4TLhQuejWW8YJ9dsiN+Uz2UaMc3VjB/rcLpQQTxvCfETZvsr5jly2ccv+fQX8NSr65/8s9TK1wndZTDIyCl5GXRkBVGw0ZJlDlc8mI321JCgJmmShNhYfyIqFXZdltfLbOiIpMJw4TDq+FvlhuH/ozzkkH7PPcVnT4s/Q7aG6+MnneKWXjjDpvSb4bY+A+IjcJC5nqgJoCMQ5S0aR3W3E9Szk18/EdjSvWGa8Mbl8Fb9viGYrJhJW/+3xzJfhQ5Sg3GpSvsslWfj21ZPu74vYfumpJrw1n+AJshdGAt6XdauDAVE8X4fBWpd2SyhN9emyb2E2FQjGmT7OGN/UovBq4aKTR2ScxNpS3zCkTl9DZDSy5+SCjQL7Nnb9MSbgL5PH7oDIv5V4duKn+R30cvALBmAbymANRE9guksqK9ALX1ALP17KatLr+4ptHm2s2aJi+GYvsPbNqFIhLzuOabukjoyH5mbVk+z2F8gSLLX7LLS/8r1+ovsdmzY+IAqOAY7Kan4C/y5CNcSvB/EgmjwQ6IvO+wQZxpw3Ka/QoLjRD1Jg83oXPE5CAyVQgvF9NAbJHI8ComjDZNZlIIpM/Equ1tVvf5IitYVMvXro2aGdbk4dk5eQ3vr3k//UNuie5zog+wEww6IIPjk2SVrZyPt8gIhrXlgp7se0jZQ96nXfJCXISa58KqeNmKx5H1+XpTlS+F/9TfGSsWjhvtNrXwvNV16155LxiUPgrWZDbPtPKMZuM5/ptJFsX3XgHouhCgWYSDM4FsMl70MP5W4ver/F56kt1Fb7bb8UBf6eoul+CocgxKgYZeporhYxXKHe/AOIxcSQC0I3nEPICHF58JqOv/JiYZPBubjMoVE9NMPiFauSoUgENt/48kecYPggKDTrS0tq2ZDkZgPJfZK50NWcE7KXgK8gkHWE5Py0yea2x1ik9G8Mzp5zfqBQv+CifbP/BAepNS9uSXNNn6GUDrXoDWQnyEmKrit8iLlorPmfj1dfi4Pcx/QBecrP+BuN2R5DBSMO4ULJhHNAxSgJVIflhX5ZKCqU+Ilxq8W44o/sGdYT/XtWvJUg98UNcF8OW+KedtJyd+0G85w/jWNVMxYQ26yfqDot9gPq94/gZN4++9F7R89V9iriMj9OXH3R24XbZysUvuXFVTfscmztvQmX74A/lZlOV7keLbplMMvmqC7xBveoKCibdeTA0+fOKwrHK6mr5LGxNAirWDoHF2x6fqPiFxaYkEWdIRvmOtFylyhwVSWtJlR5uRXRbJEQXjJvRpAsYcx37w/qey7xgIF8k3rMmwJGssRGSuSfIOoQMdCONKjqFvKDCoODJbqZ2FSXe4IiteJoXukuS+p1Y+jdevzLbcT8Y2vzK2U/3YZddS9bsTKNIKYuIgIZgKVZIAsYSQKpaFJs0PXzdG36Afe664WDFYGopPkvEW6PMcKpZj0AmkxtoYp5oDDtVXOYdBTFyVyHMG48jb4Ej/OVCuUkQWqHq8DDbUuOVSPqIChC4z2YYoBQYNkPHKl4bhRZkpUr6wqfO39uR+IE2MqxrGn+AEZSqydrWYvU/Un5ddVqUroRfL8kDL477wgk+7Colo4MIkfp/2SSyPxnLriy982wVHZtIkbD6CBic60QDZdv+Tubsdbv0cxX4r/FqmVwdAVJuUZKSiBlfWkppacGMo/qumIlwpVgVx9Nf3P5kNABw4jSHCwFewaJsaUKuQ+3xsfNuyiQNndMmR9CYFBg2QObZ6Dt6cVMmV/90bBBBWS0tyfwtF/jBHcz7Od5YKgbD95tLp0IcdcboUwCVkqrO+QlQIMBszi+jcu5ATbYLY0NKHED39EDI5IYlgYmXLpoH/l3HtYNYqSGXfNuzmN0SWWb+W0ZrZ1QcODBempcPPOIBAgPimtLToj666Zv2ygXpdbNLc3aou75JsLd3YuKpAxJYO1LEmx9U9CgwYRSj/kVf9SIM3WJQ9fDgc3LsqMZNyVzoLUtx6lt/zjAoJUgXyztvHK179PXQ7NzhxhrJl/D9QGAth8ejmokJTS9j5kfUy3oX67dB8zyEaPg3iZB04MHFoG+ZL/NTTTzPXPTKVp00MR+JhKxiSDdJTzPX711vTp18PFfrAbCUrmRCWn7vzU9X7HM6R6M2djaDyCS53U1AN2LIdvgMFQt6CU/+zX7m2bM+ISdEBDQ5s8pwqRADESHXHWGZNUcOGNbvSIX4OTOonR9VVCnygQMZLoD/SYP0jmgkRbDy+fZRLjbD4wfJEq+BWsVZcELOQn1/mDFLOC+J3bzY2Ze5ma8uyZxlTPmFVlFah7+PdJpAh8LhzgkuhKFzHROogkTZo9OwWDBOcWtsmeF4Ob1HJCqiaLFHYRtnvKDs1rYCMzcsIaSdcQ+Ncl3U7bsVtX0A1mw0Hng1NRoOsmpOfeMv6ILM8fP/JnPUlizdvjNOIyZmZ1pSM7PCYcKO/uupQoFwjq/JHfx8WfujHq3PN6ox2oybakuKDXsYk2MzXratQ9caxAUmejMSNB0XOsw96XMnz95wCx7x1Pe+wsz3A16oIIPZVMDDnQ2E+EaKbyDMm9EpCgR7H3634+6Q978cbacKi2WTUrlLzz1vR2f67uh9iLK/FqU93JOcRz4TfpgOM9VykAfozxjbusLVSgf/BlEuIdpWilAe4sfzLiGo2EjW8jyMFK4YmfMzj9HmavPgpOvsG+IrCP94Jq+Qqasxhil+2JQoEUdzREeZBUECB0okxM24htQTytoJAZMJqqMKLiytcUxTUPnItQmIuklSzvtEwM7IUg/5bbfVH5g7O/4D84cHhjF15VB43Xr58FNlqGiuat8W77n7803zDKwUo5Xk2nEXGg0pBpPRuViRpBzFlrf//ind1NBS+ZXUu8jrlkqRHAHBHXU9HxyTXD1wKfCBABuX5qSDJ/wG6FnrgJYSY1nff+y24GBE/aVITHzZtHT/lhr/L51z/K6zps1ZaWqrMzWU34/yhuCT9IqVN8j5+C6UgXuBFjGm2N06PPwPpYK1rSRWEFQqWOSRFhOt4TYwfZYMAfjOQcWPTyQbOlyyR6YyQQimjFDKatLDZrIRMRMQrADgTAIdvw8ZHdqRUhiq3kiyZNqLhnZiEDBU4PzJBQDY2XFHojdt6AIAnpZnNVU1W1OfEh1u7TNYDUZaX/TPFYikTVa5VHyvefxBAtverz2Rlq2nXKky+DHQuQMB/FhhnFY+OBat2le26ZaZr/i3l4Jg/sqVFmA2ObxxZNHBnR1umrKlqeLMwDhy/1+BZcxa/Nc0NS5ovlBN+nX0zNnhG3vOR9juQQZwcBgHyh+BwrvP4LvHei1EIcEiMJrHsCb4q9vA/yG5t+l7PL/fEPUDhn27G6Q7M6LukePzxtmFMCIP6BoCsBD2kHQZdAb4CdEUTy2L8iWsQglaYfoPrvJl9xytMhxU9a8ApRuvXKzTchFMBnLdsBu4uijpvgpsTJbxtKS5rsk9WJCMSk5kfoqwDWysO1DQNm2MSubILLT2KkVsOZ6rlI8NoDqtmSkg1SB5u0uQn4NVfkphWDg9YgBVYwWwtb+F7h1e2LvDytaNIstOQubVfOLJDX/zn8LRA8C7oMz+tyVqqg8nDRuwULhM2GNTKFJK85wNn18Qc81fNcePBkY9dCvn/+MYrKvRmd++EFElNx6RUIcKdjt9r4K6Z23BbhsPUi2BTnknMHQ1S6CBCE8iwjbm8VH9Xfm1lcYmN90t4LXtT8MC9mu6PLPHadb+HLhzJFwMKzqSP45C/gajgJloPFt+CxIKLSQAbYom8lQLMOL0LP60boTN7Fb/6tMW2lo7HtP5tvBWr5XDqPxLRAxi7n2ak/Imk+CdgqmsZZ0cjEUkcY7QBY/4USqRswZX06wPEwV3uAo82fhgpTWRoqVoAXJ0jx2yknxRjkwV3x5EcNyAZdhwhkrBLAgFMy4F3C8DPjQnmBr4WsgtxNmradkCynJGIO91BzqF98JBzIF4m7h7xyteGkcFSWdHsyo5I0lvrIWOzyNdefghc19fBjWlxZPLhiIpiYFrhJwJ+DICGb4bLCKg+eNjwuO1YN20/UPd40dIr2+fMxEu+9bWxpBgj4hF2yH9GxyJpb11Hb/QzvaZkBjKOfAOi9Xxu85FMAw3Ea4OcVHj2DCxXctt5Jt4Y//U7Yx/ajy2tL1VvnH1g9SEurN8af4ByQMoHwJF98TCPIsSz0XBf0FKJyp4jmrgAlj44Ym79F15FDE2AG3wxkUvsQdSkLPF+9fEfs3zZ2XgbvoxX4glf3nmlmN0w2XOf+9bvH5Le/WEh1W6bj2tQ8LAcATTBmYmPkC6RcRaEvQN501b18VC73T2uR6ItW3ANe1UKgYXRgjIZcB+1uRJjyGJt6zLJEdkHJyzDMMbhvmGmlyqYy+BKJpDCYia4O27FLVnXs3GjdMVlW5t41IBZ1swpTEEnvV/1qPErL10U9GlQM7BxcZGGAzeH5fiJN2M5Cp4xB0gNxOZYFhxaCOnPY1Z0ly05H0n92UUn1IV5gMyd0QBDkwoWbAW2HwbrbhO6jw48p/aO2VxVfirp8gzxwLkGHkYBYKLh4WMywn9xCwHyuA/0Ozlq3rcm54EPLHysZWB991dARf81E2KZTtMOc12eOIYhjJmDzzwoxqE0P/PLyLO/k2gzgEw0sY+CoyTPsVTwaX3+cGl5i/5rl60YCfbkSnNbKWay4jKzbMWtysgZlbTvjN9R9bY5ACyhmzkTD5EAZwFgzZQ2rMoZO7OK79/wHfXm918Xwx+oDS+poKzgUNrlUhLjhrg9QpakqMLdt2GAsMnVIaOCuwM75BdRphBOYaRIh3gnalRmpKp+boLLo63NZGxdxTS15e0yXckRYeY6D0APhbq9PG5Uyk3mE7DKCgflxPlO9s0UdoXj8lGQjTFj4MVFnjR13miy1+wl52CY1IsmkrunmZyyGuRdRLF51DUN6injo0Z4Ib/x+V3s4Y71YJ6LRu0bcfNQbCzbtuYsXv3qVpYzt/lkY+rv7bMO3DYelp9blZA2wwGAcxvkE89gooEs4MS8j+RXdHBrXzAV5SAtWfwAXbm0z9+fxDD687t/gUz20h9mHCVoidwwMaglRGTyjJtarj1y6MiNEZOMB2aourvie6fz0z9bTY3lTTRhQSPmYrG1T5qSv/Cf5tYVwxUmXY6sGbbEJF2KN/2HXfG37dDzbQawrsBnHMY2HNcjuLOauH9ygzzt5i/FL5q+jW4GhznIW0XF8zosrKkKuftZwcIOdUe8otQT4WRZ2UMyjA+OrMDaKmsKZB3bkkgNKDweV5ClVzIkJ8jsSKoQb8damnT7VQvp7muLuWkA8GAy1iQYKXyqGWFxww7HTWSyMGhHzBBW2brFr6SBxygAP6hYiYh1PAFSdpCkCTCoogsZ37wWRu/WJ0NEJIgG4J5XH1efxOIJFfosa1YTf/75CioMjqQGqyhS9vLuYP4FQiwbEG0BL1Hidc4iMMWXORELSS5tyPkuHkWhqREvikjFIkQD8dpAOwCVv5yig5u2r5i1KH/FG5AWvI1D7E//AlkLJAnZ/UhjGIKDZ+v91agSDl1xSg4mbIiWR+2D3bkVictKHWuuUaQojafyVSp3SmMx2a33a1It8rYLl41ebVrBwsfsstJfITJnHgDtc2zKnO3iBMg3JoTKstaPWNXa1pK5Tbvav39dPudL3mirR0rsMZi+R1pSpiWb6Wpe7foTjtuSHa4YJk2dEwZgtDu5JETZA5Edim7LipIiKak+6O5kE243qUyTbTkejymGAt0dfCJQiSmoQikHzT2j09IYr1lrGv+OTKL3pOy2qdI8nAKvJ09AudMgWMQ0uMUITu1ww4ME7g2ANhqhVZ163tlHPa5tJ9/xRlQ1+Xjkv0ttr0ze4VP04wL8rkeAWIvkgEZGfYTSpSBlsiAd4k00QhICj0rVbhMeUIcysH6HU0UsDlHb5YUgxFwMNQlkPb5fDsQvFf5hMnzIxLMmwArVeejgO/heh2/4YWVPIAqNatE3iROKyUVMLY5Z6Z//nZ1880c1KLBDakz1O8zW/DJQz1SyedlqTD88hioYdTRqRl1HL5TosrMtvnH5JNx8FzqGvZZj5SG05V2RYvnExzvvQkExizakoRbdYU3giQ8ZgFtFVaWIrA6Du8XekwFyVIqzAPMxWrpU3K12RRfcD8EunFCUhYgp3X1JrkwpU6HFB5cbwAcqOJLB2WXB0y5K6VBXOuKxOdxwRg6m3imvw6eW5IngzIB9R02E+AF4xeTTdPiwziywibMO8c1rLcuJjTe3LD9TjaZtTBh/OnN8X+xjW7EMTdNP4fCygZxPacxP89R8quVhAJqoX8xBZIciYGSRsp3KnP2EOYIkn6LBM2fyRfzn+gvs6yfkSvti3H3dZ6dmqF4cRA3o/BLo/AkPoASYiQrhVXCzErOoUOw3vo/P3hYAE9vFCF0kTXRaLJatQAJlGpH34F9+jh/u8Ui/4NMNwwnqtjmaKteMMzYuszWJN1BqsJqNacnsKo7pbKuteCNVduJfx1y+VoNfGUzb33TYoTr4e714IudT1aYVFnNuJyUFrMHgBDJwTyy26eXMINKPsYKTh4QFfD6ov3C1OTlHYUxnaZ3YD/fTLSnB3fZMJom1R7754rXvRUaEq2CQLBQnEo+HaLw2BuE3TO6BCDn7wp6i/wiSYS+oLwCklZbkE6PsUoMltg6gbphMG2P5m85s3PxiRVrRR7znr0sddWFnvu5Rtdo/Vc9Jc/RYXA1IpuHTuaKR63d/5Lx3ynPugSx4z6BHodOQKUMKYQ5XKISKViZuBPxxKMzjVA9w80Rr8W554M5Tmhv3C7t1Esi6cD+O2xUimQnL5WqQcQ144HM9PzIhibhCUkMTT6en+8CzLJYFsAmpwEH1I52W4ddRrfXBFymrvbTVXjBwtCpAKZrmSj7YFa0AReNT+eZVUCHI0XC0qS703Fu1nQn5SeWxGzHZV0G6eRn+UdW8vPSPDpeut84YLvQlYCHbb6xwfgV0az6TGSMBCPW9wRm2f6Y+XLtjWarfrw4jOcMTpU96pii4apEWY0Fqj4DsZOdhS2fHmr764noEQMwEm+a3Rc1S6MXs0vfJbYbFMkUj+419MBrhJRc2BowGBhss4yFitGxnfE+3nESFP+G6deu2F/nrc1MlXx7ftuYQ60HZQOEe43lTKrB9y5IfQrlPV2XNMuAfCL8Ri9ksTZJts9GxJcmCc7MuTElxiqZHd2VHDoIlDQv3EvCZAC6btjuHaLdTS+PlbBLSc5XbSDFuUgqAzbt+QViQA7KF0WQiKmQItj598DqiF5Tliygl9FeSw9kk3BTFHHzsSAQnpuLj+NaSmvMN9o09/8WvTjfBVRxY/29/bk66Dj7bh/DFAMSSIJSkPlWVzLgTb/BljKxmI6Z5INi2Y3vbys/h+CIES//GyyrbutGuQEJGh5+HIPMH/EXn7257TNtla+uK78K3Z5fM4k8PNm9xEeFwzihnrC6rQTZpPmT9kzeOorkAskwyaypYUfu+WifvpXN71N/wn9MDiu8JOL8VxmEX8Jqw2gl7NnQAqKrU8iyBA4EPGaX40zCXNb8O8+qVgYc/Cla/Zw0TWrbl8nEqh49KYXG7ERteVtot1b6wEfKHUoM+w7L8jMsaMAZGIRcGEBvpRWRo6glSA2JsWdTils/2C0OHJkNn7/BGQ3HSNATu10k2aZp9z7//7YiJu6D+jnHpqvpLOahdbNVHSYNPtA+fGETJANNBBskDMcGJaThdI7QtMlSNeJ6FdfP7b2bdd1fPKDAwjxZw0a+N7+Q+x1g5nO189kVp/c+yQe2PtAAWhoFn0BM5BScWA48cpz+5Rdetdwo+fwo/P/jeyfVTRy6llRMSMCk+hGBhldKq/GDPtViMfH5NDVhNdVPMLaslREDG4XZUHyycdwBVk+Yhq8M0ZNt4yleI1Nhtmjx5/t952aox4NK+BreEB2BgaGiz+fAiV9gKyWWfqmOoaz7I2PgFIwJpttM8HFkiOuQ6D1/oB7CQ8cjF70ZufPnnik/9QdBRMiImosDggiH+eQ2A1iJOwW7kT4XvchSiKLtbz7ioVyyPKEFXw7e/guxFcr5dvvwiqO+2xg3YtOGyBi0gJD1EWVSIvJPZXNNdCyBmQ+42XVWO+uOOB1TNSBSSAhDDs29Tvez4tF02/fuA0xlJYXi6eijW7JZK3L1Y+C6bwL44uC/Bn9WjfJ8nRbbSIgp+TYa7IFwwyLXcSte0j0+I8AHcw744Zb8CmYgndKzS8xDwPM+afGWJ/ubPhH//Qjx54pOHjx93pA4Qtglc2gqE+Lxi5X0hWyXjSluLF4MAL3WXCK1K2sM6EgCRT20gXzgFcXY8nhKQWKq9tfQsztwvwFf0RdXvWSWPOp0AR+hLHrV86r2uIX0WfTwKMDvOWqpOHva2VV71jYCJsJeuapiPOmP//qh4Hu4WzMpWAv4qNnbOcdfVv6Pp+GzKV+Qq/g6tjr1tzA2qwSzoL+HDankcmBClVKiTSHiAGBHEW1p3hoyslexnnrGh407bbBFc6YJcPAGpPp0aGoPENN2S7QBchMDY2chhBA81Ha7DFpKum+65MudbDNPaE0JYWrjJ4aouwTNCd9NhioXwaK+v3e78G0AlOKo2p+nW4kpWEp9Z991XnDB7S0n1z+ANEdg6hAJMaGJawTzRM+RphjAV24TV0uYvOJZWmtg01L6PufK+vTy+rfR0aC9uAqf7Ozap+FVxNv4o+LEG+GKhQCXuhAwAE6Xc6gFm1dCpeTce5diuQixZnrLfvZ8Vd1z5qLujF2IoDATZME/dC+mkEtEu/wHbr1iyyBxoI2cFr6HmtKqExerA28/n5AQD90HpsFzOY8+0V43JKFv5Q265q3Uj9eXEcd0dX38dx3eg5qcjT6DJq95qL96yo3FEIFoiR1G/iJZiDFZl6Y/MmLHS/LXTHFJDV7jcPt9x3Ylg6H14pSMyU7bZjv2S6bh/T//Vhce5jniiX7nqDxsRv5Ki+H22EgDgqUxGEL6NMC0hh8nMQcwmOCpu6T7FjEVs15+dEqeGOrfJtXmqHIJoiKIFupSB3GzjHdPZ7zsVhU/6o6EQ8awG+xJJU34hBfQxThO4UpEsRQCZeKOFZIPGfAqp8FpWG+3SzLh209IRt3VKVdBy9OD6229ABqfJ0ZZNt2HGXKsUzH+yK2Ti29dMtW3rKmhs31Lzi1/syrGd3dfaUnorbPQywmx+T4XV1VQp5teQHo/GQiKfAONuELoLx/XJ9boxbLep1kySHfdWAOxjKiqVH3seq6p+HsWqFipjp94zGBT+fM9avwXDiMptZLfomgOoKHqsSlK21lizg82+slsK9WPp19Fva9vyeXCcvczW3Yf9E897v+FT/4bRTh1OcTdb01Uf15jZ6G+sC54WrApdFrDidVKqDwVQwZJoyN2vWI4jqTIC53ncNfCTQy+VguB58DMImoecZioOOXWQDSSHUmRn11bNGb+A7HvuWQWLavscFZI0ZgRkexxKTPFn3zuw6Uo473Y0/t5af9a6L6nyxBEXSKp0uxxQ5iBeFrgKbAWgoaiOFzRvhWMGdGZ/+Z+DOX+/eU/hJjABPdYR9tb4e7uffgEyDlcGZF64GbOlrWyofvBE7gsdXaBRVnqNxFih0hy6HxyOp/fqaN+urkffn4bx9HQ4Df5BL1q4ue3xcGyVD21I8w1PD2iRsK0HNTdouXDYwaMPhf55kDYW2vGmb/mmfczTpyFLxijwkXMobdwsPvGiRWzbkqUUrXuTttNq9rhnp23b/YBYxgsq3XLNjJF+N5DL8hZ0yagiLkDEKJqGkaOl+nZ0x9WlK0Swtqy4F9FRZXAMecU7Lmj4kU4JLBNip2TkcYPiyRS53Axk/Agr3ECyI6jATYjMZjiKcjMQ+1IDOpywEBgfBVDVtQAV0QIEwrfvzNuZ8Qm/O0MLjIJIka0o+iY2ZVbXnNY6c5Jj9xGcWa2dhxx286HRX6A6rBAQnWJJ/AD4s7fh9b9svxRZvWf7JSnYJ0RFxUhg0P1rPPb0A+l3nwMZR5iL5fiuATd1psrU20WWzu4QQNQoRODvZ13XXa8XLHymO320d4yY4ZkrX4WyYX9TCxauam+ftuv45iUaySN10qvlWGNqUPEzFCUJnaY27fo7vfzp0+C4ezlUvgAzPDhyahDRzLhe2MNd6NwsegSB74iMH1gNFYZC8MQq9Pvccjbp/Maujq63gUz4UVHaGD/FNb+h60HESemmZcGhXZqCPBdXwyL0DETJLWKcnCmmziWD/CYYLB3eCIbbABNMul91DhkRd3gA8aF7/Q4t6BlQdYYmnK9TYxuahyPpxnio13cypFLvzHE93WdyxY165Yhw6pLa4vNHmv4zfsjf/t2OqXrVZrq7HpZc3lyxOkez+QjN5+7pyEDV0zF80Mf3KZBxzPT21fOKGWfXAYTu9k1dtKMnF2wiiytyLBUqpnlf21xh3e0z9t5LE1Sf9k3oFFbJG6r/0R1OEeoUzdz2+je1zT/5FG3/1zi8SKmH9RRCwBAWWLgyedo+iQ4AzB5AOqJfdHfMvX2c59M0WhuHNAkpbGrxu93p/7Bo2UmOTLzwdZVVft30BxB+6ZcQXcl0F3iFKYDBSwqsscibBrHdhM+CiWQaBvnSqu2G5u9yme9XHeUfh6xY0/CcLE4R1KbrJ6DqDG2EvrW5bHmmT1ImqpIdYVMWeYDbmWN7ug/f8OpFJDvTWNH8B9v25VnsQ00T8TCaLH/+zrbbhspyn1otw4vnFegAMbzYj/YUxATBUcn6TVho8uE+eAF+/qMnN+Hge38KIqLvK2C1t0qG8UJ3QEycH+KI6TyUU4BcVsjShXAazzzROjIxTYjf4tMyZcDfiu6D+LkHYPbP1r0+2K/xFEJw9nDFZxynFO/swBzJthRdN6jS8KzCLS9O3Bex4gHZdQKS34f4pQRQoXJJeTNPkeDPKix/jJDU1ow4llIfBGI1mIfc9FCuW4Poweww9FRp8Kua8FGTNryWwzWeDYbrP9pp8wZsOppW8bS29o3nrVC6Nt7auvIcJX/+f7G+1eu7s1Tt2n7CgOGUmRlIrXbceYSxCXn2DElykapkaLY+48jELK2pyt3Qa72p5M3/Y2+Rzy5f9Rn4eeXXu+yBYT2oHm1tXf5tsEpBham/OTZ1c1fGyr9PV0At8zCsnCMT1iK477RwYoIbE6+24MjEsmjwDMD2DTTthqtozPW72bTjHXK9/frhjxcJAaMFUlnZPkQkdPaUgqOiShu6qTCU6Fy3LXkMlM3DYaUV9S1N8FUAbsnksPhpOjOQx8L0+eFVHrOhZZCdDMvvVsPil5OqO5XxBndyJzgquMZch4c1W9KdP7OJi5AeZeA3vnaJn4YPH21DrIva8c19Gdok9NCOFbvShUOTVlD86LHU4fvXZVM4kgNOd2931TvH9jmQfvcJRyYUn7aufhFe1tXyhkN/6c0Ltl0LdRaVvEwJRUu6yZV57hwuy3WJPd4TEGu9Luj/4D6SaIL7Gns24kV3wYOsmii3CGCG4IGG3Xi5sVEAm0KnufveusSZ8ulVvHw1mRBBNIpX0eSLanqicE4ModPfqY0hq4ml+IrmvdX2mM1LlmgjxoZ8mcM0+PWpAfBLyLWAEBpykFPRlaxtjY7qwpfK9MUNBOrrGm+GGl3C//f9KrzzhPk/HnEpkoKo5r3OG1U57gLoqNK6qUwXgOtQ1XTIms/KfQBiM6u+NwWOrQugCZgC9xt4ftm1ElPWaY27l6+c8Hi3/emEBRei+05zuBEOILQpvmHNId9p5+5oS+veWo46TSF4L4WQpr19brXe30RKczbE9iycs1t66t4aa1/00yGQ8R+iLIMJLkNEoLpUhWyneCtP3oRYYerNH4eT4DhoOb7ZXZGtozOJytEAom1goafzqtJX2LDicEf7trfe2roK9Rmdc8FBPKPnzdvY3j6dXcdnktCHFeLFRQxI61ECqKbfAH9+aJxfuZXoo48hMhMTZMNfsQFAJvYDdybVbZzcXLXqt5Q2l3S4JVHQN5K2vDrR2roM8pReq7O6Ayz/Y33ywHl6sRFOmh2Nn86QQwlpavKZ4wagOVcFUCGqwUUgPpIo+EwDuaRdXW5CmlVT5VCma6pT40DsM30upTJH3wUPwDFmZhzVP+Kq0RDogzE7UtUFcFCvRg2pSlCv19qp79+WEcrQb8FNuRzXlSVxjlAinElXELhJYVMdXz6z/o6fvZlxf7fVAK1+jwdR6CSGFIcTzYrVZ2pT5r3daxfR2hE8+ENwtfBZ3G33PRVRMagPa+o+kZJ56LXjgAz6mxkQhT4PUelsvHAZrZccRbD3Fjyyf2d30ZKOyCAUnfa25bPgkPgxlLa4RemB6NfROcR65GBfK0vqZKfGPYor4yUUQmwASpMBfpHdDNWLjhJBEH6ElM38kxB318h/XVF6onOcbJtQ8jul3/+E/O7/yyGjjaFPCOuiWG/OKUQf+T+AFmRJ+Gkc1QSYOcbotD/fHmaPoeYRRzKpva9XUZMBPzY5BMtshkX+PBQPVpAdJAon1SqqoprOOgML0a9+fX0gw6/44eYeMOFHZUumDyl54B1pIWAGNlouZUE/mALQWqdLcEKWfXUNzaZp+yNONqWisFocLgyKu92sdgsn4WmgxUhn1L7pnm9d5uAqeQjk74uGSatYYew1yj+0p7f6n1N9y0hX13+HdNBzueWEOJwcxSTjhTcx+J2hqj1+jZR9euGsmjvHvZH9/Z/34NycnVHcAPGuTG1uHmttLp2LqPG3uhJyd7JzS66MUp3Cjx/O2x00x9ZikJKCYABCXWUAOuhywKw+Csig77kV4HUjgCwLzEMLcouXTuh4CCFEfjqX308XQTz6FitBKNGxrWL5BExoXwPUPOwvWLTr2M299dtXeEEFAHMLl9WCnZy/MP42lock2v+L/s/BuDMxXjHiCAr9luH7bwhseppKuYskidfjQd2hxM1/dSaurb3xGpWlpyCy7hJ317pxLHUc6IdITSFOJlpC61j+DFFWIdH250E/MZzEhtYdxaqRLSsBEMK+6TmSAtQi2vr1tXCGUigLGSUiATjiNqdbI+2xyKrhqBzcUTCjhsaG40h54Is1uSEZrlFMQhkKKNQBUS7tCDuhgO6Y3DY0RCaggFIjAoirKAyPyfQUuCg4fpsZiuJjr9N+u5kWVOMuL3YzOgCq1hF3+NWMN0iHH6mAu95uvHzl2QhWRJSNu01vU/CkJ+cpgf/Viw3OL5BFYxFy2itequijOhQPPZoIQmfucOZX7p1Vd8fONzLv/1fLhu79ZSOnRyGxbLfSIxHFqZ7JK1aXicwq3evt6KOYzJF1Ccx9FHaSDlrA79SbUSfDreaZ2KVLkkwHXQ6Y1YeBDJzYdxE/dhsexhTvgWy9l4dHivTCWB6Bv1fh9UvnN9On2E9bXj6xDwJp0yxTugWBrC8qUxeuOXxcHy3I6TNL7fie3DFPf/4JjHgSALgAgCJU6UeaRFOxbiFybSxy1/2hjnLOrlGNqr931XWDv78mwwnbF4O7mQtuCbjD/iv5tH/QjgMxijfMBWymHgYzgVdCP7ZrGdG7YF4nzQFxxBvehqBiH07lSJh93KsvuB7RqPIFlWoz/eSLhCxZC6Doh19wUI7k5jvR+hiVs4AMIVBVnH1wEN1NsrqHlJh5oDYs5aaLZBQmp3jYpcZhLm3e4dLiFo5KxLsaRTmoR4By5+POr8dIetyQz9ezb/S4o3Y6sF32UQD0Vi1F397O5m6teqHB/awcUM/jBkAMvrMiESF0gGDkW24H6IxbCqEb9w1xakhKqKaBK7wvr/qWleU5D/VI3BcWRNzevVS2PGqTXMC3r0pHlpGKbl1I24OgFgDwuoGcUIf3VMQF84rlBiIj/G0PHQrLHpABxObiPt6OOxk6/EKK9y7BRCTeQXGfJXBqCl0AofM2/LpbEGFnaakPqcO/ggmsRp6y8o9iXZ+3R0I1yoSFqRTddQXG3sINJMaZOLnQXYk6lLr0ebbxF+8pw8/9Brv4Z/sSm0/2jbxTM13ufty1+CiuSHiR3CdV5u6glMz6RPof0O4dCLKTAEyqh1WCou+CBA4U/A4ItnN5y2mOsorjJUkdu06+59Fh8Xv8IZ2ZiKKBMwJgCcwZKhKuQZhMCAHHZtyAtk13eFU4ruwPmWGDchAS6KYgR4slx5p4yB9UMlCwcqRtG7lu3K7PzQodwMwPBV0H7bSRAVSjyKH8Res62KPLq5uRdkYXRv8Y6mb2YouVrZoAVUAqlNhbejViwHE/AwtrSDCvouWydGRYbaZsluLdQhAfsrZNcAdBRokoKhRBZebXTs2M03nY/VnvoB78EZMVDq/F5L/RspQpZlnpdDWP3m0vZrezpwHYp0Aack5KJ0WK4B1PFyFpJ923sycfAPspoKiYgL4FcAodNa0KEBP3WXwLsgs2Wyy03HuRhPgzMAg8Srfwg0556WVAuMKqcPOXR7ZT3BUH9n4TWTP2r/wUQlUSYzrC9CTG7I0bp0YOKFb13hl04N05/Dp6i50gVCiKQrS6ol6GS52Bo5pRPPw1mcu/bTbcurRT56LwqScGHrkeg34JcC8GnUZ4dBJbLESniDGI19puDT1MjEkI7I7vPX7mzXtRlCPDS00gSXVqBOn1AmPjlBrGewRuyjY4RYe5m2Kv8rN2ZLihVo4KRx9umNkBWOsP0voDqhL0+ymgZVphYzJcSzTwdHE4jlaTb2QVmzIFeAjyiIR+sjvGgFXOB3euwx31cCEFIT+ieEij09yrQKaRcykMELvhrItJpHfabOTzcpmUD04Muv2W27RYn0F/NNbQRdrpSImDfE7IrLrfbaBT5TH0lPE6ZijklZDB7risGKPoMZAlrkREUQBQNlPYGUPlfGb9O//YnHHG5R1PQokDj/n2fMi2ITE47MTHbDru594D1Y3DQmnpSHomxMtOT+rHdTTAVih0H43GmIoxAR1pwrAhrG2v/xDzRjnRpX8gWnMPUU1liz+UAAhocCBlF6OI4TpYKK+1o87XRk5vv5rzkY57Z4k/CC6L06WosD3lCPgmkALnaAHbFiARpxS/YcDHMYtpMgkW6S2xOtFESh9ypYUovf0RrINozd5Fpcf/gyVrL03wAbyOrs+IKjt6Q67fr/mRgTZtyj565iPLKVp5DXRPLecSQ0m0xLKgmQAxUySOt76qmGnryTzo6oU5GN0CMULeOlMnjjzpd+v+ApDEJ4oHulGtnCBTsFGmuI3rMLNsdx+cMl+RwewhzbgWs207HZbftSftvFs7pHXrqPYOqlv3ShrcLcZj23NyL1b/liRphLBLJgqYiLz3uVImXa2fQ1PlXFpv76IFShEUrHGviIen/BcDBPcG592xYrE3m+CKMMHsoFw1HNIzT4Pj6m5/QfGuLp2jUpRdjqVwCezjSdoYuITEK0ttP5NwzNBpCl5uoV9KO/zyi2tDJL1ndTvrBqK9eObHL0LtlR8c4XjEPkKUGlFwhVS1pRiJoB7yn7nofbG6Xxrq9UCpMd3jesQJxWucOZ7o9M9AlHuNqA46/ulfgJ5qNZTtpa2ZZrEPAsMB2PlY8oAsvuPVPNl1L3Nclge82csZ/6ci+TZTpL6ZLECZH06fMXesUbYsyJiiI/kmMnyCNZUdB0n9oINGEixmNMcKv3qb//Vvvo/xfAdgpXrjAaZ5TQCZEHB1fOK0F2P4MlIDvcmKP6l/4AkAAEAASURBVNd26vB27emfVtHE65eXlMTp7kvqlL3mTjItzYhTjsWs2XiRm8xtr52OLLkN1NRU3VV9YU/H2PZ4vngJ7OJ+nT12/ASYGlIuAfbXWlbvcWPi3DCGIO+1iiUxd4hbw7yMqv9EYMNV+mzYs1R6x95J+9x6jyPzdvL+4EaKpOt90IQ1Gtz1AWXjqzFF5fmoN5Gqn7poQ6dPZTUEXUlDSj12lJW+o+OhFQSH7kvn6/4VYP3EfHQ0lt5aj9g2cCBCIGi5ry39CjGyehPuMm74tM+j8NnfwdG00Q8K7gImQ/Knj5G09MeVoqI1vTWgTvUjI+M56pMfPWagRe50In8O7DEHiMYBfPcAr8RYRROPIJ5aN3XkWfbWPyPhdfAC1zJRVBZe9hJ/0bWsKlJlyzIi40nxu0iO5+IYyIWimFakJuDaBu2vM2h8jr1rF6Pxo5v5FjPMC7fKbqD46zYvoe8DXF8Dx3U9+izG+9BCVwErDu1Hntqncf5fAeQqWMlR/K8YXa83zyrbknYGyuUSQ992Qcg2Y9tlddR6mQ5At2gMsxV5jFW+EvOQ1GgasYOhf7xe011rbmcv4OC1LwVD6ewyKNOBXnwK+Bx/842vNEkS24AsSUtCv7iwVEAGlOunwadtdeDUC/d0tu/O7Ie6wLu5LkWQtaTVtYjREvN1qoM4+Zy13kvOaOAmxiBiHoB4CY1kS7fIPIt0q9s6c47u7NPKXddXbS7dCL52ormldJZ6iNZ1yuWG6ygTz+DY17HFsu2Y/IZWDwNHqhZIEyz0Sbm4tscO1GUkLqKa4+YZsB6ey8DqBwBgWUSFV+C3mMVaG+4pSeBGDrxbqowY1SOTdKLLLn2juDTAQj8MUuJgBSyP4B7HnAvhcBTKhmBCE/opMdZEA6iwnElnuU48zpzgSlgTtygyHYRmN0wBKU61KNvcHHJpdBg1tcZxKK85VTXzwILzBcxzVtC+H5XoHuAUB5i9DI7sNZxzNGg6Bu8DwniQJFKiHVhXz279gDyqK2fAouWMblD1jTnQl2H2r6H1jzUoaQslOLdqCm/OCiqBUXTVvCnm1StN1XTqKCtNGA26+JC38adL0LzNd+ONL86AhfUeXVLmYrVuuw5yWEKihkYfSQyRnVf+ZORzr/w2dq28FXa1uG3IO9oc3iuLa0f8uOqc+jvXw19kBI/bkEi4V7xDKIr3OKLIV8sDIxJmh5EHX6wXDxFHHBdy1b3QK4M4QSci7A6Zessnj/OPodHyHL73zU1s9MzaExxCloJaFC4FIPp26HrR9niGc8S3LkO5JSfYdv1gXhZ1XMqByQfxwo04zOGgzLynH2vcBU4NE6IDtU6kCuDV5lJFATAn9lqbNf236EBIU6DYlAjsF5rgulDW1QOu/z5CVL8dXm+XQKQMeJu9P+J5BBazqvUvKQciP6fxU+PSe+/Y92zZwu+++26Pb2MTOgaqIx11vAQwE/yXeJsb+RL4sG3BGwAlDNa35Xc77qAPtngKfkkai8rcZk7+fM91oI1uTZzRgEtGlCbm7KOsZllV/Xi4ozl2U9MZVvkKH/Qu9Wo8uI9OmSnCp9oXrWy/q+F2aMj50NEl1H/l+fkBSf8Rk6SzvbTU4qZ5/wV0QJHumBr88zQtqNzkvOHutprcr/s+vnBrR/31aL3DHnZt53xkiIbDsbj1idmuBbZa+m5dxmYpRYUR2nyh6YD8Zo/O28mDp6BAMO7JTirKCZNkFaC+6oETZZ9VI3B0tlHo+C13bydPgeCFUNR0YiER/tWbjrmdPX9v78fARUgQiX4G/uZrgIcjDRpRLzbQW4NlzFyYOFu2i8fVQV59m2biJe3irH3kFN1d4veiwK8GZbxKi7wxC5jwwZvJD2khAjcaC75+aaPxDY4sgklKjFdICEilhzF/7kTRCd0d00A9jh9E3GujfqZi57zZmQcW3BqjlSshvFdL8NTUQm5ahqKpmaqshCzXFvbfWp3HYAn9KGa3liYClpF3bRSSF9Zg/XEOng1f+ffEkB78f7IkfzwGCd2FFl8ozz1LOLJtovQuOsI3xDdRBcgH7jpuGQ/EjLqHMh+78sRsXmIQXfyeWXfXA1JAuQ3J/tnxDrGtnXkghrSMEbu2SorOKU99CJav/m0ebR17qgWvZ23K7Hfanv2cxpLMJtk8+4Lo8IuKjNSCZ1IPPr7Xrl+zIeuhkwKayEEHZmA0Ik/q2OQ54FIGd1MEtwAw+3+4jCsADCM9RbW4pqNqNYiHrvVCBSgIudqku9i9/Q9i3tldcJE2rQVALfLGJcZkArzER0zzYqyiyK9oYpvAX6FsNzyxbyOWPhTNi3utj0zk3DionrRCegtJWrk1wVmKhmCmEkxU8w9QZa4cs7YHATLDbApM41tLZUuRGlXFPQDHW4sUyaQsVeT9OK7JsnoxQjEvENjlgRjAi2WCWzahd4c0z7Kgf4XphEeguYE5EQp5YSH8rKqnv4zOVh3XYS+ssDNG3a027oMnBrtdToVCNCYKdLQynBB2Jc1zhKVwOPrurc15z15Zn7tIpv4HMpFplu/cuYnbOydBn3kuMsmszay7PpTHRnwDk/M1aYqe+1ZKg/JWoEHUb5qD4PS6c5rveg6xsz9dm34fRJP2mxAvedkKJCtxQ9hj0ANZCyzdjUrenD4DLqvecxFIgNaxNFDECuF6N/mP9LU9G0Fg4VDQ780T4RjykXEU+j1sgxBoJT6tTXCP4iNWafjEoZ8y6S/I0No34krivAPou1FDvQHJTRMhXd0dlihCIqyhwhcttfDCem1qdQXSjb+BcgZvqlbsINlqls2VM5GHdYZ1UClAHi7EKB5pzTc+n6PJ6ixd8QVMqFUxbXqVfdS5o0mamEG8CVl/pueSfBq0BAAQsT2GGrJ+xTcKP2fyG1HZqQ/aena91bxPuhe+YRe5cetZcIUNSEErvPjFc8PhMFvphM3vx+LmxRetbv4516QLEFLUosrog/GcqEs2YUJcm1xcBq66onTHkv85Qx69hPvlu0CrKa7hhBzDgUO6rSLcChmJoZuV5Ru4ov51Rs33Fp6o37gLHxPUMvCyHp9ox0GwzQMyPDCcptBKjPdCcGSlQpfkAYR4hAR4CbgSy47IPsA/XVv0wC1mdK9qmzvnCOtK83svDcPWfm0ICH8XouJ9AKhyuALi4evg9GLcqPFGes4vadLF/W+Y6GBYfb1aBI4HZHMKdNS4Z73TBLfGEO8owmw8r/CCCw/SE8u2Ksx+GyUWt6sIO01J0fOtTcuKzU0rz+b8pSA1yMNlVxopbtDhaUbMMQI0cpAlaHQKsQw8YAh3TjTwYxAzFdIkdUrE4dAX9E3bXFRijk3bvDzSHPm0qbvTyXAWODa/AMlpZzhN5iy9hh5ASNL+9GtuQPo76SWEp32xb0Zy8l6FfnJ++pNqSU75lU6KcgEzbMmrnCTEdKh9PK2PWIbOD4DGkMfkbCWo3jOj+o7pHfXuM2CtRuFg8mf2GY07Ondvrz/q9ff0ZX5EZtgIWRL5vjjLI19GNrI5vI3AmbUyp2UAOlGmzRYxe1RUBKtvbRaALxfPqd8Im9V6mrxbxHT19kA76g+B4Wdj2504/6Ue5yXULaIlrsxEuVQO14hFT75tDjvVra3Z9X5/Oe62DKT//8KHTIpdfW6uashj1dMWvN7XI0BdBsSa+kcKfQtNnlMN0nO+eW0mZTkX2tutT7ur+bmILkxBunPvRUPGCdKumEpSLiLi9kOfPTGdrDf2kb0KhiW8jEI9G9JTEXkVW4KUS9/x/+z83X19DV7/CCZfvHQzW7p4CVLVJRTCLWfmcNB1QuqfYobxvynTLux3UayIl2iBevsLSkB9BFV5YXCHWI6hCZPEYaddb6gtv0V1cUQjEIwav27eK98kQLvlSo7+a2xcVQBTQXywp8D2hMXEpQGgBAw088VwIziXVpAxTKELnxhnKgFXz5sNL9MjrTXPmAMm/CDR0io64Nd1ljrKtmgGr1xlx8JN7wdOv3TfkSP6aOl2Wkc/p09DcDwL3NkFAOB83FnBh+3D1azBcimAeR+b8Sk3vn3VlKy0jAnw5N/en2DbR1fecbeLCxWE1UxUcpV3O96pF7eYfkg4jqln14Vpc2nQ9qkfQwjMImjYwm6j+yZrkEaoqnKmLWJPxduHF4yDc7BeA3it3E3aVQUtgxGKf8FViAYxARJexI0JebSfGsTopd6pErPgkfOy6ec3IibyBZ+m3Yy1tx/Z0j9LaY32GK7Kn0AtS4T7x2FwlcE/SHjEXSwLOANogTMT/0TyFxMvIlIQCTCbHRpmzMEoS9sbqQsQI26polqY4Lbb22cwrDsKyBIDZkshRIoPHTL4t88rp22vT7HKVhar+QuOI0arclgQIApOYLtyySW7Iv5DWUE9ZYK1+eV8Vwsc1HxSn5UJE7M/fZ2awE2uwhhew0fkohC5OlwkGkIZesBYa/MhywDf/MpYRDJO2L/uX0OSM/OyW1DOWASGN7KcBZ67ReL6++xbi1mykj7FDWvf4CoXuq3NkuM+TGMCG42fRLMlRy1SNflM8UThzniiENIWEhcKdnEDo8CqODYmMAy3EDVEobbilXXBpi7HHvbVdSKZ2xO2ZD+NMKLxh8OIIJnMWrhhKlOkkSJqwGX6+2+l37mzt8fQTHZ6wKWzhHu2yNIxFoHu05RxtMnZQ0XKGAoxnXY4VeBC4jReyqZ/m++Q38Lr7fLxJEuFGM9x764Yo093601LzdXKMtPx84T+amL/gdrEY3XSJnyRIsOsU3RZylDyF60Uz96JDvJM+OKR3fu67gXEus5wOJ0ZKAe3hxV+8IUj4ptLJzMZ6ZvDscqhEqKRuB+eASa2ewYdctd2yis8cWA3vvnatX4nM34B9EefQMbdNLzHL8Lj6p80tfYg3bOFJ6IEoje+/C3G5B+Ac1DhwtECZnCF9bgvWCuhDGt5omyhHeMUUHxQV9k14DCuDj28aFk3htZnh5hbV12vujSZVd19+6wzz70B7NBnuM3zJR2ynLDKWk4cec7ehv7q0TfSv7/kZAMR6i2qfF5Dyiadskw9bhp+nxYQYW5+ixtBOAr7QJLQYymV854I7b7FQC0WC6lmxss5dLVvNrQpCjJz2kilEaZxUg4cGKMAtEP0V2MtoVaheFHdHFP75XNvffc7SIiE0KTjG6yXeXCOjSGIvX9E+OOH0OM1nQIycRbBetK20chHZuTSxAVvgxNLaKNOOIiEX1JzSjjdlxoajZCPNAQz11M4HSDSVc/xE56qSxvh2TwVfk3DFI02QcwcMLN+ly7imJ1FFgSrjE8D99PUKzmujuk/8VNUfodAczls92dB/NsFPcwKV6G9ZlPsUMqZx/uRNX31P1M1xfcLXfWfHzGEiwxaYioUT6BYbn0ShZjkV4NkmNGf6Hb8PvarS+AYOHAaON5QeFrWn68e8ebwGp89nVmuSMyI0R+5IKYhvE2WYlLEevr56gXLUl01H3l5dUmShY0d0QQusnZDMmSAPAjaeLlQ5RBsFoqFA9zhquc5HjvIjmTCry4ucSn8THDPxF+kVlwjCks5MBFPkkfQQrWQtjkHvGB3Fb69VbyRGt0IZUkheiK+FpZflKlCEqILwyPW39d0+haXrPWNqv3XzGNqlyLf3kQRuKCvP7C9t1PT99eda318Onc6+BRJVDl/pOPws6CuXdHFaizCqE1IGKgZkjJWdtRxkCsMVEXe6Z+8YH9ngbFzI+3cXkbZ6tOgZchSVOttkVKlc0cN3L149aspVGuexvIXChG7V5vIEGLE2fmKxD4GnzFRPWmlZUgv+Yvm7uZlr6YgPnGk7bDGUFExdKbHt4avvnS+X9V+psl6QdSM4LVPvPgt+4pfwhnWrwWgtImujvmNr2V+/+IB5/M3s7YkNV2SVkYD0ulW1Oj4/cEWWVeds5tSK39aN+PbNkfYPpOiXLGRKQgVphwXRVvggRdRTcs1zAxVuOcFbDLf8QizBfQojE30loWV+Lzae88JK9YLsqqkWcj4lMoCNEJKo1oXedSkFKCjDG4sBg8jG9t8VGEfIk1Xhd9eE2pXffe/lV942k7bfRN0ZqfCaPcsfPieEr5kgvpNW5dloYDMSMOOH0jNu7RTYU7iuIHUOr4RHYzSA7PyReDMUKo9EHqz6/F4grsT8+8SicrGpZNqjrdtJ1VxkIo5K7KLjbgw0sGp+2S1Uf5SvsS00THHeSe1F9PF9MlgT9CpcH61fU0zlCAThox2weQEh3e4KfbeqgnIq3A5hL5zoKKvgmTzNOnuWvrjKjMhOoroAaNBHa27StOJVAdNX3t+jiJpD4BTmCdOaLkWngVkvwSAyfACsG0ISY71uJVtPuj7gi9dbVbqqWDe9g9ikuuIILMa7vwhC6i38EgnbBAwXrgaC0fi8a9uzvjhn1pVLq1dQz0vDIydbOdU3TaZ+32PySGt2EGCYGRq8SYDT8nf2o1YFi+0ENBRjISkkCZqHW90m+2b3sy5t1Scyti2qkBy+XWcO2PB+T0l57H/CD9BjvW4CRE2ae6gFC+7DGSCGOKG1L35ZkpqSniaovvLexLigDsJ1fASNc6ychVZGiP6h3Pfbl9h/b7+sqJwVBGyEU6uKNaGwciZeS/IrpXDyWRjWN6C/woa9qQJB0lby52NbE6Xw7o4jtvWq4ruW8omznlfnAvtqBcQhpNAZkgZozMtzPLOO6GluvHmFzM1V/4IPNKuwAt3CiSpIF6/eklS3nJs629By3xNpPWBS4duuYHTVAeyVIOylc2ejXizD7adESkZqZvOBnA1WcLqmuAqBXy0XRZAIlJli8YU0Mp2149OL5+1lC0V5o5utaLNJRpyIXxeDsq/cpEkO5HdtqPOELEAx2NIrab9mJl26Gvr2WNHIa+5acU0zCBfRLmFLK6wx52YuwOCqElLX9ubmKA66nsgru8WkCUuhO98J92J151rkbTxsBUnsbEb38L/iT53XpoVN6cwLmVyk1dHnMbt3cma2dXTi8ywCpdyVdm/TYSFdPX4D3J/vu5R1fZPmdfUHPhv1qzuj52XvTzSlfXLMTOfixelHiLkv+rjtWuy8z8WxoNyFHi1vd6uAJk4rgT3+e7NheLZ02pSRioNwSZzctZFFpUII+YRkPSeB2TkgPomuzlsbMqEC0Tb8/b38qzmO6+UFOVvSCkOR0qHZqlTEPVmURXEuzMVGAcBXs8a6+h/fDNoubkJol4cqjJAmizVA6QveCv9/nU9GfPZtXeMUTTlx/+fve+Ar7K893+ed56VPRlhJEBCwhBBBUQhgLN621rxanv7b6uttnbPa6u1aNV623trW2ttba+1ww6tXqvWOoAAKggIKiMhg71JyDo557z7+X9/b0hI4IRsHPXhQ8573vGs87y/5ze/PzkSuMZpQeRYT78IZhacG7Rj7jphWze/ln7PpmTtYlOSnbqX5+H2T2Dayan9cdn0nugQOZM98049R4tpUAUprkJOCzizsLWHj7n44KAq6/IwReUbcsMobGijaftBEoi9bIp3iNjgLrcN6WGscvUI1XNy1eboTj5veHJKDmmHURkWo2TuWFnIuRTUi+b3W6fkZw3fZcy2PfERKJ4LsIOvd1Xtb4GJ5+9Ixn0l639/CVmyOk53TmxZVeAoHjKiu1WRqW9flvG5x25HwkHlex7cRaDkYlcAGnumUsgagPdPSLOjpAy21dnHzlGL2A/if/ctiDAoMSmoRp0246b1mXf/+XTj7Mu1mc23FSFL8k8RH/oB6oeHeNWuhQOXSgoC1CNhb3Id56sbMu5e3fV6suMKeCXMGyefzx3xGWwjUSRd+aVWvPCtZPe+U89h7Q6ukI5MUeKb7DZ1jFm1aurgajvxNCE1BEvm71KLF7ysZGmbLcVKd7azeYh3O7tpVwX5vAx5CcM1RA2FDtsZkckEtTzkDQxDhXXItqQ7vEDb6/UrhhQ4V1lO7aob3LrYHwFqcT2ADVc0ms4n1NLy/yIiRl09WYQchu73qUo+df4+pDXZqstqsdi+brwfVdKnJ4fmpvpX/p4iXv3nnFIndYJLke/HCzme1nst7DCYV+LGSNG+G5hmpgBwMBRgnQXiOOyYFPE76LIRgeBWTPqk02Le4jneLgr1YgGYO+HCAow17GzeYS9m3QeQyqv7QsSoQ+VAqFXHX7gKaMl3wVRaBTil29y61feLnaunDbrDZ6iCLrM9uBbJquXY3rn4zVqGi5r73MP26ChoCMaCX5cVxdvLahL7OPCbBtf77k+LLcvymKZMijJRlVpc/o614vgv9Jz8MsMV0eC4+bu6j+LUb+QPaOeL6bKmfAQiXDG0XdvASfxNL7wQKJQDL8PNkXX0jLh/Fo1PgUOzcfCQWzO+fHhD4SjTkN1qTINOLENpcCrPLV15hRrWHyBOyAFCx1lwSCXn1CYR810g4BrPKqxKtlibwtbatT4wI6DFmaQrLW7MWLIu656XOsYyFJ+LG+9NO8Kj08/zssvHuMFxL+iHH2+RrY1bI/ccGUj94tDqHKPZDQcScsxNERfDwfff4Q6y3WH2g8GSS3pdXwNpc6ieGTJCRh3yYWP02AQNKXqQeJQsyMNWKL7PtpRC6B8yhCs3AUNxN6x1Q+YPJra8UOAq8nTgNW7ghW+fOJNsAknka7plWWo4h4+SS9Wp8m/Vp/njyZXhdC8ckzOgzL0UeeQucy1HlnTtqSi3X8wYovkixTyTwmOAy2OeCadKAbcZm7NAo5HYlj996K3cZOyw1LwiyRGjFUnZCzcjH4dsbtPSs4TkbcCcUq4Lcvryfx5S9lOoEBVyg4DzNz5J3Y/Xi5TurtiDFA8z16f+YFg850XFC1ewFHkGn7X4+34nBvjH90Ostae4Nm8Mll20lzDLDC6ukmV+GUaxGeP6fagXY84Amx70Y0NKyKg3RMxYSqLUEVaWUrKwAhPQk0py0J332yNH3eqRebYrCrjiqPAVPKxr4NImDp5LawNnFpClmbLkvMlLhk7/N9CBU7KOeF7WxVhYN7iecx7ek0whwXnSYweRfGE5ssj9JvzLi3zwPX9R7hJlSJ+0BNtKCYJiqxTZeQLE/s2Btt/Tcz4hs8PIZedYwdJFe3q6byjPI7HtRHhk5QMjYxsvm9s4FHX7BIzlT5AUrF2h7j8lkBp+lHOavOd4SLnES3QzAiZvHhyaHNJMJ2r+al3W97+c/KbBnaXE2K6jXoP3TJOL5z8wuNrw/u6El7+s2nzsBTs76iIAAEcyr0cY1kK084rREv9teNalhzquvxM+h5yQ0aDIisbSJk90HJGulFy49kzpWsgh1DrmjZe4k4OojTbTNHZGZlxGEM0DJqYkZrqacrbsiDdgzRky/6z+/viNN76UpgfYfYC2+ZQCvysTPlhwXcBkw0KF6BicJ5D7Vngr3Kt/LbBRcuXrhGlHZF16Fk6yT1HQc3/b7Ov9bwcho76JyudHOFwvVhxpB6s6cnCgXunkG2ltnTdFVuQx8L+qZo8BVKA9ccspUzC7+TtnI6PWSpgjU4TdXdHe7Wa8WVxF2ljH2e4ZgfJ1ebcOSNzrVmeSL6J2eZHnSlfDfWUjn3TBoMO5YpteHBkKR1KRV3X/ydZLMoZpknuDzGWK6HgW/oS0MQ6ZFJRkeH0+NSyEjFonE/u3ACWjuF6B2hx+60z6AfnhVODSHDdRqEiybMrePmTzPjBQLo081yExlMHVcAdE5lOgnPs82wO8Udz4eiiuH/tTSE/5oO8VTxESSQo5lgJlgtllTmXgI8FP8rTzB+1TlqSZU069XYSMOiIOPgO9WeRsUxX1emPqTvKCP6WDpznhh+fEzVLJk/erpQu2YNM7DXVqr+i8Y7d+BCgUD8NCmIIs5Ke6tcKEBoBGzzO9Xa5lXLch+95h+x2s6pXnQN3/YUnwX5/CQZ5m3D1d8vXQdfGJTAk08vHnJt24Y9tfGRngzqdBqssgETwjS6FneNGsYdsoe+pr1/PDRsioET8KoHbRONezp7Q0GyuzZp/Aee/aieE8JoUtNLJjnbiVA0eFuKq4e1fuX99UXr60X24cPjFTxCSmx3axgkubMHHJqckQD4Z8qWLH5n4zrIfvjZnHgx46oG6gf/F7QZY0IBtSgcWJKa5c3xo1P5r9+0sHvUP3ZThvJyHr6J+orZgNf0YT0NtV4BJ6xMPzdYb0UOUyuHQoYxTAdTNvJHwH27Oxd9TX2yeI2WyuKT+AY+8FPACoFdfx2X5ZlgSgh0wmeU/bceO2jXk/8i3AvdU30Ot2TcVihCFdpBWv/jah+Q60nq7PkYO4YUhmcPrpDUjmtmWlckC9GRECoxEs/2dZqM/1M2yxa7ODOh5WQtbRM0KQ1YPqeLXRqOJvAzGjfvhOmEvm5zJNG+/YVhjuNvtZqH4PL7imzx7jQsDbvAbe5pK0m024YFAia8fc9PZ5+LNP5kbUyGagIOT5yBEU35UbhqkdYAu7WxhPA+ZUPgAKa6EmIsUy/qmy7BmuvTL1/ksW9Vb/UFwHiqLGqhrGIibD4mdIR5as3/RiaYqcyaLOlpNF6XYCxplZt7xQttkoj3tN2mGllg/G8omf4rzoreeDE14wwg7MCjqqXh1qex52yop1kaWDsgQnG9/J52gDcUXoKkScj5FLyv/r5OsD/Y5NYbRluaktrHFvbtk1x6P8e66tbdnfp2l54ZuQ3C/cqps/zhv/XzD05WCjfxwAlWdmwz8jhIymQGx+OcNR7WkIEq97uy0flGHZCmmFklDzEFoSNfXA7kiRBUqwABjBp9enwZgRcsItZynAWGPjVh0dql2wp2USv/mlqwIB/Ym4fZzJANSNsngck7KDzHx4M1Om5jL1ygnM+Ml6mMwgZKCQiIlx1SPJ7IKs+y8fVusxtUeGBbaDjWOAgB0K8YbqHGgRu18fwdx4acxwt/3346uOYgPzuRTfqTYIQHfbMZQM562hjukVq5YvZClKOT97/ncH2vf+PiegswIs97Ug0vVKSfkf+/t8T/cTgYyZUgmU+/XhXoxcZfu+mummqwsUoXxghpn+4SbJijeoVg1ce16Wbf54yyFW0xM6bU/tD+T8oB1i+9oon3ZBk6IolRrSTNCi6utzw3EfYZDppZdsVcsWLreYtFc37LGshs02qysmka8SFobUKYKc1AGCHgIR2wQsg1kmxGZfH3fSPUP1lfy+YJKcipw+3asEMeOpSFNWms2kglQwQvSudt+TAoBeILLS/cFh/iZBX/Q2Fz5u1iF25PAaYOeVfm/J4tHR2udyLIidSLExTol6m9TJi9YMORGDi0s83W62Q+6IMzl85JzKAoBQBuw+3dCbB9sH0iWrsIaHhHpaJ95zGm5flJqe9mymFnkiLRS6vioQzagP2KMkXS1XI9rtQmOvpY50bzl3/7ezBtun3p4/6Q3p7fbBXSdFOczRK+0AywYc9ttKzDpGQrAz2hQEWkuJDboGBIamltlO5cq5rGbFSDLHJyNopIPRI/pyRdglbOsoEDPRzgp1VDoEnxSi5Y7ll2nnqtea9kn+vtCRSRAvlbPzmDQhvZ1376KxO36IXLhyaAi68q6qwkdWmbPESEQCb9mSfVnQDV6shlPqKEKEzxgeCxu4eCYpMjlOE97YGSvQh6Yi2UhIDTm1Q90o+P6o5UhBkl6S1X1O021XyQH+iBSQ55Arihs1AYiD7RT5BLw4YhyafAkiLKcH75BStDtnti7NTlbPUJ07o4SMOk3Zd9S4UeOYYpxVjQj8d0ihXYgXzqtWyxatsGR7p+MpYwkBwqpcPlkcrYgQ59WVqNE45IP8RVexS8HJTSDuaSiGgjaklm3PZzpK/fcgtH3EPSpeguW1e9WA43OrEArz8BZmv7CrPRymCy9EhxAtXbhsnnELa/eOntlvfpD5oYosp3pFeUqbWQJE4j85nr3eaY0Xi7eQ0Wn4ighodjOUEroffTB87XSrmSsiC+gV8eFAbAmkBI+yoCe3pWdGujWKL3MavztVVeXvSqo8GinzaLGdWrAIyT3FbUXgfIp6s4YogQViaeDUG4fmzBknZNRtDm9sxTE3OZYIm7XLSodmKENXC+kF1Mnz1+zfX/casDtt1iimw+l2BnIXjCT9AREbfxyIUZNj1c9DJ5XL8tnowRIz4gCNqhXzwkrgd1gGUaWw/JPxLcajFAbTSaew+4smZOtuhI0CCAe0iCgT0Ykb2ucBGb2jcjBwZgJ/Vw7d3A+kJiJgAvk0nWsvnOM08xmmK1XykgtfJQsa5fQEWPROR1bntVY/k+0Tu4E00tsz1lgD0DltxpF6QpEY9tL0BuKNPaw6IR0djsZoo9Y8eCMyhxL5dCvwX/w07BxlSDtHGya6QX/b/3VEOLSfw/IE3BGlqMPlr8UbzDHdKhrCL28LIaP+EzELmnUbYGXyCBvpTAcC92UOx5d/yqAXgRBXo+LoLttJjHLc0Fy2c3VZIzyqfSX3zBsdEltsz8tlBeERAyFmxOmBiEUcKe+LcHb9FvivO9Xi8nupj4nsjM2O524IAJPbL8hA5L51BNmH9jGOYGHvEPIOPwkVSaf7BWearCAckb0U+dEZcuCtrxcmEPxMkrHOYKENhdxirH8vL3PS9Ck2EFKU0gXLTkap5eMuPKS49itBnjKDffz80f7vNuT93AYHZREPBAPDKkJ1dDsYVjKxanIRyjnkYmVHGwS0GASqyr41j3WKzDMOfn0szOLnAGdNpdwBWUCnHYtkJ5k87OcRoPjTAFfZREBxZwJym9AjXYBQAuQR4YTK2TNfv1HtrH8ID942QkZj4LNuQvRtYhfDpBhTss4fngU2NLOVOvmqY1rZovWKe/RVBKxbKZYyg22Xzk1sXT2auDS6BotYOsvTRvWHmPkhXTAy2HLOg/A9GqE06Uu6giMW3Dc3wYX8PUCrWApWrV/IfwwEzS9EO44TMXK9ID8yy3H2qK43ZOb49oZO83dJpdCFhk2aOjb8xSdgQECxt1fMQA6JqZrkNCIcbm0IKBnoAGj4qcWXAt48usKxpNGsRikjkINT7xrEGcBSg44fwU8wehC19PlRyfbSgOkfZrI9pIr+bh1oix2LJezg6Bz49xwvCBUpkXU5g9YaRZcU8Cw2TykGHlshm6NMArTRTFYk5bHLtOlsjJSJp8Cpwc8RGA/MU3lpYGz60M778X69rYSM+uBbSA6xNwNcOwzAgCkkXh3v2zvyg5ddY/m6tMnlK1lIqlI0N5PxyCxyIgQQ4R5bGHlshFTgE6heRkCoEW5K9KNAp70PL+Cj4MK+kSwCIvzzRf80bOc2hSkG6cvggOjrxWgx+f/wnQiYKskeHDIPO+Pcnwd+cWldL82/6y6TgzUFMttVK85CnOV5npBbWdHC1wiVtje3GRoshTCR1ZJxz3IsddbhodSbRaOgr8hd5bJRZ2JiuSzS8ZsrvHD4YluJ+CN5L6zibpiYDPHaazM/bUy6OsWURxA3Rgw4AUuOlDPYuUqRz4mRSHmeMsHn0mhHIYGTiula7NxExvw79p41HueGfMN72wkZDRJOiQ6ffEGNqmhNDss515f/6cI7vCCwtsmHLNp0wWtGHKGOtnkW8yTPEmJ2Itw8y48qSDIG4tgSO14akxdJ+QF21QtNl12vlpQ/n+TWzlOpD1zyo5hn3ATCVQ3M+xiwuWygj3ogbK4ua1ZQUVuAJbXayrVuDF0XGGNXrryo8+F3+YHPgUG8MbfPmwBYgDn4bihbGpYFSufX4mXqtzc7nzS/Cha2vcg6M1vAsEL1D3qKIF6DHz0Mw13+oOvqpQKSAGBZygasxpAEy/fUHDmRI9WT6XI2y9sh/5il2J9XPR4zJLeJNk6iRoTJtt6pY3+yXmUHvEakpWtlf7XWsJVOlU/kyHWICJ5hWGyMExp1tpz+Obb6n0Mufg85ZexpUvpyHguKRyFmBcGeK1Jow7sNcprGSEQ4rHskZ1wKdNA35XBgHRsFzoHNdIhrEHgh3bTcBUwRn0d4yz/kkgUP9mVuOu45+PWK7DTL/ggW0jxXeCNxnurdCRPAi0Fj17P8oZtsir+Dt/ftpsc+c7K+qKOeofzsCEUzJUcKTCgfMk7Q99HbGNRZemSkYyOnAuIp2ab6XQMNDj95zD6qg2xNVxRex5rDh/sbp9m1PjIi2B9bfC6CG67XJi+8seu1oT6Ovf78CFVXrgHWWb1StvBPQ12/H2+5JRFxg+48MFQfArufwYT8F2XivMfY0SX554VLH1dkeZ6TsHzYInLAxlpEODKSyBCXBsQGFVdgs0R0IPYZbBMUxtVktV391t6LP6Bx9c9ssqgYSrTndxQh6/hBsOPk2LZeAM/03amllzQRAei49m76hD/ah/EbF7iyWK9abDfTLc+x1c+DsS5RmXZ7B87VUI+JxFo3JXYdGPvz5UnzP4f56zfX0p8+DTUhewzZu5eck6MCOq3Qc6087OoH9eLyOowDLiVDW3xdmcPOgs9UTFNiiLkcOPyTeGPtOC9ofh+b08eHtpeoDZv8gvo7wrvCVsp1bSNnzzTSLzmoGqtvi6x/cUpKSWwt/1qfQ+166htxeglPzwaSyhwEj14K4wX0+vyPpisOGVb8aPq09hyjsxtvvR+JTT4LCVEBEq0vPJKKo91uiQxOoFwkYvpqD7y5UlilrPK739SOzovXfSzf1dybZYUv5RPm7+upL/09/44kZDSItm0V+WHZncy84E5eev6e/g7snXK/VVNxFrSdmiTkMvym10LxuQ+I798NTc6GA+VOb7gyRfm5FKLRO9HeHm3yovuHcz6Ik2bVq8cxBct+wtwBc2S+iLdxo2zqLWOEysZCdG5U+eiq/gZ0D2Ss1raXZqgKJKlQcAu5HvSnjjKxVMtoMcJXxibmfqJt1P/cnLnxMwey7RhMffGVvH/gBMnapfrTWt3pQpI+DdpyOeZppJ/HV+IJQOrsBJV7QjLcP72ardSyfgaO+w7E+9cEjFYvR1XFIiaJi7H57gMT9Ud+HDnY2LK8iAELXWf1e0lHfG7zrbPUgPZLrOeZlIjFp2TJOo5zQNcFEgi4M8P7ut3Gfrlx5NK4ub3iR2BNtqoB9ldyLu/h0X6dfscSMhoFFLvIn6lOYCK+850AbNivmaX+0wu+f20AwHrfwSZ1Pn7wOxUluMmwotNg4cPvK/azSPphdhAa05ntomd/2zjd/XBNGAmY4p8ie+RPQsOQtLdr22LX2nEsYcEuNb/f7gA+AausVBLK4RzorkapmmI3uM11OSVnNgGMsWPZJN0J5MKIU8lGz2nulZOF8eGcWCxX9gJXQNS/EmxI6XgrPGqPFt+FYK2NsMs8aZmJio2Z/zVgiJuyo0sjKZp3HeIe71XCeqYLXRM5msLbxbdWy9CWUdo3eNZvhVL+22sz73q26+/S07G/Ng9tDFpNreORuOZiSeVnYePYxSTnLyAu3SyhYsfracw0C1oc70A6Qg2pzv848sNv7E+zvgJwglFAwEV/cBJU0S9EVSBikhEbcI9CmM4f3Vb7q+tHtyPkJra9NEaVkQ3Kk24dyHppb6T733c0IaOuHoWVCjESE2CNawkUX7in18XVfXxv2zfSM1hVZrEs2V8GV9SI5fYHJiNLRTTtKOliyGKWqWgTkek+4plSi6Z7h9gxPYYFY5PxYyg6Tnob5+q5c5iqfU2JSZ/lZw8fltpACJnvnPq9j6lG5ZE8mVlIxeclmNu4E7t+21CMfyB1UCA2ZKJJwELaAXyUwz39FksQ6bGnactcEID7lIg+k95hz3SYYdvIlq75iUA8w4YGUzzpJZxb1uXe1W8C7+eyLAARk/jDgAySPIQBQV/VfVhEO8A+ySk6A3e0AyanL6zNuqtHw5G/aTS8Gmat0jjHtS4D8Z2F8b5hCet3pwsQt2pXzfAQdKJ73GCWMZax3KYPjHz6nGOq9RXkgJgMJZnmug7QCkAWyXSiyRYIXBzQ6o+2tcVu31ZwXzfDBPS4X4UwqgOJ94GhgP45aVa6z9E75ZuAAt0JyNOR06+RF83td8qzMz0OctJ0ZedS4Xof8yTpr/qkBX+mPhA8sw2P2iPHGmoK5p6AD/JzagLTidsu8tHyo0hff4R5gLuYcJkFwn18mxvYKEjvYTuBT0AymCpPWvClwdbXUy/6Q8h8bqDyceiDs3Icj09gyFum2LFtfMaH3xFoo761OW7OZEKtZ27GLsrodfK4z2/97gUel56C/ifTbQGBoV+p69tE3+Hfp0A/5MTsTcAou3p9/l27Tq7ndN9nNX13hiLxJ+SIPt5pgbTr109/TiyJDt0UyAeT0RaI2YuWYX9yY849h7rW7fs2jnHCzA2UQCP/Qei/4BjsrZIT0pME6ND13q7H/nO5uZKr1C8C7lmuKuQtQPmo6hC/5zTcOgpE66PgERekumoZOEUtIXuHYMJ9g1nWn9dm37O8a30dx2T0cjJzfodN/l518sI3Brsuu059RxvvyE/yHwJnMQE/ZpS9cWD3UFmuhnKw/o9eII0AxPcXELiRo3rijpPxuYyqlydJnp0Bszaw5su7cR5i3z5g8+wtcmxjJFSlx2DqPsBS9ZaNR7Y4s8h5eIDlGBK1pLrBO9Cnaq1k0S8HWM1pHxPbV43H7q6cTlToIGBtWn6aLnghEqhhR0Y40Ts0U5WofWW2bcUNNTVS3fHi0iQsQAC0IdzVUkib7EUh6mGv6SAoHZPU8Z0IDPJaCjdu/n1d+l1X4cYTVKjj5iSf08Q3wuGW0JfktOA9dnMMTBfw//GXVOvE8JD7A1kKScEu4x8lDObIZwm7eINjOLetz7zrV1TtNvhljuP5WZriTYG4txCWzlw8tlJuCT5BSC5JmvZP+f6cVk6IBZRcm9mEkKyoXIF61605ed121NFQ88JdjZJTdyA19Lfy3O5ru+Oerp9O1YqPQCK9EOT3Tj558aASs7xrCBlNgC+ubY+VIBuQrE5MVHE+cAtT1wkdiuN94rHg6J0559sOsjYLbw0IRo9uFWQAADuSzTy+rie2mvRbtmQVqDBkG5p3tM1obsj+S46aONYckrgC1FtPuJIUD4VCUf7DedHexmBsXlYoadI9XHg/VScvXtvb/f29LqqgI0PuIV50qo7MJ2B1/4S8JacxVx1hW1xVtZTdvHgWDB7v7II8qqWgDuksLlWxqfNIbybmNN36FSkteJ/bDE4Mb1An0fKH0m69ax/Vce6JdEWqFGO29ZG1afe80JcRTzj2rdHZWuBhiK0XGU0xliaF2XRlDLKat7JUHmQ5PMVPDHwEeTUL4Um/0tkGnRRIHbhAx3IfWr/zg19gESPHlbwZsEBeASIWwA1/kyde8E+MIakVu32jqYRD4q5wmpZagLSL2Z5kHdImAoCSlztmZcUUW7CGZC49YtuKjwIQbyY7Grufl1+2uy9jpHusqopHMGN/Bp7aMvRrwFbpdxUho4GL2lrd9g5MU7En1Ultb00chLmc6htMEUsrlObm5khblS3lfj/7JinAzxUBca82aeG63uoV21aXwrlzpMIT62Hyh59Z8uL79LzcPNmq5Zez7XyyY7qwgop8/OgOXo+9iiytsFz7yUa5pbLgvhPi6sm1kUvDv03JLEcKgxvMmPyllC76soM3PhOKpERCZtRUA8ChslTXyMy6rA0G8qQL/uS66bvY+epY0zIDgZKF1V2vExxRnB/LUhlAibjLDUWrS3kb8h507VN/jykhh6brJQrnVY+Lw8d+PHJrBeBr5pLFjrgk8mpfD/XUDAX2DqTpjQmTxfE/Byg7bzjwukHsITgbC/kwH1mX+f2burZPXPx+vV4dnRNRWRDT1BIHs57Cf5z6Zuk/Igd+kwiycVbMZLmo6yP6uf6jRDgVtKtwmR11W1hECrAHjWW+7xbEPJaakFb+umnmo2O9tLPgn216rvesWrKgomu7XY87N5qUtDQ7Gh8F05Ou6sGDrHDZ/q7AoaJq2STIyxY7zPZ31R1a21achxiDzwEb7SfapP5l6YpvW36uJktfAm/yTY4E2V371Z/jIYGe6U+Dg72XTPEIMN/EZowaN8YOToQxYHfuSSLaYNvo7Xk/Lduo/NxEgzEvKKfMC0xmxeJlb75zkP8fa5ZKWj+/rOmIZO2ZeH/PHCMvu7BS1KwSjh06D2Lz2p7Y9bbrj6arIf2jkCS+ogVDOgx6YMba0TCQongkgLBmO27bTVlOxl0gSA+NfOjKpOLCNQjPge7nVbstURIIsW9h8X5r/zWPBzLzM0pkiS/kjjdTDSg5EFtiGleqzMaVq8RXn1/P7utbfgLDtHhAUzvFJj9EKyWaZtuHxmsyTwH2447g5MV7epvbd+L18NkXHxS7djWytt2zswJeK5iyCQIDosFSHssP6GexZiTpvVSb5mcaJzGwwYuyDHBR6+w6n5DB0qhA8CsTr9SnsPzKdMQpqnAWTWVcSR/h5Gdhc8ryYols6K/SJC+e8oFEfs7GwLGMKjuKFmBIQGsm3EuJ8yBC5pKYCRmRcmi2n2/nSRDdAbC/wEg4PYwGTX1Ennrh6z3Nqe9wfKhQj1WuTNXUYD5vNsOuUA4EJi/Yg42y87fsfN5zGpgWGMHGJAgSybfEkpsUJuGzjhBP6pNW9xveO4QYZcTM7oev5UXY9P6STB/Z2f5pDt51HFnXsUD8KsZPnM2CvJLChbpeG65jImKx/MgiRQp8G0HcC2Q4wzAExRqxOAsE4DkErDDTiu3EKrjH4NEnMn5yegV2HPjoihCjkEnwFJ3ZsS8+BxxY9RfhYMrHTCQesZG0k94ePzYbnyBG/nFA1nAa6bcda2nk5xffiYV+6iI8PiHIGpQB0eM2t8nb4fzKUZWIcpuuh7JRmT8OMpvDZwjG0zYPkQd/w6vzw/DPFm7sbT7FtlfGmAER0Avn1bK9r6RbLU6eFuQZJhf19xat2rm0n/5NvbX3dl1fW/vUld/N2vzXqGwHQV2Yjrf4jvDV7HV7FzKPj2Gb3b1sgpQPwhYHMWtlvzVX+RwTlN9euqXseLbhgt+Di853PU+H/gzSm0iAJjUTHA8U5QdhGTygWqn7rs/9R3ZVOPGQHNbPt6DoT5WCyGY+ku33jvmoEvk8jR3ymhHc2cyK5VHsNWAr+gp/cGSmaf1uY8bdn+xpjtoz1M/RmL03l9n2GMDP26rH6nrTVdLSsyuXz1CD0kG4aBz2VT3VrXcrnO2WHP77njbjnvrRcZ5yBLge/5nDnW8EJi3e2XG+P5/vakJGAxVQnttQnscsXp0xTAigXSc0+qXnrwFg3890NZBnWAmfO6JtknZJn7CAEIRVEDQQlrhl3xbypJ/yX5xe8emb/FU2osGVanOAoeWPCyrk2Bde/Eo4kPLjuNlG9IsawX/8IR8iKoSAQVhPKBRMjoWcMLl5XcqPC/4JNS/yD1yTVOdgPbNiuntELNe3qllE8+JAoCVC6NdNBA1FkxF7ACJt2oktCBD+QsoDl6z2L/Twh5T9tuTmQoxpQo7FNNdL1AdKLt2Lnb3P4mkPVb+zTouvBmc3R2qQCm6057gsAEJ2lX6OT7Cu0+ayNrBBBxAC2ezFWJk6ij1tbmJBCQliFMnVLLZm5f6LP8/CUGyFU47x/OnH02KdOsRxTV9Jz1dTb1fCwa86zXH/96FMzBTbSNwZ4X7RMXF/dF4F30b+ZPj1YsKy71qXebcPA9W1Zp9LzoqGDYOlI4dnJtg5Zhpt+1LOvrzPAJxm1UtTQWxbKRGzVVnxeUi3o5G162eDEQupj9b2ii/Djy0iRcL38ZE9GyG6jqfrMb0a7/pCSXRtXR6hqpDexy1AQpDheXmavvjcjJCk/02RlEIAF2Le6KU/dQqJKBCXhH6whG1fHTnS9BR/PDlR6Zh86B+ybEkrUhWzmhA/xdefyY5Z+lsgKCOhA/OJlzQiwqRRKcx57QBjyJ6knJWH44PEmvm9gFVJmAF7i/7Z4GdUXRxiUbmZya1W17Ab8dU1wUS87UZFUX8ikD/WAhRL+wi6j4NGRnFzQaASgtNbFXeiH8/6xYdOCSmhl6NFOxwJ66GzYTgbhSD4V/UpL+/qqlvpGON74hNOzrNbbn9WCmqXE6QzzRocH0BMXPylpC+0H2AF4IA2Nx8UExwuvJ9NJ+b8ZH3mnbf0dR7OO3b7RdifnkLGrBB80ZIttW5VkdUSLthrRKvzpXU53+/koskC2ZTICIYyRK5sywWCq23RprbtA0nPKOpeyDWcQBgJIUo9h18hJPdBvWRxv0XKbh3HF7FmTdDJsP4oPPsutXTxm0lF25Mf6vKdLLnv+sKnLj6iymqjY7ASVvnq6OEaEBbqV2H2HuMTFnBCPC3ApDFI/kGrGSKlVJTBgKXjL2ADsCWyBK0IF7e25Ucye+sTmZ9Vz9ph28rEo4DWjse02SAiI00iYlSIWOUBfurcEb4DpESEbN6oE2ImbnGExwH0M4o/YWF7ZhHbtUpNRxsL3PVsgnoGxyi1JaJFQmf/iaBjWNJBxOglA9yUlAu3Y+h9eAbGNBqqG3B9LtoEt0vwQDMVHviU34/jf3xYl9rXUlm6NTYcDpfhDYKLEV8fmLpox3uWiNHY8YNim3wUcwmWqN2XAgj1/qwgGYhPuPA74Ahzh79EzEgVIFzRpHjiiePT16cPs1VCLgnpAWoHHvI9P4P1J4GIQX0ahUv1Ux1EjHwIKRWjxTInZKSok5iNLViX1mjFF64fCBGjDvAJlxxVhVcGi/un0OwTQ0HE/HrnEu6e+AO4+eub31yZ1vNgk195TxAyfyKK5u01HbfK5l42uS74gczJxzygs8YXlxeB4zkPbD1lNgJP7jBpbBpTLijAKsJCQzyZdmkh43BKbOeQOETLBDgabQazeVmyRvEycPLzIS9/BC+nw3YOK70Uy7T5lWy0dFkHp9X5LEQZql+ZNcLPoMRhC/dFwo4bwAmAg9MSje4kNsKrVwPudp2FLRZKG8PSg2Ob16wokEJ8fkiNjIg5CRArLEwQYHlGHpOn5DABPCF5QgZTQSApDIbos0V6ORBF6HXmiY89l0p9pr4a1VKB7dgTQfxkZS97zXTjbwqD+JB/gRJr+z8nbr5IFkKKJaRdgwp9tm9jRL5ov8En5hfmRSNhmn9ek/39Df6Nffzz5vilzYpp3Qcwrz9iYSQk5DIl8ZHapDVHDrdE4OgcOOGjZxmpK584NOeQeOONdEGbjBccHwgqcIDVsDjFFrIoQ7dl9LH5pLcRWizegX9DrOcqJUV/NelNAzyplJY/BaNWSiQgzqNNtz/VvOuslqcbXAScGX5AuEBbE8yd5eBA5kPEGZpwH8uzpkXUcMQBRMlx+aGdg8FOSC8/B4fjL64urzLpMiSImErYnW28vnyfDg7OMuKaFkQCSlcOOdsrgkU8O8JVnuJacgSaD2TFcXVu81FyIb/IInSr9nfk+LDxYhDHFwKxRHsEgOX35fhVIiOO66pKkXSxd4CPcV3tiMTihwDOCeRSOQwHtBKRKl0KBc5x0efEbHL4PsrFmUzCJ7iHbvXSawlRObep0JuewdbtcgxeAFeKxgMBb9v44y+G2PaSBmS9br09Uft762htwX2JW/f89O5NcltJk+qNhu+WgiiO9vhHf6iYMSI2+I9/iUxDef3mg6W/uXwA0/AyPPQXNC39omE4dSCKS7gGpzGbISOzJ4MDRkZz3uY6Xo1lWw9/78DkqixJ/7gbajkXe+0/ZVd+U5m8oLq/YlpP3aRNzK5eeSNGFgNb+hpbu/+UiIeenu3reUmwnwtZ+hrb8eIbeKbP+QjeU4SMJoswzIDWuhcxYZPNapXyUw4IfO/UiRegVkAR60KoGBYvT0GmzrIc7IzYQOh/l+v0VkPxysRIMVsLywHEtgHOXAl4wLyAkp1EE1idYd7CwoB7aws6uwdoBk2Wa9W728WRoBq4Mw4urLPgMXdfK7OervXzWcqFab4eroMrI50cJEXbPiqeB45DHcYIM+KTAABAAElEQVQ+BU6Ss2B+TGWIfEM+ToR1unkEvdJJcWhA9Bx0b6RzIz2cd6y7BwdCU/BishR1hDLZZOZhnStb1eNGiY6+0Tbfry2048F34Se90OyNivJnzUP33TqicnaKFrgQs5gNqRNafcwszaksxfH/gBMzn7+rfkrFdDfrhpZ9a+5OK5jbLeawL8NfmbGUQrfumNNyy6OOpy1Kt5WzR3mRia3M3rNTRF+4pCln/Q/qvtLA0lZkOHnuX7ARXotVs1DWpW1DRcSon27Nqg9hdONhrf+VT6ln5JPKpM+GAqqjt8JLyl+3t6/Yj536A6Ji6R94+dJ2ub2XB99zhIzGS2ZkKKE38mDreFa5shC6gn1dFd69zEnSywSrDILRhapgsYKtpwxG5uPbmRRSmH79tG5vM+7A7w3dRsyq9WxgBevAdJe1RjgWRbuGvCRrsOXjL4SsTPt7tLf7hAoviDiGmOqaJsYJ9hzcmLMFa6gLZaX9H3qvZrFBvMC/s4B2s04PftH4UpqzU54Cp6NCSVHOETBW+MSMuDpwYM6GQ8z6ey3TFo5lEjizE5QOTeEeiBIJUWdsDfDFtcn6+y91rnJZgROSZ13x9dTrrpyp/nzuV8yrBJfLQeCKsD/pmLwolkqliJkvrM+5p2L6kqWac/fCKaGY/TX4Pd47UL/HtWn31mGe68QS5FFduuE6WIBC7Jfn/R+7DtEHE1/NhZ52tzq+/FWI/hs9S7rBddxvWjUr/qj+afUGfjzj+kB/J7Fx9TRYpBdDCvgbB8KuuX3ZNLgNBinwf7B1n9ynFiP20/Rg5AE5f34Fru0++Xqy7/5aTnbhvXCOvMpt6chUFZmaWDhcPRCzbsc8RD//fBncEZ7EKz3J1xtBn0QvvAw9mf3yPl9XoS4ay+yVe5log4IeM0uEBbDULB5NXBz5zSUvddTVl09EDQTajlnLw0pwbgxWDP+HIrcLKOSJgPqcH9JxMehNqFBb0I8hV6r5CGCxb0jWRgVbqsy5ae6n9dTUB2NGq28JJR2LPD2XQavP7PWHmDI1B1xZmNnLd8Nw0V43WWBt113utMG147fJTfUEzRJQlBA2ke3J2n4vnXOrKm6BIaRVK134i27jAiLGnP1rNRI9u53HFwpEt9uMu8DDH9IPs5909Yw/+d7TfScjC6sLhlzXvBTmmI/hR/yJkhPZyLNm4wc9Ueg+q5r9OwxU88D9Py07R5cTltiJO/p4JG4MPb35nLwLlTHfxIa6Ib3skkew1oTYsqrAkr00zbZ2EbZ/H2vr823W9hVfgpyQpuyM/5Bf3rNjeUeF72lpgLyE9yjGVrzm3GptnkAm3o6B9/cz5YFLt1m2uRm7rkcBu0RAvN1g7lfv9QmCQLiK9dwOJpD6iqgOcVEhVWdQqlcnPL6tv+3xpeWG53l3o56mAHy6/ELcExExKkTZOogYuDXy+4KWppo77v/415P8KWdLHVcXG+JGtJEILKlTyUPd2XQY3N1RP72cW9voE+YOIgaLJWxvrmVze2NPRIyaCgCyw7Kog+/tQj5/0AyUq5r+t1NGCr+9ZESM7iMOHOCF92CGit18cc0pz/ZyAlxWACqTbHOLO8ZmZhFsovUw06zBakQio+5EzG8PumG9pPxR6F3/Dq79KlfOucYHXuilHbq8oGKpck7zLYWzo0uvKovnfO3VEeaD/5u594LPjNxUWJj41rxp0aW58PY9BBMCjAjysGRFOqDveQjLeoY9Ti+D0NHrunpPEzL6USgWk0+8cBNe2jaWYU8Qm1+Gj8TACvifh6DD2oW8kZhZzC2JdaQY7yjHj4mIITkIuS94IAT3ZSu7BqRHSHvgsudiduJemStHKK8lESsiotQ2/SOsdGpHhZsHjqsSbuL2lF9dXtnRnWSf8TajBs/+WgKBoudAmH1C3OlkS8Mhzg+FsjWhbaYoyha5hK3GLp9OEEV45pR1kyAeBELVe70gQOxaiQNvfsL5fVZEd8xJ6nlwsWHWPSCElzs1Kz7Qcf50nxRbLHYuy7MMaSKUkBMQBKmoilelliyuQD/W4Cc6q/H1l3p0V6CkNp7EHsBePseW+fWt8Fc8XXszDy4NGTPcqxQl8GsshL9lhMLffzWr5ZK/pu+fsj/i3JZvh/8REeK/xs14bhokE/ibREhv3CuhOV2bya6NH/8pA9aT3wGt4zPsyFuhZPd0PXfKgux68b10TKEPFvwDWNApBptPSsp+l/QHLnkpbid+hQcPEWFBAgbfD6uzImy3RFxCcCKFIcsyXfO3ugrTORKCdN7Tz4PUn1/6QxCo22zPeR1iwjE0gcxJ+NnAfoGoIZOSfNDznBeb47FvpN9/+alcwknt5Tz8waghiV8YduI5igYIgmskouYrqeleLEkKdSFijexM5GBZ2cYTPwt9TnrDrvEQRWFOBKz1WAp1Ij+ljuqDgePUr+PEe/BT1L+SAsIxT5Kthwc6PF5yyS6oPX+GbeKj0F+d11M9YvvfU8iNyJQOj7UtuUBTYFkKp2ymbGP8uKXYcBEPxXhrOKJc2VM9dJ4CuW3B/xveOflBId2c2P7C+GT3E6S2msJvQNTCg3JYW4h1wJ3mBLMRIsUNqDSgMiELu5wS/GS2oj/4rciWqWZLUzpbWdG5DpLVO9BzyFX6dyiFVFbfNLe3Ov5lCBlNhF56CcRMrx6JdEeTJz04i37vJKkPXPYjy7HvgTVoIwhJgrgkBFnDnCn73vzgYrDh8j2mbf7CktRv8P8evP4g/LOLf9PqWdfawr4TXN7vkLxhlZTHa1zbedB0rO9YLv9o5q8ue663H7vjeuZPL9qL/n3Rdd0/YAyHifMiPRj85DAWjIc4Tg6DBBMrDcf4XtqPLv095xcf1IoXbXBU6ajNRTZLOEXkbNuGqArS/xg23AFcOJ+9h4t9zFqCuaoip9DBDJMcUuGu8XvJk79oVK6a2LUucfitcGz7iyNtWCWBUjtOwCNZ3Vz/Bp+4cNvJOl4KE4I1+XVsbmeRPrhrPScfB0vm7zIS0n3YqFxkQP2cVbn87JPvSW1wr8Ye+W0412baTQnfl5DuwVroZLkowoDw0fRw6Nw3UqNf+mv2/nNYInHatk9upz/fNxgHfx+Xnc89euTRwjnixz2qhvr9IvenE+/Ue8Wu9fnMiheAfTrMii6k5K7YbvpXWr687Bxskh+G/DVD1vhYTyHMKrYDE1oJC9+z4fsveaZ/Nfb9brGxYoIdZt+rLa6/oYwPQIF7vKl9Sx4LZoxIvxp85UUg6ZOAV5YN4m55pqgFS7+2zTGezHngAzXJekaRAiysjbCFkyIMZkiKlCFkzVUnOhuHyncvWbtv1zkarxvQ/gLe9ZtDYdAg5Am7KvtjIIznmsK8OxTUm5iBnJgqRWQIGVJbU6B08T6szS66i1NHTzGulud9DFDwm5Ti+b1uZoANCth57AZJEkiGIz2uALeFfq+Zjf85RtWCD8pB5XK31SSG3yde1Dj9J0JB5IzUJvRJlmwngEQULRmPXVMXvnXu3E+TRXVoilgin9NYUqLq/Owm7kz8cvOEG9eGG1dUy63bgM/wujATb23I/dHhro39SxIymgBRVQHMcjFKUQO7efHcA10npT/HYlxFwPwF+6yki0miiT2gX72w34r9/rRH91LUgrVjwfcRRrQPYsMv+/t8svvNXy+bxsbwD7OEtH3Nh9gT5azvjsSkhIYjLmCZAZzI2VboctqaWpxoxszF0YFsEsn693afc2pWXQWV51zKBj9UfSEFvmMJglQaoXrS76C0NBPxWH1o+uXwo+pbIfcH97r5S6CenaVtrr+lr8jJTvXKD8M/cBEIU4U+eeETZc3fujpVC/8U0uRIBzGkI6Q01oodijDP0nmIJYTF2oCxlgrss1akVojjuwgrbGxMP3DxgfTPfmbqZ58Dges3Q3DyKEFQ05Co+8NcUT4NP83zpYjGTOCxAcHKJ6huzGxBWN1jwpIeXJtxOznN+uVflpDR6MWm53JYMJzPPLmFHbUPDtQk7u5deaejeNt5UK5S7exanlvWDcK6faqH7i+JxGbdikKIs/cmEubnU6YPTtShniUOLh+redKngd/3KE/tvwuF2Planp0wRwJcr00STgbeABPQLC3YtNuYxto69DpDNwtnribfjUepf0RV+A+AgLtlsC0TmGJbWiIDL2wKYguzIEJejzDZqF668FsDqdvctqwUes6PA/DsBT6xfGVf64CX/gWSx66WhPr6R3JWnb1fN26moCfLsXwQxygIWRhJ4AggMgq0oSYgemRKEfYK/Dr2eg1M1RHMYXPjmrbR37l57w2/5HP5KW4nfe0L3Uc6ukirdxu4y29yKJo96OT8iAlc8/lSUCuKoJGDGvPi5utIxvKF1/J/sI6e/ZfSkdGAuxZO8CWatRcpsEaxkWyC76PT9YY+HBMmE37jsW49X60e86L2scZiyinZh0cHfAuJG/qEhTuRQGJVKKB9bsAVdXkw0KqmIdt9NjuoDow7jSZUNRCIBZAOTgNYnmnYMIi4iHeSR5qGMia+5YUCsfnZDEKq7dLsu+NQaVgMS645WCJGcYqENsuyvbG6Fhiph+RQtC1ebcbN28H4BIyqFTcORG+rHZVrYJ95C+aWef2ZULV4wctIDv+/TLLKJrup5VhPsEASQJDwCdhk4J9NkkfgWGMjpQw2VSlguRyAAtCZ+eIm+C+g5HkZnnYuy3z1KlHz6oWirmKKqHs1twLEuj99oXsjzd6/I9zrFlixAg4SuhARo0LcVoc2mzJVOZTDIKTOYgH1J9MOfyOX7vmXJmQ0ARyQOUhKWouYklRzqzfWB52jC30tdfGpuLXFRcoYPqG8DvA5NkvEinzsp77WMYD7iJhZlvs4PCFmiJplhQOoovMRLEooPUQ6nCqMnnIIdN58ugMXCv/jBhTiEvnExZVMbqvWhWQGpUC2Levj/m1KXiFEqnxx8JlhJfan62Z/rmE8EgwsH4PI9XB/nut6r9i1K0Bjzk3LLoT3RIEJq0qDEavFetlKKBSEB+a5zv0AKJxtVVcs6fpsX45JkvAkpxo/Y6qoXnlOX57puIdPvXAzS4y7d7+SeEsjwH8sBYIjIu6L4Ls3ObtYI45r3cPsFbuG7QEnBh2wT1x8gsZhzxSiHvqOs4H5cYXnSR+C/+O1F4yUr7ZrXl4MnLFZom5VAYnRHW0m+6SELjA0/CeuqQTIQMS04x8hiRB5pdL+Cf0crKkIWp8dDAU+Tuf/pUVLmoCOUgtXggki7BOEQ63hPSNPk2Gm4xn6tKpX3AxIE6Q3VH/XQQTox4N3V5QVn19DBKfr/UN57L9kdauvg/Vxml6ykBbBgApZHd2YcSXUuBPhd3T3QCoRb1WMZsFACp80p6qn5wlSBi9LPodzmgrpmAW0aEtMRNO2H2rtq26np7qH6zy5SADo6EZ54vxP9/e3JJ87pttZliPCzACRl+S4nqof6Ck8DUCFs+EJcxOclP+gli1a0Z8xkTHC04MfBzHJGshveFbzdz4NpJb/AQ1LpVwEeVB3tpGODGSNkp3ACcPPQxBBDpNWL+7rzNQU5MAxrEoRNz+6bv8HYyxD2Ci5EE8nY67yQHRSJFAh5A1oUWSlEaqGBuCNNSEhPay+1lGfiTg+yLNavvPRUCDwaziWhxBFgjTz2awF8OGYe5YGHZ0KlnW7c5CVyqPZLu8onLRBTANwSjfcbU7iyLn9Zv/6M7nvpnvJcRbEbOdYK3BWdlq8BOLh9pPN3cnGI3m8FIAYf2MNdqd+QJVHb3GcgzOVqhVj8MyeZM8NxTksFq9xx0vPRhz5clG9/FxevGj9QOptq2+OhEKBfFfwnQN5np6hwZNtnDiynl7447q8o77/mRMcgUxr6WkgfuysERmxytWJUGailecP3l2F+jNkxWU3IKfBEz2NKVk7YsdLaYk2hVKopSGrVoqwnWN6g7qrNx2sOnnBOqd6eTqXpU+2Vb1UH5l8UZ/1cRQmZG1bvglS37+1vvXP4tTpl4FD63vRDb4ViZlqkQh4JsE5HUAuaXK9Jq6oHjoHOiai0gqMA0o/5ztmA8QF515ea7TuZWGpgNkJuOiUb0Cr9J+RisVqaSqC39xEGBaAmCLGISYVbJWU8ITeAu4RscdKM0uk7b3MeWphK/QQ9JwJonm2Mg5Yuy5Q7An7VmZjJAIz3ujr7n5mPO8bGxBYjH6wCSnhkSP/5UVLmriOQsRM1Yw3VSASWk3N4yjLece1ZJ+0C2KBh1zh7u26SClBCqw9WxwhjyEuJNmzQ3UuY2NTm5C8x10u3zTQOpVgMAwlfT6SWfdr8XdtLxjQAfQRA4d/R69cPgXw88nlu/WpQBZNiIPIwC6HZCfXag4WGbXLi6K1z+UMRF/ZtT9DcWxVrj4bv28OO6ZW9KU+se35TGPHskm2KRXBvTA97sab1AkL1gVKL67tuj56qouIpdKWvhzYJC/CNxGOq6vG93RvsvNqrl4Ft5n9YT14SbLrpzs3Jq9mg2E5z1qGZcCREPYZn1z5HBnyRuAf8WbwQMOnBIWVDNQXtzVR71re/7GxDzYx1UwAFC2z9rkTTtLECOggxvqkhU/Kk+b/VHq04k7HVX4LSgZrI1LzMl4MMXUBk2IfnmylnM0sBzq6doGSfDMLpVw2Qc738yJQ+rvJyLVD2aQ6iy/rcB2wfOnvE7LOWWk/8F+y0vKtQuNmuuJOJteCk27p/OoEtBmQ5Y/pQS3aefL4AYmZiufUBDS9iHbok68P1XcSyTQRWw7FhW3XVCweSL0BWQpi/aTBG3bXQJ73nwlC1UxukY+X9krIurZBWa79XJiT8qoQRxBFkrNU3VJHsxoYX6qXjyIH0a73n8ljWfb+gwvpDxzopT2161sgkUnIT1DM9ZGSp0VUTanXsYbCJRcf7A8nR20gaa6tNepPQHKq1jj7vKhal9VT2yef5znzopIVeguOtiPFli0FJ18/3ffH+ePuyDb90WxXW6EDMx7p69oVT0Qsuv4HCyQjJY5nQ3HGxQ8NO/6KX2997AhTtEjmxJ4D1QglI1h6/h4+cf6LIGwPycXz7wVe3y+Y0FdFJWRognMbNdrO+SV8Hd1rdq2fyKXGPQQd3XZWjc8TBRwjrBOW6ybeJ2QnZqXbUWDioh2qFIgzRykS25KHNIHdPgdiQBVY3KQLnSC4lSCcbj0QM3IgHa7ylzdi2Mf+ACvPDX6G6P62w700kiHOVCaqZN3jvMzi8D7XJs5/I+4GdtMKtTwlk7U0QlG8dhwS5ea8/vqv8IadmSJqXi7EWzXqaKz1+WQtkkMrRTVYsHYjfKgAb18AELsHNcT18gnz9yV7pq/niHDCdeoRKNFbPCn+xV1wYu3tWYqRLG26Zcb1I1ZPezClpviezFe/WRS9ZeGco0sn9PYsXSeVwDNtl43/z4ZJ6/S491f4BR5BhnSf85Lhy+X/BxcmAdhTWE4dxOU7PVt+aHP+f8foeQ6jBXRbUqYH34h+FF44+wifMmPDK2rD04j5syEa+xwY5QOtdA+wN509bAOMDi/YW1gjdGb/sN+AyOn4Lfjou4IdMNrgOtWPNv8lb00gzZkke+ma7h5l4xYc6brDQjn7INRUf0BM2Gs4325WSTJLZs1LkzUbcBOJmm181sDjLpNU3XmKkD3s9MQPgK65Vi8u/2vnhV4OSF+FXECXQr86EwaD23u5vcfLYu8rIy3TSNfeaKweKsU9cTtsvJwDlUmGbTqwDwDVzWWGHk4/xotm+XkVe+zQIC8g1+K90Pbt0IoXIHj6RCHrm5Hw8mDgC0LGks0EsmOrbn0qci6cuGtojuJvLh8FDLuvY4vZAf0Z1lqSNQYLzeyW78zginY1iMAiWFgLZUekKTCzInPDIXy8iY32H3BbeGpd3j1HeuoZxnspHFr/TRbhx8rT/rE1FnGvAODBYhDoInBKKbjmImtUEza8rRABnx29vPqlx695vFtImoEEvnoACXyPpRwgzrKntpKdP+/obROB6bcCFHU0QVURsSLOjATNdgtmO4Ej/RmJujjNlHSduS32z9dm3PFF8I/vl9PNQLBs3l68pI6TcCcou9bo2Ln2EjHzsx7BncsxnUNqsgXWpVJt4uLt9raKaWqwaCJOV3a5NHSHL75oso/Of0T2xNdgLXuuw4LaWwOtlhQOygIJXfnu3u4909eP65VIlgAOPXIaBFiuLUkZttOaYmyriOm61sqa9ab+vjS9jUPsXj3CMdxS5E/ohERCApcQSwllMFtKhZNCGNxSVA+n7tIn9j91WW/td1wPnbXogLm54iGEwH0JlvBrcf5PHdf8z8eWyOe1lC3ikvge8PznQjpgBCflIl2mC5oHmIwC4M0VIIfmIknVpsw+dMv/vDbi3t3d6sAXu2rlHKzrK2BNXsYnnbPy+PVHzju29EkuWxMEU7KgHwPShXlwbVZdLYMYenId9F3nsUO2HSxSg9EGfO0XIVuXe1ftWY3f+YMeUL8pCUlR3eSkqYOIwWGWmQl7t2J6D1Hb73NkNAt9KAQcKCtqHpbIwVDxogMQPRY7wl5oGPZP+uJZT9xFItc7OxiSjsLLfXcfmuz3LSRWOlLuN2DCb5MnLQDCQnsRNz4TMjQtz+Fy0HUMw2hTj+T/od06SD4+luXdCPXE82rJwlc7nunvp8+RRcGRlYIj6yGfZn/rTHa/z6WNsHMtWUoH2qOk8RC0044VMFgzH6K8pu72iq+AG4sp4Mbq4UKRLYkc27JTAGTtIAVaLBBgh89kpILvlsHYJ5D25Sl18sIXOuZldsN3z0NY0y+U1MDZbhSoNwS62fWNJt0WCpxHoV8nLbr4uWhsWQrMtE64bXIVAid3reeI9Vpp+d+Scn3t1fTpr+96JNxdlBUMxFFmlY/DchABKkG6VN+6X5ajESkzL4hUEjrUoaYUs1zQSJmHdc37rage/VjOgR+16t5CaoycX8GOnSgYGxFrSnsH577W7Jh851NZt/qbTddhn3jg/aOkM9AMz/SglloATUED/ItvgKpxp2xaT/UVIXMf/LXy4+ZMIADV4UXoFvSatMF+niQ9h1Wzshj5KO+WJwZvbLmi3lMKtUthyZoNK9AYrGTo6XjM9dw96PtrTftaV+Q9maW7te63ZTtxJy/7wID7JIDYAOyidNayo3a4xOeTp0MgbR47xrIt20nRVMTkcdfSZQ6dTaJ+oNDmBE/kGu7/Yg5vZYZtWgHgHJkcOIq8jU0MIoi7fyLTyX0eyHf6XZGo5mLQpatURfkV4etdEP12jiPU78spgZucVgM5a+CwhbeZ3CQol2a7uwQwn9AgqdDVMFR4ttvomu4312V9/2HqhwBctculTyOHxCZVSfyZvdHmsNGjNRaOSg16WMpWoUM3XDmKHHIpsiXFTE0Kg20DrBQM3VDb4Zhxs52GmLACINmlI3gpYiQt5Ik4JFzJz6RDbZmQcTngOQEqxDSdzsCTDOeQYYJw1NFDnG8OmT8Y8dqIZ3Ibrof+6zIm8xFEuEiM9P+A4pKPmyezddNjkeUPNszaL5Us+CUq7XD8pxvfL32ZASJmITVUiF/wVhCGu7XJCzf25bmOe8Sm1TlO2C1OeG7VcOhVKGTK3R/9hLPHK3N/7+laSLlGkSmjOC0IrAhadjB8267dgAXytD3LfU0r1wrVgvnf7ujjQD5JHGO2lcGsxroBQSoPpNHjz5DinVXm5FiqlMFtK4AIBXi+8FgiJjf2N/s8uLEvgxs7Cy/iT+Ef6GiCNfCyod90+jtcihRxw21X490/XxKB/xk94q95Y3jk74g9zPViFkuTQr5vF8VHUjgRObPGEeQdRHiRhYFQALga1pluiKevbhxxy81NEyNuUNwA8tcC960/wnk1GqDkKSgW2DL67NDa+8i/x4mPJjzo+sEJKyHPgseXBirLVFWYlklp71zdUlItxRvLPGeHJkKtDMoYBMLDoq14QYfEU81jWgJqWRnHyCxnJbxDiTZvRBq+t+R6pCaYt+eWDCtdu1ThfKFQ5QnoDtIQesj0iAgCT2xu8RJ/33roWrimtX5GKpn/WVL1JBdEaRTvl6QzkD7tiiYoNaNAikVmNrXf88fPvrBe7HglGPT4JLgWbOb5032rT9LGBnKSz3Ksnz2/WRba/QGkYUJgHPJrxts3PX99ArwF1AygidlQWF/Pd8hzbc361UCaeqc8c1yUJW7yMPn+pcpuLnQpOo/wkcaby3L1ILg0TTrWkzhIHE+8+qURIa6Ay+EL4bD5Y1VNHOSlAwvGp/rQF6kSYlWpNgNiFVCpW02IWAmpJeHJaSpC6RXNF6u4aUs8DP7PAW65ZZPtE5sNgg1pcsHBmIigZgGJG3bMCXCvEmkES23W9u1rjbHWynBDrppAYDVaK5LzYBfJZbvdejZDGcf2eccYWUYCIGRVsP41OFFg5oGoqaJQc9jV4J4zuOTu0wR/AuF5rSA8asJR4kEN0rOreCENhAVOYnDDcGNRw3Nbgl52IOCyrKhX5zR6pZMaXY0tIew9n1+i7nYUq3YVizbZe7Jmn9/aca4/n6+MvbcJ9/95wdGlz5iOPd5V5DSOrDpClo+8lnHHbr+umis+gETIDR3Ett8vYn869J69V0gTgMf0hm2Bh9720gwVeQX7Kl7SnHAkEwYxDIiWhjLofDb1xVmyr3PZdONjqVo1vzmIEG4DO7JDSX07VCfkbAPPV2yq8MS3mAIMZLlJLmYvsznHvvjcw1n3Xz6ghdfXvp2J+45nKPLRR1rgoJqqRiJAl6BknRGjZpltGHpTOnzXqC8gOFJi88qRrGpluooYM8flV+HsTiUttIE1uVIL3G4ks1mOpGfCgGZJDETHQEJiZMLyPdC57UgwOPgvsukfQ4SC3s7c/orvTFUkZ1P+PkDfcTjMgy55QUhLDrckbDMejJ1QuLGwKjShwtUEYpxMqNGIlAYBMnGOyUigBb6DeSA3soFfTzoGmKU/mLr30cl22o2rGMU9ttORFIQRFSPIG/nn4TSaBvHSYykgh0TMauF75Vv/sBY0V84Ly9psEOunJdn8S9cwoaH6fQTyGWZmh9PAKccGoy9dmbuUfsek0Q2wzmZJLu9cr+8TsgH8eqrMz4Vf8mbAsGwHVZiEVEkTYZbf3tOOn6yJwOTFNZRSi+WyKbj+ZrJ7+ntOLHlMjgXTEHemfMIEXpSDl4XUENI4eENjY/dqGpmUH2Y8L8xcJBuBmhWnJa6q6mLHcvASs0f622bn/XEcQafMEuR+NfSFcLfY/PkSywV3E8pBsoIUcDkHkHggJLVCj5MKPQ4pjvGSgiDYSMtNOhk4PWk2FDYuEpyq2Xi7IwHF4KJqRZsry1lO7aooUpppDqQfKHjIF3AmPM3/14pGx4AegDkicQmBV4g+o/RDGhABkDYUWgW4giYImoEzU/Y8HWHTOoD0TQ/3I/xPR8Zc3Ox5cficQ6RCUmeop1QvDC7HBBqnFocSy0x42rhRLrNjHjNyPK2txWMzZ7rgcEitddry9+1/fqhai5YGAvoSyzZ8DpvwwSiwexe8hFIRm3jUa2H7QOhCGAUFeRMXTgXimrpbi29mh8c+zs8qGBYXFrgEH0T42WjtUPAYmqSVMeQFqekysUN3Gi3eJ2QDmGKA2I3CY88o8N7HrvMmqx0xNtZmToLbw66+uj1Qs4CO3mZXVswi/xsibAPoSvdHMoI6d6Qr9VCYtRkt/tIlaZIyoVNQmrPxMJIJZzNlVj5z3jzsW4DAnmORi3SA1V2Oyh7pXmE/vgUghhApyIoSAobLNm5EpGGaxFq2IzFABAQlCLGqQU7LhFh1DCQ0VZMSlicHQXAIJhtQSlJAVvC+SdwEPSCVDCmI6Ttgr0BMSFEsoL/JAWAWSV0Ih7IBoAEjP6In8BqDjoJRovg8TYDguBbw5cHlSAGwzSyucblOkexsy5OKXFkaCRqfCkutCsiYFifBd8qSuATzUOcIZU2IuTbCbQQLZJHLga/H0aDH2Z0V8eJOvVdauoTcD5KKVTg/7OWDxdcdLmm7BVlEIgS9TdPCdrhH2G4EU7cCU6oZjqP0GQNHHgKemAFAFopYVHQVWb2cvb8J1v3jO5cWdBKBoe4wOVZbO1ZOYCbMWsNEyEDv05FTYH+70hcEeqgH8V6vTyAWEMj08M4U5CsDFdQ1tKh3GluWF0GXOQMe6FWwKtX3ZR6w+7r71qzZnJ9lzhRvLo9x+A315bme7tn9UIOX++XR59B7SGwDKfd9yYO4MhAzbfE4cGdp7Y8f55totwYYBd4HXhj71fMjojfy1rzdmkrWqjZwOHC0BPYfCI3lSMFQGBWBtYMYRYSHIf2bT2wgW0Msy8HiyvQsRVV3vpJgKbjuRZmlB2BqglRkRFmaHhYWaQQROExKYorZM4lecIhnquL3yCdi0NOYuI7gExGA4NXODmleIu4K0uEwXfW0mCvagBcjbM1LSVXcpnrocSLQ46RCj2NGPT0O8IXixx3Ol3oUVWEqAD3FMLWw+ha031E5LRRjTQ2BhBcMI3GKDEP/RaD2v2uJt7SEZ105LFxET79bv89jRtMblJ1QuzdKATUTnB/SfSPkGj82OZGSRzx9kiahBUHedERIr7QkuM12ZLj6jn632c8HhMUNxDFBSf8YUIL9d6SfNfRyOyzkkIoaQcf9dfM+Ietlvk6+7HrSLGST3gOZrJuSPjB10Q5wZMivZo2BCd/pa7hPAcJREAJV6UTskuim5xA6mzwB7sn9OPm7tRPoFzHpAucfosjcB/6EVjEWrl/wU/uHsJaT8h+yxvELJ67D4ydFz9CL0g+4R602R9Y0qIYBkwLRy38aOhtmWgK8joV9HgWBkSROMcOAYQpCm6qajsQTqizH8A28GdggEJsQiA7TFS8Kr0wN3I0WyIahDCl5ojGvPjPFGw2xirVArCqZiQ2BC5C9kzrXvav9+daeB/KlHCugc4h7LnROjcyKAietM+ErEaxGs3r5h2UhJzxJ3ZedEp6I50ymBpvY78+r50t7F/X606ehutf1lK0K856RdPUTnmEzYAR1Vo38Xp3H/lnMqAjKLJ4wj7Y55jO1OT881HnDMB1oqnLE9ryR6sYgbfhDvjG4nojoktTJVZ4Y8TAN6L1WLWw0U0EMNjApkSxQvFrUvZBrx1khHGjrg2UX7e3L+HnZ3Ea4L+yKRFIKkUQ1AXN/n6Gy7dqVc6AUuhC6unSY0Bt4QhxSZbK+gS4QCSLCBcQ+70CUURZ0dc5oJp+b371bROU8FosZ1oG0lJQW1gIdalzx2iIJLzPUrsc5tMcU8dxDvlh17x13QGW1tJsup7W6IqYJt01p3r7nTPmRdR/EiW9i/7ossy2WDdTmIIixhXEd0554BUSpe587noAF+krhit81mm21eQElnXlqGHGTuWzJy1mJD7+QiCpa/XEjQscjb/vnhtylh+c23fqw05o4T0kLljgtBn5DUtvRj9mlEFcOg2hI11lxs7r9Yy1jdl70+utpbOfOtqEKJevS2onDorn1fPuqIphKhkW8BIHW8Pt2voPvE7ITU9/rEUlD8DPKRfjHLuXErt7tOUoVBmIEuCa9GDAsMqXh6nZDD1/4uAsPiZ3LNceVpwKldn1vi8yuWjUXWY8ugO09CxRrP5isl5VlrNI+7IyW0iLTRMLwiRiJG94e6HQpFyY4Mq8ejOTWel8/Rl0hXCk8Dxoo6tL/3yV96muyIaSQh3YAtrm8qbSm+hWekqy+/p4jY4Cx5PzRAU3Lslrjti6BMxTWMTZxwbFIEheBjvqtqhUzIZNBuFbX5U8vJy7b57QJlpvxlAjX1VAacwvNbStcVxHNz7517PA1QBzpeP7t/NTS1TXxZufbTpu1FJgh00mP4EDMJOdYOEEzWYXqESgWZsww9Vb3uU81Tdgw3x59npfSNpdNy3XcmpVIjUmII/wYrJ/1ajBw+Ehra30+sM0GOy5soMLCppwe8sJYg6343m3jG2z9UFeQgfZ9Qjagiax8dTIc9GJAOfXN9z3VQQ6UsGIyxWb5icrlYyn/YE/3dj3PCxftMasrgvaUrOk4v6nrNTrGguCsetUCT1Hw8nkp+H8Qi/AVZh7eIJddY2Hv5dKXlz9nmbGvUBZxsloSV+bWUnehNcOi9o7E2okZ9Oq4BGYNC57LzSa3nqM2BlwI2+NteL19SPH0WL4lbCTywJsLB3RDJBr0kks7xY7TjQnugP+BwMQnWcn53V5eDn9BPNfk54sMHc3Ei5MSN528D5Xl5cI4E4OP55HMWYBJfxvLSr7UYWLp0yWN5hEu2x9CpM+8gOBTUvVAKhEzyxXHRMzeym3vadUU/ze/pQja/7bxQGxFenAlgjWRCl1nGJrGLKQyne5YhpwTCFp2VQWc23gMIVGNEFnr4eB6FFiLh1MmrYJOKjlXm2wa1CD8Plwpm+1eSdZLsIxDUw4i7hXLVjoSa+v8zd7nyPoxt65kn4OsM3tYUO+cwJ4ehyvGYXBmbbInlYjtq9NY8QVbaJfq6f6O8z/486qa7yw5f7qxfUVxoGRhNZ0nb31ze8ulCFOZgWw5gMgSuwDCtNJP3NqFOyCvABF4aX0s4fwxHEj/DzfRAokR8HXwAvALlP4MynX4vVOacp+IEUdmuvZqM2jBMXLgpQ1WPrhbMq3xzEBDbUNcaZGaOZqJeLZtuCY88ZvgaNDIy+Z3E8svFj8Ktx2Jhc28gLmR39KN8AgkynBsNlqOibU9cQy8rIwMor6zrdj8MrJDSalAlQiFdT7WrFllaxpvZmMvOIrnh4yMn9eydDb45FkwxPz/9r4EMK6yXPv7zjr7ZG/Tfd9bCi0tZWsLKov+V7kIgvp7L1cQkZ8ievEqiAQFURRRcbkiglcUkcpFBFkEurfQJRRamnRJQ5qmafZltjNn/5/3TCZN0yRN2xQozNdm5szMWb7znXOe712fdwQkZeSus1bQZFcgSHbDqkiZ52TqvlIAlsor3E2vfeevvDaEQrmqGE5gCtustD67wd+6JezIewN58s5n+R0IWruDNqvPbksahlD9StjQhTyEdxciYCQK22oA5jZMCgLqa1rDcKeMQbUuCUH7grN7sY1cShAoolKWiD45dqPFxIM+w2juK46ST/hIo1G1dlSn3ibjmEMGZOE8JG8icGVYm+KZa+l8einU2VPMvfc1ApipfoQwhZXilODLg825I9YGMyRPc1k6plIxjkE0kjKMcHyig6IdMnenQWNYQgjkOuIOMG28yaYtfjvrrelrd/pXV0+HO+9XPiW0BEniLI3yXrghu1clj6YPnnERUhvIcFcn7fQt+Q9eurV7heNYIMO6IdglMTu5v3jaJ7tF/uPY1YCbuM3gwY8zUAbZiiI4CGsXcDOLLT3DXq5Agdf9nTOXYozORyTIZKQchQHxOtz1tQD2jZKh/2N98X1xc9eK++GGfVOcsvjxYwEiAtEZyvBoOmEHfUHLD1uND5k2cKqyhmNNiep5smd2lE2QJPcGLokXIi52PGKlIpj64HIUUohCaYAdb4ttG3/Y+EnlJXbX0tFstDgbsxzWcyOCCReLI4CpVWkD424t6xyzjc8fcdxGdo+OnEdRp9TJMy0jDzgW4bII26ELCc6JiFyADO7IjgsuakytyOdM44ZKwJOYQGziQRRXqu+0kgconU/2de7l4y/r6Hmug1k+p/mHYcvfGUAhaG0jL+sOfs1EDvC75CfWfCFr98wB2WBGFOt4vF2W70HR5T/nYP8c5Gbeah7LaUfrKGTSysr0JZVHe2hIAjN2dn5aFKVPQH1sRyzVBlFwtlHVncEet/0r/5wblKSbMLterki+aGbOApiRMRgmMcNKdyK24q8JQ/tV3i8vPkKNHexxsutlgUyxfft7gkr29xN9pwRxvdUegViQKNLu0gpHsKUYa+3hgfQOsbCubJQQcZYJqnSpYzmTMfEQazM5MyhpGsSA4v64oa/44sHSZ5alZ1zGAtLXBxsu09c5QOqGS0QAmYATNG0HGQSSK3OrjU0XUMF+8EWOQZkzA0We7+ei+FGOWAlI3BnpmQ4K8QwgQqI5TWcVZ8aizz3YfEYb5SuCZr0NmQCNmPSaZFWoI1trX/0cuu9c3rrnhXCBEMlDFa8oJpMoMhJC8CIG0c8w+p0nI7kX6QlIXnBQs1nIg/1Ng+Rfi7uvGXV6DsiS2QA/JuWwHiY9Ux9n7ihTwqXORYLEzwVggu8f0b0EkhxhchZ7bVND5TNu4w2TjeHsa8r0NddlVd0ckA3yCsOreAYejM/AJvWL42EAdcFuagSmTIUKVOjz8Y1QPY8QtemhAA3TJ7ggTgdDp6GI4j7Q+LqtkcTTI0Yce2xT4tpXhgkBfjZmy3MkSZyAU8Us6iIoAvGTtr0RIt6G4C8+1q1qDHIo+lztZAEZ1TwAlfgIAgjHMBCRb6aaGg+2j196zRHjd2bTrcNFNXA/pJcr4AiRCQwgxXgAQJ2m+FoAHNOgT57BCuuuair96YX7Sn42FCliJEUn5NZ8SfUFBSeNhxohtrqgq6bdwI9iS1vYeNsw8Ib9Woz6LqOYMKT4ZOadniNNAjWRTcDOGTHF1sWdhb/8Vt1nf15VsC5BtSZ6rvpeLXtSHAuh8KVNRVfy4D0PIbDYD0PeQkkUW0wUrUNWaQAvsmUiLFkUPFsc0qg65Gah9sHSisTjhfXXIKTkQtd0JsADA28FzoYuIUpRIc9rX8LQX/7BgWnbLkmPGsueWf1fOYnsGK+2Xb+aiqeaYEN/7Fhm2p6HoQttsMgkJOAp+1iyInsDohxbgW3Yn4SgNAUu9E4YJLbrurubit0SQCBYc9q6evb6UtQv7Lm/wS67Nz0fgXGoGHM62GAZMmnkloKHhtZQnQWyGCSyYmQ8DLZv/a3n7c+yS8AQjwLoUkqV3HY2qQHG5v49hgtbb38AD8GNmL2RvIgz7avRQwFACEaCzOpMPY+g3M+tyi87ZrWnr11nv/NozSNKWE84QVX0+ZlkSGmbdfic5vrezCCT9tykFpUWXg0K6UeRcIkYUgtJUDYcciJ8JxluVEyeeJ6J0sOGCUwGjQ1HAVLnqbdSB65hxY+c8Fhn+32y3o296+bLBthWBBXpyXq+IvMwAqj9uM8jQOwIApSVGjc++4Gx1Qs3us1nirIk0PWjnGCSQnH63iRECasoN+dOtsK1X2gadffFUz/7cLbPOYksOxJ9vGs3vzwGNpjFCDCfzOeyT7AEqmQdcNcjqW5N5FcXbehjk6N+5XkeG9YW6e1unup3cF3YEhjwz4Bzuhm/lYuS+DYllffcUbpy7RTBtQpAfPd6z+/fT8tZ4FHE41ctcc/CK7uu1HSNUkgftmxCRQtIMTZuNdz3ZQO67xe13n42Cyh/gnF8HJUJSyMChAJDs6VeaawIHMiURCyjyJ1nHPFVuJZXBbcKT61aCg/gEDdEtYNeaBTUeifEFCeEjPWA7A+ia9pBIh6kw51+8FvFakj+kxRSP2q2o+gshJACHoS7NIWkbz96CmcMUoySSMLKB1VPox1jko9s5/yAo5lfe73we08OcbeHfHcpFJGB9OVXJy6phlnlsOuYkeIK1Kujq5a3RZyPxYgOqKvC+BEdAaaRVCoFFOYk9KeieR2fe4E/6EmjOa/lEaPF2MqyldKZrebnJS5/Fm7omaZqFbm78VzY7hyVS+cJKv98+uZXX3Y15wH/Qx89DHT62N1hX+FCurHKV5ygpFxlm3w2LmsNUgyfxdXb2Z/Kqk47t4rtXjfbrVw9m09fvP2wHb5fPgRU5FqabkfSJIvUMTUqKjIzNG6UWaFEXRkeSMtt0dOpWHT2xztovAazM4eLn4IWUkJeWURSsbniOK/izmh4/6k2IpEN7rNb2CxpnFfolYqRycg9tHT9M/qSzr/jGEMOZF3SI4WBtFGNR9NMRcFpETAddww82SOZrrRd6Xu1qNZKz3O0DOQGALOLpRke9Q5R85CkYUASozzKySiN9qS9kYmU7c8ZFXo8Az+/74HMXy80miOcM9jBcjJjHOaAIBvn1OZvnB0M+2eJSGtFrohX1xLEB90SKbbxJqU08qt8jszMFBzJPvFfOtvzPwK183mMRY6PjAapZ3OXrJQSLea3VFH6MvT5ESTc039QKFCAKTJZ3CjeUNyBTbUQLJ1e9s+bfT//2J6e++hvOQVaacl0PwXdvxQqTaPN2WOg79RYU2wTVaHpbzuaxUD3s8sc6Z6W3vHiJN/Mi6v6W/e9+j6G3pOgwEWMzCAbAdi84JSRSAcvAt0UquuBriEYbBtMYeTeh8C9PAsuWD8Z9YlIcIE8kRXAsTZTHM2awB1YwqNsl3CATRNHsj1Wg8dpT2yjUF1AE12M7HMv5b33bofsc9c5pSjkQa5dF4WI5WNKIjxLK5i931+fD/srbrMMVxxV2c5H3/N5iDXC1zNaKmLFNur9IlQGJGG4GXFDglIO3tjiIevgSdwR2SCNXatcltJDOH+t9+SULymfQx2XYjp/unanYbKhJPhCIexREdENtd2uYwukiexta7/HbIRgX9lOW1djHLz4R0xiudZzBDpnpL/ok+QbEZowQgODgoZcQsuCuRKCgUNBhqbBkoaGid+RVEW9BCFZd3Xe8mJBz330XoYRf5K9a/U3Jdu9lX6TuPQcQq//LE1e8qykGa9ZYf+c9NZ/Tu69Xc/PuBnSMg9UokRqgbtrA7FvvK9a5Gc3xZVdFbHonPOOarMhpwZJl3PCk07XYS+UHfFAislVfPLSuuMBsZlumQJECuOm9kCUIIG4uAi8hoGbi1hSi/FQDAcTdx5FDWA1EvNIKsNrBKyyVCT9XWk0KVEeLp8B76JPrN2txFD7kpg06PD04kKtTLK3rH3sIECM5LQqPNSUCE4qZtcp4n7kuCWHLnbtZJ+8bctNhq4VsYoKTHc9WoaEcrZrWchTzkhjVGX8XHkqu0Q+jU1DUd5LlLnsLGkS+4g8q3tDBxG6GIR5l7g/x7Uns0GudY9Ax03PTwyKvv8LV/EwzdIxrqC4QS0/r6gDGY9RuYWMjxzSmYEQJlJG4By72nKcp90vbfkbf+hwPvf03tWTRcP+NG6/cTDw78JN+CRsIRV89NndUecUSBh/Y80uye/OcKvXG3zCOfu6O9RrgU8+K4agzD3I85yOeKoYFWTttcq7/vE3yZpSORBa8GfDmKXYVoFhNNT8jyxt9LPC8it7BYk273wmjDl2BFh7gq5kpC1T2d/UaMMDef4RHshjOZEdvMw4q/3bqL5BMAAzCuxKxMdFtRHJYE5qZYV7AOBQg19ErEPGODSgB/6lZeNQYOWxHPdE1+XwXE/V/rO6wAg0InZshIjwEOIVe9nYDkmsg9WC5ZViR+i7GATGRkiWXhUh2InAfpQCaeaBE+3Du7V9XU1nw7gJvvksohHmUJCx1+Y03hoAxVPIuyR4tuj6hQQfK2YRbxJKguOtUAh5yySlZq4w3jJSaaSpPUVkuiA3ybXuERBt4RKkrEyDtAW8wpDC3iKdN5rZVW3M3tbM5AUjvO/sbU24FJDOYI0J+SKwsySvZMGWV7EjD6DcurVTnJT9KYz1CGTx1eB5fgwG2h39MWKEif5629pt4CIe4e5dO4VPPG93d6d6LVBlbrf69b1WizZvy29+s37+9SenTmavwx7x8efunkjYDF8jSb7LwHQ11palvLTsgLdPSsGC06I5LeW/d9t+8++8YL275cmoGS6ZAnsgokCsRmZLNcwoTKiZqPkj9n08X+By7RUk8Txm2aoKpo5XzLdZu4NgJRMUz4AvktKIz74DmjypZ5Bm4EQTUX/J3imKELHfoxZtlWMQH1eJPvmzjkZ3FGx5Dhx8gNh6SGTZRp/JxkcgDdMEzadNwLf12d/f7++TL71UN/astOPxeABPFogsPcxi29bsS5/10amUGEyyGWw3AoLNYmw7VMgOkSiIOKu06r0ivaWQqLNSK/HrYR7SlASx0+UkssOvv4h8M8fOy8wLGGkgkQA2VacD4xyE/2gEJo4EJLGuRvO5g6h5XJL5qeaACgA7zdHcT+LPh4u1BzFMK1OGUJU3Z+mhOzK7ca93D6Dqn9VZPDzT2LFmgTLz/E29Vun+SNWZkZAemHHWhHno60b0gyayd639OrV/pN8OfluSxatx7CilQZHqTZ3AiIBFUSwRBXk6ZKPZz6T2/47t3L5CTqFwhC8QZ7E3YyeDHQNlLZ7D4S/HDa6CAhkPQxwPAXgd4f3LNvrchIeEgI0umiCKeBj48nht/XsWhzV2Q1XHvoum/8FKpi5DLJlfgLQPB5PXZbq/qGVe8Y4BRqEIimd2oVqt31whrfJWOEVeZFdqQsZJIduypZNlC/hSkd+2O6q4JM12bUv2wTGzwqxgMUxC9SCABa84zp976vYzxhZvQqLT5SACht264uJRMf01fM7ZyLpuAmJPwJQATxASPDKTRWbOMCFGzClhyicmM3FKxhRGwlq2IR8Ng+sUyNeY91i6+2+g3XoHHvQnRNNdjirVm7P88Nn1B3rnFPRquZUyqj6AbWHmQOv6pp6/z+9XOlnlmkOGg4E2GKLfHu7cXxBQwzchTOBLuJ2iBkR/04aUAzJHG2Nhwa5o0GcXhcaYMDehBr62fNrMGag5WcOnL2w9GSBGp/ba29KLVtpaARUN/Pa4iJjZCQBIgsn+0WcPxAgQ8nysKd658m0x9VT5/IcOzU60s3exUbXuTiO9ociQHywO5oFyB48k3WDUR/QjC2L0HSROr0YlmLM3Cbr7I3YSQkZO6qnLVj3qUUaJRfiw4wjiU5gGqbQ4/nPWikmITAIkQZO9sM1NeN83YhLKNJgGCOxd9pcyVuY9jTkg6xoaihDG4Hg3dPfNQwtwwtlV7cxcB29JLeUc0yB2bYQ3WqY/uwPxZbL9SEs8/hSfcP62vtIvDm3V/5K3naJVQhpMm5Wvng1Kn8MvetemZDRGicpqU3REvWLluwZmPKgsho35etgRBQIspJ/QiODPe/Zw+8F8QX9g3kBBDQQy+sdrat6//jJ1YHRX10/OGz3UtnUH7JlrhSBRVWHYsp2iI3Ytew9AvsKQWa39oHV2bbzpU2RjeU/bzrpLCh9pmD92dIv9BOoLdMr5ISZAAyAVEvmLXjaClI+UTmIv0ax/Opp9y2vDv/f+DMMZYCTJJsgw0bA4FUI41FqiBc8gcn81ZV0QcnvqMxZIgs5OQrR2ZhKCuSfPz+y4uc5k+nNdtx7WzLXuEYCWfgAzAkqNHhoWSnFxm1EtAiDmtMCUQikvXUBGz4YiktOE17qrxJfUMUvfHjEENMkUW6Pq0VpHkjvYnGGLPSqZ7l4eWqD1ZBPFfmEf1SpXjjv0y8lZ+oPbUKJw+aIAD+elAWIk9AMy8E51R+g985m+83AD8U/IDsQn60K/KJ59cnp1aK+biu/dLej2V1zdfgzKly3lB5gUBScGmG55SGYywEAAzx8egtWhlHDVxxOl5eDC/rq5Z809btWGk96/Qz09tESBxLaPfXM4D6wPmuwmqI+ft5P6n5Cisw/SvW46lgYe8VZbM1e4hnGLbVlf3jTse6RNnZINMYLtuuQUUehN9gSq+DJdsO1bcc5bUTU9A+BdE4+3TtcySdpyPkw9mrkboSi3lBf8sJvNpOuRzO7yw/0eW/bPy0Ki72egTxlNXkvPJlEaAtUe2CNiKGZRhHAjkkA6YVKB/YykkXAgHyEanT9OJlLfLX5kaFkfPK6tUBKUrlY+Y2N28MmT+7TluHu3RC07eVoyLWw/FlX2WK/2w0bT6Qjf+a0q+OfF7Q4WxRw5kUqOQQZrIRcuWjEgDdmCrBJGdQI2MCEg/gk02Y5x1xfF4jJvpZP8cmaibLhsWeeC2/8CcG3NCVrCmLTgtKHyQAUktpWwQq3eFCnb7W58pdAoUIYBiM/AVZ0L3U3ijrUZAad/PxmJ771P293yctQMCncg1OegEJB/BW+2hqHj0dPBXwAAINpJREFU81L3DIdAXrIkVTR3frrggkfz9v22SU4fkNulxvIRZYeMfr13eAp8psBgqzM5V2qXt3LQvPfs8qKmO05Hjc/boY1cLoZQGZ3CnQxkaKCEBDIDmK0jDMqyX3Rs666N0XsOy3LJAVmPkXT/faVPi1h/REjF5ZgJKVasy82LYaKRIp2J3vFHXs2QEgBFjt6KVS8J/uojm3vsasgWcRzOKlYN07k9W5WVN/tjanCr1pdYljlTElMbejNCDFVnHtbqz5cV9U+SoI5K2UkAmchmIm0GoZqsAS40Iqoai6o9Cby/5SS9z0TcqGAdx4z/cVHjwe9O2FfbwF7Zmswm+w5V347Yj1smnJfQC9eGEuqmvUu/s1fvXPVE3oG1dSNqG8r54TYxF0R9ejRQqgryOISWnYOLOxIW9yo8Ok+DceSkBB9TLJ0lOWWCw+uF/MLf9FWo2UVqGgKmv8z2ln6LX9r3JHbEeZ8CX5g7V5wjyRGk4s3vlqiy3V7UcvtI2ALPBQvbhQiOnVpkq5NjIsJMRPY2cO1VGH/WvZ5fVpNdP/tOj2Wu9RiBjhuem+dTfA+rkn9uGvUMvdqQPYxiZBEChqFSRwCGbYu4vm5sSSiPjP/9kWwWPXZ7QosemFWtGgmX1WSmJ97iM49kP/XWqVwxxhKF0dKUJethCyKBfEjbwyaATFAflwRlZMpOMbAMspEINg0BrAjM4lAlSQrDvAkmQpPVoEyJgt9kwQ8KncQflxyovX9kvNM2VVRAR9Ywqm2DEFGPq6bVwbSiOM96soa015h0dqz9EqZ3iTWPfYQvHd9vzJpXO/OqjwxHHsxwmPgW4jrPsU07ofjl5/m4c1cOVbfclY/6rNLxd2Fe1BVd/2FfpIR0LKid02AI/YrgSre/GxLiUJ3f0fbjVq+bqkO8UuuEfX0xjxCf3EuxUdGHaucsme7Lv+r74R3frQklm/1BpXUVhy20j5YDsj4GJbXspbMFLn1PFZULINMish/VEvGQkkcFqhUMQioz0vFWgMedqht6jD94Vtad0sfehu4rVGfKRw7HeGDEQS8yvNeu0R/R2PPKFMWRgnza0i09f37MaD8NdbIngxXIpwhKgyzZ2z/LhzX2XOdoy48Y9WfIkv+3MvefkbQpOFNA+deMPZHIqEhgTcImRmBGrQOQBq4W+Etk8J/p91yzu/m7TKuWWLQY2dwJWZMQbmAKfsGxkUwtKKaOWk6yoCPWOKG6cF1pYYRqzD9hVUqveGkWF+VlsuX7JhV68Tp3lBdQlefpjlQiGeZsVDBegFkhD7aq1+Wg8kzPgOa+dlMGabCsnyR3SiS3dpZ8gwvuiM527fbCAVLTPCBz+Q1CQfHtvGTmEdxdfR37VPiOpFHcJNOYqG0fSHtwd6x6BFmUj/FZR59EckDW95Xn2o2vjkGY0b/AJflJFLGlwg5RDJYJCuB9uKlfhYXsLz4hWM4fOFzP73t3Q/ct2cNQnXqeIfIGdfL5Fb33jAfQB0aNaTK3DQ5G2v+xmj7NBenfIaFNB0qQhw5s3UTnnm7FOb0CAuP//g8+rBrLCNcZWIojY7/ryPcEhbxrYwjOzMY59exDVgzM3FgotC2i3K1rNduOtewaqfiJw9ZF3iFSVgBqdXJbwBYLlDC4a3SFWSpwUQggrAP0D3AvQK9GJkVaUcUYi4odrOjcBITk7KF67rLfZRQZeRxhMmXHWgjZ3bMHeN04DPxw4xBNT1LabBAf7rA06x9qD4LNuQfLxqlB53KEz8wHSBVhbGyc3X4wcK3lOvvbxsKyGAHcbTvPuxG5upOkVOpufpTSfy7oziF+fEXrdL4bWZhhy+j3BE+xH9y3V53JKpoqUWSnT4A2K1d8DS7voBQJ3T+YtLUckA1wA7i3bPBrerwIhJcFyKkMITcJRHD+dl3UWqMPHKneDbCrIf2JpAVovQAr1sCnL63pvXN3w5P+ZFHx1L+PmXadrQauhHGvEOt41zrz9NMiBU3wNMgVt+qGdud1vpEv995PX58ftRr/lQnK75AvmmdCvcyCWRZVsjcUfabloBhFpevE/yJgdtm/8aKjptR4KnJ5OaoxGVJLslkqEodhN4aajpsBISwHuWn6PBEPgTKyD6HfkN6YLXeWa0p8/gCqqblz1Q+RYfG6aA3/RxcPf1+n1+93Xr8OlhcyzQDNkHMGEp3OQeBhgunyUwuGPTcTmRvLuMJHouwnFYWB/wDdFrmBANYOJDfviKbYAy81frzE9qVPB3lQGZ+6tKXfg3X9QHUbQIr5Fd0w7wmfdhHSST44DUV2pnWAqnzY5Av39j4rVF+aCx/Rf4EV+T/51MEVrc7ed733lfv8Ph8B9623gkxuG2/KgqxMXry1Z3fL3B3KRKvkNlFU70DpOsEmansy7PVqFNnuReq4whbNSt54rVLabzZBdtMrXNd/udl8b0AuvLkD5PkWeXd72BAz62VgLCjmAcSSe20jvewaX+nz2X0c6zv2xtnKlWINQonGFaD0hxoUYnYCjMqCL+BSnp4bMiVLJhZZnJAlWzzBVL2zTg7ERpMnEM3csfJi/HZWB4/df6I1BYh2m3VIJWA4nPKL4I7vPF5SP4WZbiH6AQxDb72xxqNF/xEyQGMfFOW66xrHbvrMrnnX8YtnDkq9zQIZSAnvgR3tlAeyczu+mW+68mW4Duf5HGESHB1KWnDrXNHeZLdbyzeP/UE1XSurcuUfwa/7KJuydMVgbb05IKORO0UbmGX9ZkybDfuPLE8738u7K4O6No41LQIN6ksIewhaNiW/e8/UEe902iB1xPOGoF/H+l/jzeKrrp+fCQruPSRE1c3ypqGOpvuRmCiP2lBcWnowWHhemAdUDYBmU+k5NAI1GZ5LhQWQ7NyxB9rqN7/Aip7GIagbQ9oAEBnVlOxu/pDQrqFCul/yB1U1ZGipAHjuFQCJjFhAk7tWCDkayxTLuJnPvmj/UHRkUfu3P+WTlb+mmS0iBqr/XWJMBAToyg5/Z7+mXVyNeLf+Vz70CwEZrs4Nkm58/1QBMrcM12TxKhhOayQ2fYTI9pgKe/Xj8XNvvONSxPN9HbaGmQD9CIX54UxxuyChTBWQG243NLupe6vqPl6Mb1HWL/1gf06QQyN0aCmXNH5oLE65JYo7AphtB8/T2CzpYpA1+pkpXhOQI8EkYr2yjR4z6DueQZ6+I+8rARhF4EsI6oUta747t/Ei/EQ5i90NYR2zkLJ1MWoNzICw0SY57rqIpj0sho0099tL0kLiOsTTneMTQtB0yWNpwExk1MMu9jQXnN9Xr3r7TbZ06EGMOoingE4Lya7eH33FUAE9fucnPtGqFOqQ3MJCSywtFokO1FHwEaL4pamoS8yda6olRJYajqMhGyPuMwIdbLYV58dQLGRefVkApNTfSgkgngYhoJeohtHNstBSXxTE1FEaOGpIeiWLdUUcUSKI34DYcS39frSmyqJjInYqLYEO4iS2MoDPnQQ+ozRQbaDCZQjltQwuJS0Q1jqiDMe0hEJJMkqiEP82Yu3glOEI7HLwI4jITRuKIEYAp8pM3woMBpDbN95B1r4jixM7b77+p/9PDKnXYMjHc5AtHJJacR9y7FMHlZLAI8VS+Cd3Ryu3X3+g8DMlC648asnFnkOSk8h6jsYpukxVl1iVPsYy9HEvTpi2p1mRV6iCb6IOG5Yf8DUX4Q+7EQoRhkzfjJS2qXguGsFtVYPYL4rC71IxUwha/dm1YsltiepXhimWdCmktYWkNYK3azMAbwuK/tYzVhrLBuY+CRU2zkqK4HkcgyiLMQBH1ARw2wRbeMdU+IHreQF5c4dcEjvWy0T2LTQXdrJbERuWgG3rSZYW7ZTfDEiGG1EUBV401PaBgQsPKnRUOc7kVAfbr8SIB66v4y1qv2MxXLKr6KEk1bEIVDPE7nqQSgsIw/FMOyAHbGATxBJQ8sQQmoIAYTz7WH+fbupnby2+D2M5cEtvf3WiIAk3yFz+CcIvDlvfk0YZwOeFUSIbCYk0VCjFrTgMDbYYNLmUdgA8MkCH6P8JfEAJCq8LbAkAHbAYyhgQDSEwEnUebKFeT1CLDlKjbTppQBUuJcogKX7CaKTkE0e4LNoICsQIgQwMFZwwrdks4AdwHQSvFb1j/NDIFT6suNBl6+bp/+eCe+a1q9YfcOSpRE6KwfIO1dcLJcSDcNTSTPNf38jfDeZXJJQPsuUkskEO1Pt5NaqxiSyAWskPOrNYyyWthcNHkGRECiUFR1CM1xRE4KPoIIJU8dBBUqA7ZF+XIEP3Mu5fpUDXl7iVK+5irjzKkdy9qFn4R5SM28MMLSnNvOAI79KV3CteSw9Y/Uqg6eqKCoHNmGGVYc7Gd++bRiBGnUEd9tUIcv63Dkn/U+Hpl8Zw3rGKiuUtM9oABuPgHY1hoFQpoMcSYAH2D+cl5jjku6J8kwxfj5GwuNUeCMc6+OgrNU2w5wbBHW/HDUCWw8aAUnueNJ6VW9XsTDCZUnKWit0tVmawZ/QtoA9K4hMeVJ8cAZkkmEEyhXLdlRDXSjBupB6PCQmdDUlZdGUvfUeEBIee5yOWcVJ6+3o/FzTo7AIEJJRCrlwFARg1d0fv4wpq0YGixQkroqPrKN4EulnULUVuGDeYYKZT0HsDsgAEN5yQkWd3qI1Onl5s+w3DyYBOfgZd6g8CgQpd2ZLcmhqbjRulgdV1rMs0vM+LY53zXbZ8OWNXVGD5TpeXDuzlpjFf0H77lwQuT0C1cy+EiZLBSWoljjjSCjBpYJnyxVG+ExKdE5Ql2eS3za0ZufZNiuAZZMsB2SAH6v2+GgWTgg67pnp0cAf6qlB/s+J2DDcP3JNsHB4BEpAsLEdghijALdUBCQ2zMh5yGCsEzLaOtYYJ/r0CS3cI4xugbvVftYiOkW1LOe8zUDH7+/vh/ft/Pm/LbVetvtnX6TH0oaBJt2ras3txABwM68sFVj4B6larwjTQy9oisjTVEZYWnOlufTl4jbF1SaVKXtuMyEkgRZz6KG3GfKSL4WE9A8A2WijwHlhCCqRLMdG0ArfEJt167Y4111mi5beQpOvtIhR03DamBZSAAamE+pZEqhzRQU0DIC2VVHsfrGwIm2FpW7A0QQDtiCuk4S1NI1dOAzjqKmYvVaEoPL/R0tZmFfkEu7y83jw5nHVl6PbAbU7Ht8cLonQ2xkgG+ahH3Z2Pwir1ONFJwjBoCwpqE9RDai0F3ZIGTTTBXNQuQO3Rs5RoGMWHy9azfuLxeh85B2S9R+QU/kxR0o+4rfu4bXWAx6kQcyA0ApfVQoXsBGDBKA2zvMPegZoZgE02G7gKDENeqWAlJamCz/zYq6fwEHR3nQJPKyqYOEPzSy0hR1TaVDlS8HcUEwubakBd7G5fvxmVLhAJYSLvHkoYvLsMUA7NTGBVqwQrXYjcqg7XbVMIgygrHpY4E0KdkAR6pSHvtlCdTGr0SpLGJmsv22hWsYuVOTD72OwF4y2PW4z4xWgdgBP2I+pvyO3PsqRvvRRNhjCpAMhcldwuoLhRbVwWyCqkuFG832jUgIxjYz+4ugpgjfMDZNFn2LBcEXU6XBSasggIFeiOko0L6dhwkyoWjxaEuQlxfM7iydyofBUHpk5gonKRUAdTJrqOWr8eVTYwxsEcJmAiAmECZjAyH6I4tInapwa+h2qNSDiwf8GqqkM/hhcYy6age3RTzNRVNYDvAaCkfnbqBvOjKyi+G7Hcua4PBXpRj4CkLlK/F4Omjmi7p0D9JtpxmCXYeaC1XmPuZG0AMqA9kyLIBInpc+ex0tfL8Q3O76gtB2RHHaJTawUok3E8bJsU5r8ENCe4txjyIAnOXLYL/E7U6MlMdt0fBGYCpDPE33dqTD9q+IW3g5P04lEWzURXIlD1VBjroWYxf0RK2WnZMzpbsNzA7mOQ/UeSweqCUAwb4APDswW7j4nH0K/i+Se7c5XkjhdQdwd5A1EEpzKk1TM3mMRjvgMP/CKbWzsU14qBWkKDicgKyLDdk2PTSCE1IWZLhSNRushw61gdG1VaDFUL5uxRaXeSMdatqt/H941qLxFc/7X0lJE0VomHc7d9kGkY67/qG73RjUHK+Ju+Gd5bGPyxFqEZmDn0zcH2V/iCBbsASoK0fDlnxcWcLcGOKloE0QENXaBJYKlmx1aGT4KZKg+e17/IweAu2AVkAZcXRk3OEvgTUpll+oyVkhoRryJ2D59R0Er0B4M8bWmST3JF3ZJFVXSllGGqcPEosgBKEDDiYKpTJFGC7uygmqQID6+lItdRQd/QZaop6oZEACyOCcEdJYxgv6ftIMzKGFBk2SuS40AXNV0MPJAUPh8aE3f7Oucv8XemPKS8k5cAqHsSKV5HQkLFJcQOKCtEYbNQHGaCUMI2sC5HLlakdfFX3Fn1NllGBtVyQDaoYTp1VhrH8hI1vO1RANclFFpBBTYIxKhlXr3n6dAJYaKm39O2XhUT1acO/TC4JXoYWXk53OVe6hHecZfClpxiAB81AGMzHggyOkPygUVFQu0fgA/mfdsBWxJRtEK8ICTx5mxUQMZhJS3tsCTAxx+2ZVQuDtgSXmHEQ3or8MCAsUdz7aQVEAA+LsBHS9mSX7alAp/N9DgZYXBIkyHQjNAHp70HItNYl03bYQu7on9Fyeo7k3b6gDLj9Y7nls/gV3TZfOiMITVlh2nAAYDXco2SMg+C96yUismmvckiM7ZtADBCFPrrxOThLZNABB8gwgze3JJ/9y7aOY41oLQBFmCNSK0hOaUHE91O+xyowYLAA3eV8eUz6JyRr72qmEvhPMh71ZjKAKCIVmHtWyGJ+jkbUcra2uOY42ReJMYAmDKPxYBfYoJHoyjV6YEpgNQTMwGkGGoSDXF1RBGgymJh+/mS+k8bMgpXWYKfzpQmzR0A/HKzGlWuJrAiDPUrqE9AtTHg6/bGiQYfO4WG4CZUAw6DQbYckA1yoE6V1ZbCVvWw2/lq2k7+OSwWXh1jzd1d96br7k+ZBaANtAK3M5Bsf/yaN1azr6JknZ4SZBaEIuNA5aJUybQJ6YfABwTWCnQQG5IQGqZol+1c7WpBiECBYlcSwU9ABUccZGirABnHtBUVlhvLNDVV1FyDWwHy07uq0wHJJ08ptmBIdsAY6tTVCJ5xufuGJOCxYe6bMcFl0C8UMjavwkGXNLvPkb35OMCH+oz2jrVzlRCR1BIYrNuvvDILJmXej4N9KcdzvqCD/0gJKD+xjAwbTXZ8e4oR2e8Q5U8zCYxq7o8HewwfhB1oeZBDneBgtxloPW/OYmWDBoeB9jWY385ou22d6iigd+XFZDWstVtRGarTA/1WI1NLgaTWZ403PNsi7ZNwEbcNBD97x4wZO+kOGFTrvm8GtXZupVNiBK7l0bY/uG3fTLht0YhYeKkGRRIudTxI2XsYEyykNRWGV91NxnyG/qPLa3etMUrGjlQQ2apK0H+Sgg0/XhqFMeB2lwFG8J0jbZKlbEvSIh74MCvt7dCPUanCH6ldjOHWSwN80kCf+BR8hnkF4ONnV2D5Lqx1p7dNPm5YNG+ZFo6vlR3XZkicr8bDdTqMaNXYAbl3j73BCJ12f/SQGIufKeUFrrbjKOIEW5AnVvTaGxU5gTDkuCnzBxuL7v5nr5/7/xg3KGrUhHHzlGxvFHx/21ltd+yE1DoO5g44LsEvBjWTrnwCdlpq2eXs3QBeNuakzBpXMcuX58IvvDH6UL98gRfUPuo2fTHmdFwHYeAGvxAuhYMbY5JRNDUn7hgs9TJI6u4v9O1ayWbFXQX+tozU0+GqkHog9hwGPp7Qf8IR+mXv+XWBjXsdtNxL2D7lfwlhzox9+yLkNF4AaWAs4ryg8vJa6FArR4V3vDDQw7SN35o8t+PeG61EqhkC6zIRDLTgdAWgYdjwZBLHPlFuW3Ek6NvsLt926deDPnn060cNlRM/miwdvzMvPp25/7GL8Ufe8/J/g+5/14q7pMS9I8XgtKArjgeUd+O8B1xd63QvQ5TloLsWTOs+Mzip9ViO1b2PY9kot+6pMwKPuq7PTh8cJsnqfJikpgCHKGi10bbcN5nU/HaYTU31rj956pzd8fXUo5Exhf/+euHWpzdEWm8QVHkenjAf/HgZDUWEeozAMUe3tkFAvW1z/j1rBjrSkqaykKFYCxxRvBpq9bmQfEvwYMHvyGsAji8jjOsJI3/UznJ+9NJ9c9vL8vyi/WWEw1wBz+X4MJMDOnf0FLfhAeBrwIf0m9eK7nlPnTIDjUX2t84dLxZEVHUE08WJv4tW3/l0cePprVYK8m8fZkHCfQTDEiusFUv93ueIt6zKLxt0DBkdMwdk2ZH/gL+XwQs1lvLf2DgGg4tTAVtV2VGMzR/kIfnv/Y/89G+FDZ/vcPR8ABhs6r3OFk8GKjLBU4JIU9360sbCewZ0hFzx5BXirvPH+iKIRNVSblhR4KAQrISSNIzXRj1AFv/eR+h1QMbmg+pZDoq/RI7ofHg3EYiLxDCYA8j4DeMR8jURPsHYASdt/vT1/LsfOGIH7/IX6JuobVtVKvudCWBDGW2ZDuLGeKntuAXQJIkXqh2S7kHwnFddNnL9mIOq8VU5pJZSXirZwWhE4ADxiqvYyCuB5/MBJDzduyly7zFJY3TaOSB7ly9+7nDv/QjMb7htlhiS/o7A0/GuDQmhP4jJgBl5flsRqHnBxmHf33ayer+opWwayDuWC35xFioloU99dAr9QbAoXLJCEzIK7ttYePf9J6s/Pffr7lwHwdAebtnuOIRgTOakJnJwrnEuA7SIs6gdESgHkJpfI8r2PkRcNzBd6ER0hcUiUAAaFeuuec+5/2jTpsqK/wrk5l4EyXUcjBwSAK/R4cI617X/lE5pb2wb/uNkz2MPdjkHZIMdqdx6H5gRgAH6z9wvXQ6pR/bqMgDJiP2XgloJPshVSxW/KfaLHhDPAJ3Qn3694J7L8UUfCHNiQ7Nof1mBG3V+LIXVaywUgz5aE1AWDna8HUbMvHFz8fdWH239wf7uVm4sNFlynMAB8IxPgGo8AiBeBNOVD8eLA7MOgnpnH8CnFkJ9PbO0RiZGkyzSFfbSGrbZvHkI08t6gnsdGTu9hN2kaM2FshYwgoamgEBYS2ak1ij4oMr60Dt77aOfjzkg62dgcl9/MEdgYeetkxE4tRaANAzBpiw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+    }
+   },
+   "cell_type": "markdown",
+   "id": "2f47a924-43fa-4e8d-8f9f-5acdb95d3faf",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "![image.png](attachment:e3783a74-838b-4c3f-8cf1-8d8cce5ff7b2.png)\n",
+    "# Getting Started with Graph Algorithms\n",
+    "Neptune Analytics provides a set of optimized in-database graph algorithms that provide implementations of common graph algorithms which are exposed to you as openCypher procedures.  Graph algorithms are a powerful set of algorithms that can be used to provide insights into data based on inherent aspects of the underlying graph structure, such as connectedness (path finding), relative importance (centrality), community membership (community detection), and similarity.  \n",
+    "\n",
+    "Within Neptune Analytics, we currently support algorithms in four main categories: Path finding, Centrality, Community detection/clustering, and similarity.  Each of the categories of algorithms is described below with links to specific notebooks that provide details on how to use each of the algorithms.\n",
+    "\n",
+    "* [Path finding algorithms](./02-Path-Finding-Algorithms.ipynb) find the existence, quality, or availability of a path or paths, the set of nodes and edges, between two or more nodes within a graph.\n",
+    "\n",
+    "By efficiently determining the optimal route between two nodes, path-finding algorithms enable you to model real-world systems like roads or social networks as interconnected nodes and edges. Finding the shortest paths between various points is crucial in applications like route planning for GPS systems, logistics optimization, and even in solving complex problems in fields like biology or engineering.\n",
+    "\n",
+    "* [Centrality algorithms](./03-Centrality-Algorithms.ipynb) are used to determine the absolute or relative importance or influence of a node or nodes within a graph. \n",
+    "\n",
+    "By identifying the most influential or important nodes within a network, centrality algorithms can provide insights about key players or critical points of interaction. This is valuable in social network analysis, where it helps pinpoint influential individuals, and in transportation networks, where it aids in identifying crucial hubs for efficient routing and resource allocation.\n",
+    "\n",
+    "* [Community detection/clustering algorithms](./04-Community-Detection-Algorithms.ipynb) evaluate how nodes group or cluster into communities of closely knit sets of highly or loosely interconnected groups. \n",
+    "\n",
+    "Community-detection algorithms can identify meaningful groups or clusters of nodes in a network, revealing hidden patterns and structures that can provide insights into the organization and dynamics of complex systems. This is valuable in social network analysis, and in biology, for identifying functional modules in protein-protein interaction networks, and more generally for understanding information flow and influence propagation in many different domains.\n",
+    "\n",
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb) evaluate how nodes group or cluster into communities of closely knit sets of highly or loosely interconnected groups. \n",
+    "\n",
+    "Graph similarity algorithms allow you to compare and analyze the similarities and dissimilarities between different graph structures, which can provide insight into relationships, patterns, and commonalities across diverse datasets. This is invaluable in various fields, such as biology, for comparing molecular structures, such as social networks, for identifying similar communities, and such as recommendation systems, for suggesting similar items based on user preferences.\n",
+    "\n",
+    "Many of these algorithms require interacting with most to all the nodes and edges in a graph, often in an iterative fashion.  These aspects of algorithms make them computationally expensive to process using most normal analytics technologies.  Neptune Analytics has built a set of highly optimized algorithms that allow performing these operations on graphs of any size.  \n",
+    "\n",
+    "\n",
+    "## Using Graph Algorithms in Neptune Analytics\n",
+    "\n",
+    "Graph algorithms are integrated into Neptune Analytics through the openCypher query language.  Executing algorithms is achieved through the use of the `CALL` clause, as illustrated below.\n",
+    "\n",
+    "*Find the 10 most important airports in Washington*\n",
+    "```\n",
+    "MATCH (n:airport {region: 'US-WA'})\n",
+    "CALL neptune.algo.pageRank(n)\n",
+    "YIELD rank\n",
+    "RETURN n.code, rank\n",
+    "ORDER BY rank DESC LIMIT 10\n",
+    "```\n",
+    "\n",
+    "### Invoking Algorithms\n",
+    "Algorithms can be run in a query by themselves, known as Standalone, or in queries with other clauses, known as Query Integrated, where their inputs can be further constrained or their outputs can be used with standard openCypher syntax and semantics. \n",
+    "\n",
+    "For example a Standalone algorithm invocation might look like:\n",
+    "\n",
+    "```\n",
+    "CALL neptune.algo.pageRank.mutate()\n",
+    "```\n",
+    "\n",
+    "While a Query Integrated algorithm invocation would look like:\n",
+    "\n",
+    "```\n",
+    "MATCH (n:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.pageRank(n)\n",
+    "YIELD rank\n",
+    "RETURN n.code, rank\n",
+    "```\n",
+    "\n",
+    "### Algorithm Variations\n",
+    "\n",
+    "Many of the algorithms available in Neptune Analytics support different variations of the algorithms.  These variations may provide different outputs for the same algorithm, such as `bfs.parents` and `bfs.levels`, provide different implementations, such as `sssp.bellmanFord` and `sssp.deltaStepping`, or may provide different options for managing results, such as `wcc` and `wcc.mutate`.  In each case, it is best to check the documentation for the specific algorithm(s) to get a more detailed understanding of the available options.\n",
+    "\n",
+    "## Next Steps\n",
+    "In this notebook, we have discussed how to load data and query that data using Neptune Analytics. Below are four notebook links, each of which provides a deeper dive into each category of algorithms. \n",
+    "\n",
+    "* [Path finding algorithms](./02-Path-Finding-Algorithms.ipynb)\n",
+    "\n",
+    "* [Centrality algorithms](./03-Centrality-Algorithms.ipynb)\n",
+    "\n",
+    "* [Community detection/clustering algorithms](./04-Community-Detection-Algorithms.ipynb)\n",
+    "\n",
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+   ]
+  }
+ ],
+ "metadata": {
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+   "language": "python",
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+   "mimetype": "text/x-python",
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+   "pygments_lexer": "ipython3",
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+ },
+ "nbformat": 4,
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+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb
new file mode 100644
index 00000000..a83fc0ef
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb
@@ -0,0 +1,572 @@
+{
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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "0f1fb7a7-0fce-466f-bed5-711160b660df",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Path Finding Algorithms\n",
+    "\n",
+    "Path-finding algorithms are a category of graph algorithms that focus on finding a path, a connected set of nodes and edges, between two or more sets of nodes within a graph. They are often used to find available or optimized paths based on the existence, quantity, or quality of the paths and the values of properties along those paths.\n",
+    "\n",
+    "By efficiently determining the best route between two nodes, path-finding algorithms enable you to model real-world systems like roads or social networks as interconnected nodes and edges. Finding the shortest paths between various points is crucial in applications like route planning for GPS systems, logistics optimization, and even in solving complex problems in fields like biology or engineering.\n",
+    "\n",
+    "## Supported Algorithms\n",
+    "\n",
+    "Neptune Analytics supports the following path finding algorithms, each of which has a few variants:\n",
+    "\n",
+    "* [Breadth First Search (BFS)](#Breadth-First-Search) -  Breadth first search is an algorithm for searching a graph by exploring all the neighbor nodes in the present depth prior to moving to the nodes at the next depth level.\n",
+    "* [Single Source Shortest Path (SSSP)](#Single-Source-Shortest-Path) -  Single source shortest path is an algorithm that finds the shortest paths from a single source vertex to all other vertices in a weighted graph.\n",
+    "\n",
+    "## Loading Data\n",
+    "The first step in most projects is to load data to use for analysis.  For demonstration purposes, we have provided a set of datasets that can be used to demonstrate the features and functionality of Neptune Analytics. \n",
+    "\n",
+    "The cell below makes it easy to load the `air-routes` data into your graph.  The `air-routes` dataset we will be loading in this notebook is supplied as part of the [Practical Gremlin](https://kelvinlawrence.net/book/Gremlin-Graph-Guide.html#air) book.\n",
+    "\n",
+    "The `air-route`'s graph contains several vertex types that are specified using labels. The most common ones being `airport` and `country`. There are also nodes for each of the seven continents (`continent`) and a single `version` vertex that I provided as a way to test which version of the graph you are using.\n",
+    "\n",
+    "Routes between airports are modeled as edges. These edges carry the `route` label and include the distance between the two connected airport vertices as a property called `dist`. Connections between countries and airports are modelled using an edge with a `contains` label.\n",
+    "\n",
+    "Each `airport` vertex has many properties associated with it giving various details about that airport including its IATA and ICAO codes, its description, the city it is in and its geographic location. A full data model of the `air-route`s graph is below.\n",
+    "\n",
+    "![image.png](attachment:9fc8dff0-a0db-4235-a244-3288d5dbfd7b.png)\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics batch load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a4031ca5-8aa4-4a77-805d-ecc7c13bd02e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/air-routes/\"\n",
+    "region = config.aws_region"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60cdf980-80c4-4a19-9a68-c8d9217256d7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "370d9648-92a6-4d74-8057-2cdea058af44",
+   "metadata": {},
+   "source": [
+    "After running the load you will see a summary of the data that was loaded into the graph. \n",
+    "\n",
+    "Now let's take a look at how we can execute algorithms and variants."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "03249509-9d39-4a21-908d-4cdc403b5de1",
+   "metadata": {},
+   "source": [
+    "## Breadth First Search\n",
+    "\n",
+    " Here are some common uses of the breadth-first search (BFS) algorithm:\n",
+    "\n",
+    "- Check for connectivity in graphs - BFS can be used to check if there is a path between two nodes or determine if a graph is connected by exploring all reachable nodes from a starting point.\n",
+    "\n",
+    "- Finding the minimum number of steps between two nodes. Since BFS explores neighbors first, the first path found to the target node will have the fewest number of edges traversed. \n",
+    "\n",
+    "- Finding all nodes at a given distance from a source node - BFS systematically explores all nodes that are 1, 2, 3 hops away and so on, allowing you to collect nodes by their distance.\n",
+    "\n",
+    "- Solving problems with hierarchical structures - BFS can traverse tree-like structures level-by-level from root to leaves.\n",
+    "\n",
+    "In summary, problems that require level-order/distance-based exploration or verifying connectivity in graphs is a good match for BFS.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\"> \n",
+    "<details>\n",
+    "    <summary>✏️<b><i> Click here for a best practice</i></b></summary>\n",
+    "  \n",
+    "Every source node passed in initiates its own execution of the algorithm. For example, consider the following query:\n",
+    "    \n",
+    "```\n",
+    "MATCH (a:airport {region: 'US-WA'})\n",
+    "CALL neptune.algo.bfs(a, {maxDepth: 1})\n",
+    "YIELD node\n",
+    "RETURN node\n",
+    "```\n",
+    "In this example, the `bfs` algorithm would be executed 9 times, one for each `airport` in the region `US-WA`.  When large numbers of nodes are returned from the `MATCH` clause, the performance of the query will be impacted.\n",
+    "    \n",
+    "It is best practice to limit the number of source nodes as much as possible.    \n",
+    "</details>\n",
+    "</div>\n",
+    "\n",
+    "\n",
+    "### `bfs`\n",
+    "Standard breadth-first search (BFS) is an algorithm for finding nodes from a starting node or nodes in a graph in breadth-first order.  It returns the source node or nodes that it started from, and a list of all the nodes it visited during the search, in breadth-first order.  \n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "Using our air routes data, let's see how we can apply BFS to retrieve all airports within 3 flights of the `SEA` airport."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2ea63b5d-2c9a-44b8-baca-9df1f9b90e4d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.bfs(a, {maxDepth: 3})\n",
+    "YIELD node\n",
+    "RETURN node ORDER BY id(node)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2465afb-b796-47c0-8450-33d844afd3aa",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "As we see, BFS was able to quickly finding all these connected airports.  \n",
+    "\n",
+    "Using openCypher, we can write a query that returns the same information, as shown in the cell below.  Run that cell now and compare the execution times to the algorithmic approach."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0501776-79cf-4781-bbfa-60afcdc2a43c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})-[*3]->(node)\n",
+    "RETURN DISTINCT(node) ORDER BY id(node)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2919b3bc-01c8-4383-a746-f049f692c4fc",
+   "metadata": {},
+   "source": [
+    "As we see, the same results were returned by both queries, however even on the small size of our air routes dataset, the performance of the algorithm was several times better than that of a pure openCypher query.  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bfcfcccc-f08f-41dd-a1e3-1011ca217980",
+   "metadata": {},
+   "source": [
+    "### `bfs.parents`\n",
+    "\n",
+    "The `parents` variant of breadth-first search is an algorithm for finding nodes from a starting node or vertices in breadth-first order and then returning both the node and the associated parent.\n",
+    "\n",
+    "Here are some common uses of the `bfs.parents` algorithm:\n",
+    "\n",
+    "- Finding disconnected components in a graph. Run BFS from each node and store the parent. Nodes with the same parent are in the same connected component.\n",
+    "\n",
+    "- Level order traversal of a tree. Store the parent in BFS to implicitly represent the tree structure and traverse level-by-level. \n",
+    "\n",
+    "- Detecting cycles in a graph. If at any point the parent of the current node is already in the queue, we have found a back edge indicating a cycle.\n",
+    "\n",
+    "- Topological sorting of DAGs (directed acyclic graphs). Run BFS and store parents. Output nodes in order of finish time for a valid topological sort.\n",
+    "\n",
+    "- Social network connectivity. Run BFS from each node to find how many \"hops\" away other nodes are in a social network graph.\n",
+    "\n",
+    "So in summary, the parents information from BFS is useful anytime you need to reconstruct paths/relationships or do topological traversals of graphs and trees.\n",
+    "\n",
+    "Let's use the same query from before and see how the output changes when we use `bfs.parents`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "18d845e1-1e02-421d-9eca-a899dc6a3af4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.bfs.parents(a, {maxDepth: 3})\n",
+    "YIELD node, parent\n",
+    "RETURN node.code, parent ORDER BY id(node)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "02131159-c508-4837-bbdf-8d5498679986",
+   "metadata": {},
+   "source": [
+    "With the `parents` variant we see that we not only return the `node` but the associated `parent`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4584b273-fe5a-42dd-91b4-131ac22ac3e3",
+   "metadata": {},
+   "source": [
+    "### `bfs.levels`\n",
+    "\n",
+    "The `levels` variant of breadth-first search is an algorithm for searching nodes from a starting node or nodes in breadth-first order. From there it performs a breadth-first search and records the hop level from the starting node of each node that it finds.\n",
+    "\n",
+    "It returns a key column of nodes, and a value column containing the level values of those key nodes.\n",
+    "\n",
+    "The level of a source node is 0.\n",
+    "\n",
+    " Here are some common uses of a breadth-first search (BFS) levels algorithm:\n",
+    "\n",
+    "- Level ordering of nodes. BFS provides a natural level ordering by distance from the source node. This can be useful for laying out hierarchical tree structures. \n",
+    "\n",
+    "- Determining if a graph is bipartite. A graph is bipartite if the nodes can be divided into two independent sets such that no two nodes within the same set are adjacent. BFS can be used to test this property.\n",
+    "\n",
+    "- Collecting all nodes at a given distance from a source. BFS levels allow you to easily retrieve all nodes that are k edges away from the starting node. \n",
+    "\n",
+    "- Traversing file system trees or directory structures. BFS allows traversing the hierarchy in a level-by-level, breadth-first manner.\n",
+    "\n",
+    "So in summary, any problem that requires finding all nodes at a given distance or doing a level-ordered traversal is a good match for BFS levels.\n",
+    "\n",
+    "Let's use the same query from before and see how the output changes when we use `bfs.levels`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f892bb1b-ccd3-4cd1-9609-8d145268b6d9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.bfs.levels(a, {maxDepth: 3})\n",
+    "YIELD node, level\n",
+    "RETURN node.code, level ORDER BY id(node)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b1c48aeb-090b-45c6-aae1-0c1ec158299f",
+   "metadata": {},
+   "source": [
+    "A very common way you may combine the `bfs.levels` query with openCypher would be to take the output from a query, as shown above, and group this by the level, in order to provide a level wise set of nodes, which is commonly used for representing tree type structures in data, such as organizational hierarchies of employees, supply chain routing, or cloud resource management.\n",
+    "\n",
+    "In our scenario, this would represent the airports that you can get to on a specific number of flights.  Run the query below to see the results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ef3172d1-e59b-4d6e-9180-d5d1305c9796",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.bfs.levels(a, {maxDepth: 3})\n",
+    "YIELD node, level\n",
+    "RETURN level, collect(node.code) ORDER BY level"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d8abfaa5-5408-4d50-ba18-e166795967e0",
+   "metadata": {},
+   "source": [
+    "## Single Source Shortest Path\n",
+    "Single Source Shortest Path (SSSP) algorithms compute the shortest path between a source node and all reachable nodes within the graph.\n",
+    "\n",
+    " Some common uses of the Single-Source Shortest Path (SSSP) algorithm include:\n",
+    "\n",
+    "- Route planning - Finding the shortest route between two locations on a road network or public transportation system. This is a core capability for navigation and routing apps.\n",
+    "\n",
+    "- Network routing - Computing the optimal path for data packets to travel across networks like the internet. Routing algorithms in networking use SSSP.\n",
+    "\n",
+    "- Logistics/supply chain optimization - Determining the most efficient delivery routes for transporting goods between locations in a supply chain or distribution network. \n",
+    "\n",
+    "- Traffic modeling - Analyzing traffic patterns and congestion levels by computing shortest paths between origins and destinations in a transportation model.\n",
+    "\n",
+    "- Social network analysis - Measuring distances and degrees of separation between nodes/people in social networks like friend networks. \n",
+    "\n",
+    "- Map generation - Creating distance-based maps by computing distances from a starting point to all other reachable locations on a graph-based map.\n",
+    "\n",
+    "- Robot path planning - Allowing robots to navigate optimally between points in an environment based on distance calculations.\n",
+    "\n",
+    "- Network centrality analysis - Quantifying the importance of nodes in a network based on their distance/closeness to other nodes using SSSP.\n",
+    "\n",
+    "So in summary, any application that requires finding optimal paths or distances between points in a graph-based system can benefit from using the SSSP algorithm."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a49b2a4c-139c-4b5d-9af1-c4b550d541dd",
+   "metadata": {},
+   "source": [
+    "### `sssp.bellmanFord`\n",
+    "\n",
+    "This algorithm uses the [Bellman-Ford algorithm](https://en.wikipedia.org/wiki/Bellman%E2%80%93Ford_algorithm) to compute the SSSP from the specified source vertex to all reachable vertices in a weighted graph.  \n",
+    "\n",
+    " Here are some common uses and applications of the Bellman-Ford algorithm:\n",
+    "\n",
+    "- Finding shortest paths in graphs: The Bellman-Ford algorithm can be used to find the shortest paths from a single source vertex to all other vertices in a weighted graph. This is its most classic application.\n",
+    "\n",
+    "- Routing in computer networks: It can be used for routing in networks where link costs can change over time, allowing for faster re-routing than Dijkstra's algorithm when link costs decrease.\n",
+    "\n",
+    "- Approximating all-pairs shortest paths: By running Bellman-Ford from each vertex, you can approximate the all-pairs shortest path problem, which is useful for sparse graphs.\n",
+    "\n",
+    "So in summary, any application that requires shortest path calculations in graphs with edge weights, dynamic networks, or cycle detection could benefit from using the Bellman-Ford algorithm.\n",
+    "\n",
+    "Neptune Analytics implements the algorithm such that:\n",
+    "\n",
+    "- Positive edge weights must be provided using the `edgeWeightProperty` field\n",
+    "- Negative edge weights are not supported.\n",
+    "- The traversal direction cannot be set to both.\n",
+    "\n",
+    "To continue using our air-routes examples from above, let's use SSSP to find the shortest to all the airports we can fly to from `SEA` using the `dist` property on the `route` edge as our weight.  Let's also order them by the total distance traveled in descending order."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fdf82ff4-5f4b-4290-9515-16768fbe535d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.sssp.bellmanFord(a, {edgeWeightProperty: 'dist', edgeWeightType: 'int', edgeLabels: ['route']})\n",
+    "YIELD node, distance\n",
+    "RETURN node.code, distance, node.desc ORDER BY distance DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9ea3642-992c-4daf-976b-87ed2d0cd8e8",
+   "metadata": {},
+   "source": [
+    "Looking at the results, we see that we were able to quickly find that `BZZ - RAF Brize Norton` is the farthest distance we could fly from Seattle, with a total distance of ~16000 miles."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86fc3ad3-1639-44a6-acb4-af3ad22cad5f",
+   "metadata": {},
+   "source": [
+    "### `sssp.bellmanFord.parents`\n",
+    "\n",
+    "The `sssp.bellmanFord.parents` variant is similar to the `bfs.parents` variant will return parent node of the reachable node.\n",
+    "\n",
+    "Let's take our example from above and see what the results look like when we include the `parent`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fe8a893c-7265-4e70-b703-6c6ee3e25a1d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.sssp.bellmanFord.parents(a, {edgeWeightProperty: 'dist', edgeWeightType: 'int', edgeLabels: ['route']})\n",
+    "YIELD node, distance, parent\n",
+    "RETURN node.code, distance, parent.code ORDER BY distance DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2c4c00e-e04f-4d05-86d3-0addb16535f8",
+   "metadata": {},
+   "source": [
+    "### `sssp.deltaStepping`\n",
+    "\n",
+    "This algorithm uses the [Delta Stepping algorithm](https://en.wikipedia.org/wiki/Parallel_single-source_shortest_path_algorithm#Delta_stepping_algorithm) to compute the SSSP from the specified source vertex to all reachable vertices in a weighted graph.  \n",
+    "\n",
+    "Some key uses and applications of the SSSP Delta Stepping algorithm include:\n",
+    "\n",
+    "- Network routing: Finding the shortest paths in a network is important for routing protocols in computer networks. SSSP Delta Stepping can efficiently calculate optimal routes.\n",
+    "\n",
+    "- Transportation modeling: Modeling transportation and logistics networks to find optimal routes for vehicles, shipments, etc. SSSP Delta Stepping scales well to large transportation graphs. \n",
+    "\n",
+    "- Social network analysis: Analyzing the structure of social networks by finding the closest connections between nodes. This informs things like influence propagation and community detection.\n",
+    "\n",
+    "- Map routing: Finding driving/walking directions by computing shortest paths on road/path networks\n",
+    "\n",
+    "So in summary, any application that requires efficiently solving the SSSP problem on large graphs can benefit from the Delta Stepping approach.\n",
+    "\n",
+    "Neptune Analytics implements the algorithm such that:\n",
+    "\n",
+    "- Positive edge weights must be provided using the edgeWeightProperty field\n",
+    "- Negative edge weights are not supported.\n",
+    "- The traversal direction cannot be set to both."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "abc4e606-7b76-4ae6-8935-2c678afe10fa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.sssp.deltaStepping(a, {edgeWeightProperty: 'dist', edgeWeightType: 'int', edgeLabels: ['route']})\n",
+    "YIELD node, distance\n",
+    "RETURN node.code, distance, node.desc ORDER BY distance DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b79842d5-c6ca-47a2-b6e2-c48a1262639f",
+   "metadata": {},
+   "source": [
+    "### `sssp.deltaStepping.parents`\n",
+    "\n",
+    "As with `bfs.parents` and `sssp.bellmanFord.parent`, the `sssp.deltaStepping.parents` variant will return parent node of the reachable node.\n",
+    "\n",
+    "Let's take our example from above and see what the results look like when we include the parent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4a5896ee-d34e-435e-a043-363ebf3651ca",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.sssp.deltaStepping.parents(a, {edgeWeightProperty: 'dist', edgeWeightType: 'int', edgeLabels: ['route']})\n",
+    "YIELD node, distance, parent\n",
+    "RETURN node.code, distance, parent.code ORDER BY distance DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "13e907ec-2613-4300-a213-abcdc81c587e",
+   "metadata": {},
+   "source": [
+    "### Top K Single Source Sourtest Path\n",
+    "\n",
+    "Neptune Analytics also provides an SSSP implementation that allows you to specify a per hop limit, as well as weighting function to calculate an optimized shortest path.\n",
+    "\n",
+    "The `topksssp algorithm` finds the single-source weighted shortest paths from a source node to its neighbors out to the distance specified by maxDepth. It accumulates the path lengths using the edge weights along the paths and then returns a sorted list of the shortest paths.  This is very useful in optimizing many situations such as supply chain optimization problems, mapping, applications, or social network analysis.\n",
+    "\n",
+    "Let's take a look at this algorithm using a slight variation of the question we have been using so far.  Let's use `topksssp` to find the shortest to all the airports we can fly to from SEA using the `dist` property on the `route` edge as our weight except that we will add the following additional filters:\n",
+    "\n",
+    "- We will go to a max depth of 3\n",
+    "- For the first hop we want only the 10 closest airports\n",
+    "- For the second hop we want only the 100 closest airports\n",
+    "- For the third hop we want only the 1000 closest airports\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "25f20703-d3fc-4784-bcb2-91ac75e422c8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport {code: 'SEA'})\n",
+    "CALL neptune.algo.topksssp(a, {hopCount: 3, perHopLimits: [10, 100, 1000], \n",
+    "                               edgeWeightProperty: 'dist', edgeWeightType: 'int', edgeLabels: ['route'],\n",
+    "                               costFunction: 'min'})\n",
+    "YIELD node, distance\n",
+    "RETURN node.code, distance, node.desc ORDER BY distance DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35f233d0-6d47-41e2-bf2c-33a3775b8c18",
+   "metadata": {},
+   "source": [
+    "## Next Steps\n",
+    "In this notebook, we have demonstrated how to use the path finding algorithms provided by Neptune Analytics.  If you are interested in the other types of algorithms offered please look at the other notebooks available:\n",
+    "\n",
+    "* [Centrality algorithms](./03-Centrality-Algorithms.ipynb)\n",
+    "\n",
+    "* [Community detection/clustering algorithms](./04-Community-Detection-Algorithms.ipynb)\n",
+    "\n",
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb
new file mode 100644
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+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb
@@ -0,0 +1,428 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "a0c8ef1e-d548-4598-9759-e877ff7152f3.png": {
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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "831bb00a-e3ce-44ef-9e2e-3eaf7cb121ca",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Centrality Algorithms\n",
+    "\n",
+    "Centrality algorithms utilize the topology of a network to determine the relative importance or influence of a specific node within the graph. By measuring the relative importance of a node or edge within a network, centrality values can indicate which elements in a graph play a critical role in that network.\n",
+    "\n",
+    "By identifying the most influential or important nodes within a network, centrality algorithms can provide insights about key players or critical points of interaction. This is valuable in social network analysis, where it helps pinpoint influential individuals, and in transportation networks, where it aids in identifying crucial hubs for efficient routing and resource allocation.\n",
+    "\n",
+    "Different types of centrality algorithms use different techniques to measure the importance of a node. Understanding how an algorithm calculates centrality is important to understanding the meaning of its outputs.\n",
+    "\n",
+    "In addition to returning centrality data to the client, Neptune Analytics provides mutate variations of the centrality algorithms which store the calculated centrality values as vertex properties in the graph.\n",
+    "## Supported Algorithms\n",
+    "\n",
+    "Neptune Analytics supports the following centrality algorithms, each of which has a few variants:\n",
+    "\n",
+    "* [Degree](#Degree-Centrality) -  This measures a nodes's centrality by the number of edges connected to it, and can therefore be used to find the most connected nodes in a network.\n",
+    "* [PageRank](#PageRank-Centrality) -  This is an iterative algorithm that measures a nodes's centrality by the number and quality of incident edges and adjacent vertices. The centrality of a node connected to a few important nodes may therefore be higher than that of a node connected to many less important nodes. The output of this algorithm is a value that indicates the importance of a given node relative to the other nodes in the graph.\n",
+    "* [Closeness](#Closeness-Centrality) -   This algorithm computes the closeness centrality (CC) metric of nodes in a graph. The closeness centrality metric of a vertex is a positive measure of how close it is to all other vertices, or how central it is in the graph.\n",
+    "\n",
+    "In addition to returning centrality data to the client, Neptune Analytics provides `mutate` variations of the centrality algorithms which store the calculated centrality values as a specified node property on each node in the graph.\n",
+    "    \n",
+    "## Loading Data\n",
+    "The first step in most projects is to load data to use for analysis.  For demonstration purposes, we have provided a set of datasets that can be used to demonstrate the features and functionality of Neptune Analytics. \n",
+    "\n",
+    "The cell below makes it easy to load the `air-routes` data into your graph.  The `air-routes` dataset we will be loading in this notebook is supplied as part of the [Practical Gremlin](https://kelvinlawrence.net/book/Gremlin-Graph-Guide.html#air) book.\n",
+    "\n",
+    "The `air-route`'s graph contains several vertex types that are specified using labels. The most common ones being `airport` and `country`. There are also nodes for each of the seven continents (`continent`) and a single `version` vertex that I provided as a way to test which version of the graph you are using.\n",
+    "\n",
+    "Routes between airports are modeled as edges. These edges carry the `route` label and include the distance between the two connected airport vertices as a property called `dist`. Connections between countries and airports are modelled using an edge with a `contains` label.\n",
+    "\n",
+    "Each `airport` vertex has many properties associated with it giving various details about that airport including its IATA and ICAO codes, its description, the city it is in and its geographic location. A full data model of the `air-route`s graph is below.\n",
+    "\n",
+    "![image.png](attachment:a0c8ef1e-d548-4598-9759-e877ff7152f3.png)\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics batch load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a12681ec-879c-4c18-86c4-054a992580db",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/air-routes/\"\n",
+    "region = config.aws_region"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81bdf0fa-90b9-43b6-baba-6d8fa8a991f3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91b83f67-6d28-47fb-8599-141aecac194a",
+   "metadata": {},
+   "source": [
+    "## Degree Centrality\n",
+    "Degree centrality is calculated by counting the number of incident edges at each node that it traverses. This measure of how connected the node which can indicate the node's importance and level of influence in the network.\n",
+    "\n",
+    "Some common uses of degree centrality are:\n",
+    "\n",
+    "- Identifying influential nodes in a network - Degree centrality can help identify the most connected or influential nodes in a social network, information network, etc. Nodes with high degree centrality have more potential to spread information or influence others.\n",
+    "\n",
+    "- Analyzing collaboration networks - In co-authorship or other collaboration networks, degree centrality identifies the most collaborative individuals. Those with high degree centrality have worked with many others.\n",
+    "\n",
+    "- Prioritizing marketing efforts - In identity graphs, degree centrality can help identify highly connected \"influencers\" that companies may want to target for marketing campaigns or word-of-mouth promotion. \n",
+    "\n",
+    "- Detecting hubs in infrastructure - For transportation, internet, power grid networks etc., degree centrality finds the most critical connection points that distribute traffic/load across the network.\n",
+    "\n",
+    "- Identifying key nodes for robustness - Networks are more vulnerable if they rely too heavily on a few high-degree nodes. Degree centrality analysis helps assess this and identify nodes to protect.\n",
+    "\n",
+    "- Analyzing disease spread - In contact networks, individuals with high degree centrality are likely to spread diseases more quickly if infected.\n",
+    "\n",
+    "To summarize, degree centrality is useful for finding influential, collaborative, critical, and vulnerable nodes in many real-world networks.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\"> \n",
+    "<details>\n",
+    "    <summary>✏️<b><i> Click here for a best practice</i></b></summary>\n",
+    "  \n",
+    "Every source node runs it's own execution of the algorithm.  Let's look at what this means using the query below.\n",
+    "    \n",
+    "```\n",
+    "MATCH (a:airport {region: 'US-WA'})\n",
+    "CALL neptune.algo.degree(a)\n",
+    "YIELD node, degree\n",
+    "RETURN node, degree\n",
+    "```\n",
+    "In this example that means that the `degree` algorithm would be executed 9 times, one for each `airport` in the region `US-WA`.  When large numbers of nodes are returned from the `MATCH` clause, the performance of the query will be impacted.\n",
+    "    \n",
+    "It is best practice to limit the number of source nodes as much as possible.    \n",
+    "</details>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "909b26b6-375b-43e0-bc73-e5f89092b33a",
+   "metadata": {},
+   "source": [
+    "### `degree`\n",
+    "\n",
+    "Degree is an algorithm for finding nodes which have the most connections in the graph\n",
+    "\n",
+    "Using our air routes data, let's find the 10 most important airports, defined by the largest number of flights."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3c3902e8-99f8-45d3-bd7f-fb4559105777",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.degree(n, {edgeLabels: [\"route\"]})\n",
+    "YIELD node, degree\n",
+    "RETURN node.code, node.desc, degree ORDER BY degree DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5cdc9e09-31f1-4c92-8341-2831ffc2d53e",
+   "metadata": {},
+   "source": [
+    "Looking at this data we can see that the Istanbul airport is the most important one in our airplane transportation network.  Anyone that has flown threw the Istanbul airport will certainly agree that it is definitely a very busy and central place for international air travel."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2f3c3a0-02eb-4646-b1d5-a2578796e655",
+   "metadata": {},
+   "source": [
+    "### `degree.mutate`\n",
+    "\n",
+    "In addition to the `degree` algorithm above there is a variant of the algorithm that stores the output value of the algorithm as to a property of each node, which is specified by the `writeProperty` parameter.\n",
+    "\n",
+    "Let's see how we can use the `mutate` version and openCypher queries to answer the same question, find the 10 most important airports, defined by the largest number of flights."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f1284015-5ec0-4f51-9472-03da939d53c8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "CALL neptune.algo.degree.mutate({edgeLabels: [\"route\"], writeProperty: 'degree'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d859d04e-0e07-44f2-881f-167c37ce0cca",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (a:airport)\n",
+    "RETURN a.code, a.desc, a.degree \n",
+    "ORDER by a.degree DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "54c2aef0-c358-48d8-bc43-c1497826896f",
+   "metadata": {},
+   "source": [
+    "As we see, both options return the same result. Using the `mutate` versions of algorithms is a very efficent way to store the algorithm output values to each node for later analysis by openCypher queries.  This is especially helpful when performing analysis on larger graphs where these calculations can be performed one time and reused across multiple queries."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b465e1ab-ab4e-43fe-a912-74649fc9fe3a",
+   "metadata": {},
+   "source": [
+    "## PageRank Centrality\n",
+    "\n",
+    "PageRank is an algorithm originally developed by Larry Page and Sergey Brin, co-founders of Google. It was originally developed to rank web pages in search engine results. The PageRank score for a given node is calculated based on the number and quality of the edges pointing to that node, as well as the importance of the nodes that are connected to it. The PageRank algorithm assigns a higher score to nodes that are linked to other high-scoring nodes, and a lower score to nodes that are linked to low-scoring nodes.\n",
+    "\n",
+    "The output of PageRank can be visualized as a ranking metric for the importance of a node within a given graph, with the most important nodes having the highest score, and the least important node having the lowest score. PageRank is used in search engines to rank web pages based on their importance and influence, in citation networks to identify highly cited scientific papers, and in recommendation systems to suggest popular and relevant content to users.\n",
+    "\n",
+    "\n",
+    "Some common uses of the PageRank:\n",
+    "\n",
+    "- Search engine ranking - The original and most well-known application of PageRank is for ranking web pages in search engines like Google. It helps determine which pages are more important and relevant to display higher in search results.\n",
+    "\n",
+    "- Identifying influential nodes in networks - PageRank identifies the most influential or important nodes based on their connections, such key influencers on social media.\n",
+    "\n",
+    "- Recommendation systems - PageRank scores can help power recommendations by identifying popular or well-connected items that others may be interested in based on their preferences and connections. \n",
+    "\n",
+    "- Detecting important topics/concepts - When applied to knowledge graphs extracted from text, PageRank helps identify the core and most central topics discussed. \n",
+    "\n",
+    "- Fraud/anomaly detection - Deviations from the typical PageRank scores can help identify potentially fraudulent or anomalous nodes in networks by identify them due to their outsized influence.\n",
+    "\n",
+    "Anytime you need to analyze a networked system and identify the most important or influential components, PageRank can provide useful insights."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "56f76b6c-6b92-4c60-9f88-fa978fed3679",
+   "metadata": {},
+   "source": [
+    "### `pageRank`\n",
+    "\n",
+    "Degree is an algorithm for finding the relative importance of the nodes in the graph by counting the number and quality of connections to the node.  The underlying assumption is that the more important a node, the more connected that node will be and the higher the importance of those connections will be.  A node linked to many nodes of low importance will be ranked lower than a node with fewer connections, but those connections are more important.\n",
+    "\n",
+    "Using our air routes data, let's find the 10 most important airports, defined by their relative importance."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e549782f-6288-4ead-9057-ff03996c7c67",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.pageRank(n, {edgeLabels: [\"route\"]})\n",
+    "YIELD node, rank\n",
+    "RETURN node.code, node.desc, rank ORDER BY rank DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "25b18a14-ecc0-4c0c-a746-500c41739a5d",
+   "metadata": {},
+   "source": [
+    "If we compare the output of this algorithm to the output of our `degree` algorithm we see that while Istanbul is still the top ranked in both, many of the other top ten have shifted in their ranking and a few, such as Amsterdam, have been replaced."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f33755a9-0161-4194-a06d-492c619b2aa8",
+   "metadata": {},
+   "source": [
+    "### `pageRank.mutate`\n",
+    "\n",
+    "As with `degree.mutate` a variant of PageRank exists, `pageRank.mutate` which will store the values of algorithm into a property on the node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "131f44ef-26bb-49be-911a-88b18816a734",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CALL neptune.algo.pageRank.mutate({edgeLabels: [\"route\"], writeProperty: 'pageRank'})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04b370e1-a622-4cf0-afbc-182a6ea9fe1b",
+   "metadata": {},
+   "source": [
+    "## Closeness Centrality\n",
+    "The closeness centrality algorithm computes a Closeness Centrality (CC) metric for specified nodes in a graph. The CC metric of a node can be used as a positive measure of how close it is to all other nodes or how central it is in the graph.\n",
+    "\n",
+    "The CC metric can be interpreted to show how quickly all other nodes in a network can be reached from a given node, and how important it is as a central hub for rapid information flow. It can be used in transportation networks to identify key hub locations, and in disease-spread modeling to pinpoint central points for targeted intervention efforts.\n",
+    "\n",
+    "The closeness centrality (CC) score of a node is calculated based on the sum of its distances to all other nodes. The CC score itself is the inverse of that number; in other words, one divided by that sum. In practice, the calculation is commonly normalized to use the average length of the shortest paths rather than the actual sum of their lengths.\n",
+    "\n",
+    " Some common uses of the closeness centrality algorithm:\n",
+    "\n",
+    "- Identifying influential nodes in a network - Nodes with high closeness centrality are able to spread information to others in the network quickly. This could identify influential individuals.\n",
+    "\n",
+    "- Recommendation systems - Products or users with high closeness centrality in a user-item network are more likely to reach a broader set of users quickly. \n",
+    "\n",
+    "- Traffic analysis - Nodes with high closeness in a transportation network are critical junctions that facilitate flow. Their disruption could significantly impact traffic.\n",
+    "\n",
+    "- Key player identification - In collaboration or organizational networks, individuals with high closeness play an important coordinating role in connecting different parts of the network.\n",
+    "\n",
+    "- Prioritizing nodes for network robustness - Nodes with high closeness centrality are single-point-of-failures. Reinforcing them can make the network more robust against failures.\n",
+    "\n",
+    "Closeness centrality is useful for finding influential, central or critical nodes for spreading, connecting, or coordinating processes on networks.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e02ea1ef-3d7b-4f6c-a0bd-977b074588a8",
+   "metadata": {},
+   "source": [
+    "### `closenessCentrality`\n",
+    "\n",
+    "Closeness centrality is a measure of centrality in a network that is based on the average shortest path distance between a node and all other nodes in the network. To calculate closeness centrality for a node, the shortest paths are found from that node to all other nodes and the score for the node is then calculated as the inverse of the average shortest path length to all other nodes. Nodes with higher closeness centrality have shorter average distances to all other nodes in the network. Closeness centrality helps identify nodes that have the most efficient access to all parts of the network.\n",
+    "\n",
+    "Using our air routes data, let's find the 10 most important airports, defined by their closeness."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9e76edde-71d2-42e8-a5d4-612b17efecbc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.closenessCentrality(n, {edgeLabels: [\"route\"], numSources:8192})\n",
+    "YIELD node, score\n",
+    "RETURN node.code, node.desc, score ORDER BY score DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae6362ec-f530-4b53-8f04-18dc8bc1c1e9",
+   "metadata": {},
+   "source": [
+    "Again, If we compare the output of this algorithm to the output of our `degree` and `pageRank` algorithms we see that the ordering has changed, e.g. Istanbul is now 10th instead of 1st, and that several have been replaced.\n",
+    "\n",
+    "As each of these algorithms defines centrality in slightly different ways, this is to be expected."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c1c8a8c1-f414-451e-a201-84a8d6ab8358",
+   "metadata": {},
+   "source": [
+    "### `closenessCentrality.mutate`\n",
+    "\n",
+    "As with `degree.mutate` and `pageRank.mutate` a variant of Closeness exists, `closenessCentrality.mutate` which will store the values of algorithm into a property on the node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "58ab3e5c-547c-426d-81a6-f717b8b00ad5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CALL neptune.algo.closenessCentrality.mutate({edgeLabels: [\"route\"], writeProperty: 'closeness', numSources:8192})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7958ec7b-a21e-4d8d-bb60-ff2b86c74f4f",
+   "metadata": {},
+   "source": [
+    "## Next Steps\n",
+    "In this notebook, we have demonstrated how to use the centrality algorithms provided by Neptune Analytics.  If you are interested in the other types of algorithms offered please look at the other notebooks available:\n",
+    "\n",
+    "* [Path finding algorithms](./02-Path-Finding-Algorithms.ipynb)\n",
+    "\n",
+    "* [Community detection/clustering algorithms](./04-Community-Detection-Algorithms.ipynb)\n",
+    "\n",
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb
new file mode 100644
index 00000000..3f307c7d
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb
@@ -0,0 +1,399 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "9def1423-bae0-40f3-bafb-c9d27d6d6985.png": {
+     "image/png": 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kyW7u3Llu6dKl7scff3S//fabCfSOO+7oatSo4fbee2/XsmVLt88++7htt93WVahQISeoSbBz4jaqEyIgAiKQ2wTWrFnjvvrqKzd27Fj33nvvualTp7pffvnFbd68uUDHK1eu7Bo1auQ6duzounfv7g444ACzvCtVCr/cVQhcC5ECvdUXERABERABEcgSAt79jVA/8cQTbsSIEWZRl9Q8hLtBgwbu5ptvNvHeY489Qu8mzz0nf0l3UftFQAREQARCQ4Cx6unTp7sHH3zQjRo1ym3cuDGhtnPcN998466++mqzyHGdh71IsMN+B9V+ERABEchRAljXP/30k3vkkUds3JrgsqKcwvHj1ByHaDPO/fzzz7vx48cXeW5Y8IXfqR8W0mqnCIiACIhAqQisW7fOzZgxw3344YcWDe7FGnFmTLp169YWWLbnnnvaWPaiRYvcZ5995r777ruoJf7HH3+4SZMmuf3228+Or1OnTqnakE0HS7Cz6W6oLSIgAiIgAlECq1atch9//LFbuXKlTePyO7beemu37777ulNPPdUdccQRNlaNMCPuL7/8snv77bfd119/7Q93P/zwgwWsEbQmwY5i0QcREAEREIFcJIB1u2HDBnMrI5i8Ul0Q2gkTJkStZa6HdV2lShV3ySWXuG7durnq1atHm0FEeLVq1dymTZvcggULCpyH9Y2gH3300dHjw/ZBY9hhu2NqrwiIgAikmQBizfgx06mI0p49e7bDok11YdrW4sWLTYD9tbbZZhtXs2ZN16lTJ7f77rv7zdH32rVr2xxs5mLHFsSfRCthLnKJh/nuqe0iIAIikEICzHHGUsUtPWbMGDdz5kxzTSOY7dq1c126dHH7779/ypKT8FDgrXrfTQS7atWqbvvtt7fsZn67f2dse+eddzYr3G/jnWhzEqyEuUiww3z31HYREAERSDIBH109b9489+WXX7ovvvjC3hn//fnnny24i/HhOXPmuFmzZrm2bdvaq3nz5o7gr/ho7fI0j3Sj8ZnKEHGsfSLAeaCIT0FK+wlWI7o8tuDCR+zDXCTYYb57arsIiIAIJIkAQocgMw0KscaqHj16tAVvIYCxhRShHDN//nw3btw4d+ihh5qLmqjtunXr2jhyMjKLbbfddpYbnAcELGQKVjJtZG42qUgZz44tuNBx2XNMbMHqLsyFHntMtn+WYGf7HVL7REAERCCFBBBq3M6I8pQpU9zw4cPdkCFDbLy3pHFqLFwiuF977TUb30awTzrpJHf44YebOOK2Lk9w2i677GLTsT766CNrIxho0+rVq93AgQPNLU60OA8H9AMxHzp0qD1ExFvYuPEbNmyYQpKpr1qpSVPPWFcQAREQgawkgMjhXmZ8+tVXX3UTJ040ocaCLkms4zuEaxpxZqWs+vXru969e1tENq5yXNtlKVj8tKlv3772YEB7Kbjdsb4ZPz/44INd48aNTdCZr/3pp58WmIftr3vuuee6a6+91o7128L2Lgs7bHdM7RUBERCBchIoLJiMaU8ssOFdz6W9BHVi4TK2zEMAqUDJLpZocJq39BkzR/CZnrXDDjuYwFIHLnraR+FYIsjxCOAC5yGBBwyW2sSypg2xBcu6VatWbq+99rJz8SjgNsdNzrXix8Fjz82mzxLsbLobaosIiIAIpIgAIoeQFRdMFn9pLFmE089t5lwEnbnPvKiPfN2xIs91sNBZ/pKlMEsKTuP45cuXWwQ6Ys3ryCOPdIcddpiJKWtc9+jRw8bLvWD7dmKB8yqp/OUvfzHXOlY5DxUE073xxhsm3m3atHG8EHWC0pIZNFdSu0q7X4JdWmI6XgREQARCRgBRI11nScFkvlu4sFndiqxgjEuzxjTnYoUjzsx1JtAMMf3kk09MtJnjHC+exQWnUQfFr29N8NoHH3zgyG62du1ae0ioV6+eRYkzJk72MqaYUWeiBcsZ6xu3eZMmTaKWOXPJBw8ebGPhbKf+gw46yES7Vq1aZnkneo10HifBTidtXUsEREAEMkCA+dMvvvhiicFkjEEzjYp5zp07d7YAMsaJEdHHHnssOhaNCLK9T58+JrhYq2+99ZabNm2aucOxYrGcfSksOO2YY46x3cOGDbOFPWJX02IcGgHFysYtThIUrGCmkWG5J1roD67wli1b2gMIDxv0hbZi1dNOLHpc6y+88ILr1auXpTvt0KFDopdI63ES7LTi1sVEQAREIP0EsFyJqi4umAxXMG7h7t27uxNOOME+I8y4iRG5wgrR2VjK559/vrmtEdpXXnnFFuvgWrGi7c/HCscqnzx5sm3iuFiXOhs5ZurUqSamHTt2tON4gGAqV2kEmyh1HioYu6YQ0c5UNaZ8xY5zM/6NhwBGWNgSbMOlf0RABERABNJNwE/bKuy6WNSsZIVbmFzcRFwjwohdIuO5iDbCTvAW07CaNWtmwvr+++9bxDZu9Fjh9sFpWLfFFYLHCCLzBSsZa5mHj9jtfn/8O+PVuNRx3fv51zwcMDRQWAQ825jaBqtsLbKws/XOqF0iIAIikEICJBxh/PaQQw6xTGW4nLFEEeqyFCxxAtEY+27UqJG5scmChssZazo+OK2wa1AHVj7n4RKnfb7wMIBg085Ro0b5zUW+0w5Sp9KnypUr23G77rqrjWdj0SP8RIrHz9cussIs2CHBzoKboCaIgAiIQLoJEEjWtWtXd/HFF1uAV1nnSse3m0AvgtE6BYtzIK48ELBoSHHBaUyvoj2INQFiLJmJWJPJLLa0aNHC4SJHbOPHyWOPw+rHuu7Zs6fN1/b7GJunbjwKiDhiLcH2dPQuAiIgAiKQlQTI+01SE4QyVQUhxs2OcBMNTnAamciYVsU8agoWPZYzAV8kW8EdX9TDAyJMfRyzcOHCAqt4xfbBu+aZzoV4xxbqpu+47nnHyg5L0fKaYblTaqcIiIAIhJRAbHDaVVddZa5q3xXc1ldeeaUjE1lxYs3xWO/kKj/++OMLWM6+Lv9OulKC1OLF2u8P67sEO6x3Tu0WAREQgRARQDwJTsP6ZaqWL3xmG/uKsqz9sbzjESCRCuPlheUppz7mjmNd51qRYOfaHVV/REAERCCLCRB5Hht9Hv+9pKYjyESyM9bNmHR8IZocF3wqXf3x10zXdwl2ukjrOiIgAiIgAuUmgMBjjTPmTSY2b5WzHYubYDfGxP32cl8wiyqQYGfRzVBTREAEREAESibA3HHmjTdt2jQaSc74NlO5mA7GtLJcLBLsXLyr6pMIiIAI5DABrGkSo5C6dJ999rGe8v24445zDRo0KHRsOxdwFIx3z4UeqQ8iIAIiIAI5TwDRJhKc7GUkR8FNfvrpp9tn9uVikWDn4l1Vn0RABPKKAOk2x44d6/r27ZtX/SbvN0txMqeaLGlM58LSztUil3iu3ln1SwREIOcJfPbZZ+7ss8+2+cuPP/54zvc3voMEluECJ9CMaVyJ5j+Prycs3yXYYblTaqcIiIAI/I/Aa6+9Zik2DzzwQFsmcsiQIbZCVr4BYsEOUpSSNc2v+hW70Eiu8ZBLPNfuqPojAiKQkwRYSQormtfXX39tS1p+/vnntlBGTnY4gU4xFMCiIqzeRWIWrG3WzmY8OxeLBDsX76r6JAIikDMEZs2aFRVqEoWw9jSvatWq5Uwfy9qRGTNmWH5yVgTDHU7KUlbkkmCXlajOEwEREAERKDWBd99914SaBTMYn33kkUdcv379Sl1PLp/w448/moU9ZcoUE+kOHTqYizxX+6wx7Fy9s+qXCIhAKAk89dRTrn379hb9jJv3/fffdx9//LHEOpR3M7mNzknBHjduXHIpFVPbM888Y2uzFnOIdomACIhAsQSWLl3qbrrpJlezZk3Halas+Txnzhz38ssv21zjYk/WzrwhkBOCjUDzIusNE+Z5L6ysXbu2sM2O/yy4VspSfv/9d8eruMJ+1m7duHFjcYdpnwiIQJ4RmDBhgjvnnHMc84lff/11d8MNN7gVK1a4e+65J2fTa+bZLU5qd0Mt2F6kEeibb77ZwJA8gLB+wvxZDJ0l2BYsWGDLsZEFp1u3btFFz6dNm+ZatGhh8xgPPfRQS2v3ww8/WD24oVgonSdcyocffmh1nHbaafadf/jPde+997rrr7/eHXPMMfb6z3/+E93Ph/79+1vk4r/+9S+LXrztttsK7NcXERCB/COAOHft2tUx5orBMHjwYDd9+nR32WWXOfJkq4hAYQRCGSWO6+iDDz4wq5oJ84g077GFiEH+E5xwwgnu1FNPdQMHDrRE8Ty9Mi6EoPfp08eNGDEi+iT70ksvuYsuusi98sortsD6P//5T/fzzz9btbiomPMYK9h33nmniXD9+vUtEX3s9fnM3EgSG2BdM8GfOYMs0s5/VtpFP3ipiIAI5D6B9evXR6O9Z8+e7c477zw3adIkt//+++d+59XDpBAIlYWNuOHyRqyxiLGkCxPrWDII5ZtvvmlizXYsbgrzF7t06RIVa7addNJJjmhDJuInoyDYLMyOFX7XXXfZ+4477mjtoX68AvRHop0M2qpDBLKTAOLMuDR/e/C4YUAsX77cxFtinZ33LFtbVSlbGxbbLlzfiBvvN954Y6kFDtGML5s3b95iRRfEE+s7WZlyEOfmzZub2yv2+r49XAexpm+8ytK32Hr1WQREIHsIvPfeeybKeNTwzj300EPuzDPPzJ4GqiWhI5D1Fjbj0z6IzAtcMijzZPvOO++4b7/9Nlrd8OHDzeL2Y0i77bZbgf24yuMLE/SXLVsW3cyDgHejY7EPGzbMEtJzPV6Mmf/000/R4xFs+oVYI9p8VxEBEQgvgaefftoe0hmjZo1m4mE++eQTiXV4b2nWtLxS1rQkriFY0wg1Y9Mlub3jTrWv/AfB/TR+/HgLPuM/Tt26dd2DDz5o+7F+X3jhBXOtt23b1gI/GPd+/vnno9XxVIyIIuqkAmzSpImJPK7uXr162XEEm/Xs2dNNnDjRvhP1SRAaGXdw2xPwRqq8Hj162H4y8lx99dVbpBP0Qu2t7bL0OdpwfRABEUgrAR7afdpQZqNccMEF7rnnnisw5JbWBuliOUkgKwUb8Sqvi5jMQLyKK1i8zHVEVBFr5kDGFkSebENz5861fTvssENU8P1xnMcTNIFlW2+9tR2Ha90XXGCMWc2fP9/Gs/fcc0+/a4t3+u1fPKzIRb4FIm0QgawiwIM6Qk2yE4a/eFgnbaj30mVVY8vYGDyAGzZssKmveBApLLTBgwnf+TuZicK1aQNtofCd6bm0lTbH/h3ORPtScc2sE+xkiHVpQBGU1rBhw2JPadSoUbH72VmvXr0ij2Gd1qZNmxa5P34HDCg8tFD8d/uif0RABDJOgHShCDUP9KzHzIwU73XLeOOS1ABEj0U1lixZYrNdCJ7btGmT1c5sGyLc8R7yt69GjRq2DnWqRZI2IdB4NDCSaANtodA22ohXldwXe+21l9tjjz1ySrizSrCxKnGFyx38p0hLtO3/ov4RgYwTYCqod3uzIEeuTsti+imiSCwOf495GGFmzqpVq6L3ALFk+BBxJFbn6KOPNvFmqLFy5crR45L5gdk7rFjG6lxvvfWWTb9dtGiRWdRch/0MheI1ZTiSPBydgiHVnXfe2R4mMM7CXrJGsCXWW/6UvGUt0d6SjbaIQLoIEL/ihZoZHn61LD9FNF3tSMd1cCsTs0NALkmjGA4kmVRhU13Zhnjef//9lluic+fOJpKHHHKIzbZJZnuxnhFjHh7GjBljbeQBioeL+EJ73377bfMK4B09+eSTLWEWFnem3PfxbSzr96wQbIRJlnXht1CiXTgXbRWBVBMYPXq0CfVrr71m07IIWCUmJRcLwkcOCv4OI4y4lnGFFyWKMMA9jZBiiSPcvE+dOtW1bNnSHXHEERYpzxKgZRVJHh5WrlxpwssUua+++srijXDTF/YA4e8L5+EhYK47baIOhi6IacLi3m+//SyRlT8+TO8ZF2wECQtSbvCifzYS7aLZaI8IJJsAWRGxqMlSeOKJJzqEmyRLuVYQNqzRTz/91DF7hdeXX35p4ktWtsIKY9S8EGteviCgWOaMJ+ORmDdvns2cYQZOq1atLD1zosJNuwjSRfx9u3iYWLNmTaHrNhTVJh5CCEqbOXOmw3VOm0j/Spt40XeuFaaSUcH2Yk00NE8+KkUTiBVtWIlX0ay0RwRKS8BPy3riiSfMKsPt/eyzz7rGjRuXtqrQHL969Wp7KEGkeShBbIuyXLfbbjvHDBemxpJcivFsBJo6YoWbYC9v0TLFtXXr1rbaGNatD06LPd7DYhvWvA8mw8rH9T158uQCeSv88bwj1FWrVnW1a9d2u+++u1n7CDOWtY8c98fzAMLaETxMUO/hhx9uizHR/jCVjAk2rhcsa01dSvzngmgT/AE3CXbi3HSkCBRFIH5a1rXXXmtj1AhUrhcsT16FCajvOwFkTF1t0KCBjQMzHkxgGd4HxpNZFIlAMKZSxY8nkyCKv/Mci9D74DSmXsWucMhntmH9FhZM5tvi3wkeY9oc7WCNB4LLWESFdjDuzvg7FjoPAPEPIHxfvHixI7kNgh+6EtysjJQAVCQQ64xcO+wXFbuw30G1P9MEgnShkSATGT7dSDAtKxJM08p0k1J6/eBh3/pKfxN9BS7sSBBAFglWIIwE1mkkENVIsERwJBDYSGCxRgLhiwRjw5GzzjorEli5kUAAC62b7YFVHgmitSPBXPXIwQcfHAnc5NFj+cw29nEMxxZXF9fimlybNtAW2kTbaCNtpc20nT4k2l9/HKyytWTEwsZSpPh3+6J/EibAeL/PAidLO2FsOjDPCWBx+WhvpmWxch4Wdrt27fKczJ/dx+pk7jJMSK2677772nQttsUmg8EtjvXNlCnmYHfv3t199NFH5gEkOCx2bDgQvwLBabjS2eYL1jDXxfqNt4j9MYx/E8zGdK1A3F2zZs1snjVWdux0rSpVqlh2OaL527RpY25wAs6Yr02wWux1fd1hek+7YMe6wsMEKpvaikgH3gkT7bD/ALOJq9qSmwRip2XxB91Pyyou62Bukii6VwgmywQjij4oC8FjjJgMjoUVhBKevHB5k4AKgfeBYnAnSjv2b1RhokxgWGGFNvFAQEro2DZxHdZwKKrwYMEULu4vCas43rfJR5rHtqmoerJxe4Wg4X8+6qShhd6q9u9puGTOXgIrmydOsczZW6yOlYNA7LQsxjgR6sCVWo4aw3sqcS+F/Z2IDSZj7QTmUiPULHxUlsJY9tKlSx3TsEiqMmPGjEKD04qrG6H2wWQslsS8bqaJkTo61sovro74fUSEE1xHwBlR8UUFp3EenDCIsrIg2OkqAQQbTwhcuum6ZE5fB47Bjyoinjl9m9W5UhIIAooigUDb/40+ffpEAvEoZQ25d3ggQsaDvxe8And2ZNddd40Elmvk73//eySwPG0sOJk9D6K1Iy+99FKEexAkmYkEazFEAqu8QDt8e3hnH8dwLOdwLnUkszDeTV/pM32HASxi2wGrbC1pd4nz5KJx1+DnkYQCR16KGk8CTFURagJM5fHj00QnY00/88wz5k4NdcdS0HjGgw844AB33HHHmeVap04diwRnXDqZhalWrGZ40EEHWSKWQIDN8v7uu+8KuMm5JlY1Y+FY0qeccoq5srGyGSdPZsGjgIud2QBEreMJGDp0qPv4448LjLsn85rJrCu5d6iYluFmQFiCJ5dijtKu0hLwY9nEBiDeKiKQTwQIJkKon3zySQtEuuaaa0ysmYqk8icBBJGsYyUFk/15Rvk/McbNfSguOI2rJBJMVv7W/F8NcGBMvrjgNI7J1pK2MWwEm+Lf7Yv+SQoBxrIpgWs8KfWpEhHIdgLMAUaoR40aZdHMWNSsQa9SOAHmJvNwQ/BWScFkhdeQnK0EmJFxjPFkAsAoCDZtKimYLDkt2LIW5oGTQIU2EZzGQ023bt22PDALtqRFsLH+EBWsQQl28u+654tgy8pOPl/VmB0EyF7l3d4k/DjnnHPMmsa9q1I8AYQSYSprMFnxtZd+L8FppBqlBOPIZQ4mK/2Viz+D4DQs8OKi0IuvIbV70yLYiDQZumQBpu5mKmI8dWxVswiIgAhkA4G0CDZjArKuU3u7vZWtGIHUclbtIiACIpApAlul+sLeBe7fU329fK3fu8IRbhUREAEREIHcI5BywQYZ1rVK6gkg2kTiq4iACIiACOQegZQLtgQkfT8aHoxkYaePt65UegJE4l5wwQWlP1FniIAIuJQKthcPucPT80uTWzw9nPP1KiS0KG9hTm6Qyaq81eh8EchLAikXbC8ieUk3A52WWzwD0LPkkqxGRcavogpTacihHL9ucezxrGhEprDCSlGLNMQeu2rVKlvbOHZb7GdyQ99yyy2xm7b4XFwbOHjFihW2/vIWJ2qDCOQ4gZRmOmMqF4tTqKSPAG5xn0glfVfVlTJJACG+8sor3YgRI+zeM9+W9I+vvfaaWbMsdcjvgjnM/H/k/+XDDz/sTjjhBGs2n/v37+/2339/R3pKFm9gbvNdd91l+4P1hd0//vEP9+GHH1qqSd/XAQMGuFq1atlX9nFM48aNXZCv2eohNSjZrnw57bTTnBf9YcOG+c32XlIbOAh3+mWXXWYrQ9FH2nnVVVe53r17F6hLX0QgZwmkMsl5AC0S/KFI5SVUdyEE4B7MeS9kjzblIoEgTiRyzz33RDZt2mTdCwQ8EixzGFmyZIl9f/TRRyOXXnppZOPGjfY9SA4RCfI7R6ZOnRrFEWSaigSCH/0erG8cWbZsWfQ7H44++ugC34v78sADDxSoL/bYnj17xn6Nfi6pDYFYF1jI47nnnivyGtFK9UEEcohAyixsjV9n7hnPu8U1HJG5e5DOK2NZs2ygt2YZJyZlJ7mjKa+++qrD2vXrGpNZ6pJLLnFYuaxfTMFSDgTZPvNP+/btHVmfEl0zmqxVXJMXn3HPn3HGGdH6EvlQUhvIbHbxxRe7gQMHWrvxJCnLWSJkdUyuEEjZGLYX7FwBFaZ+aBgiTHer/G1lTJoVmGILQhu7zYu5PwbXN67yZJTAgLEVlkgdeuutt7o33njDviej7tg6mjVr5j766CNz55MT+84773Qvv/xy7CH6LAI5TaDg//Ikd5VxM5X0E8Cy1gNT+rln6oo8oD377LMFLv/mm2/amDMbWUYxcFFHg82wfvkea1EXOLmILwhybMCaD05bt26d5ak+66yzXO3atV3geo9eu4iqyrS5Y8eOVvcuu+ziDj/8cBu3ZzxeRQTyhUDKUpMqt3Vmf0Kkg9ViIJm9B+m6OoFc/fr1c998842tJ8zKQ0ydIghsxx13dMHYtq3/iwuc/5fDhw939957rzv99NOtiTfccIN75JFHbDGN++67z1Z1Ovnkk12jRo3c22+/HbXUcUUPGTLEEek9a9Ysq/f111+3hRuYuvn111871kD+/PPP7dxgjNz9+9//dsGYtVnd/qGCh0k/XMN+3PKJtAH3d/Pmzc3VTzQ8LvuHHnrI1atXL12odR0RyCiBlAm28odn9L7aH2YsL/6QquQHAaY7Ye3uvffehXb4xx9/tMjqBg0alHl1JKzshQsXWqR2/JrTWNxMyapfv350PL3QhpRzI9Hh2267bdasPFXO7uh0EUiYQEoFWxZewvch6Qf6qV3cAxUREAEREIHwE0iJYOPyQjAIRlHJDAHdg8xw11VFQAREIFUEUhJ0poCnVN0u1SsCIiACIpCvBFIi2MD0QSX5CjbT/fb89fCU6Tuh64uACIhAcgikTLCT0zzVIgIikEoCfvUsgkSbNm1qKUoJXFMRARHIPgIpE2wl78j8zcbKloWd+fuQjS0YOnSoO+qooxwJSObPn2/Z0GbPnm25uZkKpiICIpB9BFIi2EpmkD03Wvcie+5Fplvy22+/uQcffNC1bNnS9erVy9KOfvrpp+69995zffr0yXTzdH0REIESCKQsl3gJ19XuNBDAyyHBTgPoLL/EvHnzbKUuVuvabrvt3Pnnn+/eeeed6EpbWd58NU8EROB/BFJiYYtudhCQSzw77kOmWsEc/FNOOcWyjjE0QnazYAUuF6zuJbHO1E3RdUWgHAQk2OWAp1NFIBsJDBo0yB188MGuc+fOlnsba3rixInu3HPPzcbmqk0iIAIJEkiJYPM076cVJdgOHSYCIlAOAqQEve222yxl6IUXXuj2339/N2PGDMvhfeSRR5ajZp0qAiKQLQRSItjZ0jm14/8IKFI8d38JTMtCoFnsA8v6sssuc+QUv//++22hjNztuXomAvlHQIKdw/dcXo7cvbksn8nymEzLIqiMdaFZLevqq692O+20U+52XD0TgTwmIMHO45uvroeLAOtMs5wky1GyxnW1atXcJ5984kaPHu1OPPHEcHVGrRWBEgj06NGjhCPyb7emdeX4PZeVHf4bzDrXTMniVblyZZuWxTrVtWvXDn/n1AMRKIIAy8GqFCQgC7sgj5z8pjHscN5W7tupp57qGjZs6MaMGePuvvtut3z5cnfLLbdIrMN5S7O21Rs2bHB///vfXYsWLdxee+3lunbt6m644QY3a9asaJvXrFnjLrjgAtekSRN78Zltvpxxxhm2SqPf9sYbb9j3iy++2B/innjiCds2ZMgQG87hWr179y5Qz+DBg+2Yjz/+2N5Z+ZHXc889F62HD5zH9vHjx1u+iS5durgDDjjAvfvuu3Ycw0YdO3a0Y1auXGnb3nrrreg21lUPXQmWwEx6CSBEgjmgSa9XFZaeQGBhR2688cbSn6gzMkYgCB6LBNOyWJs2EmQki4wcOTJjbdGF84PAmWeeGQkeCCN//PFH5Pfff48EImi/P/93nG0HHXRQhN/m5s2b7cVntrGP8ssvv0SOP/74SDDX376z/eeff7ZjbEPwD9uOPfbYSIMGDSLfffddZNOmTZH+/ftHrrrqKn+IHcN57dq1s/P5zMtfxx+4fv36yH333Rc54ogj7NhgVkQkeKCNBPEcdgh1054gk58/xa4XxHlEBg4cGN0Wpg+ysEP3iKUG5yKBVatWudtvv93Vq1fPXN5t2rRx06dPd1gb3bp1y8Uuq09ZQmDRokUWB3HNNde4rbbaylWqVMnm8WPR1qhRw1o5atQo1759e3f66ac7ForhxWcsWvZRyKLHkI0v1BMfAMk2jiE3QM2aNV3FihVtlsOECRP8aXZ9zttmm23sfD7z4tzYsv3229s1OW5c4I1q3ry5zZY46aST7DDqxmtA3IcvwUOFpeI97bTT/KZQvadEsDVuGqrfgBqbQQKTJ092F110kf2heeaZZ9wll1xi07L++9//mnsyg03TpfOEwNy5cy2XPCIcW/r27Wuub7bhGi/s7zouZxaNKW2pUqVK9BSEvjzl7LPPdoh3YaV169Yu8Ai4r776ynY//fTT9n9s6623LuzwrN+WEsGm1zzxqIiACBROYNiwYY4oWCzpOXPmuBdffNHesXJ23nnnwk/SVhFIAYGqVataJrziqq5Vq5bDEo8vS5YssUVk4rdn0/f/9//+n7vnnnsci9+Qq4AHkbCWlAl2WIGo3SKQKgLBGJx7+OGHXatWrVwwjuf22GMPR2DN+++/77wbL1XXVr0iUBQBAs3IlBfrlsYqffLJJy0BD+cRhDZgwAC3YMGCaDV8fvTRRwsM2dStWzdqcVPHTTfdZOlxoyeV4gPTGHFh+0LUOEGXpS0dOnSw82gLYl1ei76010/m8QUHBZJZs+oSAREwAqw37adl4YojunbEiBEWjStEIpBpAowBE7XNmHTjxo3dLrvsYsMyfL7++uuteVjhQaCWzf/HzUxhOAcXM/t86devn0VvM7ZN/noiuSdNmuRuvfVW989//tMiz4MgSvMuEcXNGDnR5Ty4EsOBNezL5Zdf7oj8Js0uljyuex4a9txzTzdt2jR35ZVXuoULF9rhQeCavRPZXtj87euuu84FwWkuCF7z1YfyvQIRcsluOaH2lCDCMNlVq75SEuCpkuLf7Yv+SQsBljZFqHF380fnvPPOs4CytFxcFxGBUhLAIl68eLELIsXd3nvvXejZ7PNWdv369S1oLP5APEmMa1NHUWPL8ecU9R0rm7pwycc+GBR1fFHbyQRIRsB//OMfRR0Siu0pEWzEgT9WEuxQ/AbUyCQTeP75502omR8aTMsyoe7evXuSr6LqREAEEiHAQ8aBBx5okem77bZbIqdk7TEaw87aW6OGhYnA6tWr3R133OGwOljGErchkalMy5JYh+lOqq25QoCpYywze+ihh1rAWZ8+fRzWf5hLSixsIsRxi6fA2x5m1mp7DhKYMmVKdHw6SAZhLu/zzz9fkd45eK/VJRHINAEFnWX6Duj6oSQwfPhwE2qCxzp37uxeeOEFRXqH8k6q0SIQHgIpdYlrLnZ4fghqackEglSH7pFHHnH77befO+aYYywIRtOySuamI0RABJJDICUWdmEZcZLTXNUiAuknQFSsn5ZFekRc3ljYLFygIgIiIALpIpASwabxiDYWtsQ7Xbfyz+uw8g7zE1kr+aeffrKVncioVdRUjT/P1KdYAh9++KEJNe7utm3bWlAZYq0iAiIgApkgkDLBpjNM7VJJLwHS7yHWTC0iQplFJUiAEKxaYwkKyOEbn0Q/vS3M/qsh0FjUCPZxxx3nWHtakd7Zf9/UQhHIdQIpE2xC6SXY6f/5kGKQVJd33XWXJUAgUh/RZjvrKpOsPzbxfvpbmJ1X/OGHH0ykH3vsMRcsD2hub9KI7rPPPtnZYLVKBEQg7wikLOjMu8TzjmiGO0zKPixEAqT8tDreESHS961YsSLDLcyuy0+dOtX99a9/ddWqVXNPPfWUu/jii43RAw88ILHOrlul1ohA3hNIqWBDV5Hi6fuNkbyDNH7BQu5bXJQk+uT+ZWWosOfT3aJzZdjAdCwivYn4ZulAhhDIVXzttdfKA1EGnjpFBEQg9QRSJtg0XVZ26m9g7BVY/g7RKUyQSc9HABpijos8HwsM/LSsnj17ul133dV99NFHbsyYMe7kk0/ORyTqswiIQIgIpGwM2zPQOLYnkfp3EvfzKq5ggSPYZOUKcynNDASC8AgiY3y6YsWKNj7NetR16tQJMwK1XQREIM8IpNTCvvHGG+UST+MPisAyXsWVpUuXurVr1xZ3SNbv86vBldRQorxZ/5b83qNGjbLl+xjD//e//y2xLgme9ouACGQdgZQKtu+txrE9idS+M069fv36Yi+Cu5ypX2EtrARX0u+JoDtmKfBat26de+utt9wXX3xh61BXqFAhrF1Xu0VABPKcQEoFmzFsXjfffHOeY05P94kMZ5y2uMIxrHsbxoJY+98Sv6vYwrSsO++801z9Z599ttt3331tkfuhQ4e6o446KvZQfRYBERCBUBJIqWBDBLe4SvoI+KlcRV2xpP1FnZfp7bFiHdsWPy2revXq7sknn3QXXnihTct68MEHXcuWLWMP1WcREAERCDWBlAs2dHBhluTGDDVFNT6lBPjteMvaXyh2WtbMmTPdoEGD3Lx589x1113ndtllF3+Y3kVABEQgZwikXLDlFs+Z30rGOlJYkBnTshDm8ePHu7Fjx7pTTjklY+3ThUVABEQgHQRSPq2LTuAWL+yPbjo6qGuEm0Bhv5vtttvOIr8Zqz744IPD3UG1XgREQAQSJJByC5t2+AAhucUTvCs6zAgwbj1lypQtaPz6668ONzhirt/UFni0QQREIEcJpEWwYYeVHT8OmaNM1a0kEPBBZj/++GO0Nlzg/uU3ItocqyICIiACuU4gLS5xIGJlI9hYRN7iznW46l/ZCfAbif+dxFvTPose7/pdlZ21zhQBEQgHgbQKNn+AEe34P8ThQKVWppNAYb+Rwrals026lgiIgAhkkkDaXOJ00qcqlQszk7dc1xYBERABEQgjgbQKNhaSxrLD+DNRm0VABERABDJNIK2CTWexrhHuwqbrZBqGri8CIiACIiAC2Uog7YINCO8ajw8iylZIapcIiIAIiIAIZJpARgTbu8ZlZWf69uv6IiACIiACYSGQEcEGjlzjYfmJqJ0iIAIiIALZQCBjgk3nvWsc8VYRAREQAREQAREomkBGBdu7xpmbLdEu+iZpjwiIgAiIgAikLXFKUai9UPu0pf57Ucdre+EEyK+9fv16t3HjxsIP+N9Wf9xvv/3mKleuXOyx2ikCIiACIpA9BDIu2KDwIi3RLv0PY/PmzW7Dhg1uzpw5bv78+S4293ZhtX3//ffu66+/dosWLXJ16tRx2267bWGHaZsIiIAIiECWEagYiOVN2dAm3OMUL9r+u23UP0USWLNmjXv77bftoefDDz90a9eudZFIpMjjEffp06e7BQsWuN122801bNiwyGO1QwREQAREIHsIZI1gg8SLtES75B8Iwvv555+7xx9/3A0aNMjNmjXLrVu3rlixplbEnHNXrFhhVvnSpUtdzZo13U477eQqVqxY8oV1hAiIgAiIQEYIZJVgQwDR5vXss8+6s846y6DwXeVPAt9++61799133csvv+zeeecdN3v27BLHrv88+/9E+5dffnHLly93S5YscVjplSpVcjvvvLPbYYcdYg/VZxEQAREQgSwhkHWCDZd69eq5M8880xDJ2jYMZhkTMMZYNSKNVT169Gi3cuXK/zugDP9u2rTJrVq1yqzzn3/+2SxsBJs1pytUqFCGGnWKCIiACIhAqghkpWD7znrLGtHOZ+H+448/zN2N23vAgAHuscceczNnznS///67R1WudyLGqY/6uVajRo3c1ltvbQIu4S4XWp0sAiIgAkkjUCEY0yw6Qilplyl/RcTGedEm4Qrfk1HIZ84rWfUlo03xdeC6HjFihHviiSfcjBkzHJY20eHJLrjFCURr0aKFu+GGG9wBBxxg1nayr6P6REAEREAESk8gNILtu4awJlu4yWmOaCfzQcC3tzzvPEsR+T1kyBA3duxY980339hc6/LUWdK5BJ5tv/32bp999nE9evRwRx11lGvVqpVc5CWB034REAERSDGB0Am25xEr3GxDbHGheze6Py6Rd8Qa0WbslnnMmRZuXN1Y1bSL8eqPP/7YgsNSYVUXxQfhbtasmTv00EPdkUceaXwQ8q222qqoU7RdBERABEQghQRCK9ieCaLGy1vdbEdwKYg3r0SKt7I5lqC3hQsXZkS4f/rpJ7OksayJlCfIjIjuTJWqVau6du3auX79+rm2bdu6WrVqmQWeqfbouiIgAiKQrwRCL9jxN86PRccKuBdtrEWK/+7P5TuiH7/cZzqFG/c386gnTZpk07VeeeUVR+R2NhSsbaZ8XXHFFa5nz56uSZMmbrvttpObPBtujtogAiKQNwRyTrDj7xxCzIvywQcf2Lv/bl8S+Me7yhlHjhf7BE4v8RBc3QSSPfroo+711193X331lVnV2RQPiCt8xx13dB07dnSnnnqqO+6440y0S+ycDhABERABEUgKgZwX7EQoeQGPt7D9uYi0HyP325L1jgt86tSp7plnnnETJ060HN9Y2tlaiCLHwoYJbvK6desqH3m23iy1SwREIKcISLD/dztxpTNmzNi1L6kUaqznuXPnuvHjx7tRo0a5999/31zgJDMpS9lmm21s3jTzqItbscsv9sFxZZ3HzSpftWvXdl26dHHdu3e36V81atSQi7wsN07niIAIiECCBCTY/wMVmyAklULtV9ciSQkR4MyvxrIuSwQ4bmrGkgkEYxEPsp6xqMfq1auLvP3kDScxCudy7Hfffed4SCit+x1e1NG1a1dzjx9yyCGufv36sraLJK8dIiACIlA+Almd6ax8XUv8bKxrxrc7BW7egQMHOr4TcJbsgjDiAif395133uleffVViwIvi1hiKeOeZupV37593VVXXWWiT1R5cYLduHFjd+WVV7oTTjjB8oczfYzrY3GX9qGB8+bNm2dj7qzFjXvcLyIS+wCUbI6qTwREQATykUClfOx0fJ8R61QFlMVea/HixW7YsGHugQceMGuYQLOyFOZDE/Heq1cvc0vvscceZtmSTjSRgtjvt99+ZpWzwMrgwYMtOcu0adNsJa9E6og9hsVIyG3+5ZdfuksvvdQdfvjhbtddd409RJ9FQAREQATKSUCCHQBErFNZmEc9ZswYE2vmV7NCFhZtaSxr0oZWq1bNhJqxY9KHYtEi1uyjJGrVchxj3ogqFvEpp5zi2rdv77744gtjwQNMadKf0hc8B1OmTHG333671cPDBA8FjHeriIAIiIAIlJ+ABLv8DIusgaAuxpUZpx45cqTNsWb96dIUhHXvvfc28SNxCa+WLVtaVrbyrl+NcGOVI/yMbXMdIsBJlIJ4Y3EvW7YsoeA03Olr16410Wb+OP0mrSnTwHjQUBEBERABESgfAQl2+fgVezaW9eTJk6OLdmzYsKHY4/3O+GCyv/zlL5bUpXXr1imb+4xw16lTx6K/O3fubGP6eB4Q7tIGp82fP98EG+GuXr26BNvfWL2LgAiIQDkISLDLAa+kUxHszz//3GFVJyLWWLy4kKtUqWLWbu/evW2cmilUWNrpKDwssCY21jHz0kniwuIjjHOzdjZzxPEclOTO57iFwRQ5ouGJIFcRAREQAREoHwEJdvn4JfXsooLJyuv6Lmsjkx2cVtZ26DwREAEREAHnJNgZ/hUkEkyWqSYmOzgtU/3QdUVABEQgFwhIsDN0F3Fxk+yESGofTMYa1OQtz5RFXRSKwoLTmjZtahnOGOMmtWqiwWlFXUPbRUAEREAEiicgwS6eT1L3ZiKYLKkdCCqLDU5jjNvPYS9LcFqy26b6REAERCCXCUiw03B3EWrGgzMZTJbsbiYSnIZlriICIiACIpAcAhLs5HAsthbyfTNVKj4zWba5vovtRDE7iwpOSzTzWjFVa5cIiIAIiMD/CEiwU/hTYHpUhw4dbJx6zz333CIzWQovndaqiwpOI5EKmdhUREAEREAEyk9Agl1+hkXWgGVNUBnpP7FCc8WiLqrD8cFppDct6xKeRV1D20VABEQgXwlIsFN453EJY1nnY6Hvconn451Xn0VABFJFYKtUVax6RUAEREAEREAEkkdAgp08lqpJBERABERABFJGQIKdMrSqWAREQAREQASSR0CCnTyWqkkEREAEREAEUkZAgp0ytOmteMWKFbakJSuEFVd++uknSyO6Zs2a4g7L+L6bbrrJEXWe6IvjVURABEQglwlIsEN+d//44w/HfOf33nvPffLJJybGxXWJJS/HjBnjJkyY4EoS9+LqSfW+RASYvOsU1u1O5PhUt1n1i4AIiEAqCUiwU0k3DXWzRvXjjz/ubrvtNjdp0iSHgBdXNm3a5IYNG+buvvtuW+O6uGMzvQ8hLq5cfvnlti53p06dijtM+0RABEQgJwhUDCyTm3KiJ3nWic2bN7tp06a5p556yj3//PNu0aJF7rfffkuIAslMcIkvXrzY4SKvV6+e23HHHc39nFAFaTqIdlFYYCS+9O7d2w0YMCB+s76LgAiIQM4SkGCH8NZu3LjR3N+vvPKKGzp0qJs7d67Dci5NQdyxzr/99luzynfbbTe36667Zl02Nm89x4o26U5ZHWz48OH2oLHvvvuWpus6VgREQARCSUAu8RDdNqxq0n0y/vzcc8+51157zcS6rF2gLtayfvrpp62uGTNmJGyll/WaZTkv3glUq1Yte9Bgec/TTz/dtWnTxrwMZalb54iACIhAWAhIsENypxDrdevWuVmzZrnbb7/dBBbrOBkFC/3RRx+1sfD58+db/u9IJJKMqpNWR/x4NqJ97733mnCzElq/fv1MuHmQUREBERCBXCQgwQ7JXf3xxx/duHHj3Jlnnuk++ugjiwxPZtNxj2Ox33DDDW727Nluw4YNyay+3HXhGr/xxhu3qKdmzZpR4e7SpYvxad26tRs0aNAWx2qDCIiACISZgMawQ3D3EOuRI0e6/v37u+nTp5uYlmQBb7XVVq558+aufv36bptttnE///yzRVQX1V3q8+PaBLM1adLEVa1a1c4t6px0b/fj2V9//bW78MILC1yeFdG6du3qzj//fJuPzoPH4MGD3fbbb+9atWpV4Fh9EQEREIEwEqgQ/KHOLt9nGCmmuM1EgBMNfscddxQbXMZynjVq1HBNmzY1seYdwcJ6xmqeOXOmvf/www+OwLXCColKKlWq5AYOHOiOPPJIt/vuuxd2WEa3MXYd7yKPb9Dy5cvdfffdZw85LVq0cFdeeaW5zeOP03cREAERCAuBSmFpaD63E8uXJCeFRYKzhCUR3gg106D22Wcf16FDB3tVqVLFxBf39rJly9xnn31mLyzUJUuWOLKjId6xz2x8ZtrX+vXrs3Yt68Jc4/G/D5Y1veuuu9xVV11lon3eeefZO8LNsIKKCIiACISNgCzsENyxOXPmWEDYf/7zH2st7u7KlSs7LGqmOLVv394dddRR7i9/+YsjGIv9RRWC1whcY5rU6NGjoxnPiBhHqNlPeeyxx1zPnj3tQaCousK0feXKlSbYDCvgeUDIJdxhuoNqqwiIgCzsEP4GsKgPOugg161bN3fIIYc4Aq8QcF7FiTVdZX/jxo3NGif5yNKlS90777xjL8auSaSSi6VatWruzjvvNKHGVX7BBRc4HoAQ7rPOOisXu6w+iYAI5BgBWdghuKFMuyJByrvvvmtW9H777efq1Klj1i+BYQh1WQrWNGPZjPfiMp83b54lJPn000/dFVdc4RgrxrWci+X77783ixvxbtSokY1xn3322bnYVfVJBEQgRwhIsENwIxln/uabb8wabtasmdtrr73ctttum9RUooxdY10vDBYHwWVOZDUPBaQszeVCQB5ucl4NGzY0i1vCnct3XH0TgfASkGCH996p5UkksHr16qhwN2jQwIT7nHPOSeIVVJUIiIAIlI+ABLt8/HR2jhFAuP10MKLuGeM+99xzc6yX6o4IiEAYCUiww3jX1OaUE2AYAjc54l23bl0b42ZqmIoIiIAIZIqABDtT5HXdUBCIF25Z3KG4bWqkCOQkAQl2Tt5WdSrZBFg/3AenEYyHcMviTjZl1ScCIlAcAQl2cXS0TwTiCCDcfoy7du3aJtzkL1cRAREQgVQTkGCnmrDqz0kCLMjix7jJLkfKU5KxqIiACIhAqghIsFNFVvXmBQHmrntXORnncJVLuPPi1quTIpB2AhLstCPXBXORAMLtXeVkh0O445cAzcV+q08iIALpIyDBTh9rXSkPCLDuuHeVV69e3VzlF110UR70XF0UARFINQEJdqoJq/68JLB27dqoq5yFR7C4Jdx5+VNQp0UgaQQk2ElDqYpEYEsCCLd3le++++4m3BdffPGWB2qLCIiACJRAQIJdAiDtFoFkEFi3bl3UVc7yqFjcf/3rX5NRteoQARHIEwIS7Dy50epmdhBYv3591FUu4c6Oe6JWiEBYCEiww3Kn1M6cIvDLL79EhXuXXXYxi/uSSy7JqT6qMyIgAsklIMFOLk/VJgIiIAIiIAIpIbBVSmpVpSIgAiIgAiIgAkklIMFOKk5VJgIiIAIiIAKpISDBTg1X1SoCIiACIiACSSUgwU4qTlUmArlD4LHHHnMDBw7MnQ6pJyIQcgIS7Cy8gS+88IK74YYbsrBlalIYCMybN8/9+9//LndTq1Sp4nbaaady16MKREAEkkNAgp0cjkmtZZtttnHbb799UutMZWWnnXaaY36xSuIEVq9e7VgwpKjC8p1Lly4tareLRCJuyZIl7rffftvimN9//91t3Lhxi+2xGzj/22+/Lfa4k08+2Z1wwgmxpxX4XFwbONBfY/PmzQXO0xcREIGyEahUttN0VioJ9OnTJ5XVJ71uxBqB2GGHHZJed65ViMjygIOo1qtXz5ghzG+//bZ19YcffnBnn322W7BggatRo4aJ8ksvveT23Xdf23/GGWfYtj/++MM1atTIffbZZ2ZN9+rVy/bjnRkwYIBbtGiRmzJlim1jnvegQYPsM//897//dcOGDXPNmze3utq3b+/+9re/RffTRrKw0Rbqvfrqq6P7+FBSGzjmmWeecU8++aRr2rSpW7VqlZs7d64bPXq09Yn9KiIgAmUgEDwFq6SBwMSJEyOBEEcaN25sryuvvDKyZs2aAlf+8ssvI506dbLX7bffXmCf/xK4Om3/gw8+GAn+qEdOPfVUq++hhx6yQ3r27Gn7J0yYEOncuXMkWHgictBBB0VeffVVX4W9B4IRufvuuyPBH207v3v37pFZs2YVOKakawV/hO1agdvUruHbHqTdLFCPvvxJ4JBDDol89NFH0Q0w5B74cuKJJ0YCgfZfI7Nnz7b7EzwU2bbvv/8+Urt27Ujg9rbvQcpTYx89Ifgwc+bMyD//+c/YTcV+5ncZiOoWx3zxxReRO+64Y4vtibQheMCIBF6C6LlB/vTI8uXLo9/1QQREoPQEcFuppIEAf5gDiyeCUG7atCmCwBYmysHyjPYHt1+/foW2KrBkI4FVFWnXrp39IQ8ss8iGDRsiDz/8sB0fZNCKdOjQwfYFVpRd79NPP40gFIMHD47Wef3110cuvfTSyK+//mrbEHgeJgI3afSYkq7FgcHiFhHEPrDoIrSdF+1R2ZLAypUr7QEnfs93331nm7gXiHfgQi5wSLCuduSDDz6wbYgl32MLD2mxpSTB5kGP3wtCzYtrzp8/P7YK+1ycYJfUhpdfftl+oxzHwyW/DxUREIHyEdAYdhm8EmU5pWHDhq5Vq1Yu+IPrpk+f7g4//HAXCOkWVRHkU1ygz9Zbb+123HFHxxjoyJEjXSCWrnLlys6vALXddtu5bbfd1lJdBn/IXaVKlVwg4O6ee+4xVykXDCx7N2bMGFtFimMpBxxwgAssbhf8cbXv/FPStTiGtjDm7tvNO+1R2ZIAbvDC2NSsWdMODv4r2/2qUKFCgZO5h8kaB8Y9fcopp7i99trLPfHEE+65555zBx54YIHrJePL8ccf7wKvkgssfce64IyFf/3118moWnWIQN4SkGCn6dY///zzJoonnXSSe/TRR11geZTrj3CPHj1cgwYNimx9ly5dCuwLLHI3depU2zZnzhzXsWNHV7FixQLHBK5zN23atALb+FLStbY4QRsKJYAwL1u2rABjxv5ZfjNwFzseturXr++GDx8ePZ/AMMa327ZtG91W0gceouID1ghio/Ab4CGPhzmiwHmAnDx5cklVlmp/4MZ3F1xwgZ1DnwMr3h177LFJv06pGqWDRSAHCCjoLA03cfHixe7GG280i6Nq1ap2RSKETz/99JRd/c033ywQLDR27FgLUuKCBDMFLtAtrk2wUTA+usV2bUgegVdeecVhfdatW9c1adLEPCV4QLBCKY8//rjr27evu+uuuxxiF7ilXeBeNg9s96L7AAAmV0lEQVQGC4aceeaZbtKkSY4HMILTCO4aN26cBZ794x//sDqwnvF6EBwWxDBYHVjRwRCMC+IMXOAON0HlYYHfJkFp5557rmPeNZ6gm2++2c4h6AxB/+STT6w+rHG8ACW1gQdBAt6okzXAeUDkIeK6666z9ukfERCBMhIon0ddZydCgMChINo2eihjvFdccUUkfuzRHxAIZ6SoMWyOCVzqkcsuu8wfvsU7QWaMSwZubxvD5vg2bdpEgihdO5Yx0iOPPDIyYsSI6LkELxGkNn78+Og2PpR0LY5hnJIxcF8Y+/ZBUX6b3v8kEER425hxcUFYjGsT90C8Q1kLgWTUQdxEfCFWwY+dx+9L5neu7+Mkklmv6hKBfCSg1brK+KBT2tOYJhME+5glxdgeY3q4Qrt16+aCCG6rDnd58EfUBX/gbBqMn8pDEhXc0sy5ZZoN45BM22FaD4U6vHXF98MOO8ym1Nx///3u888/t/HKyy+/3OHy9gXX7FlnnWXj3VjcH374obv22mvNeuKYRK/FsTNmzDBrrnXr1nZeEO3uggcSd95557FbRQREQAREIAkEJNhJgJhoFQR7IZQILQFdqSoI9nvvvWcBTCVdg7FOAthokw9AK+mcwvYHT7uOsUuCzmrVquXiA6cKO0fbREAEREAEEiegMezEWZX7yF133dXxyqbCOCmv8hYEulmzZuWtRueLgAiIgAgUQUAWdhFgwrr5mGOOMbc6EcdEkcdmuAprn9RuERABERAB5yTY+hWIgAgUIEDq0v79+zui0oOMfDanvzzDJQUq1xcREIEyE5BglxmdThSB3CbwwAMPmHAHMwhMtIOUs+WKc8htWuqdCKSegAQ79Yx1BREINQGy32FxB2lno8LNkIuKCIhAeglIsNPLW1cTgdASiBVu7yoP0zKwoQWvhovA/whIsPVTEAERKBWBYOEas7hJd4qbnJeEu1QIdbAIlImABLtM2HSSCIgAKU5xlZPC1Au31kTX70IEUkdAgp06tqpZBPKCgBduEvB44SZ3uIoIiEByCUiwk8tTtYlA3hJ45JFHzOImda4f4y5uqdi8BaWOi0AZCUiwywhOp4mACBROYMCAASbcK1eujFrcEu7CWWmrCJSGgAS7NLR0rAiIQMIEvHCvWLEiKtw777xzwufrQBEQgYIEJNgFeeibCIhAkgk8+uijZnEHy4lGXeVVqlRJ8lVUnQjkPgEJdu7fY/VQBLKCwGOPPWbCzQpxPjhNwp0Vt0aNCAkBCXZIbpSaKQK5QsALN2u/e+HeZZddcqV76ocIpIyABDtlaFWxCIhAcQQef/xxs7i//fbbqKs825afLa792icC6SYgwU43cV1PBESgAIEnnnjChHvx4sVRi1vCXQCRvoiAEZBg64cgAiKQFQSefPJJ95///MctWrQoKty77bZbVrRNjRCBbCAgwc6Gu6A2iIAIRAkg3KQ8XbhwYdRVXrVq1eh+fRCBfCUgwc7XO69+i0CWE3jqqadMuOfPn28WN9nTdt999yxvtZoXT+CPP/5wv/32m/v111/t/ffff3ds27x5sx261VZbuYoVK7qtt97aVa5c2bF0K+9sUylIQIJdkIe+iYAIZBmBp59+2oR73rx5UVe5hDvLbtL/moMIb9q0ySHKGzdutPf169c7st4xK4D3tWvXmngj4BQEmhfZ8KpVq+Zq1apl7ywkg4hvs8029l6pUiWHuOdzkWDn891X30UgRAS8cM+dOzcq3HvssUeIepD7Tf35558d9+fLL790U6ZMcdOnT3dLlixxv/zyi1nVWNaRSCT6gkiFChWiL6xqXizXutdee7l99tnH7bfffq5NmzauUaNGLt8z5Umwc///kHooAjlFYODAgWZxz5kzJzrGjWWmkn4CWNSI9OTJk92kSZPctGnTLGhwzZo1jvXSf/rpJ7OmEerSFEQbq5vEOszRZ9ZA3bp13b777uvatWvnWrdubeKdbxa3BLs0vyIdKwIikDUEnnnmGRPu2bNnRy1uCXd6bs+GDRvcsmXLzIpGrGfMmOG+/vprs6YR8FQUrGus7iZNmrgWLVqYaGN916hRw2277bapuGTW1SnBzrpbogaJgAiUhoAX7lmzZkWFu3r16qWpQscmSACLmtSyPCRNnDjRvf/++/bOODWu7rIWxquxorGqFyxYYOPg1IWlTQAaY+KMjXMNXOgcf8ABB7guXbrYe9OmTV3NmjVzfoxbgl3WX5jOEwERyCoCzz77rFncM2fOjLrK99xzz6xqY1gbg1ATRLZ69Wo3ePBg98orr7gJEyZEhbUs/UKMsYwRacan999/fxPdBx980P3www8mzgSi1alTx/FAgIt93bp1FmmOeFMIRGvfvr076aSTXO/evR3T/whSy1VXuQS7LL80nSMCIpC1BAYNGmTCTcCTz1Uu4S7f7UIsP//8c3fPPfe4r776ygSVqVplLQgt4tq1a1d39NFHm3ubAEIixx9++GELWsO1vvfee7sTTzzR3OCMj48cOdKNHTvWMdXPFyxw6mrZsqW75pprTPhzNTe9BNvfdb2LgAjkFAEv3AiMF27GO1VKRwCPxVtvveWGDBni+IyVW9ogstgr1q5d2x166KHu5JNPNusZVzbBZUzhwnJeGCTMIWiNz7i+OZ7xawLYGDf/5ptvLMBt+PDh9hnrG2sda7xZs2ZmaR911FGuefPmsZfNic8VbwpKTvREnRABERCBGAKtWrVyF154oWvQoIF74YUX3PXXX29zgJkqxB93leIJIMqffPKJe+2119zQoUPN6iXYrDxj1VyxcePGrkePHubG5gEKUUZwKYg01jPpaVesWGHu7x133NEixXknqBAXORHjvCP0WPq40Jk6xvg6c735jLudOd255B6XYNvPRP+IgAjkKgEv3LhXX3zxRXfdddeZcBNpnO/zegu75wgywsw8agL63nzzTYsAL69Q+2sxXn3wwQfb/GoCyHxBrJcvX+4GDBhg1/zggw/Mosc1jugiwLi/eSdxDveVqHG+I9ocxztWOHO/sbwZCiEfPS742Gv5a4btXYIdtjum9oqACJSJAHN4L7jgAhsXfemll9y1114btbgl3H8iRaxJfnLLLbe4UaNGmQD+ubf8n7B6eVjC0iaQDaFGTLGKeUi49dZbLQodCxv3N1Y+Uel4RRibRqC9AGOhMye7fv36jmVaCYqjTlzquNax1Jn6xf3F5R72IsEO+x1U+0VABEpFwAs3lp4XbqwzWdzOxqYRTcR63LhxNm6cLMva3ySsYMajcWOTEQ1h9ZazHy/3aUs5hwh1xPujjz5yJMshCrxhw4bmRkfo+c5DwEEHHWSiTwrUWGubaWLM3cbaDrt7XILtf0V6FwERyCsCXrix9F5++WWzuBEShJux0XwsWLO4wbGsYYFYJrtgAa9atcoxb/6LL76wedxEgH/22WfuvffeM6s6PqiN71jgjE9jbRNIyHQwLG7esZ6xwBFyBBwLG/c687e///57c/HjGmfcO8xFgh3mu6e2i4AIlJsA04HOP/98s8KYX4yrPB+FG+uWADPGrBkHxrJG/LBikync1IUFjfual18YBPc31jAu+aKKF22scgLMEH/c3UzrInCNqWE+vzwWPKLNtXhAwIonIt3vL+oa2bxdgp3Nd0dtEwERSBuBWOF+9dVXTbiZf8z0oFy2uBFQHlDwMhANTopRxI/x4bZt21oGMp+wJFU3Azc5QWJYxCUV2suxWNpYz0SME/nvC5HkCDgPHESccywWN33AGud++gcRf05Y3iXYYblTaqcIiEBaCCDc5513niPdpRdu/uDzhz4XE3Iglrijic5mTBmLmgeUXr16WUR9vXr1bJyZseFMF6xkpncReIa4c1+IFifqPLYg2oxZs5Qn4970kXFwvjOezZg3gWthK/m9uGjY7pbaKwIikDYCJPYgXzaWJ4KGcF1++eUWeZy2RqT4QliruIvJYIZLnO+4mMnTfeWVV1r2MFJ/Hn744SluSWLVH3jggfYQQSIcxqwR5aIeoph/f+mll7oOHTrYAwh9Y9z83nvvNVc838NWJNhhu2NqrwiIQFoJkKeavNkIN+8I92WXXWZWZ1obkoKLMQ5MBjOCuHAZE7yFJ4H+EaDlo7dJbpINhfFnHiaw/ln4o3PnzpYYp7C24fYmSxoPWbjM+Y6FTV/Jh07fw1Yk2GG7Y2qvCIhARggg3FjaBKax9jNzf7HgCJQKYyG4i3Fg+kOAFpHYTHXr1q2bTZHC7Yx73L+yoY8EmVFoJ8MWp512mqUjLapt9AGrnD4xG4A+EuhGn+l7cQFuRdWZye3hc+JnkpauLQIikPcEWIyCFxHV/fv3Nwvvr3/9q+Urxw0blkIkOC5/v+rW9ttvb+LGYhzZEGRHe8hohtubIDgeHODrrX5EuKTCObjOyS1OEhUerghCo8/0nex3PHiFpUiww3Kn1E4REIGsItCnTx/HC+G+77777I9/WISb8VsSpLCeNZnGKIghyUfIHJbpgmseK/qII44w6xhLGdFGvJmaVdpCYBp9Q6TpN32m7ywWQpR5WBKqyCVe2juv40VABEQghgCi7RfJmDx5clS4mVecrYVMYLQVAfPlmGOOMQsbqzTThUhuXN5/+9vfTGhZK7tNmzY2Jl2WFKP0ieA5Fh3xhb7DABZhKRLssNwptVMERCCrCZxwwgnu448/dq+//rpZcWTduvjii928efOyrt0I1YwZM8w9zPQm3MLt2rUrNBMYAWdEYqfDCuUaBJadccYZrnv37jYHHOsaNzhBYz6HeFmAslAIfeS+UA+ucRjAIixFgh2WO6V2ioAIhILA8ccfHxVuUm7i2s024SZojgQpJBdBDA877DATMsaN4wtjwARsHXLIIXZs/P5kfccKZkrZKaec4o488kh7eEimtU/fGLOmr/SZvsMAFmEpEuyw3Cm1UwREIFQEEG4WrHjjjTdsKhHCfdFFF9lKWJnqCGPXuIB5kGAJSgSRRCRYs4wPF1awcJnqhdVbL5jShtiVpWA9I8gkNSGLGtfju09gwnUQVK4DK7+9LNcq6hyuycMADyH0HQawgEkY5mVLsIu6s9ouAiIgAkkg0Lt3bzd+/Hib+4sLFmv1wgsvtAxcSai+VFUQbEXmr4VBLm5EivFgXNC4ilkco6iCwNIPoq35jPjywk2N6BY3rsxxWLdkF2MsmkAyItF5SOC6PiKddKJMwSL4jRSiqSi77rqrXZOHBtoOA1jAxAffpeK6yapTUeLJIql6REAERKAYAiT74EW+bqaDEVjF+txk7ULE01FI58mYLTnSKV4ksTgR1uIKx1x99dW2WAe5xxE40rciwCRfYV4zbub4wjU6depkmdOIyMZCx7rFoqUdPLyMGTPGLH0/vhxfR7K+00c8CgSgkYecqW20ASZEjCPi2VyKv0PZ3HK1TQREQARCSOC4445zH374oQk3qTK9cDOemupC4hGmNXnBxqrG6k1EqJhWVb16ddevXz/LMIaAYw0TJc+caNzl8QXLm+VKfZpTXNIIONflHQHnPILaEFIEuzhrPb7+snzngYFsad6jAAuY+KQsZakzXedIsNNFWtcRAREQgRgCxx57rPvggw+iK2RhrbLMJ5ZqqgoW9vTp0211Lq6BO5o5yokINsczrowbu2fPnnbet99+a5YyFjTri8cHiRFhTgQ6q37xOdaK51jEmfpwhWPh8vCSirFr2u4L16TPPgc53gKYJLJSmK8jU+8S7EyR13VFQAREICCAcI8bN87WoWYsFeFKhXCTlpOpTARasUY0FjNjuqV1QyN0hx56qOvatavl5iZoizqw1Bkbji1cAwEuLqCLhCZEhjOmjQWPxetd1akYV6Y9BLfRD9oHC5jABkbZXCTY2Xx31DYREIG8IUDiEoR72LBhFkmOcJM8BLd5MgpLTK5cudL98ssvJkw+9Seu6VjLN5Fr4cbGDY6lzVgwbmYEm7Hh2IL1SjpQ1qXGgkWAEUaWxWQfQs7CHETUM91q8eLFxuCtt96yZDSkEyXPOedwbmFj5LHXS+QzfcUdTrAdDBBpmMAGRtlcFHSWzXdHbRMBEcg7AoggrxEjRlhwGlOqzj33XBsH5nNZC5Yka1p7KxJ3OLm6y1oYv77iiivsdCLFGYPG6n777bejEdeILJHxLGl544032rFjx461XN4IJkFstGPkyJHu8ccft+lvjCUj5FjCjHnjTme9644dOzqSn5R1Wll8P7k+VjYreMEENngKEPFsLRLsbL0zapcIiEBeEyCNJi8v3ARvnXPOOSbcfC5t8Ra2F2xEtjyCzViwD9xiPJrPjGNjKTONza+ExepY77zzjlnPWMhY5Gxjehi51xFsgsAQUKxub0XjGsfCZkx/4MCBburUqY5sciRwSUahvQTOUWAiCzsZVFWHCIiACOQxAS/cuImZDoYL+eyzz7bpYKURblzSWJNeEJnr7AWrLHgR6dggMwSchCdEkWMlE8iF6PKZMWle8cU/PLBuNa/YwvrcWL0MCSDauO59oFjscWX9TN/9fG+YwCbbA89kYZf1bus8ERABEUgjAZKN8MLlHCvcTJlCxEsqiCNucS/YCGyy3Mv+2gSdkVwFkWbtcBZAWbFiRdSqpg3++hzz+eefRzOfsQoXbfIFFztR48xRp07OTWYEOWLt+0+bYOMfIHwbsu1dQWfZdkfUHhEQAREohgDiNXr0aIfFjcu4ZcuWZnF/9dVXxZzlbFw4XrATnc5VbMUxOwnoIvL8rLPOcg8++KB74IEHbJybsW0EOfZ6ZBm75ZZb3PXXX28R8rjDCytY8ZyHwMYKemHHlmYbdRElTvGCXVw0e2nqTtWxEuxUkVW9IiACIpBCAl64sbiZlnTrrbem8GqlrxpBxEV+8sknuzvuuMP961//su++JtzPPGRMmDDB3OeMIasUT0Au8eL5aK8IiIAIZDUB5i/zmjlzZrHtxPrFSvXjzggmbulUFa6DaPNiYQ8eMNhGO3nAIHqceee0gbbEu6NXrVpl08GY6oUrnOA0AtOIHC9PsJzvb+w1aRdsSju9zdeVrncJdrpI6zoiIAIikEICJU35wv0bK9gIpY/kTmGzrGquTVQ4c7fJbIY1TcKV//73v27p0qUWXIaAMwZOFDkBa3xnDJxjOZ9MaV60CVAj+QlBdwg4DwSlLQwP+HnXXrC9i7y0daXreAl2ukjrOiIgAiKQQQJYukRGI04UBIvI6HQWxrF5YU3zgEH0N+lZsaJZFAWrmnF5liVlH1Hm8YV+EDHeunVrm+LFAwBJZqjX9y3+nMK+03cYUDgPNtSdzUWCnc13R20TAREQgSQRICIaC9ZbkQR9MR86E4U24N5mpTLc2yRTQbjJ8obV7yPJC2sbruzly5dbspX33nvP8pD37dvXnXjiibbUZ6JubTKo+QcW2gMbHzVe2HWzYZuCzrLhLqgNIiACIpBiArjDWZPaCzZR2ZkM9PI5va+77jr3+uuvu6efftoypZXGvU0mtYkTJ1pE+kMPPeSYu51oYbqZt+BhAhsYZXORYGfz3VHbREAERCBJBLyFTepNBAp3MBY2r0xNZ/LBZIxDk3kNAS1tWxiHZqx78ODB7ssvv3R4Door1I91Tb/JIQ4LmMjCLo6a9omACIiACKSNAMJE4Bb5uLEkGUdGIInUxlLNZGHsmjHruXPnlqktPHywnvhjjz1mljquchYciY88p4/0dd68edZ39sMCJrCBUTYXjWFn891R20RABEQgiQQIqiIrGhYp7mMEe8qUKZZ8JTapSRIvmVBVBJqR9YyI8bIWrGVc69RDTnNWDyNHOeuMM17u+0d0PH327nAiz2GS7QFncJFLvKy/Dp0nAiIgAiEjgGjtt99+0ZzcLHOJG9lPb8pUdxBqrOvyFm894x4ni9pll11mi6dQv/ciINiTJk0ytzjXIz85TLygl7cNqTxfgp1KuqpbBERABLKIAFYk06H8IhqM43766ac27luY+zhdTUdMvaAm65o8hPAQ8Pe//93Gt1lIhPFrIsPJc07fKaRSbdOmjSzsZIFXPSIgAiIgAuUnQJAXi2nUq1fPgryYIkWiEiKtCcTKVGGhD/8Qkaw2MDWM/tGvcePGWYY1PtNX+sw+At3q1q1rKVNhk+1FFna23yG1TwREQASSRIA5yogUY7wEWiFq69evtznNzG3OVCHpScOGDVNyefpIUBvR437+NuP3bIcBLGCS6PztlDQywUol2AmC0mEiIAIikCsEyA7G0pVk+MJ1TNIS3MeIdyYKc6AJ/Nptt91SIpzVq1e3pChEh2Nt02f6DgNYhKVIsMNyp9ROERABEUgSAcaxycPNVCbGjhcuXGjjugsWLEjSFUpXDUKNYB944IGWF7w0KUaLuxL1MG2LaHHG73GH00f6TN9hAIuwFAl2WO6U2ikCIiACSSKACxihQsh8YZlOBK20iUv8+eV9ZynOK664wrGwR7KmWJE1rUuXLq5Tp07mDh8xYkS0mfQdBrAIS5Fgh+VOqZ0iIAIikCQCjNcylQkx88FWWJ7jx4+3KU9JukypqiHwDAElqpuo7dKkKI2/EJY1bvaTTjrJXXPNNZbR7JNPPrFkKhxLn+k7DMIwdu37V/GmoPgvehcBERABEcgPAj7bGeO65BRn0Q0yhpHCFOFkXnKyXNOJEEU4EWkC0HBXM55Ou5g3nUihrVjm9YII+IMPPtgdd9xx7thjj7WVvIYMGeLeeecdS8xC/7CuTzvtNHOJ+weWRK6R6WMk2Jm+A7q+CIiACGSAAEKFKJOO84svvjCxJvsXwk30NC8EMJ2izbUQ6wYNGpgVTMKTJUuWJESHtrJk59FHH22Wdc+ePU28mWf+zDPPuK+++sr6QtazCy+80JbmZOw8TEUu8TDdLbVVBERABJJIAGu2V69elpoUlzRzk6dPn+769+9v61Inat0msUlWFXOyDz/8cLOQE60boT/99NMtu1m3bt0cKUcR+/vuu8/6RN9Y87ply5aud+/eZsknWne2HCfBzpY7oXaIgAiIQJoJ4IZmPeprr73WrFO+44om1/a9995rC4OkuUnRy+EBKE3wGccyp9onYGGaGmJNbnGym9G3Zs2a2Zh21apVQzV27aFIsD0JvYuACIhAHhLALc5CGVjaCB5R4iQWYcx30KBBlms8E1hIlZpoulS8A4gxyVdYKhP398svv2x5xEmYQp/oG5Y1fQ1D3vDCmGd/LrbCWq1tIiACIiACSSGA5YlVytgv+bVZEITVs5YtW+aGDx9uY9xkBWvbtm1SrpdoJbiwE1mUhPaTXvSEE06wVblmzZplq3YNHTrUkT+cwn7c5EcddVTUAk+0Hdl0nAQ7m+6G2iICIiACGSJAwFaPHj1MsN944w17Z41pIqxJNIKLmsxgRFmnIxCN8XOi1osriHWdOnVc586dTYxZA/u1115ziDVj8exncY8jjzzSHkjoY5iLBDvMd09tFwEREIEkEiDTGO7iFStWuHFBCk/GfufMmeOef/5528ZYNxHcuJ0Rw1QWrGvWuC6qcH2ivHnI6Nu3rz1UPPLII+YGx7JmP0FmTPE655xz0u4hKKrd5dmeWuLlaZnOFQEREAERSCsBpngRRc1a0p06dTLrlAaweMawYcNsOtTIkSPTsrIX08uKym2OGDNufemll9p8ahb14POrr75qGc1oM5Y1fbj11lutT/Qt7EXzsMN+B9V+ERABEUgiAVzfTInC/Y1oItaMa+OiZnlKLG7Gt4nKJpsY4pkKF/k333xja3UTQBZbcMkzJo21z/XJYPbiiy+6yZMn24pcBJixn3nYl19+uQWjkZAlFW2MbVc6Psslng7KuoYIiIAIhIQAwkYWNILMEGnczkSMT5s2zSxehBHhJjCNcWK/8hcin0xRxB2OSz624OLGJU+mMvYx/YykL0zhIkiNhwfSjRJgRhAdfcgFy9ozkGB7EnoXAREQARGIEkDoGP9FsJm3jIjPnDnTpnwR3MU4MYuFHHHEEXYcFjmJWJjXnYzANNzhP/30U7Q93g1OpjLG2V9//XVbeYvjaCuR7kztYuoW0eBhDzCLdjzmQ4UgXD8S810fRUAEREAERKAAAVKWkoDknnvusTnOWNixU64Q9fbt25tli8gj3LihEVZc7LwQ3JIKcsTca6LSX3jhBffAAw+YZc95uOC5DnX56Vps5+GABwrG3lnog3nWPnkK+3OpSLBz6W6qLyIgAiKQAgKMC+MeZ5724MGD3SuvvOImTJhgwsrlEGPEGSucYDCs21atWlmyEqxexpQJAitOtBFrrkE6UVYO89Ozvv/+e+sR7nZ/vk+ognjzoMCqXFjWCDft8MelAEVGq5RgZxS/Li4CIiAC4SGAcLMgx+zZs80d/v7779s7bmnvrEUsGWvGymVcm/WmyfPNNkSbz97yRoQZe2a8moxkWPKMTVMfgW1Ef7M/tnAOdTCOzRKZvDdt2tSs+lwVat9/CbYnoXcREAEREIGECBA9jqAS9EUQ2owZMxxJVrCOEd74gshiDWN94yrnMy8K1rKfc41we+s5vg6EnxXEGCtv0aKFLQFKgFmNGjXKtXZ2/HWy+bsEO5vvjtomAiIgAllMAIsbgUa0J02aZOPNCxcuNEsZa5mgMbKVFSXCRXWNIDLc61joWOq86gXrXJMPnKh01utGwHPdoo7nI8GOJ6LvIiACIiACZSKAeDNPGwHH+mbaF1a3t5wRblzn/sVFsL79C6HmRSY1rOl99tnHpmkh0I0bNzaRLlPDcuQkCXaO3Eh1QwREQAQyTQCLmwhvxp0JIOOd8eiVK1daZDfvjFFjdfs84VjSvBjjrlatmiVD4Z1xaiLDGe/mHRd6vlnU8fdTgh1PRN9FQAREQASSRsCPUSPQjFUj4mxD3CmIMFY1oswULcSbd7apFCQgwS7IQ99EQAREQAREICsJlDyTPSubrUaJgAiIgAiIQH4RkGDn1/1Wb0VABERABEJKQIId0hunZouACIiACOQXAQl2ft1v9VYEREAERCCkBCTYIb1xarYIiIAIiEB+EZBg59f9Vm9FQAREQARCSkCCHdIbp2aLgAiIgAjkFwEJdn7db/VWBERABEQgpAQk2CG9cWq2CIiACIhAfhGQYOfX/VZvRUAEREAEQkpAgh3SG6dmi4AIiIAI5BcBCXZ+3W/1VgREQAREIKQEJNghvXFqtgiIgAiIQH4RkGDn1/1Wb0VABERABEJKQIId0hunZouACIiACOQXAQl2ft1v9VYEREAERCCkBCTYIb1xarYIiIAIiEB+EZBg59f9Vm9FQAREQARCSkCCHdIbp2aLgAiIgAjkFwEJdn7db/VWBERABEQgpAQk2CG9cWq2CIiACISZwKWXXuqGDh0a5i6kve0S7LQj1wVFQAREIHcJ9OjRI6HO7bDDDm7rrbdO6NhUH5Rom1PdjpLqr1TSAdovAiIgAiIgAokS+PHHHxM69M4770zouHQclGib09GW4q4hC7s4OtonAiIgAiEnsGHDBvf3v//dtWjRwu21116ua9eu7oYbbnCzZs2K9mzNmjXuggsucE2aNLEXn9nmyxNPPOEOO+wwN2TIENe2bVurp3fv3gWOGTx4sB3z8ccf2zvH83ruued8NfY+aNCg6P6RI0cW2MeXRK7FcQsWLHC0oXr16taeyy67zK1du5ZdVhKpJ9E2+zoz/h5REQEREAERyFkCZ555ZuTuu++O/PHHH5Hff/89Mn78+EggPJGxY8dan9l20EEHRQIhjWzevNlefGYb+yi8H3vssZEGDRpEvvvuu8imTZsi/fv3j1x11VW23x/z888/R9q1axfh3b98Hf5AvrPv6aefjgwcONBvjr4ncq3Vq1dHateuHXn11Vcj69evj6xcuTJy6623Rrp3716qenxbSmpztNIMf5CFnfFHJjVABERABFJDYNGiRW706NHummuucVtttZWrVKmSO/jgg83qrVGjhl101KhRrn379u700093FSpUsBefDzjgAMc+CudVrlzZvfPOO65mzZquYsWK7sILL3QTJkyw/f6YnXbayW2zzTaOd//i3NjCd/Ztt912sZujnxO5FlY6bezTp4/bfvvt3R577GFehHXr1rkvv/zS6kqkHt+WktocbVyGPxQkmeHG6PIiIAIiIALJIzB37lwTNYQ4tvTt2zf6Fdd4p06dot/9h44dO7rZs2e7o48+2m9yVapUiX4uSnCjB5TzQ3HXmjNnjnvjjTfcW2+9VeAqCPaKFSsKbCuungIHhuCLBDsEN0lNFAEREIGyEKhataqbOHFisafWqlXLYYnHlyVLlrg999wzfnNWfG/YsKFZ+DfffHNWtCddjZBLPF2kdR0REAERSDMBAs2+//77Aq7rYJzaPfnkk+7++++31hCENmDAAAvi8s0joOvRRx913bp185sSft+4caP75ZdfoscTgb18+fLo92R8OPnkk619eABiywcffOBmzJgRuymhz+loc0INKemgDI+h6/IiIAIiIAIpJBAIWKRNmzaRQOQiwbhzpFevXpHrr78+8sMPP0SvGoxFR/bdd99Iv3797MXnzz77LLqf44NxZwsoW7p0qW0PxpAteO22226LHseH559/PtKhQ4fIJZdcYoFqzZs3jwRCasdw7iGHHGIBbQSw8SK4jW3BQ4Idk+i1Pv30UzufgDH6xXvPnj0jgWegVPVwcHFttsqy5J8KtKMkUdd+ERABERCB8BLAql68eLELIsXd3nvvXWhH2IdlTalfv74FlhV6YAIbsVixfnG345ZPVfH9CiLFHW5yAuPKWtLV5rK2j/Mk2OWhp3NFQAREQAREIE0ENIadJtC6jAiIgAiIgAiUh4AEuzz0dK4IiIAIiIAIpImABDtNoHUZERABERABESgPAQl2eejpXBEQAREQARFIEwEJdppA6zIiIAIiIAIiUB4CEuzy0NO5IiACIiACIpAmAhLsNIHWZURABERABESgPAQk2OWhp3NFQAREQAREIE0EJNhpAq3LiIAIiIAIiEB5CEiwy0NP54qACIiACIhAmghIsNMEWpcRAREQAREQgfIQkGCXh57OFQEREAEREIE0EZBgpwm0LiMCIiACIiAC5SEgwS4PPZ0rAiIgAiIgAmki8P8BfLU940dWOv0AAAAASUVORK5CYII="
+    }
+   },
+   "cell_type": "markdown",
+   "id": "680da68c-f96e-4553-bba7-1c49fd1af3a2",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Community Detection/Clustering Algorithms\n",
+    "\n",
+    "Clustering algorithms evaluate how nodes are clustered in communities, in closely-knit sets, or in highly or loosely interconnected groups.\n",
+    "\n",
+    "These algorithms can identify meaningful groups or clusters of nodes in a network, revealing hidden patterns and structures that can provide insights into the organization and dynamics of complex systems. This is valuable in social network analysis and in biology, for identifying functional modules in protein-protein interaction networks, and more generally for understanding information flow and influence propagation in many different domains.\n",
+    "\n",
+    "Different types of community algorithms use different techniques to determine the community of a node. Understanding how an algorithm calculates communities is important to understanding the meaning of its outputs.\n",
+    "\n",
+    "In addition to returning community data to the client, Neptune Analytics provides mutate variations of the community detection algorithms which store the calculated centrality values as node properties in the graph.\n",
+    "\n",
+    "## Supported Algorithms\n",
+    "\n",
+    "Neptune Analytics supports the following community detection/clustering algorithms, each of which has a few variants:\n",
+    "\n",
+    "* [Weakly Connected Components (WCC)](#WCC) -   The Weakly Connected Components (WCC) algorithm finds weakly-connected components in a directed graph. A weakly-connected component is a group of nodes where every node in the group is reachable from every other mode in the group if edge direction is ignored.\n",
+    "* [Strongly Connected Components (SCC)](#SCC) -  The Strongly Connected Components (SCC) algorithm identifies maximally connected subgraphs of a directed graph, where every node is reachable from every other node. This can provide insights into the tightly interconnected portions of a graph and highlight key structures within it.\n",
+    "* [Label Propagation](#Label-Propogation) -   Label Propagation Algorithm (LPA) is an algorithm tha assigns labels to nodes based on the consensus of their neighboring nodes, making it useful for identifying groups.\n",
+    "\n",
+    "In addition to returning centrality data to the client, Neptune Analytics provides `mutate` variations of the centrality algorithms which store the calculated centrality values as a specified node property on each node in the graph.\n",
+    "    \n",
+    "## Loading Data\n",
+    "The first step in most projects is to load data to use for analysis.  For demonstration purposes, we have provided a set of datasets that can be used to demonstrate the features and functionality of Neptune Analytics. \n",
+    "\n",
+    "The cell below makes it easy to load the `air-routes` data into your graph.  The `air-routes` dataset we will be loading in this notebook is supplied as part of the [Practical Gremlin](https://kelvinlawrence.net/book/Gremlin-Graph-Guide.html#air) book.\n",
+    "\n",
+    "The `air-route`'s graph contains several vertex types that are specified using labels. The most common ones being `airport` and `country`. There are also nodes for each of the seven continents (`continent`) and a single `version` vertex that I provided as a way to test which version of the graph you are using.\n",
+    "\n",
+    "Routes between airports are modeled as edges. These edges carry the `route` label and include the distance between the two connected airport vertices as a property called `dist`. Connections between countries and airports are modelled using an edge with a `contains` label.\n",
+    "\n",
+    "Each `airport` vertex has many properties associated with it giving various details about that airport including its IATA and ICAO codes, its description, the city it is in and its geographic location. A full data model of the `air-route`s graph is below.\n",
+    "\n",
+    "![image.png](attachment:9def1423-bae0-40f3-bafb-c9d27d6d6985.png)\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics batch load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "33049246-99d3-4367-91c9-475de04cbba4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/air-routes/\"\n",
+    "region = config.aws_region"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "426aa7fe-cace-47ae-bf40-79bb12fa203f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a11829d-c4dd-432d-aae9-190a2112da3d",
+   "metadata": {},
+   "source": [
+    "## WCC\n",
+    "\n",
+    "The Weakly Connected Components (WCC) algorithm finds the weakly-connected components in a directed graph. A weakly-connected component is a group of nodes in which every node is reachable from every other node when edge directions are ignored. Weakly connected components are the maximal connected subgraphs of an undirected graph.\n",
+    "\n",
+    "Identifying weakly-connected components helps in understanding the overall connectivity and structure of the graph. Weakly-connected components can be used in transportation networks to identify disconnected regions that may require improved connectivity, and in social networks to find isolated groups of users with limited interactions, and in webpage analysis to pinpoint sections with low accessibility.\n",
+    "\n",
+    "Some common uses of the weakly connected components algorithm:\n",
+    "\n",
+    "- Social network analysis - Analyzing groups/communities within a social network. Weak connections via shared contacts/friends help identify broader social circles.\n",
+    "\n",
+    "- Software/library dependency analysis - Identifying all code/modules that directly or indirectly depend on each other. This helps understand potential impact of changes.\n",
+    "\n",
+    "- Data integration/cleaning - Identifying records across different datasets that refer to the same real-world entities based on overlapping attribute values.\n",
+    "\n",
+    "- Process/workflow analysis - Determining what steps/tasks within a larger process or workflow are inter-dependent, even if not sequentially linked.\n",
+    "\n",
+    "- Bug/issue tracking - Grouping reported issues that may be related based on common libraries, components or configurations involved.\n",
+    "\n",
+    "Problems where you need to identify interconnected or interdependent groups within a graph are good candidates for WCC."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "90ccc084-f8f6-4aaf-b089-6ef485256a9d",
+   "metadata": {},
+   "source": [
+    "### `wcc`\n",
+    "WCC defines communities or clusters in a graph as a group of nodes that are connected together, regardless of the direction of the edge.\n",
+    "\n",
+    "Using our air routes data, let's find the number and size of WCC communities in our graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dba04273-27f5-481a-9b62-c2d13ccf3df4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.wcc(n)\n",
+    "YIELD node, component\n",
+    "RETURN component, size(collect(node)) as component_size\n",
+    "ORDER BY component_size"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e9748f5-583a-4320-99f8-796db8733894",
+   "metadata": {},
+   "source": [
+    "Looking at the output of our algorithm we see that we have a total of 8 communities, one large community with several disconnected communities.  If we think about this in terms of our air routes network this makes sense, we would expect most to all the airports to be highly connected with one another."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5810736-a0c3-4f5d-8a94-2bbfecf7ac29",
+   "metadata": {},
+   "source": [
+    "### `wcc.mutate`\n",
+    "In addition to the `wcc` algorithm above there is a variant of the algorithm that stores the output value of the algorithm as to a property of each node, which is specified by the `writeProperty` parameter.\n",
+    "\n",
+    "Let's see how we can use the `mutate` version and openCypher queries to answer the same question."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "31bdf939-63de-490c-99c3-ab6975c83c26",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CALL neptune.algo.wcc.mutate({writeProperty: 'wcc'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c87f9907-0430-42ea-b37c-027d2eed47b4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (n)\n",
+    "RETURN n.wcc, size(collect(n)) as component_size\n",
+    "ORDER BY component_size"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "994bd57f-3163-4495-9c89-de827855085e",
+   "metadata": {},
+   "source": [
+    "As we see, both options return the same result. Using the `mutate` versions of algorithms is a very efficient way to store the algorithm output values to each node for later analysis by openCypher queries.  This is especially helpful when performing analysis on larger graphs where these calculations can be performed one time and reused across multiple queries."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8c30b8c0-6d5a-49ac-b9cc-d6947ee5e37f",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## SCC\n",
+    "Strongly connected components (SCC) are the maximally connected subgraphs of a directed graph where every node is reachable from every other node (in other words, there exists a path between every node in the subgraph).\n",
+    "\n",
+    "Some common uses of the strongly connected components (SCC) algorithm:\n",
+    "\n",
+    "- Software dependency analysis - The SCC algorithm can analyze the dependencies between software modules/packages to identify tightly coupled groups. This helps understand the architecture and refactor/optimize dependencies. \n",
+    "\n",
+    "- Version control systems - Analyzing the commit graph in version control histories with SCCs can find changesets that are strongly inter-dependent, aiding tasks like release planning.\n",
+    "\n",
+    "- Malware analysis - SCCs in the call graphs of malware behavior can help understand the control flow and modular structure of viruses/worms.\n",
+    "\n",
+    "- Social network analysis - Finding cohesive groups via SCCs in networks like Facebook can have applications in community detection, influence and recommendations.\n",
+    "\n",
+    "SCC is a good choice for problems that require identifying tightly coupled/interdependent subgroups or components is important."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "caaf0f1f-a82b-4130-a46e-588056398024",
+   "metadata": {},
+   "source": [
+    "### `scc`\n",
+    "\n",
+    "SCC defines communities or clusters in a graph as a group of nodes that are connected together.  SCC, unlike WCC, takes into account the direction the edge.\n",
+    "\n",
+    "Using our air routes data, let's find the number and size of SCC communities in our graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cf803f24-163f-4e59-bd4d-37571436d92a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.scc(n)\n",
+    "YIELD node, component\n",
+    "RETURN component, size(collect(node)) as component_size\n",
+    "ORDER BY component_size"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5a8fe879-27a6-4f60-b037-78b0a517bf6a",
+   "metadata": {},
+   "source": [
+    "Comparing these SCC results against those that we received from WCC, we can see that including the direction of the edge in the calculation can drastically change the number of communities discovered."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ada46889-1991-40ea-95df-150bb6e923de",
+   "metadata": {},
+   "source": [
+    "### `scc.mutate`\n",
+    "As with `wcc.mutate` a variant of SCC exists, `scc.mutate` which will store the values of algorithm into a property on the node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51319cc0-35d8-45b7-8c47-7abfeb9b2b3f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CALL neptune.algo.scc.mutate({writeProperty: 'scc'})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59988162-1b7b-442f-8ce4-da7600cda9df",
+   "metadata": {},
+   "source": [
+    "## Label Propogation\n",
+    "The label propagation algorithm is a graph-based semi-supervised learning method used for node classification. It starts by assigning each unlabeled node a uniform label distribution over all possible labels. Then it iteratively updates each node's label distribution based on the distributions of its neighbors - the label distribution is averaged over all neighbors. The algorithm converges when the label distributions no longer change or a maximum number of iterations is reached. The final label distribution of each unlabeled node is examined and the most probable label is assigned as the predicted label. By propagating label information from labeled to unlabeled nodes through the graph, the algorithm is able to classify unlabeled nodes based on their connectivity to labeled nodes in the graph.\n",
+    "\n",
+    " Common uses of label propagation algorithms:\n",
+    "\n",
+    "- Semi-supervised learning - LPA is often used for semi-supervised learning tasks where only a small amount of labeled data is available. It can leverage both labeled and unlabeled data to classify new examples.\n",
+    "\n",
+    "- Social network analysis - Analyzing social networks to identify groups, topics of interest, influential users etc. Labels represent categories or topics that spread through connections.\n",
+    "\n",
+    "- Web page ranking - Similar to PageRank, but LPA propagates \"importance\" labels across hyperlinks to determine significance of web pages.\n",
+    "\n",
+    "- Knowledge graph construction - Entities and relations in a knowledge graph can be labeled based on their connections to other labeled entities. \n",
+    "\n",
+    "- Recommender systems - Items can be recommended based on labels that propagate from a user's interests to related items through item-item connections.\n",
+    "\n",
+    "Tasks involving grouping or classifying related nodes are good candidates for Label Propagation. The unlabeled propagation nature makes it useful for semi-supervised problems.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "41df5935-03b2-4ae0-8497-38a930e8f929",
+   "metadata": {},
+   "source": [
+    "### `labelPropogation`\n",
+    "\n",
+    "Label Propagation Algorithm (LPA) is an algorithm for community detection that is also used in semi-supervised machine learning for data classification. A community structure is loosely defined as a tightly knit group of entities in social networks.\n",
+    "\n",
+    "Using our air routes data, let's find the number and size of labeled communities in our graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "002e3e2c-855e-475d-bdb3-a1b43b57e8f0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.labelPropagation(n)\n",
+    "YIELD node, community\n",
+    "RETURN community, size(collect(node)) as community_size\n",
+    "ORDER BY community_size"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ca3c085f-ddcb-4a16-b0d6-57125fc8888d",
+   "metadata": {},
+   "source": [
+    "Comparing these results against those that we received from WCC and SCC, we can see that label propogation found a much larger number of communities.  As each of these algorithms defines community in slightly different ways, this is to be expected, so understanding how each algorithm defines a community is key to chosing the correct algorithm for a use case."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33d101bd-1ae9-471a-9068-5dc4b8b4a11f",
+   "metadata": {},
+   "source": [
+    "### `labelPropogation.mutate`\n",
+    "As with `wcc.mutate` and `scc.mutate` a variant of Label Propogation exists, `labelPropogation.mutate` which will store the values of algorithm into a property on the node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0aa08e31-812a-4656-b40c-4d0aa977b8ca",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CALL neptune.algo.labelPropagation.mutate({writeProperty: 'lpa'})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e4d435df-30d9-42a4-b683-ba8bd5c3dc09",
+   "metadata": {},
+   "source": [
+    "## Next Steps\n",
+    "In this notebook, we have demonstrated how to use the community detection algorithms provided by Neptune Analytics.  If you are interested in the other types of algorithms offered please look at the other notebooks available:\n",
+    "\n",
+    "* [Path finding algorithms](./02-Path-Finding-Algorithms.ipynb)\n",
+    "\n",
+    "* [Centrality algorithms](./03-Centrality-Algorithms.ipynb)\n",
+    "\n",
+    "* [Similarity algorithms](./05-Similarity-Algorithms.ipynb)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb
new file mode 100644
index 00000000..e3edb19b
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb
@@ -0,0 +1,286 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "4a237512-c6f8-4a9a-af20-82b132fcc170.png": {
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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "a881aff9-b8f0-49bc-bb69-0c28612f6cb3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Similarity Algorithms\n",
+    "\n",
+    "Graph similarity algorithms allow you to compare and analyze the similarities and dissimilarities between different graph structures, which can provide insight into relationships, patterns, and commonalities across diverse datasets. This is invaluable in various fields, such as biology, for comparing molecular structures, such as social networks, for identifying similar communities, and such as recommendation systems, for suggesting similar items based on user preferences.\n",
+    "\n",
+    "## Supported Algorithms\n",
+    "\n",
+    "Neptune Analytics supports the following similarity algorithms, each of which has a few variants:\n",
+    "\n",
+    "* [Common Neighbors](#Common-Neighbors) -  This algorithm counts the number of common neighbors of two input vertices, which is the intersection of the neighborhoods of those vertices.\n",
+    "* [Total Neighbors](#Total-Neighbors) -  This algorithm counts the number of total unique neighbors among two input vertices, which is the union of the neighborhoods of those vertices.\n",
+    "* [Jaccard Similarity](#Jaccard-Similarity) -   This algorithm measures the similarity between two sets by dividing the size of their intersection by the size of their union.\n",
+    "* [Overlap Similarity](#Overlap-Similarity) -   This algorithm measures the overlap between the neighbors of two vertices.\n",
+    "\n",
+    "    \n",
+    "## Loading Data\n",
+    "The first step in most projects is to load data to use for analysis.  For demonstration purposes, we have provided a set of datasets that can be used to demonstrate the features and functionality of Neptune Analytics. \n",
+    "\n",
+    "The cell below makes it easy to load the `air-routes` data into your graph.  The `air-routes` dataset we will be loading in this notebook is supplied as part of the [Practical Gremlin](https://kelvinlawrence.net/book/Gremlin-Graph-Guide.html#air) book.\n",
+    "\n",
+    "The `air-route` graph contains several vertex types that are specified using labels. The most common ones being `airport` and `country`. There are also nodes for each of the seven continents (`continent`) and a single `version` vertex that I provided as a way to test which version of the graph you are using.\n",
+    "\n",
+    "Routes between airports are modeled as edges. These edges carry the `route` label and include the distance between the two connected airport vertices as a property called `dist`. Connections between countries and airports are modelled using an edge with a `contains` label.\n",
+    "\n",
+    "Each `airport` vertex has many properties associated with it giving various details about that airport including its IATA and ICAO codes, its description, the city it is in and its geographic location.\n",
+    "\n",
+    "![image.png](attachment:4a237512-c6f8-4a9a-af20-82b132fcc170.png)\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics batch load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "95d83305-9826-4e06-a4f8-97bc2949b858",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/air-routes/\"\n",
+    "region = config.aws_region"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "59fd0b26-e683-4bea-950a-4f8e9de0268f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c6990f5-5b06-4225-b05d-4b7981cf81d5",
+   "metadata": {},
+   "source": [
+    "## Common Neighbors\n",
+    "\n",
+    "Common neighbors is an algorithm that counts the number of common neighbors of two input nodes, which is the intersection of their neighborhoods. This provides a measure of their potential interaction or similarity within the network.\n",
+    "\n",
+    "\n",
+    "A few common uses of the common neighbors algorithm:\n",
+    "\n",
+    "- Link prediction in networks: The common neighbors algorithm is often used to predict missing or potential links between nodes in a network based on the number of common neighbors they share. A higher number of common neighbors indicates a higher likelihood of a link existing.\n",
+    "\n",
+    "- Recommendation systems: It can be used to recommend new connections, friends, or items to users based on the items/friends their existing connections have in common. More common neighbors means more relevant recommendations. \n",
+    "\n",
+    "- Social network analysis: Analyzing the common neighbor relationships helps understand how densely different parts of a social network are connected and how information might spread through the network.\n",
+    "\n",
+    "- Biological network analysis: In protein-protein interaction or gene regulatory networks, common neighbor analysis provides clues about functionally linked or jointly involved proteins/genes.\n",
+    "\n",
+    "Common Neighbors is commonly used for link prediction, recommendations, and analyzing topological properties in various complex networks.\n",
+    "\n",
+    "By counting how many neighboring nodes are shared by two nodes, it provides a measure of their potential interaction or similarity within the network. It's used in social network analysis to identify individuals with mutual connections, in citation networks to find influential papers referenced by multiple sources, and in transportation networks to locate critical hubs with many direct connections to other nodes.\n",
+    "\n",
+    "Using our air routes data, let's find the number of common neighbors between the Seattle and Anchorage airports."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d2159ee7-2e68-44ef-88fb-4e4e030a288b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (seattle:airport {code: 'SEA'})\n",
+    "MATCH (anchorage:airport {code: 'ANC'})\n",
+    "CALL neptune.algo.neighbors.common( seattle, anchorage)\n",
+    "YIELD common\n",
+    "RETURN seattle.code, anchorage.code, common"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f183a5e0-07e2-4fb2-8e2a-915e6feab156",
+   "metadata": {},
+   "source": [
+    "## Total Neighbors\n",
+    "Total neighbors is an algorithm that counts the total number of unique neighbors of two input vertices, which is the union of the neighborhoods of those vertices.\n",
+    "\n",
+    "Some potential uses of the total neighbors algorithm:\n",
+    "\n",
+    "- Social network analysis - It can be used to analyze the connectivity and structure of social networks by counting the total number of connections (neighbors) each node has. This provides insights into things like influence, centrality, and community detection.\n",
+    "\n",
+    "- Epidemiology modeling - In epidemiology, the total neighbors algorithm can help model how diseases or information spread through a population based on the number of contacts each individual has. More connected two individuals the more likely they are to spread disease.\n",
+    "\n",
+    "- Citation analysis - In academic networks, it can measure the influence of authors, papers, or journals based on the total number of citations or references they receive from others. Highly cited works may be more influential. \n",
+    "\n",
+    "- Fraud detection - On networks like financial transactions, unusual spikes in the number of connections a node makes over time could indicate suspicious or fraudulent activity.\n",
+    "\n",
+    "Applications that needs to analyze connectivity, influence, spread, or centrality within network structures care candidates for using the total neighbors algorithm.\n",
+    "\n",
+    "Using our air routes data, let's find the number of total neighbors between the Seattle and Anchorage airports."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d95c3b9b-c213-4cd6-9831-44679567bafd",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (seattle:airport {code: 'SEA'})\n",
+    "MATCH (anchorage:airport {code: 'ANC'})\n",
+    "CALL neptune.algo.neighbors.total( seattle, anchorage)\n",
+    "YIELD total\n",
+    "RETURN seattle.code, anchorage.code, total"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70de7023-08cb-4207-a9bd-7a8667f88934",
+   "metadata": {},
+   "source": [
+    "## Jaccard Similarity\n",
+    "Jaccard similarity measures the similarity between two sets. It is calculated by dividing the size of the intersection of the two sets by the size of their union.\n",
+    "\n",
+    "By measuring the proportion of shared neighbors relative to the total number of unique neighbors, this algorithm provides a metric for the degree of overlap or commonality between different parts of a network. \n",
+    "\n",
+    "Some potential uses of the Jacquard similarity algorithm:\n",
+    "\n",
+    "- Recommendation systems - It can be used to find similar items, products, content, etc. based on attributes and build recommendations. For example, recommending similar movies, products, articles etc.\n",
+    "\n",
+    "- Clustering and categorization - The algorithm can group similar entities together based on their attributes. This can be used for automatic categorization, clustering of data, images etc. \n",
+    "\n",
+    "- Duplicate detection - It can identify duplicate or near-duplicate records, files, images etc. by comparing their attributes and finding high similarity scores. This is useful for deduplication in an identity graph.\n",
+    "\n",
+    "- Fraud detection - Similar techniques can be used to detect fraudulent or anomalous transactions, customers, activities etc. by finding outliers or entities that are dissimilar to others. \n",
+    "\n",
+    "Applications needing to find or group similar entities based on their attributes are a good candidate for Jaccard similarity.\n",
+    "\n",
+    "Using our air routes data, let's find the Jaccard similarity between the Seattle and Anchorage airports."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "70cbdf51-4b07-41ad-88ea-789ab9ff82eb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (seattle:airport {code: 'SEA'})\n",
+    "MATCH (anchorage:airport {code: 'ANC'})\n",
+    "CALL neptune.algo.jaccardSimilarity( seattle, anchorage)\n",
+    "YIELD score\n",
+    "RETURN seattle.code, anchorage.code, score"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "74fd0ae4-a9b3-477f-94d6-d2f03ada2f9a",
+   "metadata": {},
+   "source": [
+    "## Overlap Similarity\n",
+    "\n",
+    "Overlap Similarity measures the overlap between the neighbors of two nodes. It does this by dividing the intersection of the two neighborhoods by the neighbor with minimum degree.\n",
+    "\n",
+    "By calculating the ratio of common neighbors shared by two nodes to the total number of neighbors they collectively have, it provides a measure of their closeness or similarity within the network.\n",
+    "\n",
+    " Here are some potential uses of the Overlap similarity graph algorithm:\n",
+    "\n",
+    "- Recommendation systems - Find similar items/products based on the features/attributes they have in common. Items with higher feature overlap can be recommended together. \n",
+    "\n",
+    "- Social network analysis - Identify communities or groups within a social network based on the connections people share. People who share more friends/connections will be clustered together.\n",
+    "\n",
+    "- Protein-protein interaction networks - Map the interactions between proteins based on the other proteins they both interact with. Proteins with more interaction partners in common are more closely related.\n",
+    "\n",
+    "- Citation networks - Cluster academic papers or patents based on the other papers/patents they both cite. Higher citation overlap indicates related topics.\n",
+    "\n",
+    "- Fraud detection - Identify potential fraudsters based on commonalities in their transactions, accounts used, locations accessed etc. Higher attribute overlap raises suspicion. \n",
+    "\n",
+    "- Duplicate detection - Find duplicate records in databases by comparing the overlapping fields/attributes between records. More overlap means higher chance of being a duplicate.\n",
+    "\n",
+    "- Collaborative filtering - Recommend items to users based on item attributes that overlap between what different users have liked in the past.\n",
+    "\n",
+    "So in summary, any application where identifying similar or related entities based on shared/overlapping attributes can benefit from the Overlap similarity graph algorithm."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3bb7f50d-d57c-4662-a36a-423d84d7cb28",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (seattle:airport {code: 'SEA'})\n",
+    "MATCH (anchorage:airport {code: 'ANC'})\n",
+    "CALL neptune.algo.overlapSimilarity( seattle, anchorage)\n",
+    "YIELD score\n",
+    "RETURN seattle.code, anchorage.code, score"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce62b231",
+   "metadata": {},
+   "source": [
+    "## Next Steps\n",
+    "In this notebook, we have demonstrated how to use the similarity algorithms provided by Neptune Analytics.  If you are interested in the other types of algorithms offered please look at the other notebooks available:\n",
+    "\n",
+    "* [Path finding algorithms](./02-Path-Finding-Algorithms.ipynb)\n",
+    "\n",
+    "* [Centrality algorithms](./03-Centrality-Algorithms.ipynb)\n",
+    "\n",
+    "* [Community Detection algorithms](./04-Community-Detection-Algorithms.ipynb)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/__init__.py b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/02-Graph-Algorithms/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/01-Fraud-Ring-Identifcation.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/01-Fraud-Ring-Identifcation.ipynb
new file mode 100644
index 00000000..4341172e
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/01-Fraud-Ring-Identifcation.ipynb
@@ -0,0 +1,655 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d5d54120",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Fraud Ring Identification\n",
+    "\n",
+    "Within the financial industry, an organization can expect to lose 3-6%, and up to 10%, of its [business to fraudulent activities](http://www.crowe.ie/wp-content/uploads/2019/08/The-Financial-Cost-of-Fraud-2019.pdf).  Fraudulent activities not only impact financial aspects, but victims often have negative views of the company, leading to negative market sentiment.  Overall, fraudulent activities has a significant impact on a business, in terms of both consumer confidence and bottom-line revenue.  Due to the impact of these illicit activities on the bottom line, companies expend significant time and money to detect and prevent fraud.  \n",
+    "\n",
+    "When dealing with fraud, there are two main components to a robust fraud system: fraud detection and fraud prevention.  In the fraud detection component of a system, the main goals are to develop a system and methodology that allows for the rapid discovery of fraudulent activities.   This usually involves a posterior evaluation of data, such as transactions, users, credit cards, etc. to determine what patterns or combinations represent actual fraud.  This process usually involves a human-in-the-loop system where automated processes flag likely or potential fraudulent activities, which are then evaluated by an expert in the domain to determine the legitimacy, or illegitimacy, of the activities flagged.  The output of this process is a set of known and evolving patterns of fraud that are fed into a fraud prevention system.   In this notebook we will focus on finding one type of pattern, fraud rings.\n",
+    "\n",
+    "## What is a Fraud Ring\n",
+    "\n",
+    " A fraud ring refers to a group of people who work together to commit various types of fraud or scams, often targeting businesses or individuals for financial gain. Some key characteristics of a fraud ring include:\n",
+    "\n",
+    "* Organization - The group has a structure and hierarchy, with different members having specific roles in carrying out the fraud. There is often a ringleader organizing the operations.\n",
+    "\n",
+    "* Collaboration - Members of the ring work together and share information/resources to facilitate the fraud. Their combined skills and knowledge make the fraud harder to detect.\n",
+    "\n",
+    "* Specialization - Each member specializes in a specific type of fraud or scam, or handles a certain part of the operation. This division of roles makes the ring more efficient.\n",
+    "\n",
+    "* Inside contacts - Fraud rings often recruit or bribe insiders who can provide sensitive information or access to facilitate the fraud.\n",
+    "\n",
+    "* Multiple schemes - Rings typically run various interconnected fraud schemes simultaneously to maximize financial gain. \n",
+    "\n",
+    "* Sophistication - Rings use increasingly advanced techniques to avoid detection, such as identity theft, forgery, money laundering, hacking, and more.\n",
+    "\n",
+    "* Large scale - Fraud rings are able to operate fraud at a much larger scale than individuals. The financial damage can amount to millions.\n",
+    "\n",
+    "To summarize, a fraud ring is a structured criminal enterprise that works in a coordinated manner to pull off major frauds against businesses, government programs, or unsuspecting individuals. Breaking up these rings requires following the money trail and connections between members.\n",
+    "\n",
+    "A fraud ring can operate under one of several pretexts. One common premise involves forgery, in which the fraud ring will create fake claims, steal identities and even print counterfeit checks and currency. Some rings target individuals, committing identity theft and the like, but many will focus on targeting e-commerce websites, businesses, charities or government agencies. The fraud rings will often test their software against the business’s payment solutions by trying to make purchases through bogus gift cards or by using fake credit cards. If the fraud ring can get past the first line of defense the business has in place, it will move on to more severe crimes against the business, including larger purchases paid for via fraudulent means, hacking into the company’s database and stealing the personal details of their customers and more. \n",
+    "\n",
+    "\n",
+    "## Challenges of Detecting Fraud Rings\n",
+    "\n",
+    "When dealing with fraud, it is often helpful to understand some challenges of finding fraudulent activities when looking into data.  Often this is aided by first understanding the definition and nature of fraud:\n",
+    "\n",
+    "[Fraud is an uncommon, well-considered, imperceptibly concealed, time-evolving and often carefully organized crime which appears in many types of forms .](https://www.amazon.com/Analytics-Descriptive-Predictive-Network-Techniques/dp/1119133122)\n",
+    "\n",
+    "\n",
+    "This definition highlights the complex nature of the problems we must address when working on fraud systems.  First, fraud is *uncommon*.  Within any system of recorded transactions, only a small fraction of these transactions consist of fraudulent or illicit activities.  The sparse nature of these illicit activities complicates the nature of identifying these activities.  Second, fraud is *well-considered* and *imperceptibly concealed,* meaning that fraudulent activities are rarely impulsive activities.  Most fraudulent activities, at least at scale, involve multiple parties colluding together to perform actions specifically designed to exploit weaknesses in the system and elude detection.  Finally, fraud is *time-evolving*.  Fraudsters are continuously evolving and adapting their techniques as detection and prevention improve in an endless game of hide and seek.\n",
+    "\n",
+    "With these challenges in mind, many fraud detection systems take a multi-faceted approach to identifying illicit activities.   In this notebook, we will focus on identifying fraud rings through a guilt-by-association approach. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1bdbb3e",
+   "metadata": {},
+   "source": [
+    "## Creating a fraud graph\n",
+    "\n",
+    "In this section we'll load a sample fraud graph and set some visualization options. We'll then use algorithms and openCypher queries to inspect the data model to look for patterns that indicate fraud ring activity.\n",
+    "\n",
+    "### Load data\n",
+    "The cell below loads the example fraud graph into your graph. When you run the cell below, a graph for an example Fraud dataset will load, which will take less than 1 minute to load.\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics bulk load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b0589d25",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/Fraud/\"\n",
+    "region = config.aws_region\n",
+    "load_arn = config.load_from_s3_arn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e3987422",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "43fdc65f",
+   "metadata": {},
+   "source": [
+    "### Set visualization and configuration options\n",
+    "\n",
+    "The cell below configures the visualization to use specific colors and icons for the different parts of the data model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "854a23c6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "\n",
+    "{\n",
+    "  \"groups\": {\n",
+    "    \"Account\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf2bb\",\n",
+    "        \"color\": \"red\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"Transaction\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf155\",\n",
+    "        \"color\": \"green\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"Merchant\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf290\",\n",
+    "        \"color\": \"orange\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"DateOfBirth\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf1fd\",\n",
+    "        \"color\": \"blue\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"EmailAddress\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf1fa\",\n",
+    "        \"color\": \"blue\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"Address\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf015\",\n",
+    "        \"color\": \"blue\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"IpAddress\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf109\",\n",
+    "        \"color\": \"blue\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"PhoneNumber\": {\n",
+    "      \"shape\": \"icon\",\n",
+    "      \"icon\": {\n",
+    "        \"face\": \"'Font Awesome 5 Free'\",\n",
+    "        \"weight\": \"bold\",\n",
+    "        \"code\": \"\\uf095\",\n",
+    "        \"color\": \"blue\"\n",
+    "      }\n",
+    "    }\n",
+    "  },\n",
+    "  \"edges\": {\n",
+    "    \"color\": {\n",
+    "      \"inherit\": false\n",
+    "    },\n",
+    "    \"smooth\": {\n",
+    "      \"enabled\": true,\n",
+    "      \"type\": \"straightCross\"\n",
+    "    },\n",
+    "    \"arrows\": {\n",
+    "      \"to\": {\n",
+    "        \"enabled\": false,\n",
+    "        \"type\": \"arrow\"\n",
+    "      }\n",
+    "    },\n",
+    "    \"font\": {\n",
+    "      \"face\": \"courier new\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5b4ce1c2",
+   "metadata": {},
+   "source": [
+    "### Data model\n",
+    "The fraud graph included in this example contains synthetic data that models credit card accounts, account holder information, merchants, and the transactions performed when an account holder purchases goods or services from a merchant.\n",
+    "\n",
+    "**Account and features**\n",
+    "\n",
+    "An Account has a number of features, including physical Address, IpAddress, DateOfBirth of the account holder, EmailAddress, and contact PhoneNumber. An account holder can have multiple email addresses and phone numbers.\n",
+    "\n",
+    "In many graph data models, these features of the account holder would be modelled as properties of the account. With fraud detection, it's important to be able to link accounts based on shared features, and to find related accounts at query time based on one or more shared features. Hence, our fraud detection application graph data model stores each feature as a separate vertex. Multiple accounts that share the same feature value - the same physical address, for example - are connected to the single vertex representing that feature value. \n",
+    "\n",
+    "The following query shows a single account and its associated features. After running the query, click the Graph tab to see a visualization of the results."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59e92609",
+   "metadata": {},
+   "source": [
+    "### What does a fraud graph look like for an account?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e9c3a2b3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d value -l 20\n",
+    "MATCH p=(n)-[]-()\n",
+    "WHERE id(n)='account-4398046519460' \n",
+    "RETURN p\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de43d125-f38e-40dd-a735-32870fb5638e",
+   "metadata": {},
+   "source": [
+    "## Finding Fraud Rings in your graph\n",
+    "\n",
+    "Now that we have an idea what the data in our fraud graph looks like for an account, let's examine how you go about looking for fraud rings within data.\n",
+    "\n",
+    "Detecting fraud rings involves identifying unusual or suspicious patterns in data. These patterns can vary depending on the type of fraud and the context in which it occurs. Here are some common patterns that analysts and machine learning models might look for:\n",
+    "\n",
+    "* Unusual Behavior Patterns:\n",
+    "    * Frequency: Unusually high or low transaction frequencies for certain accounts.\n",
+    "    * Time of Activity: Transactions occurring at unusual times or outside regular business hours.\n",
+    "    * Location: Transactions from unexpected or geographically distant locations.\n",
+    "\n",
+    "* Transaction Specifics:\n",
+    "    * Transaction Amounts: Unusually large or small transactions compared to historical behavior.\n",
+    "    * Transaction Types: Identifying unusual types of transactions for a specific user.\n",
+    "    \n",
+    "* Social Network Analysis:\n",
+    "    * Connections: Identifying networks of accounts that frequently transact with each other.\n",
+    "    * Topology Analysis: Examining the structure of connections between accounts.\n",
+    "    \n",
+    "These are just a few on the patterns you can look for to find fraud rings.  For this notebook we will be looking at detecting anomalous behavior using Social Network Analysis to find groups of accounts that are disproportionately highly connected with one another.  We will then use these groups to perform a topological analysis of these accounts by looking at the structure of the connections between the accounts.\n",
+    "\n",
+    "To begin this process we will start by running a graph algorithm that finds groups of highly connected nodes. Algorithms that accomplish this below to a category of algorithms called `Community Detection`.  Community detection algorithms calculate meaningful groups or clusters of nodes within a network, revealing hidden patterns and structures that can provide insights into the organization and dynamics of complex systems.\n",
+    "\n",
+    "There are a variety of supported community detection algorithms in Neptune Analytics and for this demonstration we will be using one known as **Label Propagation**\n",
+    "\n",
+    "The label propagation algorithm is a semi-supervised machine learning algorithm that assigns labels to nodes based on the consensus of their neighboring nodes.  This algorithm functions by assigning a label to a small subset of nodes.  These labels are then propagated to that nodes neighbors based on the maximum set of neighbor nodes.\n",
+    "\n",
+    "Label propagation can be an advantage when beginning fraud ring analysis as it does not require prior labeling of the communities.  However, it does have a disadvantage in that multiple runs of the same algorithm may yield different results, due to random assignment of initial starting nodes/labels.\n",
+    "\n",
+    "Let's run our label propagation algorithm and find out the size of the largest community in our graph.  We will also be storing the output of this algorithm for later analysis into a Python variable in the notebook named `community_data` using the `--store-to` switch on the `%%oc` magic."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "09ba869e-ab56-4c3f-a7d3-9fc82ccf3e4e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc --store-to community_data\n",
+    "\n",
+    "MATCH (n)\n",
+    "CALL neptune.algo.labelPropagation(n)\n",
+    "YIELD community\n",
+    "RETURN community, count(n) as size\n",
+    "ORDER BY size DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04e274a1-8259-4d46-9f87-93cd3f9c9fce",
+   "metadata": {},
+   "source": [
+    "As we can see from the data above we have several communities that are around 300 members in size.  \n",
+    "\n",
+    "When looking for fraud rings within data the most common thing we want to look for is groupings that are anomalous to investigate.  In different domains, and even within different datasets within the same domain what constitutes an anomaly will vary.  When looking for fraud rings within data the most common thing we want to look for is groupings that are anomalous to investigate.  In different domains, and even within different datasets within the same domain what constitutes an anomaly will vary so a common way to determine what is \"normal\" in your particular data is to look at the distributions of communities.  \n",
+    "\n",
+    "\n",
+    "To accomplish this we will use some Python libraries with the data we stored in the `community_data` variable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fc56bbb7-3960-40d1-a536-8d9b2f63ac83",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import plotly.express as px\n",
+    "\n",
+    "# Create a numpy histogram with the nubmer of bins being the max size\n",
+    "df = pd.DataFrame(community_data['results'])\n",
+    "hist = np.histogram(df.get('size'), bins=community_data['results'][0]['size'])\n",
+    "\n",
+    "# Plot the histogram using Plotly\n",
+    "fig = px.bar(hist[0].tolist(), title = \"Community Size Distribution\")\n",
+    "fig.update_layout(xaxis_title='Community Size', yaxis_title='Occurrences', title_x=0.5)\n",
+    "fig.update_traces(showlegend=False)\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "818db47b-86ea-451b-bb9b-fa9670b42555",
+   "metadata": {},
+   "source": [
+    "From the histogram chart above we can see that most of the communities in our on the small side, less than ~50 members.  What we also see is that a relatively small number of these communities have a large number of members, >300.\n",
+    "\n",
+    "Before we continue on though, let's take a moment and store the community value for each node back into our graph to simplify further analysis using a variation of the same algorithm.  This algorithm works the same except that this version stores the community value into a property specified, in this case the property name is `community`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c7ef849d-a632-4e3b-a1da-15aadc96f1aa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "CALL neptune.algo.labelPropagation.mutate({writeProperty: 'community'})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e18f6320-e19c-42fe-b30d-cecb3635a504",
+   "metadata": {},
+   "source": [
+    "Now that we have identified that large communities are the anomalies in our dataset, lets take a look at one of the communities, in this case we will look at the largest community in our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d84e4dbc-1203-46b5-bcfd-ea387f69c4db",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -g community\n",
+    "\n",
+    "MATCH (n) \n",
+    "WITH n.community as community, count(n.community) as community_size \n",
+    "ORDER BY community_size DESC LIMIT 1\n",
+    "MATCH (n) WHERE n.community = community\n",
+    "MATCH p=(n)-[]->()\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea89c8e1-3bdd-48de-9184-34956670bd3c",
+   "metadata": {},
+   "source": [
+    "Looking at the graph visualization above, we see that the community here is quite connected, as expected.  What we also see is that a few specific vertices are much more connected than the others.  This is what is known as \"centrality\" or \"influence\" in a graph.  \n",
+    "\n",
+    " Centrality in a graph refers to measures that identify the most important or central nodes in a network graph. Some common centrality measures include:\n",
+    "\n",
+    "- Degree centrality - Counts the number of edges connected to a node. Nodes with higher degree are more central or \"connected\" in the graph.\n",
+    "\n",
+    "- Closeness centrality - Calculates how close a node is to all other nodes by finding the shortest paths. Nodes with high closeness can spread information more quickly.\n",
+    "\n",
+    "- PageRank - A variant of eigenvector centrality used by Google Search to rank website importance. Important pages are those linked to by other important pages.\n",
+    "\n",
+    "In general, nodes with high centrality values are considered influential, visible, and critical to efficient network flow. Centrality helps identify the most important nodes to target in a network.  Each of the \n",
+    "\n",
+    "There are a variety of supported centrality algorithms in Neptune Analytics and for this demonstration we will be using one known as **Closeness Centrality**\n",
+    "\n",
+    " Closeness centrality is a measure of the average shortest path between a node and all other nodes in a network. It indicates how close a node is to the rest of the nodes in the network.\n",
+    "\n",
+    "The key points about closeness centrality are:\n",
+    "\n",
+    "- It measures how close a node is to all other nodes. Nodes with high closeness centrality can spread information faster as they have shorter paths to all others.\n",
+    "\n",
+    "- It is calculated as the inverse of the sum of the shortest paths between a node and all other nodes. Nodes with lower total distances to others have higher closeness centrality.\n",
+    "\n",
+    "- Nodes with high closeness centrality are able to communicate faster with the entire network. They are often influential nodes.\n",
+    "\n",
+    "- It is useful for identifying nodes that can distribute or receive information fastest to/from all others.\n",
+    "\n",
+    "- Differences in closeness centrality are more meaningful in larger networks. In small networks most nodes have similar closeness values.\n",
+    "\n",
+    "So in the case of our fraud graph, we have chosen to use high closeness centrality to find the nodes that are the influential or well-positioned nodes in a network to propagate fraudulent activities.\n",
+    "\n",
+    "Let's run our closeness centrality algorithm and find out the most import nodes within our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f02a5645-3c88-41fc-951e-77c05a128eb1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (n) \n",
+    "CALL neptune.algo.closenessCentrality(n, {numSources: 8192})\n",
+    "YIELD score\n",
+    "RETURN n, score \n",
+    "ORDER BY score DESC LIMIT 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c06c986a-0467-473c-a6db-bd3551a4c8f4",
+   "metadata": {},
+   "source": [
+    "As with our earlier algorithms, we will run this again to store the centrality value back into our graph, this time in a property called `centrality`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e5f26b38-3e87-4273-9eac-2715e0925923",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CALL neptune.algo.closenessCentrality.mutate({numSources: 8192, writeProperty: \"centrality\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b70e20e-e3fb-47d8-84ed-f0647b07d0f8",
+   "metadata": {},
+   "source": [
+    "## Examining a Fraud Ring\n",
+    "\n",
+    "Now that we have stored both the community value of our nodes as well as the relative importance, let's use this information to begin looking at a potential fraud ring.\n",
+    "\n",
+    "A common workflow for fraud ring investigation is to look at the most important node inside an anomalous communities.  In the case of our data, we have already determined that the largest communities are anomalous.  We can use this information combined with our centrality measurements to find a list of the 5 most important nodes to begin our investigation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0f759899-9730-4b0e-ac5a-e73ef1750f8e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -g community\n",
+    "\n",
+    "MATCH (n) \n",
+    "WITH n.community as community, count(n.community) as community_size \n",
+    "ORDER BY community_size DESC LIMIT 1\n",
+    "MATCH (n) \n",
+    "WHERE n.community = community\n",
+    "RETURN n\n",
+    "ORDER BY n.centrality DESC LIMIT 5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c882feb8",
+   "metadata": {},
+   "source": [
+    "### What if I only want to look at the nodes but their connections?\n",
+    "\n",
+    "While the node information is very important, determining what does and does not constitute fraud often requires looking at not just the data on the node, but how that node is connected to other entities in the graph.  To do that we can use graph traversals to see the connections to a node, which is known as a neighborhood in graphs.  \n",
+    "\n",
+    "Running the query below you will see retrieve the top 5 most important nodes in the largest community, as well as the entities within 2 neighborhoods of those nodes."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ad0e5c6c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -g community -sd 30000\n",
+    "\n",
+    "MATCH (n) \n",
+    "WITH n.community as community, count(n.community) as community_size \n",
+    "ORDER BY community_size DESC LIMIT 1\n",
+    "MATCH (n) \n",
+    "WHERE n.community = community\n",
+    "WITH n ORDER BY n.centrality DESC LIMIT 5\n",
+    "MATCH p=(n)-[]-()-[]-()\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "301adab7",
+   "metadata": {},
+   "source": [
+    "## Analyzing the results\n",
+    "\n",
+    "\n",
+    "A critical and ongoing part of any fraud workflow is to have a mechanism to enable analysts to investigate and prove/disprove that a potentially fraudulent activity exists.  \n",
+    "\n",
+    "Visual inspection, combined with the domain expertise of a fraud analyst, is a critical factor in being able to determine if anomalous patterns in a graph represent actual fraud or legitimate activity. Expert analysts are skilled in looking at the patterns of transactions and connections and the structural connections between items to determine the legitimacy of an account/transaction. Once they have made this determination, they will often flag these accounts/transactions as fraudulent in the graph to aid in future investigations.Visual inspection, combined with the domain expertise of a fraud analyst, is a critical factor in being able to determine if anomalous patterns in a graph represent actual fraud or legitimate activity. Expert analysts are skilled in looking at the patterns of transactions and connections and the structural connections between items to determine the legitimacy of an account/transaction. Once they have made this determination, they will often flag these accounts/transactions as fraudulent in the graph to aid in future investigations."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d60c51f",
+   "metadata": {},
+   "source": [
+    "### Mark as Fraud/Not Fraud\n",
+    "\n",
+    "In our scenario here let's assume that a domain expert has made a determination that the `merchant-48` node in our graph is a fraudulent.\n",
+    "\n",
+    "Let's mark the account above as fraudulent by setting the `isFraud` property to `True`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e4b36504",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d value -l 20\n",
+    "MATCH (a)\n",
+    "WHERE id(a)='merchant-48'\n",
+    "SET a.isFraud=True\n",
+    "RETURN a"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b11de2f",
+   "metadata": {},
+   "source": [
+    "### Find all items within three hops of our fraudulent merchant\n",
+    "\n",
+    "Now that we have completed our investigation of `merchant-48` let's take a look at another account from our list above `merchant-48`.  In addition to looking at the connections, as shown above, another common use of graphs when analyzing anomalous activity is to look how closely an account is connected to a known fraudulent account. \n",
+    "\n",
+    "Let's take a look at this newly discovered fraudulent merchant and see what other items of interest we may way to investigate to look for other possible collusion."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "74dffa64",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d value -l 20\n",
+    "\n",
+    "MATCH p=(a)-[*1..3]-()\n",
+    "WHERE a.isFraud=True\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b37c65a0",
+   "metadata": {},
+   "source": [
+    "Wow, there are a lot of shared connections and attributes to a known fraudster so it definitely looks suspicious, and is something we should continue to investigate.\n",
+    "\n",
+    "## Conclusion\n",
+    "\n",
+    "This notebook has shown how you can use Amazon Neptune Analytics to run analytics on your data to detect fraud rings. We've used a credit card dataset with account- and transaction-centric queries to perform a graph based fraud ring analysis based on a guilt-by-associated approach.  We first identified the groups in our data.  We then identified the most influential nodes within these groups and stored this information within our graph.  Using this information we were able to explore the connections around the most influential entities to identify other potentially fraudulent accounts.\n",
+    "\n",
+    "Combating fraud is an ongoing challenge for any organization.  The faster a team can identify fraud and the more they do, the more efficient anti-fraud systems become, preventing significant financial losses.  Finding and understanding fraud rings is a problem that requires the ability to query, analyze, and explore the connections between accounts, transactions, and account features.  Combining the ability to query a graph with the ability to run network analysis and graph algorithms on top of that data enables us to derive novel insights from this data. "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "a974f8b3b9f8334bb022754c2deb5119d965db26467015db28878a5b98c93519"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/__init__.py b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/01-EDGAR-Competitior-Analysis-using-Knowledge-Graph-Graph-Algorithms-and-Vector-Search.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/01-EDGAR-Competitior-Analysis-using-Knowledge-Graph-Graph-Algorithms-and-Vector-Search.ipynb
new file mode 100644
index 00000000..1efc106b
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/01-EDGAR-Competitior-Analysis-using-Knowledge-Graph-Graph-Algorithms-and-Vector-Search.ipynb
@@ -0,0 +1,497 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "0fe7d45e-b4c2-4e36-b3e2-913a52ea4634.png": {
+     "image/png": 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"
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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "ec8cd12c-1bb9-48d7-bbb7-7fa7c2847dc0",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "![image.png](attachment:0fe7d45e-b4c2-4e36-b3e2-913a52ea4634.png)\n",
+    "# EDGAR Competitor Analysis using Knowledge Graph, Graph Algorithms, and Vector Search\n",
+    "\n",
+    "Investors and analysts commonly review 13F filings to track the investment activities and holdings of some of the highest profile hedge funds, asset managers, pensions funds, and others required to file. Comparing filings quarter-over-quarter can provide clues to investment themes or sectors that institutions are increasing or decreasing their exposure to. While 13F data does have some limitations, it remains one of the most readily accessible sources of information on where major institutional money is being allocated in U.S. equity markets each quarter.\n",
+    "\n",
+    "In this notebook we will be looking at data from the [EDGAR system](https://www.sec.gov/edgar/search-and-access) to demonstrate how to leverage, graphs, graph analytics, and vector similarity to perform investment analysis of stock holdings.\n",
+    "\n",
+    "EDGAR 13F data refers to quarterly institutional investment manager filings that are made with the Securities and Exchange Commission (SEC) through its [EDGAR system](https://www.sec.gov/edgar/search-and-access). Institutional investment managers that exercise investment discretion over $100 million or more in Section 13(f) securities are required to file a Form 13F report within 45 days after the end of each calendar quarter. Section 13(f) securities generally include most equity securities that are traded on a U.S. national securities exchange, as well as shares of certain exchange-traded funds and American Depositary Receipts. Each hedge funds, individuals, and/or businesses must say how many shares they are holding and the value at the end of the quarter.\n",
+    "\n",
+    "## Creating the Graph\n",
+    "\n",
+    "To use this dataset you need to create a graph that has a vector search index with a dimension of 384.  This must be done prior to running the load commands below.  \n",
+    "\n",
+    "This can be done using a command similar to the one below, which can be run from a client that has the AWS CLI configured and appropriate permissions.  Please refer to the [documentation](https://docs.aws.amazon.com/neptune/) for the details on setting up a vector search enabled graph.\n",
+    "\n",
+    "```\n",
+    "aws neptune-graph create-graph --graph-name 'edgar' --provisioned-memory 128 --allow-from-public --replica-count 0 --vector-search '{\"dimension\": 384}'\n",
+    "```\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\"> \n",
+    "<details>\n",
+    "    <summary>✏️<b><i> Click here for a tip</i></b></summary>\n",
+    "  \n",
+    "If you need to change the graph that this notebook points to please look at the `%graph_notebook_config` and `%graph_notebook_host` magics, which are described [here](https://github.com/aws/graph-notebook/tree/main).  \n",
+    "</details>\n",
+    "</div>\n",
+    "\n",
+    "## The Data Model\n",
+    "\n",
+    "The data used in this notebook was retrieved from EDGAR during the 4th quarter of 2023.  This information is a representative subset of the data for this quarter which we turned into a knowledge graph representing businesses, fiscal quarters, and holdings in those quarters.  The data model used in this example is below:\n",
+    "\n",
+    "![image.png](attachment:49966ae4-66c8-4516-b862-377cc1d418f5.png)\n",
+    "\n",
+    "This data model has several key elements:\n",
+    "\n",
+    "* `Holder` - This represents the business or entity that is making the filing.  Each node contains a `name` and `description` attribute, which was provided by Bedrock.  This description was then used to generate a vector embedding of the description.  The id of the node represents the `CIK` value which is an SEC assigned identified.\n",
+    "\n",
+    "* `HolderQuarter` - This represents the quarter, the name represents the quarter (i.e. `2023Q2`) and the id is a combination of the quarter and id value of the `Holder`.\n",
+    "\n",
+    "* `Holding` - This represents the security owned by the `Holder` in the `HolderQuarter`.  This contains a `class`, `type`, and `name` attribute.\n",
+    "\n",
+    "* `has_holderquarter` - This represents a fiscal quarter in which the `Holder` had reportable investments.\n",
+    "\n",
+    "* `owns` - This represents a security owned by a `Holder` in a `HolderQuarter`.  This contains a `quantity` and `value` attribute, which represents the number and value of the shares owned by the `Holder` in a `HolderQuarter`.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b9f688ee-0fd6-4c28-b702-f6321482b46c",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Load data\n",
+    "The cell below loads the EDGAR data into your graph. When you run the cell below, a graph will load, which will take 1-2 minutes to load.\n",
+    "\n",
+    "To load this dataset, run the two cells below.  This first cell will setup a few python variables using the configuration parameters of this Neptune Notebook.  The second cell will use Neptune Analytics bulk load feature to load the data from the provided S3 bucket.  \n",
+    "\n",
+    "**Note:** You only need to do this once. If you have already loaded the data previously you do not need to load it again."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "db96c043-634f-45d3-b835-e9df8845dab3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import graph_notebook as gn\n",
+    "config = gn.configuration.get_config.get_config()\n",
+    "\n",
+    "s3_bucket = f\"s3://aws-neptune-customer-samples-{config.aws_region}/sample-datasets/gremlin/edgar/\"\n",
+    "region = config.aws_region\n",
+    "load_arn = config.load_from_s3_arn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8c3ae9fe-7cad-478e-9845-15109ad6c12f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "CALL neptune.load({format: \"csv\", \n",
+    "                   source: \"${s3_bucket}\", \n",
+    "                   region : \"${region}\"})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b58f022-2130-4436-8377-a949388f971f",
+   "metadata": {},
+   "source": [
+    "Now that we have all our data loaded let's begin by looking at the type of competitive analysis we can perform on this knowledge graph model.\n",
+    "\n",
+    "## Finding Similar Investment Portfolios\n",
+    "\n",
+    "For our example here let's investigate how similar the portfolios of the largest investment firms are to one another.  This will allow us to perform a competitive analysis \n",
+    "\n",
+    "To start, let's first find the biggest investors, based on value and store this information into a Python variable `investor` using the `--store-to` flag on the query.  This will allow us to reuse these value in later analysis."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d815553a-3ce3-4d43-98b6-6a2da6201725",
+   "metadata": {},
+   "source": [
+    "### Find the top 10 companies with the largest holdings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cc25e15c-25c9-46aa-8253-35ab33071599",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc --store-to data\n",
+    "MATCH (h:Holder)-->(hq:HolderQuarter)-[o:owns]->(holdings:Holding)\n",
+    "WHERE hq.name = '2023Q4'\n",
+    "RETURN h.name, id(hq) as hq_id, sum(o.value) as total_value \n",
+    "ORDER BY total_value DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d81f7ec2-8fad-4f10-8293-1c1f777b39ec",
+   "metadata": {},
+   "source": [
+    "Now that we have retrieved the top 10 companies, let's take a moment to setup a python variable `params` with the id of our top investor and the other 9.  We will use this later on for performing further analysis."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cafab335-a554-4ece-addf-e5dcf5cd48bb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "lst =data['results']\n",
+    "params = {'hq_id': lst[0]['hq_id'], 'competitors': [l['hq_id'] for l in lst[-9:]]}\n",
+    "print(params)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "35fcd87d-91d1-4c6e-9964-864b9d2a27d6",
+   "metadata": {},
+   "source": [
+    "Using the values above we will now be able to pass these in as parameters to our future queries.  This will not only simplify the queries but it will allow the engine to process them more efficiently."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d61267a1-1f71-470b-895a-8433e58641c3",
+   "metadata": {},
+   "source": [
+    "### Investigating the Top Investor\n",
+    "\n",
+    "Now that we have our top 10 investors, let's find out how many holdings the top investor owns, to accomplish this we can use the Degree Centrality algorithm to find the number of outbound edges, which represent the `owns` connections to the `Holdings` node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9de13528-69a7-46a4-a47b-8d960142979b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (hq:HolderQuarter)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "CALL neptune.algo.degree(hq, { traversalDirection: \"outbound\" } )\n",
+    "YIELD degree\n",
+    "RETURN  degree"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "284d6e9a-50b2-4bb2-9cf3-762b6d45f4de",
+   "metadata": {},
+   "source": [
+    "Now that we know that the top investor owns 10's of thousands of different securities, let's take a bit of a deeper look at some of the securities that they are most heavily invested by looking at the top 10 investments they own."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3aa65193-c26b-4786-8b5f-758a14ad23b1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (hq:HolderQuarter)-[o:owns]->(h:Holding)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "RETURN h.name, o.value\n",
+    "ORDER by o.value DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f072546a-bf10-40a8-8ff0-77a9d33a39c9",
+   "metadata": {},
+   "source": [
+    "Now that we have seen their top investments, let's find all the investments where they have >$1B USD invested."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94cf0f09-e9ae-45c9-a92a-088d0a9f5704",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (hq:HolderQuarter)-[o:owns]->(h:Holding)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "AND o.value > 1000000000\n",
+    "RETURN h.name, o.value\n",
+    "ORDER by o.value DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bccd2573-4dfc-446a-be0c-98b1a5e96962",
+   "metadata": {},
+   "source": [
+    "## Compare our top investor against competitors\n",
+    "\n",
+    "Up until now we have been looking specifically at the investments made by our top investor.  Now let's see how their investments compare to those of their top competitors.  To do this we can approach this using two different mechanisms.\n",
+    "\n",
+    "First, let's take a look at the overall number of shared `Holding`'s where each investor has invested >$1B USD."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05b6878d-5e39-4950-beeb-9ec45cb8cdc3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (hq:HolderQuarter)-[o:owns]->(h:Holding)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "AND o.value > 1000000000\n",
+    "WITH h\n",
+    "MATCH (h)<-[o:owns]-(co_hq)<--(coholder:Holder)\n",
+    "WHERE id(co_hq) IN $competitors\n",
+    "AND o.value > 1000000000\n",
+    "WITH coholder.name as name, collect(DISTINCT h.name) as coholdings\n",
+    "RETURN name, size(coholdings) as number_shared, coholdings\n",
+    "ORDER BY number_shared DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12937056-abb4-471c-8eff-353c3d5ce6cc",
+   "metadata": {},
+   "source": [
+    "With this information we are able to see the securities where the top investors are co-investing.  Looking at the list we see some common tech stocks, such as Alphabet Inc. and Amazon, but we also notice quite a bit of variability as these competitors are investing significant portions of money in different securities >50% of their portfolio.\n",
+    "\n",
+    "Another way to look at the similarities between investments here would be too use a more holistic approach and compare all the stocks and investments, not just the ones where they have significant investments.  To do this we will look to use a graph algorithm, known as Jaccard Similarity.  Jaccard similarity measures the similarity between two sets. It is calculated by dividing the size of the intersection of the two sets by the size of their union. By measuring the proportion of shared neighbors relative to the total number of unique neighbors, this algorithm provides a metric for the degree of overlap or commonality between different parts of a network. \n",
+    "\n",
+    "Let's see what this looks like for our top investors by find the most similar investment portfolios.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\"> \n",
+    "<details>\n",
+    "    <summary>✏️<b><i> Click here for a tip</i></b></summary>\n",
+    "  \n",
+    "In Jaccard similarity, the higher the number the more similar the two items. \n",
+    "</details>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d8ffa4f0-6800-4c76-acb5-b4bfcf72c1ea",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (hq:HolderQuarter)<--(holder:Holder)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "MATCH (co_hq:HolderQuarter)<--(coholder:Holder)\n",
+    "WHERE id(co_hq) IN $competitors\n",
+    "CALL neptune.algo.jaccardSimilarity(hq, co_hq)\n",
+    "YIELD score\n",
+    "RETURN holder.name, coholder.name, score\n",
+    "ORDER BY score DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "02b17f9f-29cb-47a0-b3ef-7c59a2dd612a",
+   "metadata": {},
+   "source": [
+    "If we compare the rankings of our similarity comparison to the rankings from our previous query where we looked for overlapping large investments, we see that the results are very similar, but do have some differences.  Let's actually take this one step further and look at how all the investors in our dataset compare, not just the top investors."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "63bba0a9-4d25-4a45-ac81-7d7c9b6c0f1f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (hq:HolderQuarter)<--(holder:Holder)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "MATCH (co_hq:HolderQuarter)<--(coholder:Holder)\n",
+    "WHERE NOT id(co_hq) = $hq_id\n",
+    "CALL neptune.algo.jaccardSimilarity(hq, co_hq)\n",
+    "YIELD score\n",
+    "RETURN holder.name, coholder.name, score\n",
+    "ORDER BY score DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d39468e8-f671-47c7-898b-0935190195aa",
+   "metadata": {},
+   "source": [
+    "Looking at these results, we see that while many of the ten most similar were also top investors.\n",
+    "\n",
+    "Up until now we have been using graph traversals and graph algorithms to perform a comparison of investments based on the information in our knowledge graph.  One additional way to look at competitors is by looking at similar companies, not just similar portfolios.  To accomplish this in Neptune Analytics we can use Vector Similarity to find the most similar companies based on a vector comparison.  In this case our `Holder` nodes each contain a vector embedding representing a dense data representation of the company description, as sourced from Amazon Bedrock.  \n",
+    "\n",
+    "## Vector Similarity Search (VSS) + Graph Traversals\n",
+    "\n",
+    "To accomplish this search we will use Neptune Analytic's native vector index and openCypher query integration.  Let's start similarly to how we started our previous investment analysis, by finding the top 10 most similar `Holder` nodes to our top investor. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "654938ef-b26e-44a9-8b2d-74276b5068df",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (n:Holder)-->(hq)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "CALL neptune.algo.vectors.topKByNode(n)\n",
+    "YIELD node, score\n",
+    "RETURN node.name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b0b92b64-a7a0-4f0f-85af-771bde65fd06",
+   "metadata": {},
+   "source": [
+    "Comparing this against our earlier search for top competitors, we see that there is only a minimal overlap between these results.  Which is to be expected.  Our earlier search found competitors based on the investment portfolio.  This example found competitors based on a company description.  Both options provide valuable competitor analysis, however each defines \"similarity\" using different facets of the investors.\n",
+    "\n",
+    "Let's repeat some of the investigations we did before using our vector based competitors starting with the number of shared holdings >$1B USD."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7785c338-7086-48a2-a596-93dffeb049ae",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "\n",
+    "MATCH (h:Holder)-->(hq)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "WITH h\n",
+    "CALL neptune.algo.vectors.topKByNode(h)\n",
+    "YIELD node, score\n",
+    "WHERE score > 0\n",
+    "WITH node as coholder LIMIT 10\n",
+    "MATCH (holding)<-[o:owns]-(hq)<--(coholder:Holder)\n",
+    "WHERE hq.name = '2023Q4' AND o.value > 10000000000\n",
+    "WITH coholder.name as name, collect(DISTINCT holding.name) as coholdings\n",
+    "RETURN name, size(coholdings) as number_shared, coholdings\n",
+    "ORDER BY number_shared DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08462cf3-7d4f-42de-af3a-e9c46845db63",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "As we see from the data above, this is quite a different set of results from what we found by comparing portfolios.  \n",
+    "\n",
+    "To round out our investigation, let's calculate the Jaccard Similarity of these similar companies portfolios."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "04401da0-9c78-43e8-888f-48345b3b07c0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -qp params\n",
+    "MATCH (holder:Holder)-->(hq)\n",
+    "WHERE id(hq) = $hq_id\n",
+    "WITH holder, hq\n",
+    "CALL neptune.algo.vectors.topKByNode(holder)\n",
+    "YIELD node, score as s\n",
+    "WHERE s > 0\n",
+    "MATCH (node)-->(co_hq)\n",
+    "WHERE co_hq.name = '2023Q4'\n",
+    "CALL neptune.algo.jaccardSimilarity(hq, co_hq)\n",
+    "YIELD score\n",
+    "RETURN holder.name, node.name, score\n",
+    "ORDER BY score DESC LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3fa4f048-5ad0-4c25-927f-60ab09171813",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "This notebook has shown how you can use Amazon Neptune Analytics to run analytics on your EDGAR data investigate investments. We've used graph traversals and algorithms to identify the top investors for the specified quarter and identified similarities and overlaps in investment portfolios.  We then used vector similarity search to identify the most similar investors to our top investor and look at those competitors for similarities in the investment portfolio.\n",
+    "\n",
+    "Investment analysis is an ongoing process.  The faster a team can identify patterns in competitive behavior the faster then can look at how to use those patterns to increase gains while minimizing losses. Combining the ability to query a graph with the ability to run network analysis, graph algorithms, and vector search on top of that data enables us to derive novel insights from this data. "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/__init__.py b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/Overview.ipynb b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/Overview.ipynb
new file mode 100644
index 00000000..d62ec5be
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/Overview.ipynb
@@ -0,0 +1,38 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "dd9b6833-3967-45e1-87fc-a8a6fcb65532",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# Sample User Case Overview\n",
+    "\n",
+    "- [FinTech]('./01-FinTech') - In this folder you will find use case examples focused on the FinTech industry.  Currently the use case example focuses on how to perform a fraud ring analysis using graph algorithms and traversals to risk anomalous behaviors using a guilt by association approach.\n",
+    "- [Investment Analysis]('./02-Investment-Analysis') - In this folder you will find use case examples focused on Investment analysis.  Currently the use case example focuses on using data from the [EDGAR system](https://www.sec.gov/edgar/search-and-access) to demonstrate how to leverage, graphs, graph analytics, and vector similarity to perform investment analysis of stock holdings."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/__init__.py b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/03-Sample-Use-Cases/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Neptune-Analytics/__init__.py b/src/graph_notebook/notebooks/02-Neptune-Analytics/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/02-Neptune-Analytics/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/02-Visualization/__init__.py b/src/graph_notebook/notebooks/02-Visualization/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-00-Getting-Started-with-Neptune-ML-Gremlin.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/01-Getting-Started-with-Neptune-ML-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-00-Getting-Started-with-Neptune-ML-Gremlin.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/01-Getting-Started-with-Neptune-ML-Gremlin.ipynb
index 62160b22..4ad57de5 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-00-Getting-Started-with-Neptune-ML-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/01-Getting-Started-with-Neptune-ML-Gremlin.ipynb
@@ -30,7 +30,7 @@
     "\n",
     "Graphs and graph data is all about using the values and connections within that data to provide novel insight.  However one common issue with graph data is that it is frequently incomplete, meaning that it contains missing property values or connections.  While incomplete data is not unique to graphs the connected nature how we want to use graph data makes these gaps even more impactful, usually lead to inefficent traversals and/or incorrect results.  Neptune ML was released to help mitigate these issues by integrating Machine Learning (ML) models into real time graph traversals to predect/infer missing graph elements such as properties and connections.  \n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. These models cover many common use cases such as:\n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. These models cover many common use cases such as:\n",
     "\n",
     "* [Identifying fradulent transactions](https://aws.amazon.com/blogs/machine-learning/detecting-fraud-in-heterogeneous-networks-using-amazon-sagemaker-and-deep-graph-library/)\n",
     "* Predicting group membership in a social or identity network\n",
@@ -95,7 +95,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "## Loading data \n",
     "\n",
@@ -214,7 +214,7 @@
     "\n",
     "In your use case the models will require configuration and training parameter adjustments to maximize the accuracy of the inferences they generate.  These pretrained models use the default parameters to demonstrate the base accuracy of the models prior to tuning.  Additional information on how to tune these models via the links below:\n",
     "\n",
-    "* [Training File Configuration](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-on-graphs-processing-training-config-file.html)\n",
+    "* [Training File Configuration](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-processing-training-config-file.html)\n",
     "* [Tuning Hyperparameters](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-customizing-hyperparams.html)\n",
     "* [Improving Model Performance](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-improve-model-performance.html)\n",
     "\n",
@@ -713,4 +713,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/02-Introduction-to-Node-Classification-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/02-Introduction-to-Node-Classification-Gremlin.ipynb
index 64a9d378..68558cec 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/02-Introduction-to-Node-Classification-Gremlin.ipynb
@@ -20,7 +20,7 @@
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: This notebook take approximately 1 hour to complete</div>\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **node classification**.  Node classification is a common semi-supervised machine learning task where a model built using  labeled nodes, ones where the property value exists, can predict the value (or class) of the nodes.  Node classification is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
@@ -87,7 +87,7 @@
   {
    "cell_type": "markdown",
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -262,7 +262,7 @@
     "\n",
     "# Export the data and model configuration\n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export\">Neptune Export Service</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc\">Neptune Export Service</a></div>"
    ],
    "metadata": {}
   },
@@ -271,7 +271,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -313,7 +313,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups.  \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-customizing-hyperparams.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ],
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-02-Introduction-to-Node-Regression-Gremlin.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/03-Introduction-to-Node-Regression-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-02-Introduction-to-Node-Regression-Gremlin.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/03-Introduction-to-Node-Regression-Gremlin.ipynb
index 75e42f75..a5d65598 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-02-Introduction-to-Node-Regression-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/03-Introduction-to-Node-Regression-Gremlin.ipynb
@@ -27,7 +27,7 @@
     "\n",
     "**Note:** This notebook take approximately 1 hour to complete\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **node regression**.  Node regression is a common semi-supervised machine learning task where a model built using labeled nodes, ones where the property value exists, can predict the numerical value of propertues on a nodes.  Node regression is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
@@ -87,7 +87,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -256,7 +256,7 @@
    "source": [
     "# Export the data and model configuration\n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export\">Neptune Export Service</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc\">Neptune Export Service</a></div>"
    ]
   },
   {
@@ -265,7 +265,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -309,7 +309,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups.  \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ]
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-03-Introduction-to-Link-Prediction-Gremlin.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/04-Introduction-to-Link-Prediction-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-03-Introduction-to-Link-Prediction-Gremlin.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/04-Introduction-to-Link-Prediction-Gremlin.ipynb
index e77a06e9..2f429ed9 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-03-Introduction-to-Link-Prediction-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/04-Introduction-to-Link-Prediction-Gremlin.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: This notebook take approximately 1 hour to complete</div>\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **link prediction**.  Link prediction is a unsupervised machine learning task where a model built using nodes and edges in the graph to predict whether an edge exists between two particular nodes.  Link prediction is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
@@ -85,7 +85,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -253,7 +253,7 @@
    "source": [
     "# Export the data and model configuration\n",
     "\n",
-    "**Note:** Before exporting data ensure that Neptune Export has been configured as described here: [Neptune Export Service](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export)"
+    "**Note:** Before exporting data ensure that Neptune Export has been configured as described here: [Neptune Export Service](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc)"
    ]
   },
   {
@@ -262,7 +262,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -291,7 +291,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups. \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ]
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-04-Introduction-to-Edge-Classification-Gremlin.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/05-Introduction-to-Edge-Classification-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-04-Introduction-to-Edge-Classification-Gremlin.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/05-Introduction-to-Edge-Classification-Gremlin.ipynb
index accd383c..5f8b1548 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-04-Introduction-to-Edge-Classification-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/05-Introduction-to-Edge-Classification-Gremlin.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: This notebook take approximately 1 hour to complete</div>\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **edge classification**.  Edge classification is a common semi-supervised machine learning task where a model built using  labeled edges, ones where the property value exists, can predict the value (or class) of the edges.  Edge classification is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
@@ -88,7 +88,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -260,7 +260,7 @@
     "\n",
     "# Export the data and model configuration\n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export\">Neptune Export Service</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc\">Neptune Export Service</a></div>"
    ]
   },
   {
@@ -269,7 +269,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -312,7 +312,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups.  \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ]
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-05-Introduction-to-Edge-Regression-Gremlin.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/06-Introduction-to-Edge-Regression-Gremlin.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-05-Introduction-to-Edge-Regression-Gremlin.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/06-Introduction-to-Edge-Regression-Gremlin.ipynb
index 3dc05098..4c48a843 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-05-Introduction-to-Edge-Regression-Gremlin.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/06-Introduction-to-Edge-Regression-Gremlin.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: This notebook take approximately 1 hour to complete</div>\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **edge regression**.  Edge regression is a common semi-supervised machine learning task where a model built using labeled edges, ones where the property value exists, can predict the numerical value of propertues on a nodes.  Edge regression is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
@@ -86,7 +86,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -257,7 +257,7 @@
    "source": [
     "# Export the data and model configuration\n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export\">Neptune Export Service</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc\">Neptune Export Service</a></div>"
    ]
   },
   {
@@ -266,7 +266,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -310,7 +310,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups.  \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ]
diff --git a/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/__init__.py b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/neptune-ml-pretrained-model-config.json b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/neptune-ml-pretrained-model-config.json
similarity index 100%
rename from src/graph_notebook/notebooks/04-Machine-Learning/neptune-ml-pretrained-model-config.json
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/neptune-ml-pretrained-model-config.json
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/neptune_ml_utils.py b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/neptune_ml_utils.py
similarity index 98%
rename from src/graph_notebook/notebooks/04-Machine-Learning/neptune_ml_utils.py
rename to src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/neptune_ml_utils.py
index be5dbf98..4818e389 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/neptune_ml_utils.py
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/01-Gremlin/neptune_ml_utils.py
@@ -360,18 +360,23 @@ def __process_movies_genres(self):
         genre_df['name'] = genre_df['~id']
         genre_df.to_csv(os.path.join(self.formatted_directory,
                                      'genre_vertex.csv'), index=False)
+        genres_edge_df_rows_list = [genres_edges_df]
 
         # Loop through all the movies and pull out the genres
         for index, row in movie_genre_df.iterrows():
             genre_lst = []
             for g in genres:
                 if row[g] == 1:
-                    genres_edges_df = genres_edges_df.append(
-                        {'~id': f"{row['~id']}-included_in-{g}", '~label': 'included_in',
-                         '~from': row['~id'], '~to': g}, ignore_index=True)
+                    row_as_df = pd.DataFrame.from_dict({'~id': f"{row['~id']}-included_in-{g}",
+                                                        '~label': 'included_in',
+                                                        '~from': row['~id'],
+                                                        '~to': g},
+                                                       orient='index').T
+                    genres_edge_df_rows_list.append(row_as_df)
                     genre_lst.append(g)
             movies_df.loc[index, 'genre:String[]'] = ';'.join(genre_lst)
 
+        genres_edges_df = pd.concat(genres_edge_df_rows_list, ignore_index=True)
         # rename the release data column to specify the data type
         movies_df['release_date:Date'] = movies_df['release_date']
         # Drop the genre columns as well as the uneeded release date columns
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb
index 626f9454..b1cf7b71 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb
@@ -30,7 +30,7 @@
     "\n",
     "Graphs and graph data is all about using the values and connections within that data to provide novel insight.  However one common issue with graph data is that it is frequently incomplete, meaning that it contains missing property values or connections.  While incomplete data is not unique to graphs the connected nature how we want to use graph data makes these gaps even more impactful, usually lead to inefficent traversals and/or incorrect results.  Neptune ML was released to help mitigate these issues by integrating Machine Learning (ML) models into real time graph traversals to predect/infer missing graph elements such as properties and connections.  \n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. These models cover many common use cases such as:\n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. These models cover many common use cases such as:\n",
     "\n",
     "* [Identifying fradulent transactions](https://aws.amazon.com/blogs/machine-learning/detecting-fraud-in-heterogeneous-networks-using-amazon-sagemaker-and-deep-graph-library/)\n",
     "* Predicting group membership in a social or identity network\n",
@@ -214,7 +214,7 @@
     "\n",
     "In your use case the models will require configuration and training parameter adjustments to maximize the accuracy of the inferences they generate.  These pretrained models use the default parameters to demonstrate the base accuracy of the models prior to tuning.  Additional information on how to tune these models via the links below:\n",
     "\n",
-    "* [Training File Configuration](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-on-graphs-processing-training-config-file.html)\n",
+    "* [Training File Configuration](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-processing-training-config-file.html)\n",
     "* [Tuning Hyperparameters](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-customizing-hyperparams.html)\n",
     "* [Improving Model Performance](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-improve-model-performance.html)\n",
     "\n",
@@ -785,4 +785,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb
index 0f554510..faa63072 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: This notebook take approximately 1 hour to complete</div>\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **node classification**.  Node classification is a common semi-supervised machine learning task where a model built using existing nodes, which in RDF means existing string Literal values. Where the triple does not exist, we can predict the value of the Literal. Node classification is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
@@ -87,7 +87,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "## Loading the data \n",
     "\n",
@@ -147,7 +147,7 @@
    "source": [
     "# Export the data and model configuration\n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export\">Neptune Export Service</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc\">Neptune Export Service</a></div>"
    ]
   },
   {
@@ -156,7 +156,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -198,7 +198,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups.  \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ]
@@ -742,4 +742,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb
index 3988fc6a..41f87a46 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb
@@ -27,12 +27,12 @@
     "\n",
     "**Note:** This notebook take approximately 1 hour to complete\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a SPARQL query to predict the values of RDF Literals the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a SPARQL query to predict the values of RDF Literals the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **regression**.  \n",
     "With regression we predict numerical values.\n",
     "\n",
-    "As this is an RDF graph, the value we are predicting is in the form of an <rdf:integer> typed <rdf:Literal>.  Regression is a common semi-supervised machine learning task where a model is built using existing values to predict missing values of the same <rdf:subject> and <rdf:predicate>.  Regression is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
+    "As this is an RDF graph, the value we are predicting is in the form of an &#60;rdf:integer&#62; typed &#60;rdf:Literal&#62;.  Regression is a common semi-supervised machine learning task where a model is built using existing values to predict missing values of the same &#60;rdf:subject&#62; and &#60;rdf:predicate&#62;. Regression is not unique to GNN based models (look at DeepWalk or node2vec) but the GNN based models in Neptune ML provide additional context to the predictions by combining the connectivity and features of the local neighborhood of a node to create a more predictive model.\n",
     "\n",
     "Node regression is commonly used to solve many common buisness problems such as:\n",
     "\n",
@@ -92,7 +92,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -184,7 +184,7 @@
    "source": [
     "# Export the data and model configuration\n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export\">Neptune Export Service</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: Before exporting data ensure that Neptune Export has been configured as described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc\">Neptune Export Service</a></div>"
    ]
   },
   {
@@ -193,7 +193,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -237,7 +237,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups.  \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors."
    ]
@@ -704,4 +704,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb
index 4636aa68..702fd000 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: This notebook take approximately 1 hour to complete</div>\n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a SPARQL query to predict statements in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy to use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a SPARQL query to predict statements in the graph.\n",
     "\n",
     "For this notebook we are going to show how to perform a common machine learning task known as **link prediction**.  Link prediction is a unsupervised machine learning task where a model built using existing RDF statements where the ``rdf:Statement`` is a relationship between two IRI's.\n",
     "This model is then used to predict other statements.\n",
@@ -109,7 +109,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview).\n",
+    "If the check above did not say that this cluster is ready to run Neptune ML jobs then please check that the cluster meets all the pre-requisites defined [here](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html).\n",
     "\n",
     "# Load the data\n",
     "The first step in building a Neptune ML model is to load data into the Neptune cluster. Loading data for Neptune ML follows the standard process of ingesting data into Amazon Neptune, for this example we'll be using the Bulk Loader. \n",
@@ -240,7 +240,7 @@
    "source": [
     "# Export the data and model configuration\n",
     "\n",
-    "**Note:** Before exporting data ensure that Neptune Export has been configured as described here: [Neptune Export Service](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html#machine-learning-data-export-service-run-export)"
+    "**Note:** Before exporting data ensure that Neptune Export has been configured as described here: [Neptune Export Service](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc)"
    ]
   },
   {
@@ -249,7 +249,7 @@
    "source": [
     "With our product knowledge graph loaded we are ready to export the data and configuration which will be used to train the ML model.  \n",
     "\n",
-    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-service.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.  \n",
+    "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object which specifies the type of machine learning model to build, in this example node classification, as well as any feature configurations required.\n",
     "\n",
     "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Note</b>: The configuration used in this notebook specifies only a minimal set of configuration options meaning that our model's predictions are not as accurate as they could be.  The parameters included in this configuration are one of a couple of sets of options available to the end user to tune the model and optimize the accuracy of the resulting predictions.</div>\n",
     "\n",
@@ -278,7 +278,7 @@
     "\n",
     "In our export example below we have specified that the `title` property of our `movie` should be exported and trained as a `text_word2vec` feature and that our `age` field should range from 0-100 and that data should be bucketed into 10 distinct groups. \n",
     "\n",
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>\n",
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>\n",
     "\n",
     "Running the cell below we set the export configuration and run the export process.  Neptune export is capable of automatically creating a clone of the cluster by setting `cloneCluster=True` which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running.  Exporting from the existing cluster takes about 5 minutes but requires that the `neptune_query_timeout` parameter in the [parameter group](https://docs.aws.amazon.com/neptune/latest/userguide/parameters.html) is set to a large enough value (>72000) to prevent timeout errors.\n",
     "\n",
@@ -705,4 +705,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/__init__.py b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/neptune-ml-pretrained-rdf-model-config.json b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/neptune-ml-pretrained-rdf-model-config.json
similarity index 100%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/neptune-ml-pretrained-rdf-model-config.json
rename to src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/neptune-ml-pretrained-rdf-model-config.json
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/neptune_ml_sparql_utils.py b/src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/neptune_ml_sparql_utils.py
similarity index 100%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/neptune_ml_sparql_utils.py
rename to src/graph_notebook/notebooks/03-Neptune-ML/02-SPARQL/neptune_ml_sparql_utils.py
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb
similarity index 94%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb
index 4dde9d83..cd0294d2 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb
@@ -27,7 +27,7 @@
     "\n",
     "To demonstrate how you might accomplish this we are going to use a well-known dataset originally from IBM that contains HR attrition data.  This dataset is available from [Kaggle](https://www.kaggle.com/pavansubhasht/ibm-hr-analytics-attrition-dataset) under the [Open Data Commons License]( https://opendatacommons.org/licenses/dbcl/1-0/).\n",
     "\n",
-    "To answer these questions, we will be using [Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) which is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy-to-use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
+    "To answer these questions, we will be using [Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) which is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models within Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy-to-use mechanism to build/train/maintain these models and then use the predictive capabilities of these models within a Gremlin query to predict elements or property values in the graph.\n",
     "\n",
     "## Setup\n",
     "\n",
@@ -332,6 +332,12 @@
     "role_dept_list = []\n",
     "role_field_list = []\n",
     "\n",
+    "edge_emp_dept_rows_list = [edge_emp_dept]\n",
+    "edge_emp_role_rows_list = [edge_emp_role]\n",
+    "edge_emp_field_rows_list = [edge_emp_field]\n",
+    "edge_role_dept_rows_list = [edge_role_dept]\n",
+    "edge_role_field_rows_list = [edge_role_field]\n",
+    "\n",
     "for index, row in df.iterrows():\n",
     "    emp = row['EmployeeNumber']\n",
     "    emp_id = emp_map[emp]\n",
@@ -341,30 +347,52 @@
     "    field_id = field_map[field]\n",
     "    dept = row['Department']\n",
     "    dept_id = dept_map[dept]\n",
-    "    \n",
-    "    edge_emp_dept = edge_emp_dept.append({'~id': uuid.uuid4(), '~from': emp_id, \n",
-    "                              '~to': dept_id, \n",
-    "                              '~label': 'works_in'}, ignore_index=True)\n",
-    "    edge_emp_role = edge_emp_role.append({'~id': uuid.uuid4(), '~from': emp_id, \n",
-    "                              '~to': role_id, \n",
-    "                              '~label': 'works_as'}, ignore_index=True)\n",
-    "    edge_emp_field = edge_emp_field.append({'~id': uuid.uuid4(), '~from': emp_id, \n",
-    "                              '~to': field_id, \n",
-    "                              '~label': 'has_education_level'}, ignore_index=True)\n",
+    "\n",
+    "    edge_emp_dept_row_df = pd.DataFrame.from_dict({'~id': uuid.uuid4(),\n",
+    "                                                   '~from': emp_id,\n",
+    "                                                   '~to': dept_id,\n",
+    "                                                   '~label': 'works_in'},\n",
+    "                                                  orient='index').T\n",
+    "    edge_emp_dept_rows_list.append(edge_emp_dept_row_df)\n",
+    "    edge_emp_role_row_df = pd.DataFrame.from_dict({'~id': uuid.uuid4(),\n",
+    "                                                   '~from': emp_id,\n",
+    "                                                   '~to': role_id,\n",
+    "                                                   '~label': 'works_as'},\n",
+    "                                                  orient='index').T\n",
+    "    edge_emp_role_rows_list.append(edge_emp_role_row_df)\n",
+    "    edge_emp_field_row_df = pd.DataFrame.from_dict({'~id': uuid.uuid4(),\n",
+    "                                                    '~from': emp_id,\n",
+    "                                                    '~to': field_id,\n",
+    "                                                    '~label': 'has_education_level'},\n",
+    "                                                   orient='index').T\n",
+    "    edge_emp_field_rows_list.append(edge_emp_field_row_df)\n",
     "    \n",
     "    role_dept = f\"{role_id}-{dept_id}\"\n",
     "    role_field = f\"{role_id}-{field_id}\"\n",
     "    if role_dept not in role_dept_list:\n",
-    "        edge_role_dept = edge_role_dept.append({'~id': uuid.uuid4(), '~from': role_id, \n",
-    "                              '~to': dept_id, \n",
-    "                              '~label': 'part_of'}, ignore_index=True)\n",
+    "        edge_role_dept_row_df = pd.DataFrame.from_dict({'~id': uuid.uuid4(),\n",
+    "                                                        '~from': role_id,\n",
+    "                                                        '~to': dept_id,\n",
+    "                                                        '~label': 'part_of'},\n",
+    "                                                       orient='index').T\n",
+    "        edge_role_dept_rows_list.append(edge_role_dept_row_df)\n",
+    "        #edge_role_dept = pd.concat([edge_role_dept, edge_role_dept_row_df], ignore_index=True)\n",
     "        role_dept_list.append(role_dept)\n",
     "    if role_field not in role_field_list:\n",
-    "        edge_role_field = edge_role_field.append({'~id': uuid.uuid4(), '~from': role_id, \n",
-    "                              '~to': field_id, \n",
-    "                              '~label': 'requires'}, ignore_index=True)\n",
+    "        edge_role_field_row_df = pd.DataFrame.from_dict({'~id': uuid.uuid4(), '~from': role_id,\n",
+    "                                                         '~to': field_id,\n",
+    "                                                         '~label': 'requires'},\n",
+    "                                                        orient='index').T\n",
+    "        edge_role_field_rows_list.append(edge_role_field_row_df)\n",
     "        role_field_list.append(role_field)\n",
     "    edge_cnt = edge_cnt + 1\n",
+    "\n",
+    "edge_emp_dept = pd.concat(edge_emp_dept_rows_list, ignore_index=True)\n",
+    "edge_emp_role = pd.concat(edge_emp_role_rows_list, ignore_index=True)\n",
+    "edge_emp_field = pd.concat(edge_emp_field_rows_list, ignore_index=True)\n",
+    "edge_role_dept = pd.concat(edge_role_dept_rows_list, ignore_index=True)\n",
+    "edge_role_field = pd.concat(edge_role_field_rows_list, ignore_index=True)\n",
+    "\n",
     "edge_df = pd.concat([edge_emp_dept, edge_emp_role, edge_emp_field, edge_role_dept,  edge_role_field])\n",
     "edge_df.to_csv(os.path.join(output_folder, 'edge.csv'), index=False)\n",
     "\n",
@@ -561,7 +589,7 @@
    "source": [
     "Now that we have prepared our dataset, the first step in the process of building our Attrition Prediction model is to export the data and configuration.  \n",
     "\n",
-    "**Note:** The details of how this is configured and the options available are covered in the [Neptune ML documentation](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html) as well as the [Neptune-ML-01-Introduction-to-Node-Classification-Gremlin notebook](https://github.com/aws/graph-notebook/blob/main/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb), so we will not cover the detail here.\n",
+    "**Note:** The details of how this is configured and the options available are covered in the [Neptune ML documentation](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params) as well as the [Neptune-ML-01-Introduction-to-Node-Classification-Gremlin notebook](https://github.com/aws/graph-notebook/blob/main/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb), so we will not cover the detail here.\n",
     "\n",
     "For our `Attrition` prediction model, we have specified our targets as the `Attrition` property of the `Employee` vertices as shown here:\n",
     "```\n",
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/WA_Fn-UseC_-HR-Employee-Attrition.csv b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/WA_Fn-UseC_-HR-Employee-Attrition.csv
similarity index 100%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/WA_Fn-UseC_-HR-Employee-Attrition.csv
rename to src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/WA_Fn-UseC_-HR-Employee-Attrition.csv
diff --git a/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/__init__.py b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb
index a03acbd2..ca335761 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb
@@ -30,7 +30,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of machine learning on graph structured data within Amazon Neptune. Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) to provide a simple mechanism for training and deploying these models. Since Neptune ML is integrated deeply with Amazon Neptune, predictions can be made directly through the Gremlin query language. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of machine learning on graph structured data within Amazon Neptune. Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) to provide a simple mechanism for training and deploying these models. Since Neptune ML is integrated deeply with Amazon Neptune, predictions can be made directly through the Gremlin query language.\n",
     "\n",
     "Graph databases are useful for storing and navigating highly connected datasets across diverse industries such as financial services, advertising and product recommendations, cybersecurity, and more. The properties of these datasets also vary depending on the business domain. Let’s take a look at a graph that relates job applicants to job postings from [Kaggle](https://www.kaggle.com/competitions/job-recommendation/data). In this dataset, some properties are in numerical type, like the age or the count of job history for a user node. Other node or edge properties are in the form of raw text, like the self description property of a user node and the description or the requirement of a job node. These text properties in a graph can be stored in different languages, such as job posts from different countries. Also, the length of text properties can vary, with some being long and others short. Due to these requirements, customers need an efficient and effective way to encode text data at scale in a graph feature processing step.\n",
     "\n",
@@ -345,7 +345,7 @@
    "source": [
     "### Step 2: Export Data: Choose the Right Text Encoders for Text Properties\n",
     "\n",
-    "**Note:** Before exporting data ensure that Neptune Export has been configured as described here: [Neptune Export Service](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html). \n",
+    "**Note:** Before exporting data ensure that Neptune Export has been configured as described here: [Neptune Export Service](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-manual-setup.html#ml-manual-setup-export-svc).\n",
     "\n",
     "The export process is triggered by calling to the [Neptune Export service endpoint](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html).  This call contains a configuration object, which specifies the link prediction task on the edge of `(\"user\", \"apply\", \"job\")` for this job recommendation problem.  The configuration also specifies the desired feature processing to apply.\n",
     "\n",
@@ -372,7 +372,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export-parameters.html\">Neptune Export Process Parameters</a></div>"
+    "<div style=\"background-color:#eeeeee; padding:10px; text-align:left; border-radius:10px; margin-top:10px; margin-bottom:10px; \"><b>Important</b>: The example below is an example of a minimal amount of the features of the model configuration parameters and will not create the most accurate model possible.  Additional options are available for tuning this configuration to produce an optimal model are described here: <a href=\"https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-data-export.html#machine-learning-params\">Neptune Export Process Parameters</a></div>"
    ]
   },
   {
@@ -728,4 +728,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb
similarity index 99%
rename from src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb
rename to src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb
index 9beafff7..b761d670 100644
--- a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb
@@ -14,7 +14,7 @@
     "\n",
     "In this notebook, we are going to show how to perform real-time fraud detection using Neptune ML. \n",
     "\n",
-    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html#machine-learning-overview) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models using the graph data stored in Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy-to-use mechanism to build, train, and maintain these models. Then, you can use the predictive capabilities of these models within a Gremlin or SPARQL query to predict elements or property values in the graph. \n",
+    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models using the graph data stored in Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy-to-use mechanism to build, train, and maintain these models. Then, you can use the predictive capabilities of these models within a Gremlin or SPARQL query to predict elements or property values in the graph.\n",
     "\n",
     "For this tutorial, we are going to see how we can build a real-time fraud detection solution using **real-time inductive inference** and a common graph machine learning task known as **node classification**. \n",
     "\n",
@@ -66,7 +66,7 @@
    "id": "3f359ffb",
    "metadata": {},
    "source": [
-    "This notebook demonstrates how to use Neptune ML to perform fraud detection using the IEEE CIS dataset (https://www.kaggle.com/c/ieee-fraud-detection/data). The dataset contains Transaction and Identity tables, both having transaction ID as the primary key column. The tables have many anonymized columns, defining the relationships of the transaction records with cards, devices, products and other identifiers as shown by the figure below. "
+    "This notebook demonstrates how to use Neptune ML to perform fraud detection using the [IEEE CIS dataset](https://www.kaggle.com/c/ieee-fraud-detection/data). The dataset contains Transaction and Identity tables, both having transaction ID as the primary key column. The tables have many anonymized columns, defining the relationships of the transaction records with cards, devices, products and other identifiers as shown by the figure below."
    ]
   },
   {
@@ -97,7 +97,7 @@
    "source": [
     "## Loading the data from S3\n",
     "\n",
-    "In this section, we load the graph data from a S3 bucket containing the CSV files that are the results of converting the Kaggle dataset to pre-formatted graph data that can be stored in Amazon Neptune."
+    "In this section, we load the graph data from a S3 bucket containing the CSV files that are the results of converting the Kaggle dataset to pre-formatted graph data that can be stored in Amazon Neptune. Due to the size of the dataset, we recommend using Neptune serverless or instance type R5.4xlarge. "
    ]
   },
   {
@@ -124,7 +124,7 @@
    "id": "b32071fc",
    "metadata": {},
    "source": [
-    "Prior to loading the data, we need to upload the files in CSV format to a S3 in the same region as the cluster. See [Load Data Formats](https://docs.aws.amazon.com/neptune/latest/userguide/bulk-load-tutorial-format.html) for more information. Then we can use the %load line magic to call Neptune bulk loader to load the data into Neptune."
+    "Prior to loading the data, we need to upload the files in CSV format to a S3 bucket in the same region as the cluster. See [Load Data Formats](https://docs.aws.amazon.com/neptune/latest/userguide/bulk-load-tutorial-format.html) for more information. Then we can use the %load line magic to call Neptune bulk loader to load the data into Neptune. The following command assumes that the region is us-east-1. Change the S3 bucket to s3://neptuneml-data/ieee-cis/ if the region is us-west-2. "
    ]
   },
   {
@@ -136,7 +136,7 @@
    },
    "outputs": [],
    "source": [
-    "%load -s s3://neptuneml-data/ieee-cis/ -f csv -p OVERSUBSCRIBE --run"
+    "%load -s s3://neptuneml-data-us-east-1/ieee-cis/ -f csv -p OVERSUBSCRIBE --run"
    ]
   },
   {
diff --git a/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/__init__.py b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/03-Sample-Applications/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Neptune-ML/__init__.py b/src/graph_notebook/notebooks/03-Neptune-ML/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/03-Neptune-ML/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/__init__.py b/src/graph_notebook/notebooks/03-Sample-Applications/04-Security-Graphs/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/__init__.py b/src/graph_notebook/notebooks/03-Sample-Applications/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/01-Basic-Read-Queries.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/01-Basic-Read-Queries.ipynb
new file mode 100644
index 00000000..9d789c85
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/01-Basic-Read-Queries.ipynb
@@ -0,0 +1,1088 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning Gremlin - Basic Read Queries\n",
+    "\n",
+    "This notebook is the first in a series of notebooks that walk through how to write queries using Gremlin.  In this notebook, we will examine the basics of Gremlin read queries and how these queries fit into the \"Find\", \"Filter\", \"Format\" paradigm.  Let's begin by loading some sample data into our Neptune cluster.  \n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "## Getting Started\n",
+    "\n",
+    "For these notebooks, we will be leveraging a dataset from the book [Graph Databases in Action](https://www.manning.com/books/graph-databases-in-action?a_aid=bechberger) from Manning Publications.  \n",
+    "\n",
+    "\n",
+    "**Note** These notebooks do not cover data modeling or building a data loading pipeline.  If you would like a more detailed description about how this dataset is constructed and the design of the data model came from then please read the book.\n",
+    "\n",
+    "To get started, the first step is to load data into the cluster.  Assuming the cluster is empty, this can be accomplished by running the cell below which will load our Dining By Friends data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b515ec7d",
+   "metadata": {},
+   "source": [
+    "### Before you begin\n",
+    "\n",
+    "Throughout all the **Learning Gremlin on Neptune** notebooks, you will notice that each code block starts with either a `%` or `%%` command. These are called *workbench magic* commands, and are essentially shortcuts to specific Neptune APIs. For example:\n",
+    "\n",
+    "* `%%gremlin` - issues a Gremlin query to the Neptune endpoint usng WebSockets\n",
+    "* `%seed` - provides a convenient way to add sample data to your Neptune endpoint\n",
+    "* `%load` - generates a form that you can use to submit a bulk load request to Neptune\n",
+    "\n",
+    "For more information on workbench magics, and to see all the supported commands, refer to the [Using Neptune workbench magics in your notebooks](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html) user guide."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8c569a38",
+   "metadata": {},
+   "source": [
+    "### Loading Data\n",
+    "\n",
+    "Run the following command to load the sample data set that we'll be using. We'll only need to run this once, and ensure your database is empty before doing so."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "03dd0507",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%seed --model property_graph --language gremlin --dataset dining_by_friends --run"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dfa24286",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de66a832",
+   "metadata": {},
+   "source": [
+    "The following cell creates the `node_labels` object which we use to tell the Notebook which property we want to display when creating graphical visualisations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cuisine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e51c509",
+   "metadata": {},
+   "source": [
+    "We'll be using the `node_labels` variable to provide a nicer visualisation when running the queries in this notebook. To use it, we need to pass it along with the query itself, as follows:\n",
+    "\n",
+    "`%%gremlin -d node_labels`\n",
+    "\n",
+    "The `-d` instructs the notebook as to which properties should be displayed for each specified node label."
+   ]
+  },
+  {
+   "attachments": {
+    "dining-by-friends.png": {
+     "image/png": 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y9913q3sEXWBmYoFRHabjxKUg5BQYTsrjL9//CpvXbcHwMcNxMfIinn3wOeRk5yAxLgEnjpyAlZUl+gzozccOGj4Ivfr35P6tGzT1bZYuWsprV3dN7ZrG4IknnmDLHFVuTkyUIFVBEKqGRAlllqR6WjXBzNwUAyZ2x9lD4cjNanmxdm18/fDg3Y/Ar42/2tN0fP3DF/jr32W8rU/3pWtEmAgtBqpBMnDgQBYjFORuaJXVDYnebYZz+uCjUTvVHv2GAtw3rd2EaXOn4q3P3sT3S7/Du1++c1XQu529HQYOG8jboyeMwrDRw+Dh5YGNynnnQ88jPjYeM66fzvsbC3IVpHo3H3zwAae0fuyxxy4naxAEQSgLxVFScd/PP/9c7akZnQe1g0+gJ07tN7yMi/c/fjcWvPoMnljwCF5+6wWkZ6Tju5++xrAJAzFx5hj8s/pvPu6p/z2GaddPYvcogs677f75SElNwZ59u5R1MrtP0fGzb56GgaN7471P3mZXqs+++ZjPTUpOxH9bNvD2f5vXIzs7i7dpf2Xs3ruTj/nqh88xdtoIXLgYid+W/sLbvYd1w4NP3ov4hDi+Rmx8LEKOHsYnX3141X3tP7SPr/HOx2/y30Tbm7drLCmZmRl4/PmH+VoPPXUfX4/eC31GhInQIvjxxx+5oNRdd92FJUuWwMfHR90jNBRTus1HRk4SW070ncyMLGRnZcPWzo7bJEJ8WvvAwtKC2xVBmdVm3jgT506dw5KfNdaScVOqr2mjS6hCM5GTk4OSkhL88MMP6NChA26++WYcOHCA9wmCIISEhFx24aoLw+f0Q0ZqFs4cOq/2GAZnQ8/gj+W/Y6MiGNr6tcUvf/yEtz96A3NmzIOrqxsP2g8fOYiOHTrj6IkjOBh8ADGx0Vi/aS0C2wYiKyuT+zMyMngfHe/fpi3GjhqPr3/8Aj8s+hatfdrwMcdOHGWxQNs7g7bj+KnjvF2VVYOEEh3z/qfvwNrKWnmddLz4xvNo5dkKjz/4JNb+t1oRLV+gb69+sLWxhbubB/r3GXDVfWVkaq7xuyJohg0ejvCIMLz2zsug3FZL/lrMYqq1bxsWKXS9c2Ea92N9RYSJ0Owh162PP/6YLSb33HOP2is0NFTXZEavO3E29hBC40PUXv3E2cUJvfr3wr/L/sWq5avw/EPPY+boWezKVRGnT5xGfn4+Js+YxO0/fvoDw8YMa1Q3LmLEiBEwMzNTW0Burma2j+rtkBCnlNWCIAgkSijYnVLc1wWqazLmxkEIP3YBEScNKxieBvT7twbj9vl38SDdxdmVY/PcFGFCbNm+GVMnaqzdO3ZtxY49mvjCmVPn8FrLuo1reO3q4gYHe0feXr9xLYYOGsbbwccOs8jp1L4zWzGOHAvm/mGDRvC6Kp5/8gWs+nM9AgM64IcvfkbP7r1xKOQQ7zt5+jiGDBwGO1s7eLfy4e2KeOvl9/DCM69g2uQZiLp0gUXPf1vWs3D667eVWPjVr+qR+o0IE6FZ8/TTT2P79u3YtWsX1yQRGhdy55rV624ci9ql9+Lk/ifuY6vJgkf+hx2bd+LFd16Am4fmh4ugejOduneGja0N3lzwFiLDIhHQPgCdlT5i+txpvG5MKFaqooQN5JpGgfHkuiEIQsuGXDw7depU74kKn0APjLt5MLt0GZI4CfBvB1tlUF9UVIjzkeHcV6r8R4P8R+5/HL169IanhydGDBnJFoXN2zYqAqE9unTSWKS1aM8ljIyN+NwZ181SBI47unbuhm07t+DEqeO4784HERp+Dpu2/ceWDmcnZ/WsyunUoQuvz4Sexj2P3IEtOzahR9eeLKpqiqODRiyZmZnzmiBxYmFhAVMTU77n2lyvqRBhIjRbKCCYrCQbNmyAi4uL2is0Nl28+10WJ/rs1jV01FCERAVjXdBaHI44hBvv0ORgf/KlJ3Ey7gScXZ3hH+CHoNN7sPdsENp1bMc+x+6e7nzcqAmNn5OfEjhorSSEubk5bGxs+N88DUYEQWjZ/PHHH1yrpK4uXOVp17PNZXFiKG5dxmraflNTM0WE9EFySpIiGPqz1WPn7u2XB/JzZl7PcRwUn3HDnGuTA/Ts3ovXTo5OLBro3Bz1+Tt+9EQWJTTwnzJBU7DyUMhBTBijsapXh7bo8pmzp3h99633wcvTC1nZWdzWEqfc38VLUWqresh6QiLpvsfuxP9ee+6a6+kjIkyEZslvv/3GsSR//fUXrKys1F6hqSBxcvPAJxCdEoq9YWv1NlsXDezbtG0DSytLtedaTM1MYe9gz4Hn04ZP57TCdz18V5XnNBQdO3aEra1mBsza2ppjp7Kzsy/3CYLQcgkPD7/swqXL30ESJ1PvG43YyAQc3nLCoLJ1ffDGxxg9Yixuu+8mvPn+q/D1aY0hA4byvrEjx/OamDrxags4WcwfuPMh3DjnZo5Rufvh21FQUIBZU2fz/uFDRvK6f9+B/DsyWL3miKG1m7AapwgcLw8vjmX54LN32Q0r4kIEB+VPmzKTRcabH7yqHq25r8uo22X75s+7lS04u/fuYkFDwsnEWL/rq0nld6HZERERge7du2P9+vUYOlTzcBD0g8y8NKw9vhgRSWfQ1WcwAty7q3uuRV8qv1fFrq274O7hjvad21/9A9EIaCu/U5zJzp078dBDD+HLL7/E448/jnXr1mHfvn2cSlgQhJbJ+PHjOTVwQ2WgzM7Ixc6/DuJSaBw69A2AXydvdU/1NHXl9+SUZJ5c0ro/1QYSCWnpafB096zRc58yaJ06c0JtXYEsNQMUIVMeGpbHJcRVeH2KbSwpLYGVZc2EJgXxkyC5Yc5NiI6N5qxdJK7efe0D9YiGQSq/C0IZFixYwA9iESX6BwXE39DvIUzoPBfnYg9h26k/EZWs3xlCqoJSBnfo0qHRRUlZhg0bxoKEFoJiS/z9/XHHHXdwWxCElsdLL70EOzu7Bk2LTwHxk+4cjiHTenNQ/J7VhxAdHq/u1W9cnF3qJEoIEgVk1ajpc7+wsACpaanXLCRuKoKuW9n1KV6kpqKEsLGxxVsfvo5uAzuyKCFmqlYefUUsJkKzYtu2bbjvvvukloMBUFicj6DwjdgfsYWLMvo6t4e3Uzs4WGsyWxmCxaQp0VpMtmzZgjFjND84WmJiYjBo0CDceOONePfdd9VeQRBaAqtXr2YXruDgYLi7a2LgGprCgiIc2XYax3ad5aKMrdp6wNPPDfbOFbuVNrXFpCVBIujo8RCOtencoTNnFWto6mMxEWEiNCvmzp2L0aNH80NZMAyKS4pw9GIQjkcfQFRKKGwtHeFs44mo5DMiTKpAK0wqgwQLuXEsWrQIt912m9orCEJzJiEhgTNQUrD71KmaIOzGpLi4BGcPnMe54EjERiSyVcXR3QEOLrbKtjUsbSxYuGxdtleESTNGhIkgKMTFxSEgIACpqakcfCYYHhSDQvEnl1LP4/CFHRgc2Pg/rIZCUOjqKoUJ8dVXX+GRRx7heJP+/furvYIgNFdmz57NqYHffPNNtafpoBiU6NA4xEUmISkmDelJmcjLzlf3QoRJM0aEiSAoLFy4kGeJKT2iYPh8svlZigJUW2V9beWRpcEIT4x7X7NZBQ8//DC7OO7duxf29vZqryAIzY3333+fUwPToq+QRaUgtxCLXl2BsTcMUXuF5sbmpXtEmAgCBfsOHjxYqrs3E95Yc1+1FoGWTG3eH4pBcXJy4vTZgiA0P3bs2IFp06bh8OHDaNeundqrv/z25r/ISstRW0Jzw9bRGre8qKmmX1tEmAjNBvKrpUrXVA1bMHxEmFRNbd6fqKgoDBw4EHfeeadeuHgIgqA78vLy0Lt3b7zwwguYP//awoD6yDdPL8GtL89QW0KzQlEVv76xUiwmQsvj448/5gcxZR2iKteurq44c+YMFi9ejOeffx5vv/02nnjiCfVowdAQYVI1tX1//vvvP0ycOBG///67wQxeBEGoHvIWoNTAn3/+udqj/5AwqevAVdBzFFXxzTN1/3yljolgsNx9990oLi7muiUkSlJSUrgSNrVLSkp4vyAIGiZMmIBPPvmEBzGURlQQBMOHvAROnz5tUKJEEKpChIlgsFAg75NPPsniJDk5maul0pra1E8zSIIgXIGqwpM7F4mT3NxctVcQBEMkJCSEU+NTamBBaC6IMBEMmv/973/XVEelNvULgnAtNMPq6OgoleEFwcAhUfLNN99wfIkgNBdEmAgGDVlNaBZYW7eE1hRXItYSQaicn376CVu3bsVrr72m9giCYEhQXCXVK7n//vvVHkFoHogwEQyeslYTsZYIQvVQIdKff/4Zr776Kv7880+1VxAEQ4BqdVGtEnHhEpojIkwEg0drNTEzMxNriSDUkClTpuCDDz5gl65jx46pvYIg6DNhYWGXXbisrKzUXkFoPogwEQye4pISPPbEM5g0aQqvSyQDtiDUiKeffho33ngji5PCwkK1VxAEfeXBBx/kNPkjRoxQe1omJ0+exNq1a3mb3NqobIDQPBBhIhgUGdkFOHg6Hsu2nsPHf4ZgwXdBePyznXj7j+NoPfIxvLX4GB77dAf30/7l20Jx6Ew8nyc0DzZv3oxbb70V8+bNY2vZnDlzkJ2dzfveeOMNdOjQgZdXXnmF+yiNdI8ePbi2jYeHB66//np89dVX8PX1RZcuXS6nzo2JieFr0THjx4/nFJwtgYULF8LS0lKC4QVBz3nppZfYI+DZZ59Ve1ouBw8exK+//srblIWTfhOE5oEIE0HvKS4pxZ7jsfhs+RG88H0Q/t0dgcSMIvh4umBUv0DcOKkXbp/eD3fNHMBralM/7U9IL8TKXRF83qfLjijXiUGJcj3BcMnIyMBvv/2GW265BUFBQdi/fz8Hcu/btw/ff/891q1bh+3bt3PNjqNHj7IlgFyVqLbNtm3b+JxffvmFBQ7NOn7xxRd8XRI1bm5u2Lt3L2e5IXFC57QEKBie3re33npL7REEQZ9YvXo1x4WRC1dzZufOnbjrrrvYkkuTSZmZmTxpQhNG/fv3x/Lly9md7bnnnsP69evxzjvv4K+//sLGjRt5EmrQoEFcy0x7/NmzZ/m6NNE0atQonrSi606bNo37Bf1DhImgtxQUFWPd3kj877sgbNh/Ac6O9oro6I3bpvXD+EEd0KujN/y9neHmZAt7G0vYWJnzmtrUT/vpODqexIqLkz3W74vCgm+D+LqFRS1j0NkcGTJkCKZOnYquXbtizJgxiIqK4h8hMu2TSPn000/5By0+Pl49A3j00UfRuXNntp7cdttt/ANFP1R0LomXxYsX848ZBZWSNeXSpUu4cOGCenbzht4LEicvvvgiVqxYofYKgqAPJCQksAsXiRJ3d3e1t3lCz216FlHGsUceeYT/5vT0dJw6dQrvv/8+ixYfHx+8/PLLGD16NLtx0TM8Li6On+M0QUXxpmQJ9/T0xA8//MDXJSFDRWbXrFnDwoYmrwT9RISJoJeQheTlH/fh8LkkDO3dFrdO7YeB3dsoosNGPaJ2kFih80mk0PXoui8v3McWFMHwIBcuLSYmJlxcc8eOHRg6dChiY2MxcOBAFiFloR8zLS4uLuqWBrLC0A+ihYUFF+ik7G7k7uXg4KAe0fyZMWMGzz7S7GRLcWMTBEOAgt1pMoUmY1oC7du3Z+Hh7e3NbloPPfQQZyIjwULP6aKiItjY2PDz2traWj3rCpSZk86dNWsWzp8/z893sjhRTF1gYCAnyRH0FxEmgl5BsSDf/3sCf28PQ98urXHDxF7o6KfbGaKO/u583T6dfZXXCccPq04gPTtf3SsYKmTpoB9u+kHr1asXz7DVFBIqNJtGM2w0M9mzZ0989NFH/OPXkiAXBxIoJE5I7AmC0LSQlYAG1m+++aba0/wpO4n09ttv8zOZxMjs2bPV3qqhmDmCJq0IsqiUhQrMCvqLCBNBbzh3MQ3v/3EY2QUluHlKH/Ro30rd0zDQ9edP6Y2s/BJ88Eew8vqp6h5B3zE2vvLoIusGLfPnz+e4EQponz59OouUZ555Rj3qCmXPJbQ/XiRovvzyS3bnIlcxGgjQjFxLg/zYKbbmzjvvVHsEQWgKyApMcV/NPa6kKsj1iiwdZOUga3ZZ8vNrNqHo5+fHa7Ka0IQLxSgK+osIE0EvCD6bgC/+OoLA1u64bngX2Nk0zoCQYlLo9dq1dlNe/yiCzyWqewR9hczz9GOl5ccff2RTPwmS6OhobNiwgYPeV61axcHuJDTKzv5T/w033MDbc+fO5aBJYvDgwTh8+DD27NnD7gIUfNkSIeFG4oQCSt977z21VxCExiQvL49duKiIYrt27dTelgfFkDz11FP8fP/999/ZzYsKw5JVnOIJaZvQFlkui7bP1taWfzNosoncc3fv3i01YPQYI+UHW+z1QpNCouTndacwrHdbDlhvKkLORGNX8HncMaULerd3U3uFpuKNNffhpeu+U1tCeRr6/SFhQsLt33//lQw2gtDIkDslxdJ99tlnak/z4punl+CBD2s2+UMTRWQdcXV15QD33Nxcfm+0FpPqLNtaKwm5qVJMCk1Offvtt5cnpQQdo6iKb56p+edbHhEmQpNC7ltkKWlqUaJFK04emdMD7X2d1F6hKaCBt1A1DS3cKIUyZTijTDcUNCoIQsNDg+ZFixbx9665UhthogvI+nTkyBG2PpHlhSZeahqzItQSESaCoUKB7u8tPoT2bTwwuKfGB1Qf2HMkAmFRiXjmpt5waCSXMqEi5NFUPde6L+gait2htMnk/iAIQsMSEhLCdZTIrZTWzZXGFiYUPH/o0CFERkayGxilSBcaiHoKE4kxEZqMpVvOwdXJVq9ECTGkpz9cHG2wbEuo2iM0DTTolqXqpeGhFJ05OTm455571B5BEBoKmtmnYPfmLEqaAlNTU04jT/GFIkr0GxEmQpOw+1gMzlxIxYg++hnUN7xPAE4r9yd1ToSyUGaYjh07Ijs7W+1p/pD/NokTcn/4+OOP1V5BEHQNBXpTYcH7779f7RGElocIE6HRKSgqwdqgCLaUNFb2rdpC2bro/tYESYV44QqUWjg8PJyLN5JbQEuB6rpQpi7KjrNu3Tq1VxAEXUEFBKkWU0tODSwIhAgTodHZfCgKNlYWDV6npL7Q/VlbmmPTwauLMwktF8oCQ77KVLBrwIABLSofPrlAUK0Xqm8SERGh9gqCUF/CwsIuu3BpiwMKQktFhInQqBSXlGJ78CX01IMMXDWhZwdv7DgSjRLlvgWhbEEvKkJIFYmffPJJtaf589prr2H48OGcylQQBN1Az5EXXngBI0aMUHsEoeUiwkRoVPadiIWFuSk6+LmrPfpNR393mJuaYO/JWLVHaMlQdqqyZGVlcYHHQYMG4eTJk2pv84ZcupKTk3mGVxCE+vHSSy/Bzs4Ozz77rNojCC0bESZCo3LwTDzatzEMUaKlvSKiDp1JUFtCS4aKexGU4YUWqu3h7OzMoqSlBMTb2NiwOCFB9vnnn6u9giDUltWrV/N3SeJKBOEKIkyERiM9Kx/h0elo5+uq9hgGAb4uCLuUxnVXhJZNQYHm3wAFv1PqyXfeeYfz4mdkZKB///68ryXQt29fztRFWYQoYFcQhNqRkJDALlwkStzdDWuyTgCKi4vZnVfQPVJgUWg0Dp6Ox6o9Ebh1aj+1x3D4ZdVBzBjmj74dPdQeoSVCqYJJiBw9epQLoX333XfYtm2burflQX7xv/zyC1eo9vHxUXsFQbfQMEVS6FYPPY8MhYYosBgfHw9PT08WDEZGDVvniWIL27Zti4cffljtuZaFCxdixowZcHFxUXtaCPUssCjCRGg0lm0NRVJmEcYNbK/2GA6b9p6Fm4MZ5o4KVHuElggFf1PK4BdffJHb3bp1w6effooxY8ZwuyUya9YsZGZmiuVEaDC0wuSTTz5Re4Sy0PtDA+WWLkwoYyJNGPXr1/CTnzURJh4eHtiyZQu6du2q9rQQpPK7YChcSsiCq6ON2jIsqEL9ReX+hZbNK6+8clmUEA899BC+/PJLtdUyIR/5S5cu4ZFHHlF7BEEQ6sbOnTtx11134cYbb8Tzzz/PmRApMYCvry/69OmDlStXIiYmBj169EBsrCYpDa1p38WLF/mZTEKtovPIokLn0URKbm4u969du5avQc/2JUuW8HZFkBXm9ddfR0BAAEaNGsUCSMsbb7zB1eRpoesQzz33HLvrTZ8+HUlJSdi/fz8nSSGxQlkN09LS+DjhWkSYCI1GYloOnOyt1JZh4Whnpdx/rtoSBA00i0uFFltSscXyODg4sDghgfb111+rvYIgCLWHRAPFr1EFfJrs+Oeff7Br1y62yD7++OOYOXMm8vLyYGFhwckDCDrGy8sL1tbWOHjw4OW+8udRghI6l0TC4cOHERwcfLlgLL1mly5deLsi6FpfffUVH0eCZ/v27dxPbqzff/89X4f6yKpHrr4kUCh2iGpdkSvXTTfdxIKLjklMTORitULFiDARGgWqX5KVWwhbK/2s9F4dttbmyMopQIl4PgrloBk6+sFqyVAiAPrBpveiJcfcCIJQf9q3b8/FXL29vbF06VL4+flhx44dyMnJ4Vi2oKAg3H333fjzzz/5eBr8l6+tVNl5FPNBIkNrmdmwYQPCw8M5sQm55lbG+vXrccstt3CtmUmTJmHKlCncT0lPyOqydetWduslYUWWGRJJhL29PY4cOYLz589zwDy9LlldNm7cyPuFaxFhIjQKuflFvKYaJoaI9r5z8jR/hyBoIR/jv/76i6s3t2RoYPDMM8/wOi4uTu0VBEGoHWUTaURERHA1fBrU07JgwQJ2x5ozZw6LAbJYULp2rVDQUtl5EydO5LgPWigrGtWiImEzb968KgPmyX3Mzc1NbYFrzxAkfIYOHcruZDRBQxkbyxMdHc3Ha++FXL4oXlGoGBEmQqNQXKxJq2dsrLtMGdEJ6Y22JKRo4ksobXDoRcNZhIbH1taWxUlLt5oQ77//Ps86lp+9FARBqAvz58/nhCP33nsvZs+ezc9Zsm5Q/SgSE7SfrCckQspS2XmDBw/GsWPH2OWLhMrUqVNZJJBgqQqytFCcSmpqKk+8aGNTyFWMrkEWnl69euHUqVPcr4VeU5schdZUmJb6JFlI5UhWLqFRIDeuBd/uwR3T+8PORjfuXJ//sUvdEirjiydGqltCQ0LB3/7+/jxr5upqWHV6dA0FelKQJ/1Yf/zxx2qvINQdycpVNc0pKxcN+Om5QRYNgiwVZNnYu3cvB5NTvIj23wG5V02ePJljRUgUlE0XTM/iys4jQUMsW7aMXb4o0J4sJ1Q8tjIoPmXs2LFsoSHrB8Wj3HzzzRg5ciRGjx7Nz30qutumTRtcuHCB40xIHFEcDLmK0ZriTkiUEJs3b67SdcygkXTBgiFQVFyCJz7fiZsm9Yark24yc5EwefSmYWpLKA+9PyJMGg8aOFEApjYrS0uGfLiHDx/OQaH33HOP2isIdUOESdU0J2FSGSRQaOBf22KUtTmPJlUoHqQ85ubm/DwjwUMuYtpAey2UppiEEGUAI1JSUtiiQ58LZd9ycnLi/sLCQo41oRgTuqdmi6QLFgwBUxNj2FqZISs3X+0RhOYFuXNRZir6kWrpDBs2jEUJuVGQSBEEQagPrVq1qlOF/NqcR9aM5OTkaxYSGoSxsTGLirKihCCRoRUlBIkSgmJWtKKEMDMz4/iSZi1KdIBYTIRG4+OlIfDxckGvjt5qT/0Qi0nViMWk8SGXAAqAfOyxx9Selg3N4q5atYrdH1q6i5tQdwzJYkIuP3///Te7FjWWq46hWkxaBdReaDQ2JFbIYiLUjpjwBHHlEvSfP7ec48rv4wd1UHvqhwiTqhFh0vjs3r2bA79DQ0PVHoFSa9IMobbmgCDUFkMSJhTnMHfuXNx3330cY9AYGKIwObTxhLp1hbLD0fIZssoPVRtjP6X+/eijj7jmCCU5KUttr98S6Tu+bhXvRZgIjcaB03FYvScSt07tp/bUDxEmVSPCpGmggfgNN9yA2267Te0RBKE+0DCloYTJokWLuL7Fu+++y2lnKXUsBTX37duXA6Ypi1PXrl3ZNZHiDKj+xDvvvMPuPV988QXOnDnDbjz0fR8/fjwPYinjE6WWJcspuf5QsT/KwkTHPfroo1ynQ5fQ+2NowsQQoLgRcgWjOBWKKxEaB4kxERqNDq2dkZaZh6TUbLVHEJofVGSQYk0EQdB/aOBJ4uLs2bNcDZy2SVicO3eOt6mmBs2c0zaJE0pLS649L774IltH7rzzTm6/+eabXNGbXDkJqlxOQoRSaJMooUxQFFxNwoSqjwuCUDEiTIRGw8HGHAHejgi7mKT2CELz47rrrmPXpX///VftaRmQG5uHhwdvv/rqq7j99tt5WxD0GbKMEGQtOXHiBFs4KNWrth5Fv35XLPzknkXihArmUT0LqhxO/87JWkFQVW+yqhAkTCitbEhICIsfEiMUZ0VVyOn6giBUjAgToVHp19Ed5y4kqC1BaJ60RKsJuZPk5ubyNrm1PP/887wtCPoMZVAi1ypK0EBWEkpgERkZiT179nDwuoODg3ok0K5dO15TgDuhLeqnXVMtjLKQKxBB2Zzo+9GzZ0/ceuutdcouJQgtBREmQqMyoIsn8guKcDbScMXJudMn8M2nbyM25qLaUzHbN6/Dt5+9o7aElgT5qLfkyr5bt27lzESvv/765dlkgmal+/fvz7n9qXry9ddfz1YW8s2nmWUt7733HqfVJFcYcpGRUEihIRk6dCiLEkoDO2rUKO47fvw4p70uCwkMgqwsdOyyZctYwPz888/cP2LECF4TUVFRl9PG0r/3AQMGsHA5cOAA7O3tuV8QhGsRYSI0KlTPZGQvHxw5E632GB7nzpzAJ+++jNjoS2pPxWz5bzU+fuclGVQJlykuLualuUODMvLZpxlnClgm9xVixYoVPLtMs9DTpk1jd5jFixejT58+6N27Nw/g9u/fz5Wff/nlF3zwwQfso08+/4LQUJBYJnr06MG1JujfIkFioiIsLCw4sJ3EzIIFC9iNkSwtfn5+7K5Fa6pKTiKEAuWtrKzYikr//seMGQMXFxf1SoIglEeEidDojO3ri+zcfBw7F6P26CdJifF4bcEjGNS1FWZPHIg/f/sBFy+cxxcfvs7733jhUVyICMPBfbswb8oQPu6O6yfi0P7d2LJhFTav18QY3HfLdF7TcY/feyMfR+vUFIm1aa6UjbGgjDzh4eG8TRYE8lMvDw3cKb1kWFiY2tM8mDBhAq937NjB66VLl7KbV3BwMIsN8tcfO3Ys3n77bXZv2bJlC4uahIQEfk/mzJnDg76yxcsEQdd07tyZ40PIUkd8+umn3Pb39+c2WVGoXTbehLLvbd68Gb///js2bNiABx54gPtNTEw409e6des43mzIkCH48ccfsXz5cs7oRVZCQRAqR4SJ0OiYm5ngusH+CDoSicxs/a0E//O3n2Lxz9/gxTc/gY+vH1565gFkZ2Wi74ChvH/I8HFwcHTC84/dheSkRDz6zCuIijyPF568F75+AWjTVuOPPGX6PORkZ2H+jFGIi4vGrXc/jHWrluPph27l/ULzo2yMBYkUGohXBVkRaPBOQbLNCXJ3IYFGRRaptgsFFM+cORPnz5/n/TTwI0FGLjIkRiir0axZs/j9o5llcoVZuHDhVX7+gqAvUDau1q1bX1MJnP49U90Lsr5oIZdFbSyKIAiVI8JEaBKGdG+F9q0dsfOwZiZZH8nP16R0/Orjt+Dq7om/N+xD+07dMGjYaO4fPWGqIkyc8cGXv2DmvFsRevYUW1Qiws+hjX8AAjt04eOmzZmPHVs38LanpzdXkvX08sGubRtZ6AiGxYwZMy5n3FqyZAkGDRp0Of0nWUPIQqKNsXjppZdw7NgxjrOg2VWibGzF5MmTkZycjMLCQk4/SrURyP2D9pN1hSwF5OZEgbmGCv0t5MJC7wuJEhIbWqFB7wUFEtNCFpTZs2fj0qVLXFOC3gsSJWRlIXcvQRAEofkjwkRoMm4Y2wGJqVkIOhqp9ugXjz37Kp564S3YOzrit4VfsjvX8SOH1L0asjIz8NAds7H456/h7OKG3v0Hq3uuJipC46JjYmrKMSezbrgNDz7xglSHNUDIP5xcN4g1a9awaCCLSH5+PrsmBQYGXo6xoCD4tm3b4p577uGMPMTatWs5u89XX33FAbbffPMNx53s2rWLs1plZGRwUO2RI0c4qJb805999lk+1xAhywf9Xc8999zlSthaH34qZkeplbdt28ZuMmQ1Wbly5WU3OBIqFAQvdR8EQRBaBiJMhCaD6prcOrEjDp28iBA9DIZ/9J7rsWLpL/jfax/hpbc+5b6zp47xmjh9IgTRly4gOSkBE6fOxrhJ05X9x3lf2YD3YyEH0aV7H7UFDBkxFmdOHkXo2ZOwtrFVewVDYdy4cWwRIcgKQoPsvXv3clYpipPo0kVjKSNoUE0uHVTTgIJiCfI5f+uttzh+ggbqp0+f5v7y/Prrrxx/QZYUEin6TnmRrc1gRO4s5JpFkF8+Qe8FWUKeeeYZDiQmX3yKM6H3jqrmU/Yusqw4OjqipKTksqARBEEQmjciTIQmpUNrJ9w+uTN2BZ/XO3Fy3yPPIZcCcCcNwhsvPI6RYydj6uybFJHRCza2dnhtwaOKAgH3UyzKDdOGo0Pnbnzu+dCzGDhkJG/PnTwYQ0eOw9Mvvo2gnVs41mR/0A7ccudDvF8wLEaOHMnZeLSZoh5++GG2dlCQ9tSpU6u1gmlrIRCUNlRb+6MsJHBI0BB0DFWe1nco5SpZe4jXXnuNA4C1fPHFFyzWy/rik4sXpU8lqxG5bVF2I4Jc3CgJAMWj0PtM76s27arQsqF/X7JUvAhCc8FI+bGQXKZCk3P4bAIWrTuFvl18MbiHn9pbNZ//sQuP3nR1nnldQy42UZFh8GzlCyurK4OqosJCZOdkKYNHe87CkhAXAxdXd3bVKktubg4fa2ev8amn68VGR8FLuV75Y3UNvT9fPKERR4JuobSiHTt2ZDckCm6nOBAamJNlgAbcr7zyCiIiItjqQceS1WPu3LncT1WjKUsPQVaCQ4cOcWYfGxsbHohfuHABd9xxBy5e1NTJCQoKYiuLPKqFlgpZzeg7RPFYQsWQiyk9TwTdQQUyKSFJTEwMvLy81F6hoRFhIugNZ6NS8euGM3BzssXwPgGws7FQ91RMYwgTQ0aEScPxv//9j+sTUHzI/fffz7P8FB9Bwdy0XVaYkGi59957OTBehIkg1B76t0/fM6ppI1wLvT8Uw/Xdd9+pPYIuEGHSNIgrl6A3kFvXs/P7wMocWLz2sN7XORFaLhTQTQwerEl2QPU6KNaERIkWbYwF7aNBFdUxqAjtcYQkQ9C4hN10001qSxCuQNncZKl4EYTmglhMBL1kz7EYrAmKhI2iUnp29EYHP3d1zxXEYlI1YjHRHyiGggYP5PYnVA3VOxk4cCAef/xxTrcsCFqLiVgEKkben4ZBLCZNg1hMBL2E6py8dtcA9G7vyrVOfl19EPuOXUBSarZ6hCAYDhS8LaKkZlC6ZUqT/PLLL+Ovv/5SewVBEISWgAgTQW+hCvGTB/nh7fsGY2L/1khOzcAf64NZpGzae1Y9ShCE5sa0adO4yCLF2lDqYEEQBKFlIK5cgkGRnl2As1EpiIjJwO5jMZg64krNCOFqVu84Ka5cegil0f3zzz+xfv16tUeoDCq0SGmDqYhl2VgcoWUhrkpVI+9PwyCuXE2DCBPBYHnh+yB1S6gI+mq/fd8QtSXoE1TL5JdffuFsW0Ll0L/hQYMGcaFKer+ElokMvKtG3p+GQYRJ0yDCRDBYHvlku1gEqkDeH/3l008/xf79+7FkyRK1R6gMqoxPwfDPP//85SKMQsuiOQy8qYYVZd1rCMufCJOGQYRJ0yC2cUEQhEbmoYcewqZNmyR+ogZ06tSJg+GpdszKlSvVXkGoP/Hx8SwWGmN+9plnnsHXX3+ttipm4cKFUkRSaPGIMBEEQWhkzMzM8PDDD+PLL79Ue4SqmDVrFt58800Ohj97VhJfCLqBqqUfOHBAb+oHkfimWXpBaMmIMBEEQWgCyGryww8/cCV4oXpeeOEFTJkyhcVJSyEzMxNFRUVqq+FojNdoKHbu3Im77roLN954I7v75efn49lnn4Wvry/69OnDVjZyxenRo8flQT+tad/Fixf5e0gWk4rOI4sKnUefQ25uLvevXbuWr/HKK69U6YpZUlKC119/HQEBARg1ahRCQkLUPcAbb7zBcVO00HUIqtyekJCA6dOnIykpiV09Kb6KirbSv/m0tDQ+ThCaOyJMBEEQmgA3NzexmtQScumiASQNRJs79913H+zt7XHmzBm1R0NOTg7P8IeFhak99Yfq7Bw9elRtGRYkGn766Sd2+XvkkUfwzz//YNeuXewqSUU6Z86ciby8PFhYWGD16tV8Dh1DMQPW1tY4ePDg5b7y52VnZ/O5JBIOHz6M4OBgrFu3jo+n1+zSpfKskHStr776io8jwbN9+3bupwxz33//PV+H+j755BN+70mguLu747fffmNLzk033cT/zumYxMREPPXUU3y+IDR3RJgIgiA0ETRbS4MXGgAJ1UMucCROli5dig8//FDtbX4UFhby4HXPnj3o2rWr2qvB0tISO3bs4KBcQUP79u25IKe3tzf/2/Dz8+P3iEScj48PgoKCcPfdd3OaboIG/+Utb5WdN2PGDBYZWsvMhg0bEB4ejoKCAnTr1k09+1ooHfgtt9yCESNGYNKkSWztI/r3789Wl61bt3ISDBJWZJkhkUSQGD1y5AjOnz/PAfP0umR12bhxI+8XhOaOCBNBEIQmgqqcU/yEWE1qTvfu3XkWmoKJtW41zY3rr7+e12QBoJgaGsySIKMZespS9uKLLyIlJYWPoRiJ4cOHs8vPrbfeejl4mjI00WCdBse0b/LkyTzzTpw4cQJjxoy57EpEg2Mt7733HveTSxPF9RhC4k4SEVoiIiJYvNGgnhbK5EbuWHPmzGExQBYLSjqhFQpaKjtv4sSJ2LJlCy8PPvggsrKyWNjMmzevytgUch8jq6gWOzs7XpPwGTp0KLuTUba5zp07c39ZyL2TjtfeC30er732mrpXEJo3IkwEQRCaEK3VRKg5NHB/9dVXedabZpabG08//TSvyQWIXI7I3eixxx7jv5vcfGgGn2IeaKZ9wIAB6NmzJ5YvX85ihVyQCBoYUywDiV/690WuSN988w3vozgGsj6R8KABtxZyWfr444+5ZswHH3yA999//7Krk6Ewf/58mJiY4N5778Xs2bP5byfrBrmrkZig/WQ9IRFSlsrOGzx4MI4dO8bvAwmVqVOnskggwVIVZGmhOJXU1FTExcVdFtHkKkbXINHYq1cvLiBaFnpNEo0ErR944AHuo/MEoSUgwkQQBKEJ6devH3r37i01CGoJzfSPHj2aq8M3NyjImqB/G1oXn88//5wHs+Tqo4WCr8la8Nlnn7HV5KOPPmLRQgNhYtiwYXwOWQvIDYmsL6GhoSzmfv/9d8ydOxdffPEFH0tERUVxADa5MtE5u3fvZsuJIXHzzTdz8Di5dXl6emL8+PGX30/6t0J/O1mRylPZeRSbQiKEFhIuY8eO5eNHjqy6RtSECRN4TYKIXM3I2kUWFhJAmzdv5jYJRBIpZP0j6Np0XbLKkJsXtele3nnnHc7YJQgtASmwKBgsUkCwauT9MRxoNpSCW2lmVqg5ZDUgdxhampOwowB/mtGnWIbWrVuzdYNm1inAm0SDjY0Nzp07x2KlIjfA48ePswWFhAa5gBHkokUWEXJhIkuINu0yuQqZmppyXAPFs5CAIYsJuRKRRYoGxVpx1FTQMKW2BQTJYkR/FwWU14banEdCht638pibm7NQpMxc5CKmDbTXQlnQyJVLK/rI0kUChv5Oyr7l5OTE/RRrREKKYkzoniqjLu+PUD30GUmBxcZHLCZCs4Nmo8jXmsz2NLtIM3/a4OKK0jTSjwKZ6CnVJPlik7sEmfHpR4NmtSgTC0EPJ7oWHUOzaeTrLQi6YNy4cTww0QbnCjXDysqKB9600Axzc6aieAZHR0e2qtDzjRYa1JKVg2boCZrhL4+/vz+LGm2K4EuXLvGaoO13332Xn4lU7I8CwhcvXqzuNSxoQFlbUULU5jxysaKYnvKLNv6HqryTqCgv7EhklLVE0XefoM9YK0oIEqT0W1WVKBGE5oZYTASDpTKLwIoVK9hHeNWqVfwjTBlRqOIuBSKS6wKlX6QfCnrgk9sDmcppIXM6mfrJBE+zIxTgSC4SNCtLAx/y9SXoOMqYQz/YFy5c4B8ffUQsJoYFzXCTWw1l4RFqB30XyRWHMiZpXWgMmYosJjQR0rFjx6ssJjQbT38vBVSTQKG4EJpUoeBpmoSh9Y8//sjX1FpMSGy4urri7bffxp133sm1NmgfzfzTs5GySZGLmIODA7sV0TOTgvCbEq1FQKgasZjoFrGYNA0iTASDpSphQgGcNHNIkNigH20SFpSNhn6cqQYAuTP8999/bC0hYULFtshf+7rrrmMxQ0HJNFj89ttvecBDQadPPvkkP6BotpFqUJCZncSPPiLCxPCgIGYaJDaHwXVjQ5mqKFsXZV2iwbwhQzPxFNtAzxeaWSdhQvVMaDJFK0woVqRdu3bsAkjPO4Jm+klUUOwNWYTLCxMK4P7rr79YAD/66KPcP2TIEHYhpOclWYP79u3LlhNy5aIMaDTBo53RbypomEJ/r66ggHQKcn/iiSc4uL25oLWUCbpBhEnTIMJEMFiqEib0Y6wthEU+05T9RBtsSBlvKP88DWSouJVWmGi/CiRMaPb1hhtuuCxMli1bdnmWkWYStdAxTf2jXRkiTAwP+ndLA0FahNpDllJyZyqbaaolQGmAKUMXCZXy2aYqg+Ij0tPT0bZt26vcxMhaQ4KIXIroudgcoX8nlKaXrEqCUBkiTJoGiTERWgzVpWmsCrKW0Cw2/VBTLnua2aYMODRzKQi6gtKY0uw1WfWE2kMul5SRiqyZLQlyU6XA9ZqKEoImWij+oXzsCllqKMi+uYoSspRT3RYRJYKgn4gwEZolZeM+6IeXlqrSNJalfMyINoCUBA1lwCF3B3J/oBoA9CMuCLqEBtUUJyDUHkp2QeKEYsqkaKVQHorFeeutt/jfhyAI+om4cgkGS11clSpL01gbKD6FZhNtbW3VHv1EXLkME0q2QG4DZDWhmAKh9lC6W4oto4kIbbG6lgy5t/3777+cuUyb3rZNmzacvIMgMdcc68GUhb5XVJeEXHhvuukmtVcQKkdcuZoGsZgILYrK0jTWBvLj1ndRIhgulhamePD+O/HFp++jOC8JpSWF6h6hptx222147rnnuA4HDSpaKiRIKMCbEnRQMDxZikNCQjieLjIyktcUZ0fv06JFi9SzmifkgktpuUWUCIJ+IxYTwWAhi4BQNWIx0W+KcmKRE7MVuQlByE8+gvz0UEWMJCIxHfhzB/DwNM1xJpZuMLdvBwuXXrD2GAzrVqNhai0zeNVBA/G8vDzOvtfSoFTnr776Kif3ePzxxzFjxgx1z7WQJYWOp/TDzRFKYELCizK2CUJNEYtJ0yDCRDBY5B9u9Vxbkk1oakpLCpB+bhEywhYjJ24nzGx8YO3UExZ27WBu0wamVu4wMbOHkZEpSkuLUFyYgaLcBBRkX0B+ZihyUo6iMOcSrD2Hwb7dzXBsfwdgbKZeXSgLuWpSVfjJkyc3+wKMWqgWCVlA6KedhElNXLS01cbJmkKJPZoTVCCXXLhoTUlPBKGmiDBpGkSYCIIgNAKlRdlIPvoeUk5+DlNFeNi1mgA7z9GwtK997YG8jLPIjNuKjOj/UFyUCecuj8K5x3MwNpUsceXZs2cPhg4dyrPm9913n9rb/CBx8dprr7EAI7ctspJQZfiaQsUUaSEx05wgYUriTAo0CrVFhEnTIDEmgiAIDUzame8QtqQNsiJWwLPz02g78h+4tb+/TqKEsLTvoJz/AAJGrVSu9xRf9/xSf+V1vlePELRQBr0ffviBB6bNtao+BbSTNWDbtm1s9SBxURtR0lyhIpKU+lhEiSAYDiJMBEEQGoii7GhEb5yKhH1Pw7XdXfAb8gvsvSepe3WDvfdkvq5LwO3K6zyJS/9NRVFOyw34rgiqD0MV0snFiYoRNifISkKihOJpSKDU1RWLrCXNicWLF3NWtm+++UbtEQTBEBBhIgiC0ABkR29G5Mq+KC3Igv/wpXDym6fuaRic/K5XXudPoDCLXzcnpmVVP6+ODz/8EB07dmw2aXHJdYsECaX6JUtJS4mhqQmU0p2ycJEoqU3RSUEQmh4RJoIgCDom8/xSXFw/Dg7ek+HT50OYWTVOFW16HXo9h1aTELVuLDLCl6p7BIIG8adPn8bTTz+t9hgmZBmhFMAODg68rQtrh7a+SXPggQcewAsvvIARI0aoPYIgGAoiTARBEHRIRvgSRG+9Ee6dn4JbhwfV3saFXte985OI2XajiJMyuLu7szj56KOPsHDhQrXXsKC0t2QpoVotlIFLV7EkZIHx8/NTW4YLFVAkwfbss8+qPYIgGBIiTARBEHRETsxmRQzcxKLE2f9GtbdpcPan+9CIE3IrEzTQLDq5+FDcSVBQkNqr/5BwoBgZyrb1zz//6Nx16+jRowYvTFavXs1V/7/++mu1RxAEQ0PSBQuCIOiAouxLiPinDxx9p3LGLH0h8dw3SL+0Bm1mHOKaKYKGxx57DBs2bOCie1TDQ58hUTJq1CiuTUIWk4aoNWJkZMQFFg1VnCQkJKB3794sOqdOnar2CkLdkXTBTYMIkwaG3t70tHTkZGSjIDcfxkVASXEJsrM17cL8QhiVKH1FxUp/8eWqgfQjYWRiDGMTE5SYlMDcwhyW1tawsrGCCfcBZtbmsHWwg529HR8vCELTcem/KUBhHnz6vK/26A/Rwc+g1NQaPhPWqD0CMX78eFgrz9WVK1eqPfoHxX7MnDkTbdq04ftsiDTA2jgVEkCGyuzZs9G5c2e88cYbao8g1A8RJk2DCJMGIDkpGZFnzyMvIQuFmflISU5GZmoGCrLzYVRYysKkPhgrgqXUzAgWtpawc3bg2T4Le0tYetihbad2cHB0UI8UBKExSD39DZIOPM/Zt0wt3dVe/aEwNx6Ru26AW//34dhJajpoiY6OxqBBgzB//ny88847am/TcOONN2LJkiVqSwPFkJAooVTAZClpKMgtjEQPvZ4h8v7773Nq4I0bN6o9glB/RJg0DSJMdERSYiL2bdyD1FNxyiCgAMVFRSgtUd7aRnp3jYyNeCELi5WjDToM74ZO/bvBytpKPUIQhIaguCAD5//0h2vgPXBqM1ft1T9SLyxHUugPCLghEsZmdmqvsGXLFowdO5YH/hRQ3hQsW7YMt9xyC+6991588cUX3Ef3QzEln3zyCceVNCQzZsxg9zBDrPq+Y8cOTJs2DcHBwQgICFB7BaH+iDBpGkSY1IHi4mKkJaciJyULZ4+fRnRIBPLTc9W9+oW5sxX8egcioHMgbFzs4OjsBGNjyXkgCLoi8dALyL6wCn6DG25GW1dEBt0OmzbT4db3TbVHIL788kuuEk7xJv3791d7G49x48bxjL+pqSlnlSKXKsoeRpaMxqi7QqmH6fUMrchibm4u+vTpw+/ZTTfdpPYKgm4QYdI0iDCpJWePnkZCaAwunYtEdnwmx4bogiFzR/M69OApJFyIg29nP7Tu3Bb5OXk4tLb+mWOMzIxg6+mI1u394NHRB+06t1f3CIJQV0qKchH2uzs8uy2AfasJaq/+khGzAXEn3kPgzQkwMpHCc2V56KGH2JWJxImdXeNZlEJDQ9G+/dXPYysrK84Y1hBB7uWJjIxkYZKamtog8SsNCVmU7O3t8dlnn6k9gqA7RJg0DTJ1XgPIQhISdBjL3vgZe37ZhDPbjyIzOq1aUWJiZgIzSzO1VTVGJkboMrIXek8ezO5f5pYWCBzQGYWFheoR9aO0sBSZF1NxcmsIdi7cgL/e+QXHDh5BSUn94l0EoSWTHroIJpYuBiFKCPtWE2Fq7oT0c/pv3WlsvvrqK3h4ePBgtzH59ddfOQC/LGQJOHfunNpqWEiM9ejRw+BECWXfomKZIkoEoXkhwqQSyJCUlZaBMyGn8Pvr3+Pg4u1Ii0tBUX4h76sKsnbMXnAr7vj4Ufh2aav2Vk18RCyvW3fxh6WdFTKS0jlr1/mQ2v04mVmaw6mVKxw9nDlI/hqUWy/KK0TKpSTs+2ULfn/rB0ScDENGanq1f5cgCFeTGbYYDl6GIUq02CkiKkO5b+FayJ1pz549eOmll9Sehuf7779HTk6O2rrC9ddfj61bt6qthoOC3g3NhYviSR588EEWJ4IgNC9EmFRAdlY2Dm3ai40LV2Pnj+uRn3Ttj0ZV5KRnA0bKm2tsjPjz0Wpvzek2sjc4+6+ycAB9DXHxccPguaN4GXL9GPSbOgQ+narISa9cOi8uC5u+/hf/LVyFkG0HkZebp+4UBKEqqG5JTvwe2Hlp3DANBXvlfnPid6NQuX/haiglL4mTN998E3/88Yfa23CsWLGCXajKQynhLS0tOSPXsWPH1N6GgYLHGyOORZdoRQlVwBcEoXkhwqQM5NZ0cPs+rPpgCY6s2Y+k83HqntqRGpeMC8fDebtNt5pnCcnJyEJxUTH8erSDibkp9xUXFvG6Omyd7TFw1gj4dGyD7b9swMkdIegwqCvcWtcsdWlqRAKCVwXh3w/+QPCeQ2I9EYRqyI7ZCnPbNrCwa6f2GAYWdoEws2mN3Nhtao9QlokTJ+Ljjz9ml66QkBC1t2H44YcfLrvrat25yKf9rrvu4grm58+fR/fu3bm/ISBrCT3rGyOWRVdQkoJOnTrh/vsl7bUgNEdEmCgUFRUhMToBK75cgpC/gpCZlI7ScrVGTMxMYe/qACv7q32BK4ILKKZmolQROgG9O6i9VWNqaozY0EvITsuEtYMtfNnSQSYTzf7qCOzfCd7t22Dv39v5GinRiSgqKEJ4cM1dwUoKi5Een4pDS3di1XfLkRiTwPE1giBcS15CECydeqgtw8Jaue+cuD1qSyjPE088wVYEEid5ebq1IpeUliBPESOnzp3jyvMU6D558mSuxUExE1Rb5bvvvsO8efPg4uKintUwUHwJpQo2FBYvXszZy8SFSxCaLy1emKQmpuDAut1Y9ckSpJyNo+ASdc8VTExN0GV4D8x67mb49whUe6smPTEVuZk5cPX1gKlq/agKI2NjtpaEHTgNcysLtGrfml+3JlgrYqn72H7ITElHzLmL3EcV5S+cOI+MxDpU8i0pRfzxi/j306UI3rSfUyMLgnA1eUlHYGlXs+eBvmFhH4j85CNqS6gIEgePPfYY1qype7X8nIJ8hCXFY0/EOfxz/DB+ObQbC/fvxG+H9+D5D97BM998hs+2rsO8Vxeg1fCBSLYw5uNzCwvUKzQs//77r8HEl4SFhV124SI3N0EQmictWpicPxuOzT+uxqnNISjOvdZlysnLBS7erihRBurRyoC/1MgIrq091L1Vkx6fgpyMbA5Ad/F2U3ur59TuY2wlcfFxh6WNJYpq4MrVY8IAWChihtzHCvM0P2h5Wbk4+O8u3q4rJdmFOLpuPzYvXI3oC+KPLghlKcgIhblNa7VlWNB9F2Zq3E2FyiGLyZw5c9RWzSgpLcWZhBj8eyIYi4P3Ytf5szidEIuk7EwUFF15nk+96zYE9tS4aRUUF/F+Oo6O//1wEJ9P16HrNQRHjhzhVMGGYjF54IEH8MILL2DEiBFqjyAIzZEWKUwK8wuwZcV/2Pz5SqReSmLXq7JQBfUeY/tg5rPzMft/t8GnY2ukRidh34rt8AzwhrMiVqojOy2bxQEJEw/lnOrRuG0V5lEmrrNsLSErSmlp1el86fodB3VV/oZiJF9KZKsLQX7DBapIqQ/03qRcSMTaD/7ErvXb+b0ThJZOaXE+ivNTYGZZsxgufYPuuygvCaUl8n3WFUUlJTh8KRK/HtqNvZFhSMjKuNxf05g9Oo6OJ+h8ug5dj66r7dcVVFl++vTpBpEmmAooOjg44Nlnn1V7BEForrQ4YRJ3MRabf1mL8G0n1Z4KUH4cEqPikZmczs3h8ydwTZHQfafYRcqvR2DFqXjLkXghjsWFs5crjDjNVuVQDAuJC/phOrXraI3ri5BQouxfWSmZijBJUHsbAOV39cz6YGxZvB5JcYlqpyC0TEoKNM8GYzM7Xhsaxmb2vNb+HUL9IMvG4sNBOBYThULlOa4rEUHXoesdi7mIxcFB/Dq6gty4DMFasnr1ak4E8PXXX6s9giA0Z1qUMDm6PwTbfl6HS8ciyN6u9l4LTW7FnLuEY1sPc9vG0RYDZgxHz/H9cWzzIbTv35njQKrj4ulIXlsr51vYWvF2TUhPSOXgdaK6mTZ3fy9FJJkgOz2L41oGzBzOmcBMLWpW2LE2lBaXIio4HFsXrsXZE6fVXkFoeZSWaDIpGRnr/nvWGBgZa+LetH+HUDdyCgqw4cwx7IkIZXcsXVs1tBSVFLMbGL3OhjPHkVPPGBRy46I0xfouTBISEtiFi0SJu7thWicFQagdLUKYkPXhwOa9OLB4OzLj06od7Gs5G3QCuVm57JJFFo++U4dwKl+KHek0rPoUjvHhMfxa9q6OsHOqema1rEWFguajTiriSaG4oOqsWHRtcj2jTFyFeYWwc7bHhPtnYMC0oTUOnq8Vyt+TFpOMXT/+h+BdB2v8XgpCc8LIxJzXhjqwvyKsNH+HUHti0lPx97GDiMlIa7A4kPLQ68RkKK97VPO6deXTTz9lUaLvblwkSijOZ+rUqWqPIAjNnWYvTPLz83Fw3R4cXbPvmhTANWHLT2tQkJuHM0HHkJmcAb/uARwU32vCQK4dUhU0aE+Kioetky1bTaqiVYfWcPR0gZmFuTJoUM67GI/8nOrTVGoFTfJFjRsXvSYFzCdHJ12ON2kIKLVwyMq9OLxpn6QUFlocxuYOvC4p1MQRGBrF6n1r/w6hdpxPTsDa00eRV1SI4gayklQGvR697tpTR/g+6oIhuHFR+uTMzEy88cYbao8gCC2BZi1MqIL79sUbcHzjQZQW1u3HI+ZsFFLjUshQgK2L1iItPgUW1pYwNTNF70mD1KMqJ/JYGLtadRzSTVERamcFXDwVgYgj5zjYnKC0v0c2HuDtqkhPTGMhQ1Ycct/yaNuKK88nRMaqRzQcxXmFCFm7DzuXbmIBKAgtBbI0mFq6oTAvXu0xLIpy42Fq5W6wrmhNCYmBLaGn1FbTQvdRW3GiLaqoz8KE6qu89dZbUq9EEFogRsoDqln64mhEyX+IOR55jbtR624ByFUG8hScXhNad2mLUbdPxh8vfgcrexuMvfM6ThuclZqBTT+srvI6c56/BY6tXJGgHLPhmxUoyNHtAN5auZ8bXrsL5/adREzoRYy4eSJSY5Ox8oPF6hG6g1zGjE1NUFxwbQrjNn0DMfKmCbCwqD72RtANScGvqVtXU9OvdGUJGep7vpbqrlPf85uajHM/wdzKG1ZODVeZ27X9veqWbkk5/xsykw+izTQpslgbyH2LLCX6xpTOPdHKvmZuWVQ4kqCsXPpIbm4u+vTpw5m4brrpJrVXEBqf2NhYtGrVCjExMfDy8lJ7hYamWQoTEiV7/t6KCwdDrxnckOWi/7ShuHAsHDuXbGJrQ3VY2lph5K2TkJOWiZ1/bGJXrsFzR3ERxKObD+LQ6iDOqFURdi72bMEo71ZlZmnOtUdobWpuBlMzExiZmMBYGfzTLVOaYLKeFBcWcyYwqk9CLmW0XR5KX9xv6lB2LaO4kriwaOU+N6p7dYdnO28MmjMKe//axq9RFspSFjikKwbOGC7ipJE486MRrF36qC2hsdGm8q5OYNWVnORgdJxySG3plpijL8PEvi08Bn+h9gjVQYHuFFNCblT6hqWpGWb36Adrs6pjhtLS0uDk5ISQkBD07NlT7dUvKKbE3t4en332mdojCE2DCJOmodkJk8yMTOxSBuXRJy5UOOM64pYJnLXKzMIM+//dhRNbg9U9VRPYrxOG3TQOqz9dxhYSytRFYsAr0BdrPv8TmUmV+5rTwMXW2Q7ufl5w8XGDlb0tixJLW0uYWymLhTlMzE3ZGkHChKCA/ZKiEhQVFHFtk/zcfORl57LFJSc9C0mXEpAQGYfs1Ew+3kQRNnbODpx2mALhKWBfl1jZW2PMndehlfL3kjvbvr+3Xw7Q10LixLdnAEbcNF4q8zYCJEwaauAqNDWlOLO2X4N9vuHbpsNtwAewD7hR7RGqg7JvUcB5Y8eU1AQTY2O0snfCxI7d1J6KoaB3spRQVi59hFy3KDXwvn371B5BaDpEmDQNzUqY5OXlsaXgQnBYhaKEIItCp+E9OWtVUWExdi/dhPDDZ9W9lUNuTNe/cidSopOw8ft/uY9SBg+cORwXToTjwrHz3FcWJ09ndBzaA/4928HC2ooH7rTUd4aVrDwsXIqLOYNXePA5nA06hozEhqlJYG5tgSkPz4FbG092F0uJSYJ/j3ZY/fFSZCRfK8gCBnbCiBvHw9RUk5JUaBhEmDRnGk6Y5KWfRuTuWxB4czxMDLRAZGNzOj4GQZGhjZZ9qy4YK78rQ/wD0dG9ldpzLf7+/njsscfw+OOPqz36Q3BwMLtw0bpXr15qryA0HSJMmoZmI0xooL5/zS6c2BxcbfYtEhnkitV5WE+kxaVg+28bahRv4tXOG+PumY7Da4Nwes/xq923FK1haWMFB3cntGrvi/YDuvC2luLSIuQXZ/NSVJKPvKJMZBYmI6cohbfzS3KU/oLL7iHGRsYwM7aEuYkNrEzsYWPmBFszV1iYWMPMxBIWxja8j44j6GOkv+XcvuOIDY/hWij52dVn9aoOCxtLDJk3GgF9OnJtlR2LN3KQPQmV/f/sxInt11qcjEyM0GvKQPQeN5CLPwoNgwiT5kzDCZPEs18hL+cCfCdvUXuEqqAaIosP7+U6JfqOuakp5vceDNMKnrtkJaEBP9Uv0cc0wQMHDuT4l/vvv1/tEYSmRYRJ09BshMm+DbtxbP0B5VekZn8OuTwNnDUCXRRxknAhFpt+XH3ZLaoyTM1N2WpyYnsIL8WFmh8qGwdbtOvXCV6BPop48eG4EYLESEreRSTnRSG7MAVZypKtCJECRZyUUin1OmCs/GdpagcbUxdFrDjDThErrlZ+cLDwVLSRxhJDaYZjwy5xZq+wQ6eRl1k3ty6y7gy7cRwC+3fm7F/bf1uP9PhUjLh5Alp3bYv9/yrCpBJXOBNLM/SYOgB9Rw5QewRdI8KkOdNwwiRs63Vw6/c2HNrfofYIVXH4UiRXXieBou+YGpugeytf9PHxU3uuoM9B748++iinBv7555/VHkFoekSYNA3NQpgc3nUQwct3cWXy2mBpY8kDb/9e7ZF0MQFrPluGgtzKs2aRCxYFwtPAnwLTzSzM0WNcX3QY2JVjMCgtMJFfnINzqbsQm3MaBSW5GksIGsYv2djIBKZG5rA0sUMb+95oa99P6dO4UFHAPaURPrkjBKd2HuF4lRpjDIy5Ywra9uzAf++6L//i2JK+1w1B15G9+X1a+eHiKt3HjM2MMfCWMejap+GyFrVkRJg0ZxpGmKRf/BcJ575F4M11q3/R0iDXrV8O7jYIUaLFTPkdurXvUHbt0kJB7+TGRQN/fUsTvHjxYrz99ts4fPiwxCYKeoUIk6bBoIUJ3fql81HY+ct/yE6u2tpRGc6tXDHy1olw8XFH6IFTCFq+VRl0F6h7K0B51lvZ2aBVoA9bXGwc7bg7rzgL6fmxCE8/gPjcc9xXFhtTJ2QXpcLEyIwFTlFJIVs4aiJYjIyMYW5kpWyVstCpytpiVGoMP4c+aG3bE3bmruwORmQkpWHv39sRfz6m2sB4sgz1mTQI3cb0ZVGSl5UDE3Mz+pWGtYMNstOyEPTXNlwsF/xeEXYejhhz13Vw9/ZQewRdIcKkOdMwwiRi5w2wb387XHq9oPYIVUGxJfsuhCnPa/0LeK8McuMa5NfuqlgTspK8+uqriIyMVHv0g7CwMPTu3RurV6/GiBEj1F5B0A9EmDQNBh0AUJhfgJD1+5CTkqX21B4K5A5avo0zXQX07oDuY/upeyrGv2cgRt8+mRcSJRQfEpa2F4cS/sa++CUVihISIIGOw3jb0dwLTubesDS2g4tFa+UDMFHWbXhfRZgpgqSDw3D0cZ+J3srS3nG4InKc1b3XUmpUgoiMgwiK+w1HElfjYuZR5Uc1H/aujhh39zSMvGUifLv6q0dXDFlEOg3rgaLCQuxZtgWH1wUp4ggI+W+/0t6K9V/9XSNRQmQlpCN43V7+rARBaDqSz/+OkuJcOPd4Tu0RquNcYqxBiRKC7vdswtUxk5R6V+vKpU888MADXK9ERIkgCFoMWphs/Xsj4s9GV5qBq6bEhUdj08LV7PrUfUxfDL1hDFtQykJB4OPvnYbh8yfAu0NrGBkbIzrrBPbE/oqTqZuQmHseJaUVm/vNjK1QqAwICApYJyuJs6UPzEys2QWLxEpFmBpZYEirW9DBaTg8rAPhad0enZxGKn23wrkKMUMUluThUvYJHEleg71xfyA1L4ZjRig2ZNStkzDqjkmXY2G0OHq6oP/0Yeg9aSAfu3nhGpwPOQdre1su5HjxdCTO7j2BjKSaZ/+iz+bi8fPYvkYCbQWhqSjIikTS2S/h2u9t5dkl2fJqQk5BPhKy6maJb2oSsjKQU6iZDKIq6hT4rm/ChASJg4MDnn32WbVHEATBQIUJDXZPHDqKqKBz1xZINFL+KBMTzrxVGxIj4riuCVk32vbqALfWGmFCblfktjXtievh1yNQGcybIaMgAbtjfsGBhOXIKEyoVJBosTSxBcWZ8LapPQqK81iY5BalwdrMEXkl1/74kSgZ4HEDnCy8OY5EC7l1kVvYCO874W3TldtVQa+blBeJ7THf4VjSOuQVZ7DICuzbGdc9Nhfu/hpRRO9X4IBOijDTFOwL+ns7ok9fgIu3G8fQGBub1KgYZUVQ7E/E1lOIOHttSmVBSM/Iwluf/YQ9B5u2ovbx02F8Hxdj4tWe5kPcqQ9h12YWHAJvVXuE6ojOSOP6IIYI3TdVqSfIjeu2226Dn9+1AfFNBbluUb2Sr7/+Wu0RBEHQYJBP3aSYBJxYf1htqSg6xMXXnS0e/acPRe9Jg9Cub8drrAKVQWInLvQSwoPPYtuv63Em6ASf231sH4y5eyqcvFx5kB+atgd7435HYl7NB9kWpoowKdUE1Vub2KGgJAeOiuDILUqHtamjsr66FoiR8rG0sesFFytftadiurmMh7tlgNqqnvCMA9gb+wcuZh5TWqWK+PLE2LumosuIXjBRxFzw2r04vG4vslIzYW5hhk5Du2P4TeP5fY0IOYfcjGzNherIwb93Ijk+SW0Jgob0zCy8+N7X2LU/RO1pGk6cDef7aG7CJP7URyjKS4TnsO/UHqEmkNVBn+uWVAXdd3xmBge9kwDQJ2tJQkICu3BRMUV3d6mjIwjC1RicMCnIz8fxXcHITEhTezS4K4NsyiLVYWAXjpHoM3kQZ9ya+sT1nHWrJqQnpnKAOMVPWNnbYOj1Y9F/2jBY2VojoyCR3bbOpG1DjiIoaoOFiQ0KSzSuXJTqt6A4Fw7m7ixQrE0dkF90tcWELCz+9v04UL4qrJRzuyripLrjrlCKtIJYHEteh4Pxy9ndy9bJDoNmj8CguaO4PsmRjQdwYNUutB/YFYPmjIKrIkrCDp7m96U2eHdszUH0ZUmPTcHpfcdRpKZZFpoHc+55Fvc9+zZuffRlPPLC+0hNz8AHX/+KgEHT0WPsjfj973V8HNUaev3jH9Bh6Cze99hLH3Lf3U+9wfu/+nkZ/lm/DVHRcZhxx1Pw6D4e/Sffiu9/X8H7128N4va+w8e5/dpH33O7uLjkmnvIzcvHoy9+AN8+k/n1aJtea+e+YD7nuTc/53uj7dWbduL8hWi8+qFm4E7nh0Ve5G1DJyl0IdKi/obXqN9hbK5/tSv0mfiM9Hq7CTcVdN8JWelc6b1Hjx4YOXKkuqfpIVFyxx134LrrrlN7BEEQrmBwwiQ1Lhnhe89c5VZEqXqnPD4PF09FYMW7v+PHRz/hwXVhfiFcfdwx5vbJ6Dt1CKf3rQpKAZyfnQtLO2uMmD8egf07sYtTQu55tpKk5F+s1m2rIkxhjsLSAnYTMzW2IOMOjIxMFJlQytaUknKZuVyt/DmjVk2wVwROd+dJylbNXdc08ScnERT7GzIVwUWub52GdMeQuaNhbmmByCNh+OutX5RlEX5/4XtsXbQO2ek1TzBgpgicLsN7cb2Tsi519Jmd2XkUqfHJao/QHCAXKBIPKzdsR/uANvjyp2V4Vhn43zb3Oni4OuOWR15G0KFjLCxeUQb/N8+ejFvnTMHnC5di2erNmDxmCF+nX88uaN+2Dd754mf8+98OPP/w7XBXzifBQVaM5NQ0HDxyChlZGstd5KVYbtMgrPw90Plf/PQn5lw3FteNG8bbK9ZtQ1pGFp/zza9/YdzwATgTFonHX/4Ijg62GDZAU22a+p0dHXjbkEkOW4ikc9/Ae+wKWLkPVHuFmpKRX7f6T/pCRl4eW0v0qcr7+++/z/VK3nhDMxkhCIJQHoMSJvn5+dj421qUFl0ZyFOhxMGzR8HM3IxjIfpOHQprRagc+e8A1n/9N87uO8kzpb0nDMTgeaM43W1VuLb2wIR7p3OQOBVIjMw4xNaFnKKrLTQ1hdyyLM0cFEFTBDtTNxYF1mbOyClMU/aYwEjRV+XT/3ZQM3jVFEoPTJm+aktK/iUcUP62uBxNJjEqEjn6jslw8nLhdnpCWp3ct7qN6QOfTm0Q0Lsj2nRvp/ZqKMkrxrZl/6G4bNV8weCxs7XGpcPr8cid17OFhARFkfIZe7pr/i2t2bQL+QWaOKsvf16GiIsxWLHwA8yePBqzlIXo36sLunRoi6fuvxnvvfgo4hKScDpUk/0t9HwUr6ui7D1MGDkQX7/zPPeRECFOng3nNfHNuwvw4cuP48YZE9laQt/UMcP6875pE0YowsSetw2V+JMfIOrEz3j+nyEodRyu9go1hVyhCg38GXVg23au8q4vdUsoCP+tt95iFy5BEITKMChhcmDDbuTGXh2PUaqIjuPbDmPrL+s0WbVG98GE+2fCp7Mfki8lYvfSzdi1ZBOyUjNYuAwmq4C1hXr21bgpomTYDePg0bYVx5OcTtmGo8nr2eWqrnBRRnLlKs6Di1UbFji2Zi7KOpWtJ/QRlK1lYmvqAjtzN7VVcwIdB7MIqi0ZhfE4nPAPCzASSL6d/TkrGcXU1IUe4/qhx9h+yEzOwIbvViAz8VpBl34+CYe27VNbQnOgYzs/2Nsp/84Li3BOFRFkyWjj44UXH78LA/t0w7TxI/Dr56+jX8/O+GXZGsy66xl89uMSPrYsT7/2KbtaFRYVYfjA3movOA6KINctIlO1nGjR3gPx+9/r8eCCd3Hq3HmMVQVHWbQWEXOz5pWhKj8jFFH77kd2agj+OHM91m06wMXrhNpRoPzbM3S2/Pk3brn1Vjg6Nr0LX25uLh588EEWJQEBNY+LFASh5WEwwiQ1OQVRh67MeGoh96uEyDiEHTiNtZ8vR3J0IguMcfdMQ+fhPWl0hFBlH6UDpirofj3asUApj5WdNYZcPwZubTzYXSs0bTfC0vfUyXWrLCQWNDEmeXC1VIRJQSpszJyRXZgKM3LrUoRLaekVYeJl00ndqh2OFl5wMPdUW7WDhNfx5I24lEm++6XwaufLcSeUvaum0N/RcVBXDJgxnF3oqFBl1PEIGJuaoP2gLle7dCmfSfjOU8jKrHv9GUG/0IoGM2WgTyIkISkFQ/r1gJODPf7bvpcFwHtf/cIxIHffNAN7Vv3Ex4ecOMtr4mz4BSSnpmPrnoPo3jkQD94+l+NNCBLNrb01/75/WPwPPvn+D/y9diu3tWjvgbgch/L0/cjJzePtmkYLhJw4gzwDrLuTFPYTInbdCDPHjnAesx1ffLdUEYqF+OSTT9h9Rqg5JWWeyYZK+1498OCjj6itpoVEybhx43DTTTepPYIgCBVjEMKkqKgI54JOIDe9arciKpa47su/cGrXURQpg+Oh88Zg+M3jWagkXYhn4ZKekMpuRmUH3TaOthh12yS4+3mhuKQQZ1N34WzaDh4M1RcasJsZWbAwcbZqjayiNE0VeEWYaCwmRlfFmLhZ1S2lIwXCO1pcqfRbWyhr2NHktbiUdVJplSrvkR8H/1vaUMX5qqG/sXVXf/SePAjFymd1ZNMBFOTlI6BvR3Qd0Qv9rhsKR/eri0LmKJ/lmb3HxaWrGbLwo5cwZexQTJr/KJ567RP4t/bG6KH9cMcNU9G7W0fMvPNpDJl2J28veOQOtPJwQ+f2bbHoz9VY+u9/ePHxu3HsVCgCB8+8nK71dGgkHz9ycB8OkH/lw29ZvFTGXTdOZzeurqPm4chJjasiXVOL8k9WXV8RzHR9Oufh/72viCT9qpBdGaWlxUiN/BPh22YgI3YjvEf/Ca9Rv+G9Dz7nCQDNMaViNaklxtWkYTcEpt59O/z1IEUwWUlOnz7NRR4FQRCqw0j50ar/6LuBSYlPwhpFcOSl1DDeQRls+HULQJ8pg7hQYnp8KkI27ufsUm2U/p4TBuC/b/5hC4qFtQWG3jAOAX06sHXkdMp2hKbv0okoIWxNndHFZTyC4//BdW0XYH3kx+jqMg5RWUdRXFqI1ra9cEwRBLRNjPF5GPZ1cOUizmccxPHkDcrfUXc3BBJL3V0mcbpi4kzQca6MX1Sgub/ykCWk87Ae6DaqD+zdHLnCO1mwLK0t2X0u+myUcowxLhwPQ0bi1dnMbD0dMOn+WXByq7ySvVA5Z340Qscph9SW/pGYnMpWjPLxGhcuxcLG2gquzldcTCgOjILara0sYW5mxpm9TE1MWSiUJyUtA3Y21mydqQqKaUlLz4JHLf59kStaVk4O7G1tlXtvysFpKc6s7Vfp55uTdBAZ8duRGb0eJpbOcOr6OJy6PMb7MjIyOA0rxeRpsbCwQGJiIuzs7NQeoSqKlX+PPx3YqbZ0y+FLhiF6dcWhZSvh168XXP2rLgrcnPh2jv5V2RdqT2xsLFq1aoWYmBh4eVVcCFvQPQYhTLav2oxz/9W++Bqlv530wEx4BWrqgZw7cArRZy7Aw98L+/7ewbP1JFL6ThnMM6cXMkJwNHkNB73rita2PeFm1VYRPFsxoc0TWBP5Dvq6z8bRxHWwMXeCl1UHnEjdyKLIqNQYY1s/BFuzusV3pOfHYXfsIhSoqYnrClWjp3t0s/JnV7n9/+7E8a2Hr/GFsXNx4GB5D3+NpYbez6hj4TixIxjx52P53Orod+MI9BraV20JtUHfhYlQHzTCxG/obyguzERRXgIKsi8gLyMUuSlHlO9WLuzaTIV9wHzY+c9Rz9GwYMECfPzxxyhQkw0Q5ubmePLJJ/HOO++oPUJ1LDq4q0EC4EmY9PHRn2KHgm6hz1eESfNAhEnToPf26pysbJzfpcmqU1vInWv1p8uwZ/lWZCano33/zug/fRgiQkK5loZPxzZc6ZxESXJeFE6lbtGpKCFcLNso1yyAnbk7ikvyYW5sxTEnBaXZsDZxRH5x9uUYE1Nj8zoFsGuhFMPGRvUP5s0rzsTpVE29FmMTY/QY0w9eAT68z9zSnN83Kso4/ekbWZSQC93ev7bh12e+wqYfVyM2NLpGooQ4uv7AVQMoQRCuELn7FsSEPI+UC0uRn58IK+9RaDVmGTrcng3vsf9cI0rIWvLRRx/B2NgYLi6ajGjOzs5suaJ+iTWpOfYW1buxCoIgCLpF74XJgU1BKMqp2I2oppzeeRS7/9yCgtx8HN10EDGhF2HjZIfB80bDwsqSB+Ahiat4QK5rnC19+PqUaSs9PwFmJtYwNdJkBaM+iu3Quo2V9XevCyRKSPjoguS8CziWtJZFE6VYHkLvlY0lu2X1uW4wt01MTTieZMtPa3B8WzAHvdeWgrRcHN55QG0JglCWjneXIPDWdPjPOQ2fCavh2ud12PpOgpFJxZkFf/jhBxYh7777LpKSklig0JpiTKif9gs1w8Peod7PZEEQBKF26LUwoRSDlyrIxFVbyH/90qlIbP5pNU7uOKIMtoFRt06Eg5sTD7xDEv5FZmGierRuseWaJemwN3NDWkEcCwcSIuRBRy5bZWNZikuLy7Tqhp3yOroiNucsTqZs4W1nbzcumJifk4d9f29nEbJn2RYcWrUHqbH1K5h4fucpCYIXhAqp3cD4qaee4ufmY49p4k1ImNB3i4rsUT+5cwk1w93WHiYiTARBEBoVvRYmp/cfR16WbqrvkhC4dOoCbaDDoK5wa+OliIASRGQeRnL+RfUo3WJlTEG/RjAzNoe1mSNyFYFCblzk2kU+5DZKH9VL0UL9ZWua1AVLU90WhruYdRRJuZpgzVaBvmjbuz3iI2O5NkzE0TAWffUlLzMXJw9q0rsKgqA7TE1NOauhUHu87en5XP/nmyAIglBz9Db4PT8vDzv+2IjIw1dSfOoCWyc7jL17KqcGJhervbG/I6MwQd2rWzys2mOw13zkF+fAxNgM2YXJKC4pgrUiHiiDVluHATiSuBqxOWfUM4BR3vfVK+3vyeTNOJe+S23pBi/rjujjPlMRWJaIOXcRWxet5XS/uqTdoM4Ydv1YmJmZqT1CdTw3zwjWLn3UltDcyEk+jPeW1e/xbG9vj+joaMnGVUdWnjiMxCzduvhK8HvzRoLfmw8S/N406K0wiYuKwfpv/0FhuqY4mq6gYPcBM0ew7/CRpNWIyGi4rEYdHIejs/MYtXU1lIWLAt8PJfyNpLwr6SN7u81EG7ueaqv2HE1ap4ie/WpLNxgZGaO/+zy0sunElfZ3/LYB5w6cVvfqBks3W0y8dwbcW3moPUJ10L/hJ594VG21dJqfy83Hn3zGlt764OrqirNnz14OhBdqx+n4GOy7EKZTy4kIk+aNCJPmgwiTpkFvhcnZgyexY9EGtaUbLG2tcOMb98DM3AypedHYHvO9uqdh6Oc+Fz6211aZ15JVmIID8cuQXhCr9gDe1l3Q33Oe2qo9QTG/Iz5Pt1YmwsLYBuNaP8pWk9zMbPz56k8oyNNdNi0Kqh9773Xw71Z50TzhakiY6OnXV6gn9LlSfEh9P18fHx8cOHCAf1yF2lOivP+/HNytCBPdxcCJMGneiDBpPogwaRr0NsbkWFCIuqU7BswczqKE4jpOpGxSexsGI+U/iiepCiqqSBXhy5KQF670180nvKS0pMGC+PNLsnEmZQdvW9nZoPekgbytK8gSc2yf7j9zQWjJWFpactC7UDeMFfHfvZUvTBWRKAiCIDQ8evm0pYDq9PO6HWBTBfg2XQN4Oy77HNIKYni7oTAxMld+1EzUVsUUlxQqIulKdWaChEpMVt3qtmQUxHP64YYiOuek8hqaeJx2/TrDztWBt3VF4pkrliNBEOqPtbU1cnJy1JZQF3oowsTYSISJIAhCY6CXT9ug7btRUqQ7n14jYyME9u/EdTjIWhKfG3qNINA1lGGrpBrLR5FyTHmLCXEubRffZ22gtMMx2aeU6zXc35VXlIFLWSf4tSztrNB+QGd2J9IVJXlFOHn0hNoSBKG+2NjYIDtbt4kqWhqmxibo37otW08EQRCEhkUvhUnUfl1n4rKHZ4A3D6KzC1NYmDQ0NHjPLEhSWxWTkBOuHHWtAMsuSkVk5mF2zaopWcprxWafrfB6uoL+psTc84pAyWT/d88AH1jZW6t7dcOpnUfULUEQ6gtl45Jq7/Wnk0creDs4waSFuXQFb9iMfz/+EgdWrcOSV99B0N+rkJWSyvvSE5Owd8Uq/LrgVaz65CskXYzm/k0//oqdS/7Ctl+XYM/yf5Cr/PvbvWwFH7fig89wes8+Po44tXsvX/e7h5/Gyo++QGLUJe7f+ssSbFm0mJffX3wDOxYvQ1FB/QotC4JgGOjdUzYnOwcFSbp1PXD0cIKrrztvx+Sc4WxYjQGlBK6MnMI0RGRWvJ9iT0LTdiM1r+b1VU4kb2qwtMdlSS2IuRzH4unfiotU6pLsqDQJ6BYEHUHpgjMyMtSWUB+Gt+3A1pOWRGZKCuLOR+LM3gNwa+2D49t24uAaTVKanX8sR+jBYHQfPQLZ6RlY9dnXingoQHJMLIuPiGMn4ODuhmNbduLkziAMnjMDds7OLFoyk1OQFp+AXUv/hoWNNfpOHo+U2DgWIkRKTAzCDoWgMD9f+e325tePPH6S9wmC0LzRO2ESdvqczguCtevXCcYmJsqAtwThaVdmaxqaTEUohKVfm7o3vygLO6N/qtKdLK84C7tjf0FCLgXDVzZTVIqCkhzsjvkFcblnud3QlJYWIyJdk2LZxNwUbXq05W1dUVRQhPCzYWpLEIT64ODggPT0dLUl1AdrcwuMCeystloWcxY8hbF33oLWXTvh3IHDyExKQUxoOOxdXVCoiBEbB3sU5uUjNuw8H29maYGb33wJXUcMVX7PNb9fwes3wdreDrOeeQy2zk44H3yU+0fdfD36KMKk1/gxSE9IRNIljeXFxtEBE++7E0PnzeJ2YlTDFEIWBEG/0Dthkn4xBaXFuhtgmyqDZ78e7XibBvmFpY2boeZMylYWGVqyC1NxMOFv5JZUP1goQTH2xi3GkcQ1iM0+c038SFLuBeyN/QOJeZofg8YiLucsCoo172O7vp10G2dSXIyECAmCFwRd4OjoiLS0NLUl1Bdy5xrdAsWJ9hlvambO64yUFF5zf2kpvAID0HviWEVMOHK/o4c7zC0tebvflIkYMG0yLKytcGLHbnbnSrxwkYsoE6bmmmuaWVjwujBX02+tiB2C3IYFQWg56NU3nlx4ijLzderK07pbgPLA0zz4QtP28LoxKUYhUnKvzPSQi1bZgorVQYUYo7KOIDhxJfbFLUFq/pVsYiGJq5CS3/izSCSYLmUd521re1t4tvPmbV1RkCLpTYW6UawIW8rqJ2hwdnZGijqIFHRDgIt7ixMnh9b+hzNB+3E+5Cja9uwOVx9NXZzcrGz4du6IgtxcXDx9FpY2mpjDsmJi08JfcWbfQQyaPQ1D5s7gvuToWAT06sHbB1avR+SxEyxarOxs4RHgz/2CILRM9EqYpKelIyUxWW3phm6jevOaZvgzalHjg+qQmBiZwdTYnBfavrKYwpgXk8sLVUenhc4sC4ksChiPzwnlJTLjcJ0C1AtKchVBE4Gw9CA1KL4UWUWVvVd09/SfcZl7NL18/9q/ifrritadi+g6ope6pQMUTZqdnolcSXHapCxcuBDJybr9LtaUjRs34tixY2qrYh577DG8++67ausKzzzzDL7++mu1JVDF96b6HJszJE4md+oBC1PlmdoCZvSTo2Ow44/l7KLVffRwWFhbs5sVTfpRcPyJHXvQrk/Py1aOsvQcP5pjT/754HPsWb6S3cEC+/WGextfdB46iGNJ/vt+EbtxDZ0381oLiWRDE4QWhV5Vfo+OvIjNC1cjX0cz5uZWFpj/1n3Kw9MMMdmncThxRY3S8JLAaO8wFG3tB8DS1FYZK5eiWDmvqKSQ0wAXlSpr3tas6Zq0Tel/o7NOIjn/gnol3WNn5o7Wdj1YYBxLXqf2Aj42XZX71ggNMyNLmJtYK4uVZm1sBTMTpc9Y3Ta24Id9XPZZnErZUqegeSoeOcr7fliZ2iM/Nx+/L/gGxYW6qY5s7WmPcXdNhUcrT7VHqAhyo2ior6+Hhwe2bNmCrl27qj2Nx+23346BAwfi/vvvV3uu5cKFCzAzM7umovmTTz6Jtm3b4uGHH1Z7DBP6XHVR+f2vv/7C0qVLeS3onpyCfOw8fxbR6amgKvE1wZAqv+/4YxnOBB3AfV9+iJz0DFja2V4jHLJS02BpYwNTczO151qogG56YjJsnRyvOa4gNw+5WVmwc3KCsanhJxeQyu/NB6n83jTo1VRPaX4JinN1M7gl3P29YGyi+RNT86NZRNQEF/PW6Og0gkUJQbYHU2UwT20bM2c4mHvA2dIHblb+8LRpDx+7rmhj3wsBDgOUdgc+x9LEDh5Wyj6bbmhj1wcB9gPRwXEEOjuPRXeXyejoOJKPqy0UUH8yZdNVosTUyAp93WcryyxeerhNRifnkXw/vrbd4GHdDs4WPrBV7p3EClt3lP+8bDqiveNQ9Sq1g97L1DxNakcT5cfEuZUrb+uC/Mxc5GddW99FqDk7d+7EXXfdhRtvvBHPP/888vPz8eyzz8LX1xd9+vTBypUr+biwsDDMmjWLhQjtj46OxnPPPYeEhARMnz4dSUlJWLFiBQYNGsTH0PW0dTGmTZuG48c1Ln1nzpzBddddx9vXX3893nzzTQQEBFR6PrkXUd+CBQu4v3///jh79iyWL1/Ox7/yyivYvHkzX68iaKBNlhVy23r99df5tUaNGoWQkBD1CIFwc3NDYqJui9UKV6CA+Ikdu2OwX6DybDVVfieab9YusoZUFO9Rkdgoj5FynqOHW4XHmVtZwsHNtVmIEkEQ6o9eCZPC3AIUKYuuYGGiPBApTiO/OIstHzWhi8sYdn2qC3ZmLrx2tvRFP4/ZyjIHvd2mobvrJEWUjFbEyTAWDJ2cR8HO1I2PrYw2tn0ws+2rVy1T/V7AdX7/w5Q2C9DbdTofZ2vmyGKjLviS9QVV/6hUBFmISOwRJP48/K+eua4PJFBLC3QnUFsiVLvip59+QqdOnfDII4/gn3/+wa5du7Bp0yY8/vjjmDlzJs6fP8/uUD169MC5c+dgYmKCr776ikWBu7s7fvvtN043O3v2bBYaJGJIVCxatIhf4+TJk5eriufm5uL06dO8TcctWbIE33zzDRf4q+j8wsJC7Nu3j60ewcHB8PT0xA8//MBiaNKkSSySRowYwderiKioKMTFxfHfRPdMfyuds337dvUIgSDRR++T0LBQnZP5fQaheytfFiemFQzgDZFuI4djykP3qi1BEISGR6+enrqsUExuLg4uyoDd2IjrlmQX1iwzjb0ZWUNaq63aY6sKE0oFXFxN5Xd/h/7q1rWYGJkr+/sqW+Rfe2Wh2BByxTI3sYSZiZXSB1ibOvO6rvR20wQk1gYSeZSqmFIwk/hz8tL83bqgpKgYUkyr/rRv3x4vv/wyvL292Z3Hz88PO3bsYDHh4+ODoKAgdO7cmWMyPv30U7Z4vPHGG7C21gSwkigxNzdnEUAm7U8++YQtEmTWro7XXnsN48ePh5WVVZXn/+9//+P7I6sNCSV6PTqHBA2JlupYv349brnlFhYxJGimTJmi7hEIcj8QYdI4kCAhF63b+g3FwDbt4GZrp/ZT/KFhxkk4t/KET6f2aksQBKHh0SthEnup+gFPTTGzNIe5jZp+sDgXuUU1y+Uf4DhA3aob1maagoMUd1JSUrUwsTd3U6RGxR8BuYtZmmhcyarDxlSTorGueNt25terLblFmRyUT1AqSHLp0hXJSZJJqL6Q+NASEREBS0tLzlpFC7lQkaWEgsjJMkIWFhIHL774onqGhtTUVHTp0gV79uzh2A1yl6qI8gHWNFNPVHc+3RNB1pq6QCKH3JW0UKVz4QpUx4Tc3aT6e+NhrIgQsqDM6NoH83sPwtC2HdDJvRVcrG3Z3UsQBEGoHL0SJhnJusu3b2lrCWs7G94uKMlDbnH11Y/J2uFs4au26gZl7CLLBtUcKUbVwoSOJQtIRVibOSr7NMKqMrQWGTq2PpAbGAX61xaqz1KovLeEpZ0VLGw0g0xdkBTf8FXsWxLz58/nwf+9997LrlXk/lRQUMAWBhIHH374IVtOKG5DC+3fv19TIJT2kXChWBItlPHpyJEjvP3vv//yujxVnV8ZNLtMMTE1YcaMGRwvQwKILANr165V9whayCJ16ZImHkxoXCgGJdDVA0P8AzGre1/c2k8T01dYXCxLM10EQagfepWV69d3vkfeJd3M7Lm29sDYu6bC3tUBCbnnsSf2F3VPZRjB364Px4LUNb5Ey6aoL7h+ySCPm+BgUXlmqZS8iwiK/R2FpdcGere264keLlMqFS4EpR4OSVqFgZ43w8s6UO2tGxkFCTgQv5yD62sKBfgP8pwPRwsvpMQkYctPa5Aaq5vUpE4dPTD3kZvVllARVWXlogH6xx9/zJm1CLIsPPjgg9i7dy8HtlOcCblWURD5nXfeicDAQC7ER30U1E5CZvXq1Rw3Qm3aR0JlwoQJWLZsGbtkUYA9nUvxKBRQT8Hr4eHhvP3ZZ59h6NChLDAGDx58zfkU60KZt7T3//vvv3PQOy0Ua0ICat26deyeVRFk6aFsKZR9a+zYsRyvQtYSss7cfPPNeOihh9QjDRN6X3SRlYsYN24cp1Em1zqhaaFE7wvWLkN6rqRDb644Wlnj3Snz1JZgyEhWrqZBr4TJole/QUGibh7Yrdr7Ytw902BhbYno7FPKoPtPdU/FkADo4zYbrWw6qj0VQ0Ua84s0sTBkqWhbQZzIfuW1qGZJf/e5l7N0VUR4+j4cT95QYVC+l3Un9Habzlm0KuNc2m7O0DXG52F2CysLuVgl5IRz/ZaS0iK4WvmxgKgMShBA93I+46DSqtk/CROYYojXrXCxaoPs1ExsWrhaZ1XbrXztccvz96gtoSJImJAAqA3p6ek84C3r8kSB69RPAkObdYceC9SvjTehLFpURZz2U4wKWVloW2vZsFCrNldGZedXBr12RkZGhVXLbW1t2QqghVyV6PramJjmAokvXTyeKTsbZUC7++671R6hqaBP84G/FuE9Gbg2S+jzfV4RnpIuuHkgwqRp0Cth8sOzn6I0Wzem0DbdAjDu3mk8+AlPP4BjyVW7eNiYOGFs60eqLTp4XrnWUTVVL8VlDPO6g2uElOVUyjacTdvONUNMjK8O4DWBZuBUSpnCSrMrratiamTOQenetl1YuNBxRcV5KCjNV7bzWBxRymByUbvObwHMjK++hzhFGIUk/ssCxUy51mCvWxRhUnXmrLT8WOyM+bHaoP2yDPW6DW5WbVGQm49NP65C9JkodU/9sPSwwa0vV17HQtAIE7JONFfo0VTR44n+blqaO4cPH9aJMKGEBmStorXQtGiFiQxcmyfy+TYvRJg0DXolTH5b8C1yM3STmcuvRzuMv1eTTvdM6k6cTtW4tFRGL9cZ8LOvvoI5uTztj1vKVdepYCGJB69yVpGLWSdxKGEZHM1bwcM6kFPrktWC3mrNdrGylCCtIBo5RZXH1RiTTcLYQhmEGSvbmsrymhokVNHdGJkFSSxapirCpGw8CvWdVsTRubSdvE21VHq6TdUUVqyGPTG/IiEvXG1Vj1aYlBQXY+P3qxB14ry6p57YmeLedx9TG0JFVOXKJRg29LnSpIouPl9KbrBhwwYsXrxY7RGaChm4Nm/k821eiDBpGvQq+L2hUsSWlFZdG8XK1AG+dt3UVtVQgUVtOmGNu1QYi42y2Jtrig362Hbl2iXdXCagh+sURRxchz7uM7m2yQDPeYoYmsZxGhVhamSBQMch7M5FRRP7eczFQI8bOKaD3KeGet3BwfpkWVGGqJqTVAqKc5Caf4lFCVmAqLhiTUQJ0d1tMgui2mJsYnK5mKUuKCkmb2xBEOoLFZ+kVMyCIAiCoO/olTApbaDBaHFp1e5hVJVdk02reug4BwsP1eWrFBezjiGz4OrUtuTCRVB8R1U4WfrApZKaKV7WHbgqO1Vnd7cK4OMcLLxgZ+YKa0VIWZhYw1R5HQsT22vcWsglKykvkrfJxcvJ8oo/fnXQ9VvZdFZbTYeNWeWxNYIg1BwSJlTcUhAEQRD0Hb0SJg1FVaLD3NgGHtYBaqtmOJh7Xr4mZdTaH7cE2UWpoGKDBLlqmRhZXE6lWxlkxbAw0aQ0vhojtsxUly64SBE+mvOvCJO8okyEJK7ieyDIomKjFn2sKX72fZX7r301eF1iVM4KJAhC3aCaMpQgICkpSe0RBEEQBP1Er4SJLl2BylJVQLuHdTtYm2qKItYUypRVtjBiTnEqdkf/jFOpW3AubRdOp25TREpxlamCq4LiR8oHs1eElZkDCoqzcTHzKOJzwhCRfgh7Yn9DbvGVYpIUk1KdwCkPZfhytfRTW01DdqGk0xQEXdG+fXtO5ywIgiAI+oxeCRMT0/rVD6kMM9W1qjyUItjdqi2va0NJSTEHuZUlRxEDmvS9m9m9y83KH57W7dW9FUMxICWc2f5qtEHy1eFr251FyLHk9TicuALHU9YjozBe3auBrlVSUrvYHbLCeNq0VwRSzT8PmpEtLdFdILZRA4lUQWiJdOrUiWvSCIKuoWd/UVHNMzkKgiBUhV6N/gqNdFc1lQbk2ow2lia2vC6PlYk9x3DUluyiFFCWrfJQ1fjhXndhit9zHOBOVo9iRRRQ+l1yrdK4el0ZvFMMCrlelYfkSlFp9ZWvfe26Y7DnrWjvMBSuFn5XWXG0FJcWIKuw9kUPfW26K+9bRW5mVzCGqfKaGmtUcUERinX442Ru2XzqUQhCU0PC5NSpU2pLEGoP1dV599131dYVVq1ahXnzpC6LIAi6Qa+ESakOwxoow1dhviYbV2VFClvZdK2Ry1RZSGAk511ksVEWEgUZBfFsudgdswh74/7AwfjlCE78F8eS1uNUymacTduFsPR9XMSQltC03Vz9vSLS8+NZUFD9krziLGQq26l50VzFPjrrFC5kBCMi4xDSC+L4eDPlbzQ30RTDKwtlDqNAeLLO1AaqzdLW/trikWWh99VUrdNC73Vhvu6yqhmb1z4zmCAIFdO1a1ecOHFCbQlC7XnyySdx6623qi1BEISGQa+EibGF7ly5CvMKUZCjsTrQrH75AHia7W/nMFBt1RwSC5QiuKzlo5PTaE7hO8DzBnRzncQDenIRszK1R1FpIdLyYxCVeQynU7dydfWjSWt4CU3fowiHimMpkvIicCB+GYLifsc+ReQciF+KgwnLcTjhbwQnrcSRpNXKNdbibOp2xOWGsoBpbdsTvV2nwc2yrXoVjZCiyvd5RRlqT83xV/4OC+OK0xkT5PKljV+hAotaIagLqGK/IAi6QYSJ/rNy5Uqu0j958mT4+vriww8/5MKYxM8//4wOHTpwhrW33nqL3acyMjLQv39/Lpw5fPhw5Ofn44EHHuBkB/Pnz8ehQ4f43DNnzvB+e3t7rv6vdembNWsWXnnllcvXpdevir/++gsbN27k7X/++Qc9evTgZcmSJdwnCIKgC/RKmNg6Vj4Iri35uXnIz9FkxTIzoexXdmzVIIFCMSXtHAZXakmpDBrkn0nZzsUVtThZ+CgD+D4cU0JpfSnNr5/S7ug0kosaDvK8EaN87sNkv2cws+1rmNH2VUxu86wiIGbCqIqgfLLIkDWERE12YaoioyyU1whAB8cRGOgxH5OUa8yka/k9h5He96Cfx2x0ch6FNsprU80Ua1NH9UrgmiahqUHK/dcuHTO9T4M95yPQYRgczDy5TXEn2oxZ5CKntTjlZeddFoK6wNL+WuuPIAh1gwa6xcXFXChM0E8SExPx008/4fnnn8e+ffu4MOaWLVtw8eJFdqOifdqFimXS53nw4EEWnF988QWWL1+Oc+fOcc2aGTNm4PHHH+fr0vVIwJw8eRKOjo546qmnuJ/adP62bdvYEkIipSqioqIQFxeH7OxsFjVPP/00Fi1aJIJXEASdol/CxEmHwiQrDzkZGmsEFTH0s+vFhQ6Ht7obU9o8hy4uY3hfTaEq64cTViI656Tao0FTvLDmAocG9WRpaGPfE/52fdTeirEzdcNY30c4ZmWEz93opQidtg79FYHSpkpRRQUjXS391ZaG8Mx9bKWpbbyJo6UXurqMxWjfB/h9G+J5CwIdh7EAc7RodVmY5GblKOKk6rottcHVQ1OkUhAE3dCzZ0+EhISoLUEfmTBB+Y0aPhze3t6499572YpBS2BgIAsAsn6QhWPHjh3qGcCnn37KlgvKvLZ161YWIpaWlmzdIKvKv//+i5deeonF6dtvv43169ezwCBIXFBla7KwHDt2jPuqY/v27ejevTtuueUW9OrVC3feeae6RxAEof7olTDx8tZdyX+2mKgDZRICHZxGIMBhoDKY9qpVtikisyCRXacuZR9Xe65gYWpTZTriqiABURXkDkbFFGsLxX1YKvdVnguZwRzzklmQoPbUDnrfXK380MV5DPq6z2GXNe3fTq5cRQW6C3539/BQt4S6sHnzZp4FpaBUcuGYM2cOz3QS5PpBgxtatLOkKSkpPLihQQ25glx//fX46quveDDTpUsXBAcH83E0407XomPGjx8vmZ4MiN69e1/+HAX9xMHhyvM+JyeHrShkMbGysmILCS3XXXcdfwe1uLm58ZqsIvT5enp64tVXX8XIkSORkKB51tvYaH4P6HxCW5RX229sXPOhQHx8PLy8rvxW29npbkJREARBr4SJg9MV96P6QqlrczKyL2fmqjul2Bf/p1pJvYJr1eP61Z1pbFz3mBujUhIMVxcppAD45LwL2BWzCEXF9XO7IrcuS1PND1JpSQnS41N5WxfQj6aZedMWeDR0aKaUXEFoVjMoKAj79+/n2VRyEfn++++xbt06nvn85JNPcPToURQWFvKMKfmuk2sHnfPLL7+wwBkxYgS7ihAkamggtHfvXh7okjihcwT9p0+fPjh8+LDaEvQR+k6mpqYiKysLK1aswB133MFuU9R38803c5u+e+Hh4eoZV3jzzTexadMmvPDCC1i7di27aTk7O6Nz585sNSEoHmTgwIE8sVBXJk2ahP/++w9hYWHIzc3l+xQEQdAVeiVMjM1MYGKuuwD4+IgYlBTXfdBEsR1bLn6LrMJEtUdTRZ7jSuz6cTsyMwSXsk7wsRSAXhuqs1zkVpBKuDpIiKXlxyKlIIpa7NJV3kqUX5KNjRc/R1qebvzN6T1OiNSd77qxpQmMLSQrV30ZMmQIpk6dyoHPY8aMYR9xmlWlQQuJFHIByczM5BlQLY8++igPZMh6ctttt7FVZdSoUXwuiRfybadBDQ2AyJpy6dIlXLhwQT1b0Gf69u3Lg1VBfzE3N0fHjh3ZvcrFxQVTpkzh7+zYsWPZnYu+exEREVdlx9JaP+bOncsTCPSdpe8+WUNJmLz22muXrZwUXF82lkR7rnZdHXQcWUvoOaG9Hwq6F4TmCP1bpzFVWQuh0PDolTAxsTSFsZXuhElceDTP5tcFqi9yImUjMgo1vrimRmbwsemO3m4z0d9jHvzse3N/TlEqQhJX4VDC35wq+HDiPzidsp1T+lJcSmVpegtL8rlae1Uk5UaoW5VDNU8obuRS5gmcSN7Ir09Lonqur20P9HOfh77Kfbex63U5Hia/JAtHktawm1p9KSkpReKFqws71gczGwuYWUsdk/pCLlxaTExM+AFLvulDhw5FbGwsz5ySCCmLj4+PugUeGJWFrDAkZCwsLNglhAYp5O5V1v1E0F/8/PzYZYeCowX9hCYBSOhTlf41a9bw50XLZ599xn1k3dy9eze7Tzk5OfF3mr7bBAkSEi2UPYviUcidiyBRQt/bnTt3Ii8vDxMnTuR+uh6JHsLf35+vlZSUxFbS8gudS/fw3HPP8fG0TZMS9HpkYRWriWDIaN0kBf1Ar4SJlZ0NbBwrLoZYF3IzcpCdnqW2ag6JiaisY4jN1vjP+9n1wWifB9HHfQZ8bLty3EdavkawtLLuhGGtblcG/b2VN9MUcdnncDZtBw4l/o3t0d9hbeS72Bz1BY4krlbEyknkFmciWxEzO6MXoqBE4/NfGXklmQhP26e2NNC9ZRYmISxtL9dLWRf5AbZd+haHk1YgLGMfsgtT4GXVga06BNVJsTVzhrdy3z1dp2Kc78Po6jxeuVMzpBbEcKX6+pJ0MU6nNUwcXJxg63BlUC3oDrJ0kBXl5Zdf5sDV2hTdI6FCwbnkw/7ggw9yMPVHH3102U9d0H9IjJI7n6C/UOB6RTO0lFGLBERVmJqaolu3bhyTUhZbW1sWLjSpUBWUnjg5OfmahWLQykMB+uUnLwTBEHn44YfZFVJX0OQCZckT6oaexZg4wNnVWW3phlM7ap+FhqwlZM1o7zgC1/ktQC+3abBRBvdlg9zTCuJgbmyF1nY9OTsVWVCo2jtl0Jrq/yKGed2Ozs5j4GnVHhamtkjNj2YLzH8XPsbGqE+RUVgzC8OJ1I1sjTmWtAE7on/E6oi3FFHzIyIzD6MExXCzaqu8zliMbHUvpvm9gBHed6OzyxhFhEzhbGTpivjQQvdvYWKLQMchuK7tC+jvfr3Sa4TE3PrNoJ7YrttMP47OjrCzl4DK+lI2oJWsG7RQ9h2aAaWA9unTp7NIeeaZZ9SjrlA+GFY7K0uC5ssvv2QXDnIXoYd5dYMdQX8YNGgQxw8J+gfVL3n22WfVVtNALmSU+KL8QumHBUGoGRSvSYlkhLphVEr2Wz1i11+bcXr7UTIN6ARLG0vMf+f+ywOrmpBTlK4oNuPLwd0VsSN6IfKKMzHQ80Y4mFcdSFhaWoL84my+7sWso4jIOMiWj9pgZmTBNUrI+mFpYs9razNHmBhVHCReUlqELZe+VrZKMcr7Qc7UVRF0b2TBsTWr28wXZeP6bcG3KC7UUUYuI6DrhD4YPHWk2iFUBgkNbdrP2lBUVMRxJTTjSVBgLbmF1AZy4XB3dxdrSQNClildP54pCcJ9992HI0eOqD1CY0Kf5gN/LcK3c27XdAjNCvl89RtKAkFWfnJjpMQt7777Lv8OUmFSsgzS7yk9G2nCjibg6HeRMk+ShwAlDqH4L0oYQ5NyNMFD569atYqvvWfPHt73wQcfcEwYuczOnj2bXSuF2qF3wuTw7gMIXrYHpfUIWi/PpIdmwbdz1Sbw2rIh6iN+ClG8ibOlr9pbPXE5odgfv5SFQ23o4jwO7RwGXWW1qY7NF7/ggPzBXrfA3txd7dUtoQdOYdsv69VW/TE2Ncag28eiS69uao9QGSRMxFrRfKGg4oZ4PFNMEGVU0qaZFRoPGbg2b+Tz1V/ITZEStpDVf8CAAfjf//7HngMkJkiYfPvtt3j99dfZXZKKkFI2PEoQ065dO3aPpOMpGx3FV9Hzk4QK1RqidN4EJZWhpBDHjx/nY+hcqhlE2SuF2qFXrlyEf6d2MDGt+eC7Jpzdd5LTB+sSKxN7toJcyDzC1dlzizK4Wnt15BSm1VqUEPRaNRElZAGhe4nKPMrnkAmiuER38R9loWxcYQd1W8fC1MwMHbp1UltCdVAwqyzNb6E0rA0FFfArW6BPEAShuUMpuL/55hs89NBDaNOmDcdclc1SSPF3VIiU0nJT5jrKQEmJHSjJw59//slJYyhdPrFlyxZeV4S1tTVnwqS4LhEldUPvhImzizPM7TXVxHVFSnQi0hKuDd6rD73dZrAVw9jIGMeS/sPB+L9xPHkDQtOCkJQbicKSPPXIq4nJrnmwcVkuZR1HVe5fFBAfkXGI41gOJ6xQhMkRzsLVxXksHCw81aN0S/KlBOV91V39EsLKw5YDOAVBaBio8B7VyxAEQWgpkNtxSEgIZ6skN+SVK1eqezSQ+5UWSpdPmezIZZkyV5YtItq9e/erUuxrIRdpQTfonTAh3HtcSVmqCzIS0xAXdklt6QY7cze0cxyEri4T0N9jDnq6TYGzhS+S8i4oImU5tkd/j/1xS3Ep8zgKi/MUSVGCc6l7kJxft5oPFM9yMfOY2tJAQfqhabux7eK3CIr9jcWIlakTeij30tdjNgfF+9p1r5X7V00hF5PY89HISslQe3RD636B6pYgCA0BpaSlOjaCIAgtBSoqTMlayApCImLBggXqHg2UKltLaGgohg0bxq5e5KqlTSVM4x4KbNem2Sb3MC1U60vQDXopTIZNHMVB0LqCXI4iQkJRkKf7QlBUcJGC5CmGo7VdDwzyvBGjfO6Hk4U3YnJO42DiX1hz4R2sPP8aTqZuRElp3XNlByeuRHDCSpxO2YYtUV9gfdSHOJO6A57WHTDc+27OyNXOYQDszNxgaWLbIIJES0FOPsIPntGpixzFlwwcMVhtCYLQEJB7AdWkIT9pQRCEloDW+kHWEAp0X7hw4VW1S8h1i56JlOr3xx9/5Cx5lMWQoDaJmQ0bNnCbhAkFzSckJHCNHxI1FKOihbJakuuYWFHqhl4KE8rBbu2l23SxMeeikBARq7Z0D8V2ZBQkICL9IA4rAoJcr3QNWV0uZIXgTNp2ZBRp1H1RaQGnHk7KOc+xJY3FpTORSLxQ+4xQVeHY1p0DugVBaFjGjRuHjRs3qi1BEITmzQ033MDxe87OzhzQTlm5qKbT999/z/sp41ZgYCAXoiU3rttuuw1mZmZ45513cP/99/N5JFYoqJ3czUnk0HN0xIgRaNu2LZ+rhWqEEWRxEWqP3mXl0hK8/QAOLd+ltnSDg7sT5r18h04Gv2T5oLiO9Pw4pORFIa0gFgXFOcgtzrjKKkLuXUbKf8n5DWvmMzUyh5WpA9cucbXyY4uNvbmH0qdbgUcUFxVjyUs/ICej6gKRtWXE7RPRoZ98kWsK/TvW06+vUE/oc6VZt4b6fJcuXYolS5Zw+kyh8aBPs7qsTXVJ3y3oBzX5fIWmg56n4eHhLD5IXKSnp8PcXBk7qQVJSbhQymAKji87TkxLS+MgeBIgFNxeFjqeRAtdpyxkLaEkJmXjU4SaobfCJC4yBuu++gtFObrNKDVk3mh0GaFRsxVRXFqIzPxEXMgM4X/ExShU+pT/l+SioIiERzoKlG2yXpSH3LpMjc1haewAf4d+XCXe1MgMJ1I2ISxdt0XN3CzbsqWksCS/Blm+jGFhbAUzY0vl/ixgrNynlhLl7zVWRE0Pt8mwM3Plv6Eq6D05vC4Iwet0Wz3azMESk+6fCc/WrdQeoTpEmDRf6HNtSGFCP7QUAEruBuV/UIWGo6qBK33WkyZNwsmTJ1k4Uu2Eo0ePqnurhs6JjIzElClT1B6hKRBhIgj1Ry9duQhbF3u4+XupLd1xYkcI0ivIJEWuWIm5EQhOXIVtMd/hfOYBRGQdRFTWEURnH0dCbhjSCmOQX5J9jSgxNbJAW/v+6O4yBaO878do3/vhb99HEQIW/KAqLrkSIKUrXC39+bW6u0zi1/ax7QY3qwA4mnuz9eRqSvi+s4qSkVYQg5T8qMsLWXpS8i9gV8xPOJa0Dgk54VXGwVCGs9D9uk0RTLQK8IGjm8wSCkJj4OjoyNm5KCBU0A/IX53qJJDIoMw/5PNeUyjt6a+//qq2BEEQDBf9FSZ2tnBr6wUjE93GHGQmpSsD65PsjqSFslsdTljJaXYvZV2d+aomuFr6obvrZPjZ92Z3qqspZauGrqEaJVam9ooA6oserlPQ23U6+rrPQn+PuXC3qn1mqyLlHiMzD+Nw4gocUt6H9PwK0uEVFuHs3pPIStVtLIuRiTFc2nrCUjWnCo0HBf+VlFxr/aM+Cdxr3lx33XVYvXq12hKamltuuYXXc+bM4arR77//Prevv/56ziYUEBDAQbZUuZpqMFA9GqoqTQG7zz33HBdzI3/4ynjvvffw7LPPckCvh4cH12rQQvUZ6Jq0aPs3b97Mrz1v3rzLxz/55JO8PXHiRHY5I/bv33/5mnfccQdb4wShORAbG8ueCbQWGg+9FSZEuz4dYG6l28rWlKHr+LZgZJSxmpBrU2z2aY4PqQseNu04jqRiGkiYlGSqWxpMjM04E5eNmRNcrVqrvbUnrzgL0dknsO3St4hMP6z2akiNScSp3Ud0XqzS0tYKnQdIpfem4JlnnsHXX3+ttq6watUqHpAIzZepU6fy5yzoB1988QWvly9fzi52WjcuEh4UD0TF4aKjo/H0008jKCgIX331FZ544gmuz0DVrEePHo3HHnuMz6mImJgYvg4F+y5atIirXKekpFwOACbrGdW3oUrY9NqUuW3ZsmWYO3cu/vjjDz4+Ozubj09MTLwsam+66SbcddddfC71U9VsQRCEuqLXwsTVzQ0u7XVfHLAwvxA7l2xCfo6murK5iRUGes3nwPHaY8QB7pVBQ3iKSdE1eUVZ6ta12Jm7q1t1x97CXRFc7dUWkJOWhe2/bkBJ0bWz6/XFq1ebawLKBEFoWPz9/XmGXJsCU2haqPAb4eBQ3uoOvPbaa5xFiD4zig265557uFjcoUOH4OXlxeLEwsKi2ufo3XffjW7dunEsC12HajRQ6tO1a9dybRvKOEQZibQF5CjYl4TJmDFjuE1Vs+keqEo2BQPTPZB1hyyvlDaVrDqS7U0QhPqg18KEGDx9FEzMdV8JPP58DPb9s5MtKISrZWu0dxzKweG1wVwNKq+cUhRVUgW+PuRVkRqY7seoHh8tuaN1dRkPS1NbbpMLV9Bf25Aap9vq+YSxpQkGThymtgRdUpF7Brlo0cwnDSCo0B4NLLT8888/nOOdFppZJWjWlAYudC1yHSF+/vlnviZd46233rrsClbexYSg2d5Zs2axmwe5kdCMr6A/zJw5EytWrFBbgr5C3x+CxEtwcDALBbJmeHp6cmxKTSEBUxb67u7YsQNDhw5ldxUSHJQGVQt9n8tC2YfKQt9nyjpEwoQWOp5ElCAIQl3Re2Hi7OoMt+7eaku3hB08gzN7NDElRkbGCHAYAF/r2rkU2Zq5ciauyqBMKxQPomuqqllCmbUsTK7+AaoNnZ3GwN0q4LJ72sntIYg81jDF2NoO68zxRIJuqcw9Y9euXewC8tNPP7FQoH0EuWiQgCA3EXLzOHHiBPfTYIMCa6lNriY0w0ruInS+dqEgXdpf3sWEBkzvvvsuC51z587BxMSE9wn6w+zZs/H333+rLUHfobiPRx55BPfddx/WrFmD9u3b8/eTyM+vm8vwpk2b2K2P3MGo/sKpU6fUPdWjtaTQ+oEHHuBK2HQ9QRCEuqL3woQYMn4EzG10G2tCFBcW4djWw4gL087iGqGH2xS0tumlvDE1q5puZ+6iCAEztVUxhQ1gMSkxKkYpO4pdC92PuXHtXaPonO4uk7mCvZaLpyI4JkdrWdIllk426Dmwj9oSdEll7hkUIEtBtlQUitw5tOlFSaBQJiDaR4OTO++8k/u10DVIYKxcuZILSZEQOXPmDM+Q0oxr69atr3ExoTbNvlIMC51PwdZkeRH0B8rnT5+3WE30G21NBfrekuAnywUVbyOr5YQJE/gzpO/6q6++ysdVRtnaDJQmmlJSz58/nwUPXW/69OksUij2jKD9lUHXovoP9N0eO3YsW28o+P5///ufeoQgCELtMQhhYufqgDY9A696qOqKjMQ07Fm+BZlJmkwiZDnp6T4F/vb9r6r3URnk9kSB55VBqYUrqnmiCyibWEWQG1d19UjKQ6Kko9NItHXop/YAyZcSsfevbchJrzyepc4oH6VfjwDYu1zrTy3Un8rcMygA1s3NjbcJbfEnEi3kq66lfFEo7TlkMaHBiNZ1g8QGZRGqzMWErCu//fYbCyOyyLz44ot8HUF/oMxLf/75p9oSmgr6/mnr1gwZMuRy8Pvhw4f5u0xQJerdu3dzH33HySJKheJo0oACz++9914WGeUXiv/47LPPrgpMp+8ynUeChFyyKNaIXpMSImzbto2/r2SV0UL35uPjw9tk+VywYAFv0yQGxZnQa9B1KIZFEAShrhiEMDG3MIdPL3+YWjdMITAagK/96u/LlczJ4tDVZSza2FZeiFELCYDKM3IBmYW6j8vQQrVVKqIERbUOuCf3LRIl2tiUDEWo/fftP0iLv7bmiy6wtLdGQP9OMDXTffyQULl7xowZM9jqQak+qWItWVUIsp5QDQWKCaFqtZXNoNNghc69+eabOTXo3r17uZIuDX4qcjEhi4ylpSU+/PBDtpxIYKz+QcKE3LmSk5PVHkHfIaulq6ur2tJAwe8EfY7lF8q+VRUkbnx9ryRxKR9LUh0kmMh6StcRBEGoDwYhTIjATu3h06WN2tI9GQlp2PH7f8hK0cRukLWkp9sUBDoMq9ItKqcwnavFV0Zslu6LEWqJyjxaYfxKSt5F5BTVTBDZmDphoMeN8Hfoe1mUpCemYscfG5GVWrFFRhf49vSHdxvN7JugeypzzyC3D4IGHiQeaD9ZImm29tFHH+UBDwXalvdX11oryUWM3Da0x0VERODWW2+t1MWEsgCRVaVPnz4c01K2doKgH5C1i1K+1qagn6CftGrVioVm+YUmJARBEAwBo1Kt7dgASE9Nw4r3f0dhhu7rghA0+PLp7IcRN0+Atf2V4PGLWcdxJmUbV04vj7WJI4a2up3rh5SnoDgXWy59ybVBGgKy1vjadkcnp1GwNLVHblEmF4gMTQ9SBEv1r+li0RpdXcbB2fJK3RMqQLlj8X+ICb2oyXXcAFi42mDus7fAulyGGKF20L/Xqr6+VCCRXLm0M6E0a0rCgTLxkKAgMVI+vSi5YpCFw8XFRe2pGCqiRpYTSh1altDQUDg5OV01m0uZvSi1aMeOHav0WReuQJ8rvVeN9Xgma9lLL72EAwcOqD1CQ0Cf5gN/LcK3c27XdAjNCvl8mxf0+0lin1ygy7o6Cw2LQQkTIuzoGWz7YV2D/mDbuzlg8sNzYO/qyG0KMs8uTMW+uMXILEzivrK4WbTFYO9bYFzGAFVUUoDgxH+5WGFDQlYOqsNibGSCktISFJbkKusrVe0rw9umG3q5TYaZMVVb18yGp0QnYsM3/zSopcTY1AQTH54Fn8C6F4EUNJAwCWzbStmi70JZd8KK2oS2r7K2oE+Eno9tNGFCUBzSDz/8wPENQsNAn6YMXJsv8vk2L0SYNA0GJ0xys3Ow8dc1iD/ZcDP6hIu3GwbPGw2vdle7G51I3oiorCPXuFBZmThwHRRbMxe2rERmBCO9IFbdqy8YwdrUER0dR6KNfU+1T8Ol05EIWr4NafFXu4BZO9ggNyNHNwMkZSDt2zcAo2+YAAvLqmq/CDXh6O7f1K2WQa/htyFk5y9qq2XQY+gt6lbD895773GMEYkToWGQgWvzRj7f5oUIk6bB4IQJcTH0Arb/vB656bqvD1IWezdHdB/TBx0Hd4exicYaQtaIxNwIRGQcRFzOmYbURjrF1MgMre16K0tPOFp4KRJFM1tOKZNP7TqKY1sPITv1ivuXuaU5fLv6898evGEfYnXg2mXrYo9Rd06Gl1/D1KURmi+UAYxczAoLK4/nEuoHxQjRjy9ld6pt8LNQM2Tg2ryRz7d5IcKkaTBIh2/vAF/4DmyntnSDpa0Vuo/tC5MyWaIolfC+v3dg19JNyMvWZLkilykP63bo4zYD/T1ugI1Z1b74TY8RXCzaYIjXbRxP4mTR6rIooSxk23//D/v/3XWVKKFMWX2mDEanId1hYW2JodePga3z1elj60Lg2G7wbEOuR4JQO6hwG9VdEBoOqjtz22234ccff1R7BEEQBKFxMUhhQkGhI6eNhXM7Dxp36wRbJ3sMnDECg2aOUETKlYDgosIinA06wbEXyTGJKC7SxG+YmVihlU0njPa+Hx0dR7OLVE3qnjQWVI3e1swNfd1mYZj3HXC29OU0yARZSZIuJmDdF38h/NAZlKh/kxZbZ3t4BHhj66L1WPnBYpzaeRSura7Uvqg1ymfk0d0X/YYPvJzdSRBqA2UJ06ZDFRoOKpAprlyCIAhCU2HQKXLG3T4VDt71t1g4uDth5C0TOFuRaxsPjLv7Oni2875qEJ0QEYtVHy5B8Pq9SEu4EodBAqCT8wiMaHUPurpMgJd1R5gaNd3MrqWJPVrb9kRPl6kY5XMvfO26X7aQoLQUqTFJOLh6N/798A+kKNsVUVxUhFLlvQjs34mD1U/uCEHk8fPq3trj4ueB8fOvU1uCUHtycnKuySAm6J5BgwahTZs2WLJkidojCIIgCI2HQQsTe0d7dBvXB2Y2dZ9JtbCxxOC5o+Ds7YaokxHYumgdYsOjMeq2yZw6uCyF+YU4uukg/vtmJU5sD74qINzS1BYB9v3R220GhrW6A12dxsHa5NoUwg2Fk4Uvv/YQr1vQw3UKC5KyAolEV8imA/jvu5U4vi3ksuWnIrLTshCnvAe9Jw3C1MfmYcwdk9H3uiHoNLQ7XH3dL8fb1AQLByt0n9gPljaU/UsQ6gZVji9fjV5oGB544AEuhikIgiAIjY1BCxOyaHTu2w1tB3ask4sQDbC7jekLn45+XFhx/8odHFcSey6K3ZtyM3PUI69QUlyC9IRUzmD15+s/4eKpSBTkFah7wal7HS1aIdBpKCa0eRwTfJ9AB4fhsDNzg4WJDUyNLThOpW4YsbuYmbGlci1bOJn7oLvLZEz1ewEjve9GG7tesDd3ZysOowingtx8RB4Nw9JXfsTBf3cjIymdrSFVQX/j4bVBSIiMgZOXCwL6dlJEykAMu3EcZj1/C25+53749Wh3VTxORRgZG6HdsC4I7NpBXLiEekF1UxwcHNSW0JDMnj2bhaBU6W9c1q5dizFjxqitmkPfje+++05tCYIgGDYGmZWrPGQN2L7kP4TvO60Mumv+5wT274wh149h16Vti9bh0ukL3D9o1ggkXIzn+IvqMlEZK4PvVu1bw79Xe3i184aDuzMPyCuCCi2m58cjsyAe2UWpnOGL6o4UluShqKRIaRcpL0eigaqTKIuxKVs9SIiYmVjCBKawNXNl8eFg4XVFgJSD3o+0uGTEhkUj/PAZxIfH1CndL4mJgL4d4e7nCTMLc5hbmcPKzhqOni7cJre24/9v7z7ga7rfP4B/yJREIkuQ2ILYe29KbUWNKqq0VdrS6h60f91VtKWUVlV/imrt2nuv2lvslSB7CQn/+zw5l9CEIOvefN6v1+k953vuvQmpm/Oc7/d5ntX/IuF6gvGKO3LZ5ELpRhXRuOsTxgjRo1uyZAl++OEHLF682BihjCQJ8PPnz8fChQuNEUoP8imcWtUmCUxGjx6NVatWGSNpIyWeq1Wrpo1MKWvJz1dyYHObfnfa2NjAzs5Oi3bkyZMHzs7OOusrN1jMTWil4ESBAgW08pM0wpVllDJG2QOrcmUNqwhMxLVr17BuxnKc2XncGLm/gv5+eGJAe010P77jEHYv2QZXb3ecO3hSL76vRcfpBX5ayeyLm+n1Hr5eKF2nPHzLFDGN3X9mRIKQhJs3kHjrRlJQcuumaSzpxyF5ITKzIjMkkrRuk9tOx+5HktplBufY9kMIu3QVkVcePDuSVvLns7W3hb2jA5zyuWjFriIVS2hRgCung4xnGUwfyqUblEf9zs1gZ5+UcE/0OH7//XesWLEC06ZNM0Yoo5UqVQq//vorGjZsaIzQ40prYHLgwAG8++67WL9+PerVq4evv/4alSpV0gD9s88+0wumV155BQMHDkTjxo2xY8cOdOzYEfPmzTPe7W6hoaFo27YtmjRpgilTpugFsPybKlOmDObMmYNvvvkGJ0+eRLNmzTQolYvozp07o0SJEhqcent746WXXsLYsWO1rPTIkSPx3HPPaVGKjz76SHOS5IJa9jt16mR81ZzH/POd0KWvljiX8ubydxQXF4eYmBidiYyIiNCfR0hICIKDgxEUFIQLFy7g3LlzOH36NBISEuDv768/G2l6WqFCBVSuXFl/ZpS5GJhkDasJTERYSChW/foPQk9dNkZSJv00OgztDmf3vLh47Czy+XhquWBJCt+3cqfxrJSVrVcRXkXzY+fCzYiPjU/1wl9yV/xrlkX5xtXgbLqQlwv7XLlNWzotaZIf263Emxo8RYZE4MCaXTj579G7lpUlJ7M4Uvq36pO1ULhcCcRGRGPfqn+1saIs3Uoz+fZN/8dIn5MWpsDu3MFT2G/62snlL+2LZv3awNXV1Rghejxy4SQXRPJImWPcuHFYvXq1XrhS+khrYPLkk0+iUaNGGDJkCL7//nsNPP7880/tLyM/D7lgHTBgAAYPHqwXTBJwnD9/PtXPXLkAljvzEjhIgCF5RKVLl8YXX3yhd/RXrlyJWrVqoVevXmjVqpW+r1wY+/n5ab7RO++8ozNoW7ZswfHjx/Hmm2/qe86cORPfffedBrDyPfbp0wcnTpzQgCYnut/PN63CwsL07/jIkSM4dOgQ9u3bh7179+rvfPkZ1alTB/Xr1+cNg0zAwCRrWHSOyb3cPT1Q5+kmcPVNPelcAgZZquViCkouHDmDtdOWIio0Ese2HdCL+wexsbdFuQZV0PW9PqjVoQFcvVJe9x4fcw0H1u7BrE+mYMaIn7Fqyj/Yv2onAnce0WAg5PxlRIdF4sY1U3Bzn9hQlqZJnoh8j1fPBePcoVOm9ziMvSu3Y8UvC/HHR5Pw16e/4cim/akGJTIDJDkiPUe+gAIl/HDC9HrJD2n5YkddymabxlkNTz9vFKuUlFsiy7cuy0zJPYFWvqJeaNCjOYMSSldyR1F+QVDmkTvye/bswYYNG4wRyiyzZ89G2bJlMX78eJ0lkaDD1tZWgxUJEuS8BDEyC2L+rE3LZ+77778PX19fnQ2RGRJZanT27Fm9ABszZgx2796tF2FmUj5aAhS5CJbcI7koljwYuUkgMwISmBQrVgzr1q3TynkSyGzevNl4NT0KWeYlAYgEeV9++aUuX5XPv61bt+LZZ5/Vv/thw4bprFb79u01MDx69KjxaiLLZ1WBifArWhgt+reHR8n/rtOUJoHV29RDkQolEX4lHBtnrUJsRAx2Ld6CrXPWp2nmoFyDSjpLseXvtZoYXrNjQ52JuJ+4yFic2nMcW+eux5rfFmvlLwlUVv68CCt+XogVkxfcfzM9Z5UpCJHXyGvX/LYE2+dtxJl9J3At+prxVVKnsyumAMe8rOrY9sP6HlfOBOkMUMNnWuj4g+VC+UZV0LRva9TsUB+FShc2BSeXjHOAV9mCaPF8O3j5PEbPE6IUyDIHWYNNmUvujI8aNco4oswiQcDEiRP1IlWCD7NZs2bpz0QCxoCAAA1aHoajY9LvKsl/EHJ3vnz58ti0aZPOcjRt2lTHzYoXL66PMtMvy7nuderUKX1PCVJke++993TZEaW/IkWKoGvXrhqQbt++XT8TJXiRZX8tWrTQPKNPPvkE+/fvN15BZJmsLjARcmHcpNeTcPXzMEZMH8R2NujwRg9UaFJVS+UunzRPK3DJRbvMYNxIZbYhuRLVSpuCES99/tlDp3DaFGyUrFZGZyTSSgIEyV8JDw7Vi3pJuJeqWRK4pLSd3heoMzsyOyHVwGQm5mES/IV8vV1LtuLKuWB4Fy2AgqX89M++e9k23IiLh3/NcvCvU954dupklkeWbRXyL4zCFUpgqyk4Cz6ZdHfNvZjp77xnK3h4ZfdO+GSJ5AJI7sxS5ho0aBCOHTvGCl2ZSHIRJJ9KlnDJjIV5BkOCCMkzkWVesnTq1Vdf1ZkKIbkLEhg8rG3btumjLNeSWRRZPvQwZOmXBDkvvviiBlMyw3P9+oN/l9Ljk2V9Tz/9tDZElSBFZk6kAEK7du20H5EUC5GKbUSWxioDEyHBSYNnWsCjeNLMSeKNRMz58n84Y7rQP77tIKJDonQ8rewc7VGnc2NdwnRy1zHciL+uFavutwxL5PNx15kFt/z5tFlherExvZeTm/PtBPv63Zqhy/t9kMc19SBpw/+W63Kvmu3rw97JQQOek3uTigUE1Ktoeq2z7t/P2QMnsXHWSiwYPROXzwTpnTTJKWnapzWDEsowUnlIkrEp80kStiwpocwhS3RkGZ0ktZcsWVILu0jAsGbNGr1jLhek1atX16BE8kzkTnpKsx33Y851lNdIorX825IlWxL4yAWt5IkI8/NSy42UpUVXr17V5WGSw9KyZUv93ijzyXK7b7/9FmfOnMGIESN0VkUqf0nQKPk/RJbCqpLfUyIJ8dsXbMDZXSd0psHBdEHu5OqiMxYP80eXJU8NerRA6MUrWDpxHrz88qPVS50QFnQVi8fPQWx4tPHMu0nlqqa9WyMqJAKb56xF0PHzxplH5xdQDGXqVoCjs6POelw8dk6XVkn547lfTU+x/4qQ3BAJYOTPcnD9bmyatRr5Cnig6wd9tW/L2t+XatCVVlISuFTd8qjeti5zSijDyN1AuQMo6+wpa0hlKLlD37NnT2OEHoX8xklrcrRUa5LPVScnJ51FkRwTBwcHnUGRWYnkM4haBCUyEjt3ply8Rf79SMCTGskzkRwu+RoyMyMlbaXsbVrJ9ySvzemlbh/m55sZJB/ll19+waRJk7Rggvwblhk3Shsmv2cNq50xMZOE+MY9WsG/fnm57aOVtMKCQh4qKJH+HUVNAYZU1pKL/iLliqFJ7yf1l8HhTfu1wlVqokOjNOFeEt0vG8ue7lWglB+eG/XKfzavwj7GM+52+cwl0zlv+JYtiprtG2jAcWpPoOmPl/u+v0yknLBU7oqNjEHp2hW0tHF4UCj2r9ypCfAS8MifMS2kypd/Q1Ow1rUZgxLKUAcPHtRfqpR1PvjgA3z66afGEWUGmYGQoERIUCFBiZALpXuXNcrnvouLi5agTWl70DIvmXWRwEJIXsvDBCVCvif238h+5GcieT+yFFaW2knhhCeeeIJLMylbs/oZEzMJIjbNX4PArYdxIzreGE2bwqZApFm/pAREydewc7BDWHAojm87jOPbD94350NmEyThfuPMlTi0Ya8x+l/dRvRDvvweWDVlkTZ8lIBj7e/LNEE9JSVrlEHzfu10f+c/m3F0ywE07fMkDq7fg1O7U+/lIoFHs+faoETVMji27SA2mL4v6Z/S58tBujxt1ie/IuH6DePZKbN3ddSO7g3aNDFGiDKOLCOS5SJMws5asoyodu3aeOutt4wReljmO+rtylVJGiCrs+jQnmwzY5KSqVOn4quvvtKbPVI+ukoV/r+YGs6YZI0cE5iYHd51EPuX70T4+atJvyXSoEnvVihdpwI2/7UGrl75tBP6kvFzEB/74IpYXT/sCzfTa5ZPXqA9P1LT/vUe2jn+z//7FRFXwlCpeQ2cP3QaIReuGM+4m/QR6fPNYG26KE0ZpXO9zKDI+MpfFhnPSpnMlHR+p7fO/qz8ZaEmsDfo2QLlGlTGr8N+SL0QQC7As1h+VGpVC/4VyxiDRBmrW7du2rTtmWeeMUYoK0i1HykXK/k+/CX9aORXzph1S5MOyGq90Tj7L5eSfBSp4iU9baRpp3nGLL3MnTtXc5YkT8pSMTDJGjkuMJE/blREFFZMXYiQ4ynPRiRn7+yIPp8PRGx0rPYLaflSJ3gXzq/9SWRJ1P3I7ET/74Yi6mqEBgBXz6Xe+DF5YCL5L7K06mZi4n1LGHf76DnERcfBp3ghhJoCGOlzUqJ6GUwdNs54RupqdWqIKk/UwuGNe7FhxkqtOCZllu8XmOSv6IeWz7ZDHmenVJMhidKbdDyWBnCSpEtZSxLhZWmQVAIiIssmOSiyTHPt2rXa1DE9SdnoDz/8UCuHWSoGJlnD6nNM7iUX1K75XNFlaC+UaV0FefI560xASqRyVeNerZDLFGAcXr9Hlzp5F8mPyKvhaSrNmL94Qf160pk9Ouz+VcBs7e9U7HIv5KU9Rx7UV+Xi8XOa+C7d6z1NwZJsUqXLLX/qDSbNdi3eqnkvZepVhJuPO/J6umk5YOkmfxfT9+/skReVu9ZFp4Hd4eTizKCEMo00gZNlmAxKsoeRI0dqKVsJFInIskkOitxkkOaaMist3f3FjBkztGCCVIQTL730ks6ASJnq4cOHo3///jom10GSeyY9pnx8fPDGG28gLi5Ol4hJx3o5Nn9WyBIyCVZkBkWqhiUkJOg40b1yXGCSXMM2TdHs+TYoWLHIfy62JfmvQtNqKF65lCa3B524oP1K7BzstR9I4vUH/6PyLZ3UEE5eL/1HHkQuwHxMwYzkiviUfHCXa+ltUqCkL9ZNX4awi1e1UpitnS2KVHzw1Kkkwh8yBVvy527xfHsUKV8cm/9ae9eHhZQ3Lly9BJqa/o5qNalrjBJlHrmTJ92uKXuQTuGy7EM6iBORdZDeJ56enli6NGmZ4aJFi7TT/K5duxAfH69VveTmkMwcyM0J6UTfo0cPTJkyBV9//bXOpM6ePVu3zz//XMtISwlr6cMjOSzSCLRfv35a3vqnn37S18nziFKSowMTCT58SxZBi97t0Hxge9jlu9PB/eatWzi66QC2z9+gQYXMXvgFFNVzYRdD0hTt5y9WSBPjI4LD0lQFTL6fOl2aaB5LWsgsTL4C7rgeG4/tCzYi4UbSLI4k6z+IfD/RYdFIiL+BwJ2HsGrqYgQFnr+dd2Pv6YSWgzqhaY8nUai4H2dJKEvI3bZmzZoZR5QdSFM9uUPKCwsi6yHVulavXq378rkrneS3bNmC3bt368xK+fJJTZhlf/HixdoDR2ZbhgwZgsGDB+sNJJkJkZkR6YkjVeICAgK0l8qECRN0lkXKFUuXesltmT59ur4f0b1ydGBilscpD0pU8Efnt59F0dr+sHeRAOUWYsKjsGf5dvz1xTQEn5YSvT460yCd480X8KlxcM6jZYJlFiT4dMplgu8l7zvvmz8QdulqmmZkYsIiERcRC1cfd1w4elYbR0rAITM79nmSSkvez/lDp/DHR5Owd8XO231YHPI6wr9xBTz9dh8UKVMMjnnuBGtEmU3u4EnTNspepKqPXIRIQjwRWb4mTZrg2LFjt5sxSpPPDRs2YOPGjWjfvv3tm5MSWJjLSUvjzxo1aui+KF68eIr9po4ePar9VOQ9ZJMgRfI3iFLCwCQZaSrVqk8HNOrfCv71ysPBNU/SCQlCTJs0M9yxYKP2QXkQ6fSeJ6+zzrRcPZt60vttyWYkNs9eo40cHyQmLFobN/rXLKcB0/41uxB5JRyOLnng6ettPCt112KuaV8XYW/6s/o3rICmL7VD026t4Ozy4C7wRBlp2bJlWtJS7s5T9iKdwr/55huWDiayEtI3R6poSVl2CT4aNGigMyiyyWxKSqTLf/JARAKbVq1aGUd3eHh4aA8VaRQqm7xmzZo1xlmiuzEwSUGJ0qW0cWC7V59GwdrFkdsuKTE9LjIW+9b8m6bu7fnyu8PJ1Qkx4ZG4Hvfgvim2tneS36+cDUZMxP0rfokEUzASFRqJktWSSvdGXA7Duj+WwdE5jybQp4Wtox2KNQlA+9eeRv2nmqJI8aTlakRZbc6cOZqQSdnT0KFDdYZWEmeJyPK1bdsWf/75Jxo2bKg5JXny5NH8EJlNSYl8Pv/2229apOT69euaNG/uLC/lh0NDQ3VfAh1JnpdZkujoaF36xb5UlBoGJqmws7eHZyFvtO/TGV1HPIfCtUvCMa+Tdjx/UL6IlPotXL64dmS/dPyCMXp/0o9EygOb37t84yranPFBpARxnrx5kM/HQ4+DTF9v74rtpu/BNtW8kFw2ueBoCppKNCiLrsP7ouXTbeBZ0FsrgRFlF7NmzdKmfpR9jR49GsOGDdMKPERk2Zo3b66P9erV00eZ/ZBcE6m4JeSawryMS3Tv3l2T46XSloODg1bxMvebktcOHDhQE+LlM8LPz09nWuW9JIleloMSpSTH9TF5HOFh4Ti6/QCunAzC1TNBuB6V8kyI5HfU6tgQzvlcNJBZ+uNc40zqen4yQJdgzf92hjY+lCR4Kee7Y/5G4xkpq9CkKgIaVMbZQyexfd5G3Lp5U/unSEUtSWxPTjq2S88TrxIFEFC7IlzyuhhniLKXadOm6S+0hQsXGiOUXX3//fd6N5RLM4hyHikZfOrUKdjb2+uy2+Q3RGXGRJbI29jY6E3XM2fOaCBTunTpVG+cZifsY5I1GJg8gpjoGERdCcflC8E4sGkPYs6Ha/Wt5OQfnfRBcXBy1LyP+5GO7a0HPaWvkRkQ+ZG4F/TC/rX/YueCTcazUpbX01VnaGIjYlLuRG8KjPIWcUelBtV0VkR6nEiyP1F2JksHpIJLly5djBHKzuTnVKFCBa22Q0RkDRiYZA0GJulA1lZuWrEeF3edQnxoHBITEpKWZKXxb9bGNrcpiEmqfiV9SKSho5AyxWnpf5KcvNbG1gYOXs7wq14c9Zs30rWeRJZi3bp1ugTg8OHDxghld/ILvGrVqloq1LzGnIjIkjEwyRoMTNJZZEQEAg8eR0xQBOIjriHsaghiIqJxMy4BCdfuXlr1uGwcbWGTxw4u7q7w8PKAbV4HuBX2QKmA0qyqRRZL7r5L7xJJkCTLIcUK3nzzTfz7779wd3c3RonI2shndJEiRay+8AUDk6zBwCQDydrLiPAIxEXGIPFaAhLjExAdFY1LFy4iKjQC0RKwmMZlCZaLnbPOtGj/kty5dNbDxtYW0QmxcHR2RG4HWzi5OsPd2wM+hQrA2dkZNqYxCUxk3C2f211JaUSWSGZLnn/+eZw4ccIYIUsiHaClQo9U9iEi6yRJ7lJOWLq5W/MNJAYmWYOBSRZK/ld/Jw3MvJd0LvkPxxKSxYgehzRTfPrpp/HCCy8YI2Rp5GcoOULvv/++MUJE1ubAgQOoXbu2doFv3LixMWpdGJhkDd5iz0ISaJg303+MTU7oSd3ueg6RFZP8hNjYWAYlFu7nn3/WSl2sqEZkvaTYhfxbf+mll7RpIlF6YWBCRFlOykrKMqDPPvvMGCFLJWvPf/nlF12SFxgYaIwSkbXp2bMnWrdujVdeecUYIXp8DEyIKMsNGTIEffv2tdolATmNdJCWQPO5554zRojIGkkC/N69e/H7778bI0SPh4EJEWWpcePGabI7OwFbF+n2LMs9JOAkIuslwYlU5AsJCTFGiB4dAxMiyjIrVqzQO+uTJk0yRsiaTJw4EUFBQRg+fLgxQkTWRma6+/Tpo5/lRI+LgQkRZYn9+/fjmWeewbRp0/TOOlmn//3vf5g9ezaDTyIr9sUXX2DlypW6ET0OBiZElOmOHTuGp556CiNHjkTnzp2NUbJG3t7e+OOPP/DWW2+xUheRlbK1tcX//d//4eOPPzZGiB4NAxMiylT79u1DmzZttJLLwIEDjVGyZlWrVsXMmTPRrVs3bNmyxRglImvSu3dvODg4YMqUKcYI0cNjYEJEmWbZsmVo1qyZJkoOHTrUGKWcQMqKynIuaaB55MgRY5SIrIk0Vv3yyy+NI6KHx8CEiDKFVG6RO+bSlIszJTmT3FF9++230aVLF+2mTETWpXnz5pozKNUWiR4FAxMiylDnz5/XgGT+/PnYtm0bOnXqZJyhnOi1117TogeSYxQeHm6MEpG1eOONN/RGFNGjYGBCRBnm+++/R0BAgG5r165F2bJljTOUk33wwQdo0aIFOnbsiNjYWGOUiKxBgwYNUK5cOZ0dJ3pYDEyIKN3NmDFDE56lT8m6devwySefGGeIknz22WeoVasW2rdvj/j4eGOUiKzB4MGDMWHCBOOIKO0YmBBRuoiLi8OPP/6IypUr46efftLSkVIetlq1asYziO72zTff6P8vbdu2xbVr14xRIrJ0Tz75JGxsbLB48WJjhChtGJgQ0WNZtGgR+vXrBw8PD6xfvx7ffvutLtuSO+FEDzJ69GgNTqSEdFRUlDFKRJZuwIABLB1MDy3XLRNjn4jooTVt2lQT2iXBvWDBgsYo0cN55513sGnTJsybNw9eXl7GKBFZqhs3bsDT0xP79+9H0aJFjVHLcenSJRQqVEgrCPJ3W+bhjAmRhZP1+S+//DJ8fHzQq1cv7Ny5U8flw7Rr16463rJlSxw+fFjHu3fvjk8//RQlS5bEu+++q0uuzGRf7mDLe0pZ18KFC6N69ep6sShS+lpr1qzBkCFD+MFNj+Wrr77SUqPy/+rp06eNUSKyVHZ2dnj22Wcxffp0Y4TowRiYEFm42bNn49ixYzh58qTOXJgbF44cORLe3t7aaVvyPOSC7+bNmwgMDNTkdElMbNy4McaPH4+EhATdRo0apRVV5s6diw0bNmjyuryflHaV90/taxGlBymS0KNHDzzxxBPYt2+fMUpElkpKg8vvG6K0YmBCZOFKly6N1atX6+yHo6Mjli9frlPocpdKZjYkuJCZD+kncubMGX2NXABKoCIXgEKCF8kLkVkPqZQ0c+ZMFCtWTCtqSTlXPz8/bN68OcWvRZSeZKZu2LBhOnsi/08SkeWSG11yQ2zr1q3GCNH9MTAhskASZEiPEAksJJDYtWsXChQogI8//hhNmjRBZGSkJhI7ODggMTERuXLl0pkRNzc3fb0ELMLW1hbPP/885syZo8GILNMSp06d0sBDXivbe++9pwnKKX0tovQ2cOBA/f+1WbNmOktHRJarS5cu+juGKC2Y/E5kQWSJ1W+//YZVq1bh6aef1gZ1klhob2+vd5qDgoJ01iMkJESn0CWfRCpmyWxH7969cejQIdSrVw9jx45Fw4YN9T0PHjyIunXr6r4s05Kg4+uvv9b9iRMn6nvJBeK0adOwZMmSFL+WVOQiSm+SvyRLu6Qho3SMJyLLs3v3bv1dJL9TLAmT37MGZ0yILIB00K1UqZImpktuR3h4uJZhlMBEApQffvgBZcqUQf369TFixAgNFIYPH45x48bp7IiMS8K7zKAImUExK1++PPz9/TX4kKBESMLi1atX4evrq2Oy7EuS4FP7WkQZQSq+yXLCqVOnajBMRJZHmu3mzp0b//77rzFClDrOmBBlY3/99ZcmsUuA8Prrr9/OCbmXJK5L1a1SpUohT548xmgSSXaX4MLFxcUYSTu5UyTLvfLnz2+M3P9rEWWE6OhorQInywtl5s4cYBORZZC8MXd3d3z44YfGSPbHGZOswcCEKBuSJPW33npLgwrJ5ejQoYNxhijnkipwGzdu1OWMMtNHRJZBCqXIrL004bUUDEyyBpdyEWUzv//+uy7bqlChgiaaMyghSiK5UX379tU8KSbTElkOme3fsWMHwsLCjBGilDEwIcpGZJbkyy+/xKJFizRHhIju9uqrr2qlLkmGlzuwRJT9SV6j5IyxBDg9CAMTomxCqpacOHFC672bK2YR0X9JMQb5dyLLurp164aIiAjjDBFlV9LQ15KWclHWYGBClMWk+VSbNm00MVCWp+TNm9c4Q0SpkaafS5cuRfHixVGjRg0tLUxE2ZfccJObCUT3w8CEKItJyd+SJUtqzxAiejhfffWVVq576qmndJ+IsifJDdu3b59W2SNKDQMToiwkzQ+9vLy0NwgRPRppwig9ElavXq0BilTRIaLsp3bt2ti+fbtxRPRfDEyIssjnn3+Oc+fO4ddffzVGiOhRyazjsmXLULlyZVSpUgWzZs0yzhBRdiHLLnfu3GkcEf0XAxOiLCA13aX0qXRvJ6L0I31//vjjD3zyySd4+eWXcf36deMMEWW16tWraxl8otQwMCHKZImJiRgyZAjGjx+PIkWKGKNElF5atGiBvXv3Infu3KhYsSL++ecf4wwRZSWZzZR/m0SpYed3okwmvUrCw8MxefJkY4SIMsrcuXPxxhtvaKPSUaNGwc7OzjhDRFnBwcFBGy06OTkZI9kTO79nDc6YEGWi3bt3a0DyxRdfGCNElJEkGf7AgQO6pKtcuXIaqBBR1ilfvjwOHjxoHBHdjYEJUSaShPePPvpIK3ERUeZwdnbGhAkTMHr0aHzwwQdaDS84ONg4S0SZKSAgAEeOHDGOiO7GwIQok2zevFmrkQwbNswYIaLM1L59exw6dAg+Pj4oW7asBitElLnKlCmDY8eOGUdEd2NgQpRJxo0bp0nvRJS1vvzySy0t/Pfff6NZs2Z604CIMkepUqUQGBhoHBHdjYEJUSY4efKkVgYaNGiQMUJEWalWrVpYuXKlNmeUPJRXX31VE3KJKGNJz6ETJ04YR0R3Y2BClAl+++03Xddub29vjBBRdvDiiy/i+PHjsLW11Qum77//3jhDRBmhePHiOH36tHFEdDcGJkSZYMaMGXj22WeNIyLKTlxdXTFmzBhtfCqzKNIEbt68ecZZIkpP+fPnR3R0tG5E92JgQpTBNmzYoFWBatSoYYwQUXYk/0YXLFiA999/XzvHS7L81q1bjbNElF4KFy6M8+fPG0dEdzAwIcpgCxcuRMeOHY0jIsruunTpoj2HnnzySd2XZZhHjx41zhLR4zI3LiS6FwMTogy2dOlStG7d2jgiIksxePBgXQsva+KrVq2K1157jXd5idKBdFIPCgoyjojuYGBClIHOnDmjjdxq165tjBCRJbGzs8Pw4cNx9uxZODo6okiRInj77bdx+fJl4xlE9LCklxCbnFJKGJgQZaCNGzeiUaNGxhERWSovLy98/fXXerMhPj4efn5+xpmUJSYm6kZE/+Xt7Y2rV68aR0R3MDAhykCSOFu3bl3jiIgsnSTtfvfddw/sXP3KK6/g008/NY4enwREs2fPNo6ILJunpydCQkKMI6I7GJgQZaCdO3eiZs2axhERWYtixYoZe5lj3759ePfdd40jIsvm7u7OhqaUIgYmRBlo7969mjRLRNZp/vz5ulxT1sz37t0bFy5cMM4ABw8e1HPSJ6VXr163L8QOHz6Mpk2b6rh0oN+0aZOOb968GR06dNB9IeNdu3bFqVOnMHToUJw8eVKPiSxdvnz5EB4ebhwR3cHAhCiDyFIPqTzi4uJijBCRNbl+/bp2ju/evTv++ecfTeYdNWqUcRa69OqJJ57Ajz/+qI0bpT+K5Ke0bNkSefLkweLFi9GqVSut2ifJ9BEREVqm2Ewu3ORYgp4BAwZoYzp5DyJLJ0F5ZGSkcUR0BwMTogxy/PhxlC5d2jgiImsjnasnTJigZYWLFi2KMmXKYMeOHcZZoE6dOvjoo4/w7LPPYsSIEZg+fTrWrFmjJYdnzZqFBg0aYOTIkfrcVatW6WNKnJycUKFCBb3JUa1aNWOUyHLlzZuXnd8pRQxMiDKILLsoWbKkcURE1sbZ2VlnNOTur8xmzJs3zziTpEWLFsYeULlyZURFRemyrHLlyumFmVmlSpVSLJ2akJBg7BFZFwm2Y2JijCOiOxiYEGUQ6Xsgd1GJyDrJUiypvCWzIBJEvPfee8aZJMnLocoMasOGDVG+fHmcO3fudinhW7duaWK75JoIWR5mJp8hRNZIApO4uDjjiOgOBiZEGeTixYvw9fU1jojI2phnP2Q2REqf/vLLL3f1LpGlW4GBgVrq9+eff0abNm1ulw+XYwlmli5dqscSmMjnheSarF+/XoOaiRMn6jmRO3duXfrCWRSyBg4ODppvRXQvBiZEGUSWZkjSKhFZpx49euDatWvw8PBAqVKlNKldehdNmjRJz5ctWxb+/v5aWliWcfXt21c7yX/xxRcYOHCgvk6ClbFjx8LW1laDHEmWb9y4MUqUKKGvNTNX95MZFyJLZ29vz8CEUpTrlswjE1G6kwuJqVOn6t1UIrJO8iv0xIkTGnxIcCGVteSiS6puCQlcgoKCdFlnrly5dExIxS1JgpcARJa1JCfPl6BF3ic5mS2R5S/J81OILNGNGze0mEN2Dk4uXbqEQoUK6eoHqbBJmYMzJkQZRC48pFY7EVkvCTZktkSCEuHm5nY7KBGOjo4atCQPSoR8NkilrXuDElGgQIH/BCVCvgaDErJUo0eP1n8b3333HWxsbG4ve5RjGR8zZowep8XNxARcj4pEfFiYPt5KtoSSLBtnTIgyiJeXl/YykTufRETpJTQ0lJ8rZHGkb4n8XpQAWwJy8//HsbGxGqRIXlVKgbcEHyH79yH82FFEnzqJmKAgXI+MMM7eYe/qCucCBZG3REnkK10GHhUqwsHd3Tj78DhjkjUYmBBlECklKh+0ye+eEhE9qjlz5mjTxr///lubMnbu3Fk3zqKQpXj33Xd1ZiR59TmZHXzjjTc098pMZkAurFmFS+vXIfTwITi6e8DNzw8u+X3g5OkBh7yusHV0RG6b3LiZeBMJ164hPioSsSGhiL4cjIjz53EtLBTuAeVQsFFj+DVtjlw2Nsa7pw0Dk6zBwIQoncg09QcffIAvv/wSQ4YM0SRXWT/7ww8/6Ifx559/jtdff914NhHRo5E7zBKkyDZ37lx06tRJtw4dOsD9Me4QE2U0mTWRnj/Jc0ukQteVK1c0wE40jZ+aPxdnFy+CjWncp1x5eJcpC5dHKCQTHRyMK0ePIPjgQSRej0eRNu1QolNn5E5hmWRKGJhkDQYmROnkUaepiYgelVT7ksaO8+fPx4IFC7SpY/v27XXz8/MznkWUfSSfNUk+W3J+5XIc/2M67F1cULhmTfhUqGi84vEFH9iPczu243pMDEr16IXCT7Q0zqSOgUnWYGBClI7SOk1NRJTepALYwoULdVu0aBECAgLQtm1bLUlcpUoV41lEWSv5rInMlpw/fhzn/vgdIfv2okSTpvCtUdN4Zvq7sHMHTq5dA8/KVVDuhYH3zUFhYJI1GJgQpaMHTVMTEWWW5cuXa3f6JUuW6Kyt5KW0atVKN1lqSpRV5CaeLH8e3LcPOuW6BWdvb/g/0RKObm7GMzLOtYgIHF+xDNFXrqLia0PhmcrMDAOTrMFywUTpyNXVFUOHDr1d6lMeJa+EQQkRZTZp+CjNG48ePar5KIULF9YZXSnM0a5dOy3TevDgQePZRJnn/fffxxP16qHx1WDkL1sWFbs+nSlBiZCvU7FrN/iYvu7OT4YjaPMm4wxlB5wxIUpn905Tc7aEiLITaQK5YsUK3VauXKljzZs3R7NmzXSTzy+ijBS0eSP2jvkWpVo8Ab9atY3RzHdu21acWLUSlV9/EwXq1TdGk3DGJGtwxoQonZlnTWSpBGdLiCi7kSaQXbt2xU8//aRd6yVpXpo9zpw5E/7+/qhRowbefPNNzVWRGy1E6Sn0wP5sEZSIwrXroGTzFqbvZxRCTN8XZT3OmBCls1s3ExEeGoz+L7yEKT9PQj4PH9O/NN4DICLLsGnTJqxduxbr1q3TrVq1amjYsKFuDRo0YEliemTSLHHL28PgExCAEk2bGaNZ7+Sa1Qg+cgR1vxp1OyGeMyZZg4EJ0WNIiA9DzNUDiAs/hvio07geG2Qa++8dRlt7V9g7F4Cja3HkyVcaTp7lYevAX+5ElL3dvHkTGzZsuL1J0FK6dGnUq1fv9lasWDHj2UT3t/urz5EYGak5JdnN/r/+hI1bPlR9+z09ZmCSNRiYED0kmRGJuLAGERc3Ijb0MOwc3eHk6gtHZ2/Y5/EwBRx5YWPrgFy5bHDrViISE+JNwUoUrseF4lrMZcRGXsSNa2Fw8giAa6EGcPdrxhkVIrIYW7duxebNm3XbsmWLLlutU6cOateurVutWrW0nxNRcudWLMPRqVNQ84WXMi3R/WFIta4dk39Cmef6a58TBiZZg4EJURrdTIxHyMkFCDuzBLlt7OHmHYC8XqVNAcnDJ4pKgBJ19Rgirhw2ve91uBdtDa+SHU3xSdo60hIRZRfHjx/XYGXbtm3Yvn07du7cqcFJzZo1NV9FtvLlyxvPppxIOrqvf/lFFK1bD76m/x+yK+lzcmbrFjSeMBnBISEMTLIAAxOiNAg/txKXj82Erb0zPAvVgFv+csaZxxdx+SBCL/6LhOux8CrdHe6FWxhniIgsj1Qk3LFjh24SpMgmd58lV0W2qlWr6iYJ95QznPhzJoI2bkCNfs8bI9nXzl9/gU+DRnBu2JiBSRZgYEJ0Hwnx4Qg6MAkxIfuRv1gjuBesZpxJf2EXd+HymfVw9qqEAuUHMAeFiKxGaGgodu3apdvu3buxZ88enD59WjvSV65cGZUqVdKtYsWKWjWMrMetxESsfr4P/Fu0hI8FBKPBB/YjcNVKlP30S/gWLszAJJMxMCFKRWzIAVzcNw4OTl4oULI57BxcjTMZ50Z8BIJOrMK12BAUqvQKnD15R5GIrFNUVBT27t2r2759+3Tbv3+/9lGRAEWWf5m3cuXK3W5cS5ZFcktO/fUnag8cZIxkf+u/G4u10TH4ev5CtG/fHo6OjjouuVPjx49nG4AMxMCEKAWRlzbjwp7v4OlXG/mLNTZGM8/l0+sQcn4bfKsOhWuBusYoEZH1k5yVAwcO6Cad6Q8dOqRbyZIlERAQoFuZMmVQtmxZfWT54uxt+0fvw83LC8UaZf7v0kd1av06rFi8GK8tX2WMAE5OTnj77bcxYsQIY4QyAgMTonuYgxKf4k3h4VvTGM18oRd2IPjUGgYnRJTjyaXK4cOHceTIEX08evTo7S1PnjzaGFLKGJcqVUr35VECGRcXF+MdKCvEh4Zi7Uv9UaP/C3Dx8TFGs7/o4GDs/GUynlm0FKHXrumY/H8WbBrnbEnGYmBClIws3zqzfaQpKGlmCkqyvnKIOTgpUusjLusiIkrBhQsXdJbFvAUGBuomXe0lX6VEiRK3N+m5Urx4cX0sWrSo8Q6UUS6tX4fj06dZ1DIuszWjv8U36zdi9dlznC3JRAxMiAyS6H5q0ztw8y6TJcu3UiPLuiKuHkPxel8wIZ6I6CFI0CIByqlTp3Dy5ElNuJd9eZRzEpzIVqRIEd0KFy6sm5+fn25cJvZ4Dv88CdcvXUDZdh2MEctxYO4c/LroH4zfvZezJZmIgQmR4fyub3ArIQKFA54yRrKPc4fmIpedG/yqvWWMEBHR40hISMCZM2d0O3v2LM6dO6eP58+f1315TExMhK+vr25SOlY2qdBk3goUKKCbq2vGF0exRNs+eAdeRYrCr1ZtY8RynNu2DSvnz8Ow9Zs4W5KJGJgQmYSdXYnLR35DiWrPZ0r1rYcl1bpO7voV+QP6ss8JEVEmiYyM1JkVKRlr3qQni3kLCgrSO+kS5Pj4+GhFMfPm7e19e/Py8tLN09NTt5xSEnnN831RpnUbeJYqZYxYjpDA49g2cwZ6LVnB2ZJMxMCEcrxbifE4vnYwvAvXztA+JY9L+pxcPb8dpZqOZ4d4IqJsJCYmRi9eL1++fHu7cuWKblevXtXHkJAQ3ZfH2NhYDVA8PDx0uZh5y5cvnz5K4CL78iizMck3uUCWLXfu3MZXz56kf8nyHl0tLvHdzJwAv618ZQz/+GNjlDIaAxPK8a4GzkbUpU0oXqW3MZJ9ndozDS4FGsDb/2ljhIiILM2NGzc0QAkLC9Pmk/IoW3h4uG4RERG3H2XWRh6l74vsy6NskvcgVcdkc3Z21kdJ0pZ9eTRv8jzzJv04zJuDg8PtTXrEJN/s7Oxub9K7w7zZ2NjcfpTAyPyYK1eu24/m7brpe13Tvy/qDH4Vjuk0Q7T280+NPbJUrWbPNfZSxsCEcrZbiTi2cgB8SjaDm3c5YzD7irh8EMGn1qJ0859N/3qz990yIiLKODJLIwGKPEZHR+ujbDIbI49xcXG6L4/m7dq1a7e3+Pj429v169fv2iRwMm+yTM28Sc5N8u3mzZt3bXJJab6slMelXTuh3mtDYZ9OZZslMGny/ofGEVka+fkxMCG6D8ktCTnxF0rVeMEYyf4Cd06GZ6muzDUhIqJsK6NmTBiYWK60BCa85Uo5WuTFDXDzDjCOLIN8v5EXNxpHRERE2Y+tk5M+JhgNConSgoEJ5VgJ18IQG3YEeb1KGyOWQb7f2NDDSIgPM0aIiIiyl9y2trDP64r4qChjhOjBGJhQjhUbegB2ju5wdM5vjFgG+X7l+44NOWiMEBERZT9OBQsgLjTEOCJ6MAYmlGPFhh+Dk6uvcWRZ5PuOM33/RERE2VXeYiUQFRxkHBE9GJPfKcc6s/VD5M1XGB6+NYyR9HV449fGHlmrgNazjD0iIrrXxfVrETj9d9QeOMgYeTxMfrdsrMpFdB/HVw1AwVIt4eJR0hhJXxKYBDR42zgia6M/XwYmRESpig8LxdoX+6PGgBfgkv/xmywyMLFsrMpFlJpbiUi4HgVbh7zGABEREaUnB3cPuAeUw9UjR4wRup/EmzcRe+0aEhITjZGch4EJ5UgJN2L00cbWUR+JiIgo/RVs2AjBh1isJS2WbdoEj3oNsGjdOmMk52FgQjnTzaS7EbnYPZ2IiCjD+DZtrr1Mgg8eMEYoNSX8/PBWv+dQqkgRYyTn4VUZ5Uy5bfTh1q2b+khERETpT/qZFGnTDue2bzdGrFfPt97G4E8/x/MfDcfrX32NsMhIjJ42DQEdOqJm956YsXgxomJj0aB3Hwz8v5H6mpDwcD0eOfEn3V9j+nu6Ghamy7rk+U2f74+Srdvgox/G6RKvp4YMRfdhb+lr/2/CRH3t6QsXsXnPHt1fssGyGzAzMKEcycY2qSNtYgI70hIREWWk4p2ewvXoaFz4d6cxYp0OBAbilzlzsHDtWvgXLYoJs/7E+2O/R+927ZDf0wP9PhyOg8cD4e3hganz5iPC9Heyatt27Dx4CFUDAhAZHaP74VFR2Lx7jz5fZk/aNmqEb36dirG//w8+np6Yv2aNBj2zly/X528/cABrd+zU/Qr+pYzvxjIxMKEcKVduW9ja50VCPDvSEhERZSQbB0eU6vkMTpouqK9FRhij1imvsxNOLF2CQT2664yHBCEy0yEBhVi8YQOeNQUqYp0pmFi8fr2+5om6dXTMbM7KlfroY3q9u6ur7s9btQqt6tfX/ZVbt+L4mbOo6O+PnabAZMuevbpfuEABPW+pGJhQjmXn5IPrcWHGEREREWWUwk+0gmfFSghcsdwYsU5lihWDq7MzbiQkaOAgpDNH0YIF8d6A/qhVsSJaN2ygwci81avxjykw6depExzs7fW5ZsfOnDH2TBfruXLpa3u0bo0mNZN6r/0wfYa+x/Odn8Ka7TuwYssWdGzWVM9ZMgYmlGM5uhbHtZjLxhGlp7i4eN2IiIjMyr00EFHBl3Fy7RpjxPrkNnJY7WxtNQi5EhqKulUqI5+rqwYP9na2cHJ01CDjj38WIyomFt1bP6mvSa5WhQr66JHPDdXLl9fXxsTF6exJ/apVsX3/fjSrVRs1ypfD/uPH9bmt6tfTR0vGwIRyrDz5SiM28qJxROmpTvPnUKV+T+OIiIgoqa9JxdeG4uzmTTi/fZsxar1+GvGRzo50eOU1vDN6DIr5+qJJzZp67pk2bfTRv2gRVC9XTvfNcuXKhTee66uzIZKj0vX1NxB//QaeaZv0mnaNG+mjBDwVS5fWfZk9qXbP+1gidn6nHCshPgzHVw9E8arPwdE5vzGafnJy5/cffpqFhIREvD74GWPE+rDzOxHRo7m0aQP2jR2NUi2egF+t2sbog1lq53epsmWT2wbubkm5Ig9DGi6GRUSiUH5vDVgsGTu/E92HrYM7nDzKIirkmDGSs509H4TOvd6CT8mWaNPlNSxcsl7HP/36F9Rq0uf20iw59/LrX+j+jl2H0K3vu3At1AhPPvUqNmzerePbdx7E1h37db/3C8PRq/+HuhUOaIP+g/8PsbFJ1dDWb9qF7s+9p19THq+GhOs4ERFZr4L1G6LS0DcQuHKFVS/rMvNyd3+koETIsi9fn/wWH5SkFQMTytHcCjVExOUjxlHONuKznzB34Rq0aVkfJ06d10AiOiYWp89e1ADkptHz5d89R3Dk2GlN5nt2wIfYu/8YJv/wIS4FX8WAV0bqTMmhIyexZ99Rff6+g8fxx+yliIqORdVKZTHl9wVYYAp65L0bt34RFy5exmsDe+DPOStM7/eRvoaIiKybBCc1hn+C4EOHcODv2bgWYd3VuihtGJhQjubm2wQ3E68h4sohYyRnun79Bv6evwq9e7TBrxNGYNm8cfh98sjbMxspMd+9ORZ4FuMnz0bnDk2xfP542NomJf4l5+ebHwtmjca4b5OWtu00BTpLlm/Wfd9C+RF//bo+Z9mqLRrAEBGR9ZMqXXW/HoXcLq7YMXmS1fc5oQdjYEI5mvQzcS/aGqEX/jVGcqaIyGgNCNzcXPTYzdUFxYsWQp48jrCxSQo0ZCZExMXdCVZWLPgR77/5PIIvh+DjzyehYu3uKQYzBX289FGqlJgFnjynj7am95fZl+d6tceHb/c3BTw6TEREOYAkxFd9932Uea4fzmzejJ2/TkHwwQPGWcppGJhQjudZoiMSrkcj7NIuYyTn8fZyR/06lfHb9EWYNuMfzQupXK8nok3BSrEiBfU5o8dNx2tvf3N7RiM8IgoVanXD0eOnMWf6KDzz9JN67sy5S3r+QapXDTD2gCea1sbe/cdx8PBJuDgndeUnIqKcQ/qcNJrwE3zqN9BeJ9sm/ojT69ch+nKw8Ywk0kGem2VuacGqXEQmYedW4vLh31Ci2vOwc3i0BLV7WVpVrqUrN6N159eMI2DcqLcx+MVuOrNR/4n+uHwlFOXKlsC580GoWb08Vi2cgO8mzMDno37Vc3ldnDDohafx5SevonrDZ3Et/joObv9TAxwHeztsXzsNQcEhKOjfCsNefRajPhuKr8b8pgGP+fXzZnyLZo2TSilmd6zKRUSUMW4mJODCmlW4tGE9wg4fQh4PD7j6+iL8/HnEh7ExsqXK4+VtCj4nGUcpY2BCZDj/79dAYhT8AjoZI4/HEssFx5uCCanO5VswP5ycHI3RpK61UjHL08MNuXPfPdEq5+Q1foV8YGPz8JOwiYk39fWFfX1SzE/JrhiYEBFlvPiwUITs34fwo0dxbvlSNJn0i3GGLIrpWmHtSwMeWC6YgQmRQfqanNr0Lty8yyJ/saTmRY/DEgMTSjsGJkREmch0ubqsW+cHXthSNpXGnx9zTIgM0tekUOVXEXJ+K0IvsDIIERERUWZiYEKUjLNnBRSqMgTBp1YzOCEiIiLKRAxMiO7hVrDe7eDk8umk7udERERElLGYY0KUipiQA7i49wfkcckPnxLNHrpal+Qg+NcaZByRtTm+/UfmmBARZRbmmFi2NP78GJgQ3YckxAcdmGwKUvZrQrx7wWrGmQcL3DkZN66xrKG1snP0Qqmm440jIiLKUAxMLBsDE6L0I31Orh6bCVt7F3j4VoebdznjTOp0xqTZROOIrM3x1QM5Y0JElFkYmFg2BiZE6etmYjxCTs5H2JklyG3jCLf8ZZHXszQcnfMbz7gby8lat8NLuvPnS0SUWdIhMDl48CBOnz6Ntm3bYsiQIShYsCDeffdd4yxlqDT+/Jj8TpRGuW0c4O3fDf7NJsOrVBfERofi1O6pCNz5My4eW6xVvKJDT+BazGXciI80XkVERETZwY4dOzBt2jTdf+ONN9CnTx/dp+yDgQnRQ8qV2xb5CrdA0dqf6FIt79I9kduxICLDzuJS4PKkYGUHl3ARERFlhvXr16N///7o2bOnzoBERUWhX79+8PHxQa1atTB79mwEBgbinXfewZIlS/DFF1/gr7/+wvLlyxEaGoq6devivffeu/38o0eP6vsePnwYTZs2RZkyZfR9O3TooOOUcRiYED0Gacro5tsIBcoPQLG6n8G/+c8o22q66XGy8QwiIiLKSBKITJkyBQEBAXj11VcxYcIERERE4NChQ/j66681aPHz88Pw4cPRrFkzXcZ19uxZBAUF4caNG9i6dSvs7Oywa9cuFChQAJMnJ/0Ol0CmVatWWLRokQY2a9eu1XHKOAxMiNKZzKjY2j9caWEiIiJ6dKVLl9bAw9fXV5dpDR48GH/88YcGLBK4JCQkwNnZGQ4ODnBycjJedcf777+vr+3cuTNOnjyJyMhILFy4EG+++Sb8/f3x+uuvG8+kjMTAhIiIiIgsmsyImH3++ecYNGiQBiNdunQxRu/P0dFRH21sbPRRZlSSy5cvn7FHGYmBCRERERFZDVl6JTMdMsuRmJhojCaJj4839u6vWLFi+iizJlLA9vfff9djylgMTIiIiIjIakgOybBhw1C+fHn873//02VeH3/8MapWrYrVq1frvsiVK5c+Jmcec3Fx0QDn008/hZubGzZu3Ig8efLoOco47GNClEHY58K68edLRJSJHrKPieSVyOyIl5eXJrjHxcXB1dX19oyJ5Jrcj3mWpFOnTpqTsmDBAkycOFEredEjYB8Touxp5cqVWju9W7du+iHZtWtXxMTE6LmRI0dqWULZRowYoWNSyrBy5cpaqlBKGXbv3h3jx49H4cKF9W6QVBERFy9e1PeS57Rs2VLLHBIREeVEefPm1aBESMUt+X0rJCB5UFAiZOZky5YtWpVLSg9LrspLL71knKWMwsCEKJNJpQ+5C9O7d29s3rwZ27Zt06llKVc4adIkLF68WEsSjhkzBnv37tU7Pfv27cPNmzexZs0afc1vv/2mAU7jxo3xww8/6PtKUOPt7a0fpNWqVdPgRF5DRERED09+v8rvYukUf+TIkTQn0tOjY2BClAXq16+P9u3bo0KFCmjevLlW/5CmTv/8848GKWPHjtVp6ODgYOMVwGuvvYZy5crp7Enfvn11VkUaP8lrJXiZPn26zpasWLFCZ1POnz+PM2fOGK8mIiKih2Fra4s6deqgR48e+juXMh4DE6IsYJ5SFlKaUNayrlu3Dg0aNMClS5f0g1CCkOSSl0L09PQ09pLILIwEMjI9LRVIZApalntJwh4RERGRJWBgQpRNyEyHzKJIgyipHCIda9NKAhVZBysda6V2e5UqVfDtt99qMykiIiIiS8DAhCgL5M5955+ezG7I1qtXL80bkYT2jh07apDy1ltvGc+6I/lrhbkZlAQ048aN0+VcslRMShymJcGPiIiIKDtguWCiDPIo5WSlS60s5ZIcESEVuTw8PHQ/rQIDA3XmRGqwU8ZhuWAiokz0kOWCKZthuWAiyyOJduagRDxsUCJKlSrFoISIiIgsDmdMiDKI3FEn68YZEyKiTMIZE8uWxp8fAxOiDBIbmvbkdbJMTh53V04jIqIMcp8LW+nZJZusOngUj/t6SgMGJkRERERkFe5zYTt58mTs2LFDmxQ/innz5mHatGmYM2eOMULpLo2BCXNMiIiIiIgoyzEwISIiIiKLJr2/6tatqwVkvvrqK1y7dg2yKEhK50sZ/cqVK2PChAk6JubOnatjss2YMUPHRo0ahY8++kj3xYgRIzB27FjjiDIDAxMiIiIismibNm3Sfl4LFizAlClTsGrVKuzevRs//fSTBiHfffedBh7btm1DTEwMOnfujDfffBNTp07FgQMH9D3q1Kmjz7tx44ZuY8aM0THKPAxMiIiIiMiiNWvWDK1bt0bVqlXRr18/DVBk6927N+rVq4cmTZrghRdewKxZs7B27VpUqlRJz8nzn3/+eX0PeZ6bmxvWrVuH9evXw9vbG7Vr19ZzlDkYmBARERGRRfP19TX2AHt7e+TOnRtnzpyBl5eXMQqdBRHBwcEoWLCg7ou8efPqo7ymf//++Pvvv/HXX39pwJIrVy49R5mDgQkRERERWbRly5YhNDQU4eHhWl2rbdu26Nixo+5HRkZqMCLVt2RWRTZ5fmBgIOLi4u6qxtWjRw9Mnz5dt549exqjlFkYmBARERGRxZJZjXz58qFYsWJwd3eHg4ODLu1q2bKlnvfz80OBAgV0lqRx48b6+Nprr8Hf318T4+Pj4/V5omzZsrpVr14dJUqUMEYps7CPCRERERFlb2nogyGVuEJCQu5a1iWXubKkS4KV5Mu3xIULF+Do6AhPT09jJEnTpk0xaNAgPP3008YIPbY0/PwEZ0yIiIiIyOJJkJE8KBEymyIzKfcGJUKemzwoOX/+PLp27YqLFy+iU6dOxihlJgYmRERERJTjyXKwAQMGYN++fbCzszNGKTMxMCEiIiKiHM/FxQVPPvmkLvuirMHAhIiIiIiIshwDEyIiIiIiynIMTIiIiIiIKMsxMCEiIiIioizHwISIiIiIiLIcAxMiIiIiIspyDEyIiIiIiNLBjRs3jL20SUhI0O70lISBCRERERHRPZYvX67NFtPqypUrsLe3N47SpnLlytizZ49x9F/h4eH46aefjCPrx8CEiIiIiOgef/zxBzZv3mwcZY2rV6/irbfeMo6sHwMTIiIiIrJYshTqk08+gaurK8qXL49ff/1Vx7t3745PP/0UJUuW1Av8bdu2oW7duvDx8UG/fv10NkLMmTPn9njPnj0RExOD2bNn6/iIESOwcuVKXLx4EV27dtXntGzZEocPH9bXHjp0CE2bNtWvMXz4cB27n4iICPTu3RuFCxdGr1699PsyGzlyJMqUKaObfF3xzDPPICoqCp06ddJj+bPJefl6n332GW7evKnj1oKBCRERERFZrN27d+Pnn3/G3r17MXXqVAwZMgRhYWEIDAzEjBkzMGHCBOTLl08v8vv374+1a9fqsqthw4ZpTkiXLl00gJHnS1Ai79GxY0e0bt0ab7/9Nho3bqxBg7e3N7Zs2YJq1appcCJBweDBg1G1alX8888/CA0NNb6j1H3//fca5CxevBiVKlXC5cuXdXzr1q2YNGmSjsv3N2bMGP3zTJw4EXnz5sW0adNw7tw5/bNNmTLl9jZ9+nR9vbVgYEJEREREFmvRokXo06cPihcvjpo1a2LHjh2wtbXVczKTIkHE/v37cfLkSSQmJmL9+vU64yA5JHZ2djh79iwuXbqkwYAEORI4SK5Injx54OzsrO8jAYDMlqxYsUJnO86fP6+BgwQRH3zwAcqWLauBzoPMmzcPQ4cORcWKFfH6668bo0CtWrU0uFm9ejXGjh2rsyTBwcE6CyTkUV7r7++PAwcO4MiRIzpzsm7dOj1vLRiYEBEREZHFkoBDZhXMZN8cmEgwIS5cuKDjEpjIJhf1ErTIzIos/9q0aRNKlCihy7LuFRkZqYGCg4ODvjZXrlwYP3787Qpc5q/t4uKij/cjAY2np6fuy/dofq0EGA0aNNAAqU6dOihXrpyOJyczJhIsmf8M7dq10+Vl1oSBCRERERFZrA4dOmD+/PkaQMjFu8xexMbGGmeTNG/e/Pbjyy+/jOvXr+vsh+SdiB9//BGdO3fWmQgzCUDi4+M1kGjVqhUKFCiAQYMGoUqVKvj222+1olbp0qU1F0XyXCQv5UF69OiBWbNmaZngNWvWaMAj5Htp37695qnI0jDJXTGT50ggIt+fBFLPPvus5sjIsrITJ04Yz7IOuUx/kSyeTERERETZl+lydVm3zmg1e64xcIcEIW3btsW///6rMwpycS+5H9WrV8d3332nMxFCcjIkqVyCEiFJ7RJY1KtXTxPhZVwCkD///FOXdMmyqhdffFHzPtzc3PDqq6/qjIfkhUjFLkmUlyBDgo38+fOjQoUK+pr7XVqbk+Xj4uI0Z0W+pixFk9mTZs2awcvLS/eLFi2KM2fO6LK0gIAA+Pr66rIxWf41c+ZMfb3kqCxZsuSu2aJs6z4/v+QYmBARERFR9paGC1tZBiUX++ZlXCmR5Vey9EtyTJI/T/JMChUqpGMyKyGBSO7cubWKlizRsrGx0edJgrzMnCRftiVBjTxPggkhlbZS6k0ieSuNGjXSWRiZ2SlWrNhd34PMosifQXJYhCTTe3h4aJK9BF/mrylfT75HyamxGAxMiIiIiMgqpPHCNjuQ5PkNGzYYR3dIjoq57G+Ow8CEiIiIiKyCcWFbqlsPY4AsTeCfMxmYEBEREZGFM12u7vjkwQ0MKXur+fFIYy9lDEyIiIiIiCjLsVwwERERERFlOQYmRERERESU5RiYEBERERFRlmNgQkREREREWY6BCRERERERZTHg/wFPI2pFpDc1kgAAAABJRU5ErkJggg=="
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "Now that we have loaded our data, let's take a moment to look at what our data model looks like:\n",
+    "\n",
+    "\n",
+    "![dining-by-friends.png](attachment:dining-by-friends.png)\n",
+    "\n",
+    "<table>\n",
+    "    <tr><th colspan=3 style=\"text-align: center\">Element (Node/Edge) Counts</th>\n",
+    "    </tr>\n",
+    "<tr><td style=\"width:40%\">\n",
+    "    \n",
+    "|Node Label|Count|\n",
+    "|:--|:--|\n",
+    "|review|109|\n",
+    "|restaurant|40|\n",
+    "|cuisine|24|\n",
+    "|person|8|\n",
+    "|state|2|\n",
+    "|city|2|\n",
+    "    \n",
+    "</td>\n",
+    "    <td></td>\n",
+    "    <td style=\"width:40%\">\n",
+    "\n",
+    "|Edge Label|Count|\n",
+    "|:--|:--|\n",
+    "|wrote|218|\n",
+    "|about|218|\n",
+    "|within|84|\n",
+    "|serves|80|\n",
+    "|friends|20|\n",
+    "|lives|16|\n",
+    "\n",
+    "</td></tr> </table>\n",
+    "\n",
+    "This dataset represents a fictitious, but realistic, restaurant recommendation application that contains:\n",
+    "\n",
+    "* Users, represented by `person` nodes\n",
+    "* Users connected to Users via `friends` edges\n",
+    "* Restaurants and their associated information (`city`, `state`, `cuisine`)\n",
+    "* Reviews include the body and ratings\n",
+    "* Ratings of reviews (helpful/not helpful)\n",
+    "\n",
+    "This application contains three main aspects to the data it collects.  First, it contains a social network consisting of `person` nodes connected to other `person` nodes via a `friends` edge.  Second, it contains a restaurant review aspect consisting of `restaurant` nodes, information about those restaurants (`city`/`state`/`cuisine`), and `review` nodes for that restaurant.  The third, and final aspect, consists of a personalization component where a `person` can rate a `review`, which allows for better recommendations based on a person's preferences.\n",
+    "\n",
+    "Throughout this set of notebooks, we will leverage the different aspects of this data to highlight different fundamental types of common property graph queries, namely neighborhood traversals, hierarchies, paths, and collaborative filtering.\n",
+    "\n",
+    "Now let's get started."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Finding your Data\n",
+    "\n",
+    "When working with Gremlin, the most common usage of the language is to find data.  Gremlin accomplishes this using the following constructs:\n",
+    "\n",
+    "* `V()` - used to access nodes in the graph\n",
+    "* `E()` - used to access edges in the graph\n",
+    "* `has()` - used to filter for objects with a property of a specific value\n",
+    "* `hasLabel()` - used to filter for objects with a specific label or labels.\n",
+    "\n",
+    "To access nodes and edges, you must first get access to the graph itself. In Neptune, this is prebound to a variable called `g`, which is used as the first step in any Gremlin query.\n",
+    "\n",
+    "Gremlin supports a number of steps that help us traverse the graph. Some of these steps are listed below:\n",
+    "\n",
+    "#### Gremlin Steps\n",
+    "\n",
+    "|   Gremlin Steps|Description|\n",
+    "|:--|:--|\n",
+    "|`both()`|Follow edges in either direction|\n",
+    "|`outE()`|Include the outgoing edges in the query (to check a label or property for example)|\n",
+    "|`inE()`|Include the incoming edges in the query (to check a label or property for example)|\n",
+    "|`bothE()` |Include edges in either direction in the query|\n",
+    "|`outV()`|The node on the other end of an outgoing edge|\n",
+    "|`inV()`|The node on the other end of an incoming edge|\n",
+    "|`otherV()`|The node on the other end of either an outgoing or incoming edge|\n",
+    "\n",
+    "\n",
+    "Now that we have a basic understanding of Gremlin's traversal steps, let's take a look at how this is applied to answer some common graph query patterns.\n",
+    "\n",
+    "### Finding Nodes\n",
+    "\n",
+    "The simplest traversal you can do in Gremlin is to search for nodes. In Gremlin traversals, nodes are represented by `V()`. In our example, *review*, *restaurant*, *cuisine*, *person*, *state* and *city* as represented as nodes.\n",
+    "\n",
+    "Execute the query below to search for all nodes and return them, but limit the number returned to 10."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()        //find me all reviews, restaurants, cuisines, persons, states and cities\n",
+    ".limit(10)   //return only 10 results\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eee92c8",
+   "metadata": {},
+   "source": [
+    "### Finding Edges\n",
+    "\n",
+    "The example above works, however it does not leverage the connections within the data, represented by edges in our graph, that make graph databases powerful.  \n",
+    "\n",
+    "To perform a search across multiple nodes and edges, we need to use our traversal to specify how the nodes and edges are related using the following syntax:\n",
+    "\n",
+    "\n",
+    "|   Gremlin Step|Description|\n",
+    "|:--|:--|\n",
+    "|`outE()`|Include the outgoing edges in the query (to check a label or property for example)|\n",
+    "|`inE()`|Include the incoming edges in the query (to check a label or property for example)|\n",
+    "|`bothE()` |Include edges in either direction in the query|\n",
+    "\n",
+    "Execute the query below to search for node-edge->node patterns described by the `V().inE().outV()` steps, and return 10 results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "168bcc76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()        //find me all nodes\n",
+    ".inE()       //traverse to the incoming edge\n",
+    ".outV()      //find the outgoing node\n",
+    ".limit(10)   //return only 10 results\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "In the example above we specified using incoming edges, using the `inE()` step, but we could have also chosen to look for patterns using only outgoing edges, `outE()`, or ignoring edge direction, `bothE()`.  \n",
+    "\n",
+    "To build more complex patterns, we can use these basic constructs to link together multiple levels of connections to find more complex patterns.  In the example below, we have extended our previous query to return 10 nodes that have both incoming and outgoing edges, by specifying a `node-edge->node<-edge-node` pattern."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "63d548a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()        //find me all nodes\n",
+    ".outE()     //traverse the outgoing edges\n",
+    ".inV()      //find the node at the end of the edge\n",
+    ".inE()      //traverse the incoming edge\n",
+    ".outV()     //find the outgoing edge\n",
+    ".dedup()     //remove any duplicates\n",
+    ".limit(10)  //return only 10 results\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3093ad2",
+   "metadata": {},
+   "source": [
+    "We can also do the same using the combination of `bothE()` and `otherV()`, instead of explicitly stating whether to travese outgoing or incoming edges."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55f2aaf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()        //find me all nodes\n",
+    ".bothE()     //traverse both outgoing and incoming edges\n",
+    ".otherV()    //find the node at the end of the edge\n",
+    ".dedup()     //remove any duplicates\n",
+    ".limit(10)  //return only 10 results\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f5ef9ca",
+   "metadata": {},
+   "source": [
+    "In the example above, we have returned matches based on a series of connected nodes and edges.  When working with graphs, a series of connected nodes and edges may also be referred to as a 'path'.  Often when we are looking for patterns within our graph we would like to return not just a node or edge within the pattern but the path containing how these items are connected.\n",
+    "\n",
+    "\n",
+    "### Finding Paths\n",
+    "\n",
+    "To find paths within our graph we can use the constructs we have already learned to specify that we want the path returned. In our previous queries, we started at every node and traversed to the adjacent node using the incoming edge using `inE()`, the outgoing edge using `outE()`, or disregarded the edge direction using `bothE()`. However, we only returned the adjacent node, and not the path.\n",
+    "\n",
+    "To return the path, we use the `path()` step. This will return traversal information for all paths that have been crossed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1c3736ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()        //find me all nodes\n",
+    ".bothE()     //traverse both outgoing and incoming edges\n",
+    ".otherV()    //find the node at the end of the edge\n",
+    ".dedup()     //remove any duplicates\n",
+    ".path()      // <-- now return the path\n",
+    ".by(elementMap())\n",
+    ".limit(10)  //return only 10 results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df52d879",
+   "metadata": {},
+   "source": [
+    "## Filtering your Data\n",
+    "\n",
+    "So far, we have learned how to find specific patterns within our graph based on how the nodes and edges connect.  However, most of the time you will want to use attributes of the nodes and edges to filter the results to return a more specific subset of data.  \n",
+    "\n",
+    "We accomplish this using the `has()` or `where()` steps. Using the `has()` step filters the traversal based on the existence of a property with a specific value. We can use the `where()` step to filter the traversal based on the existence of a matching traversal. \n",
+    "\n",
+    "This is an **important** differentiation between the two filtering steps. For example, if you wanted to filter based on the existence of a property, or if a property value matched an arbitrary value, you would use `has()`:\n",
+    "\n",
+    "`g.V().has('name','Dave')`\n",
+    "\n",
+    "Alternatively, if you wanted to filter based on a traversal, you would use `where()` instead. For example, if you wanted all nodes with more than 100 outgoing connections, you could use a query such as that below:\n",
+    "\n",
+    "`g.V().where(out().count().is(gt(100)))`\n",
+    "\n",
+    "Within both the `has()` and `where()` steps, there are a variety of predicates available to perform logical operations and comparisons of the data. Below is a listing of the some of the predicates supported by Gremlin.\n",
+    "\n",
+    "### Predicate Functions ###\n",
+    "\n",
+    "Predicates are functions used to compare values based on equality, ranges or certain patterns. Below is a list of some of the predicates supported by Gremlin. These are implemented in either the [TextP](https://tinkerpop.apache.org/javadocs/current/core/org/apache/tinkerpop/gremlin/process/traversal/TextP.html) or [P](https://tinkerpop.apache.org/javadocs/current/core/org/apache/tinkerpop/gremlin/process/traversal/P.html) traversal classes  \n",
+    "\n",
+    "|Type|Predicate|\n",
+    "| ----------- | ----------- |\n",
+    "|General|`within()`, `without()`, `between()`|\n",
+    "|Math|`eq()`, `neq()`, `gt()`, `lt()`, `gte()`, `lte()`|\n",
+    "|String|`startingWith()`, `endingWith()`, `notStartingWith()`, `notEndingWith()`, `containing()`, `notContaining()`|\n",
+    "|Boolean|`and()`, `or()`, `not()`|\n",
+    "|Regex|`regex()`, `notRegex()`|\n",
+    "\n",
+    "### Filtering Steps ###\n",
+    "\n",
+    "In addition to the predicate functions listed above, Gremlin also supports steps which provide filtering functionality. Below is a list of some of the supported steps:\n",
+    "\n",
+    "|Gremlin Step|Description|Example|\n",
+    "| ----------- | ----------- | ----------- |\n",
+    "|`is()`|Filter scalar values|`g.V().values('age).is(32)`|\n",
+    "\n",
+    "### Reducing Barrier Steps ###\n",
+    "\n",
+    "Finally, Gremlin supports steps that are defined as `reducing barrier steps`. So what is a Reducing Barrier Step? A full definition can be read in the [official Tinkerpop Apache](https://tinkerpop.apache.org/docs/3.7.0/reference/#a-note-on-barrier-steps), but a shorter explanation is provided below as follows:\n",
+    "\n",
+    "_\"Gremlin is a lazy stream processing language. This means it will not evaluate data within a traversal until it reaches a step (called a `reducing barrier step`) that requires all the previous traverses to be processed, and a single 'reduced value' traverser to be emitted to the next step.\"_\n",
+    "\n",
+    "Some examples of `reducing barrier steps` are as follows:\n",
+    "\n",
+    "|Type|Step\n",
+    "| ----------- | ----------- |\n",
+    "|List|`fold()`|\n",
+    "|Math|`count()`, `sum()`, `max()`, `min()`|\n",
+    "|Aggregation|`group()`,`groupCount()`|\n",
+    "\n",
+    "\n",
+    "In the next sections, we will look at some common ways to apply filters using predicates and filtering steps, as well as using barrier steps to modify our return values."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "20cf71b1",
+   "metadata": {},
+   "source": [
+    "### Filtering Nodes by Label\n",
+    "\n",
+    "One of the most common items you will want to filter on will be the label(s) associated with a node. This can be accomplished by using the `hasLabel()` step."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "651a0f21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person') // <-- find all person nodes\n",
+    ".limit(10)\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "61f35676",
+   "metadata": {},
+   "source": [
+    "#### Filtering by multiple labels using `hasLabel()`\n",
+    "\n",
+    "In Property Graph, nodes can have multiple labels associated with them, so you may need to filter across more than one label. You can do this using the example below:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0460223d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person','restaurant') // <-- filter on the node label, e.g. find all person and restaurant nodes\n",
+    ".limit(10)\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51893308",
+   "metadata": {},
+   "source": [
+    "### Filtering Edge by Label\n",
+    "Another common item you to filter on is the type or label associated with an edge. As with nodes, you can use the `hasLabel()` step associated with an edge."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3b673615",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel('person') // <-- find all person nodes\n",
+    ".inE()\n",
+    "    .hasLabel('friends')  // <-- filter on the edge label\n",
+    ".outV()\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52375922",
+   "metadata": {},
+   "source": [
+    "What about if we only wanted to include people who have 2 or more connected friends? We can use some of the predicates we mentioned earlier:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a76e67d6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel('person')\n",
+    ".where(out().hasLabel('person').count().is(gte(2))) // <-- filter only people who have at 2 or more friend connections\n",
+    ".outE()\n",
+    "    .hasLabel('friends')\n",
+    ".inV()\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c5abc463",
+   "metadata": {},
+   "source": [
+    "What if we wanted to get a list of all the restaurants in order to find out which cuisine's they serve? After all, all this learning has made me hungry!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7a6a9575",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel('restaurant')     // <-- get all the restaurant nodes\n",
+    ".out()\n",
+    "    .hasLabel('cuisine')    // <-- traverse outwards to the cuisine nodes\n",
+    ".path()                     // <-- get the path\n",
+    ".by(values('name'))         // <-- return the 'name' property for all nodes in the traversals"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff908e2b",
+   "metadata": {},
+   "source": [
+    "You'll have noticed we used `by()` and `values()` in the above step. This was to be able to format the results to show the `name` property of each of the nodes in the traversal. We'll be explaining how these work in more detail in the **Formatting Results** section below."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d59628b",
+   "metadata": {},
+   "source": [
+    "### Finding by Property\n",
+    "\n",
+    "The next common use case for filtering is to be able to filter on attribute values. \n",
+    "\n",
+    "This can be accomplished by using the `has()` step as described above, which applies to both nodes and edges.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e755b029",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()                       // <-- start with all nodes\n",
+    ".has('first_name','Dave')   // <-- filter nodes which have a 'first_name' property value of 'Dave'\n",
+    ".limit(10)\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b998cd1",
+   "metadata": {},
+   "source": [
+    "Because there are no properties associated to any of our edges, running the following query won't return any records. However, you can use it to see how the same concept of filtering nodes based on properties can be applied to edge.s"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "098151bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()                   // <-- start with all nodes\n",
+    ".outE()                 // <-- traverse the outbound edge, landing on that edge\n",
+    ".has('weight', 1)       // <-- filter edges which have a 'weight' property value of '1'\n",
+    ".elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2081d7b4",
+   "metadata": {},
+   "source": [
+    "## Formatting Results\n",
+    "\n",
+    "Having gone through the basics of finding and filtering data with Gremlin, let's take a look at the last step, formatting our results.  Almost all Gremlin queries will return a value. How this is formatted depends on the traversal and formatting steps.\n",
+    "\n",
+    "\n",
+    "### Returning all values\n",
+    "\n",
+    "By default, Gremlin will only return the object id in the result set, in the format of `v[<id>]` for nodes and `e[<id>]` for edges. Run the following code to see an example:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2d1af3bf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person')\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "953027a0",
+   "metadata": {},
+   "source": [
+    "This is great, but isn't particularly useful unless we're pairing it up with data stored elsewhere. Instead, we'd like to retrieve properties about each returned node, and we have three options to be able to do this:\n",
+    "\n",
+    "* `valueMap()` - returns a map of all the non-internal property values. Use `valueMap().with(WithOptions.tokens)` to include internal properties such as id and label.\n",
+    "* `values()` - returns each non-internal property as an individual row.\n",
+    "* `elementMap()` - returns a map of ALL property values\n",
+    "\n",
+    "`valueMap()`, `values()` and `elementMap()` also accept a property name, or list of properties to return, as shown below:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ce3ea852",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person')\n",
+    ".values('first_name')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a0442191",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person')\n",
+    ".elementMap('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8713cbba",
+   "metadata": {},
+   "source": [
+    "**Note**, If you only need to return specific properties from a query, it's recommended that you provide the names of the required properties, so it doesn't return more data than you need."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dae29842",
+   "metadata": {},
+   "source": [
+    "It's important to understand the difference between `valueMap()` and `elementMap()`. Whilst both return properties as a map, they do so in fundamentally different ways.\n",
+    "\n",
+    "With `valueMap()` all non-internal properties are returned (unless `.with(WithOptions.tokens)` is specified). In addition, all property values are represented as lists, even if there is only a single property value.\n",
+    "\n",
+    "With `elementMap()` all properties are returned, however unlike `valueMap()` they are not returned as list members. Where you have list or set property containing multiple values, **only the first member is returned**. If you need to return these types of properties, you should use `valueMap()` instead. \n",
+    "\n",
+    "In addition, when using `elementMap()` with edges, additional information regarding the attached vertices is also returned. The following query demonstrates this."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81c472e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().limit(1).outE().limit(1).elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "05332a49",
+   "metadata": {},
+   "source": [
+    "### Returning property values\n",
+    "\n",
+    "Most often, you want to be specific about the data elements (node/edges), attributes, or a combination of both, that a query returns.  This provides for efficient processing, both at the database and client level, and efficient data transmission, since we are only retrieving, processing, and sending what is needed.  \n",
+    "\n",
+    "As we've already seen, Gremlin will only return the results at the end of the traversal, so how do we obtain details of objects that are specified higher up in the traversal? To accomplish this, we can use the `select()` and `project()` steps.\n",
+    "\n",
+    "#### Selecting and Aliasing\n",
+    "\n",
+    "We can use `select()` to refer to objects that have been aliased previously in the traversal using the `as()` step. Below is an example of how this is achieved:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ba582e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".has('first_name','Dave').as('dave')\n",
+    ".out()\n",
+    ".hasLabel('person').as('friend')\n",
+    ".select('dave','friend')\n",
+    ".by('first_name')\n",
+    ".by('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc834aed",
+   "metadata": {},
+   "source": [
+    "The above query is quite a jump from our previous examples, so let's breakdown the steps:\n",
+    "\n",
+    "* `g.V()` - start by looking at all the nodes\n",
+    "* `.has('first_name','Dave').as('dave')` - find all nodes with a `first_name` property value of `Dave`. Store these nodes under the alias of `dave`.\n",
+    "* `.out().hasLabel('person').as('friend')` - traverse the outgoing edge to an adjacent `person` node. Store these nodes under the alias of `friend`.\n",
+    "* `.select('dave','friend')` - refer to the previously aliased traversals using the `select()` step.\n",
+    "* `.by('first_name')` - this determines how to format the output of each of the aliased objects. In this case, we're only outputting the `first_name` property for all nodes in the `dave` and `friend` variables."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0452038d",
+   "metadata": {},
+   "source": [
+    "**Note** When using `by()` after a `select()` you must specify the same number of `by()` statements as there are variables in the `select()`. Failing to doing so, will cause Gremlin to re-use whichever by() statements have been specified, starting with the first one. Now, this may not always be a problem, as we can see in the next example:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ac2eff7d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".has('first_name','Dave').as('Me')\n",
+    ".out()\n",
+    ".hasLabel('person').as('MyFriends')\n",
+    ".select('Me','MyFriends')\n",
+    ".by('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc56a6d2",
+   "metadata": {},
+   "source": [
+    "The above query is the same as before, however because we only want to return the `first_name` property from nodes in both the `dave` and `friend` aliases, we only need to specify one `by()` modulator.\n",
+    "\n",
+    "#### Projection\n",
+    "\n",
+    "Unlike `select()` that aliases previous traversals, the `project()` step takes data from the incoming traversal and moves forward with it. The following example shows how to use `project()` to return the same results as `select()`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "04be1fd9",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".has('first_name','Dave').as(\"Me\")\n",
+    ".out()\n",
+    "    .hasLabel('person').values('first_name').as(\"MyFriend\")\n",
+    ".project('Me','MyFriend')\n",
+    "    .by(select(\"Me\").values('first_name'))\n",
+    "    .by(select(\"MyFriend\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "943bdceb",
+   "metadata": {},
+   "source": [
+    "Notice in the above query how we've combined `project()` and `select()` to provide us with the same results. This is because to we've needed to alias specific portions of the incoming traversal, e.g. the node representing *Dave*, and the nodes representing Dave's *friends*.\n",
+    "\n",
+    "If we were to run the following query, you'll notice something very odd happen with the results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a8c78c07",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".has('first_name','Dave')\n",
+    ".project('Me','MyFriends')\n",
+    ".by(values('first_name'))\n",
+    ".by(out().hasLabel('person').values('first_name'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d8628c06",
+   "metadata": {},
+   "source": [
+    "The query looks like it should return the `first_name` value of the node representing *Dave*, and then return the `first_name` property of all the outbound `person` nodes associated with Dave. So why didn't it?\n",
+    "\n",
+    "It's because the first `.has('first_name','Dave')` step created a single traverser. This was the input to the `project()` step. From here, the `.by(out().hasLabel('person').values('first_name'))` step is essentially executing a **sub-query** at this point, which is why it only returns a single row. If you've ever written sub-queries in SQL, you'll know that they're only allowed to return one row, and this query follows the same pattern.\n",
+    "\n",
+    "So how do we solve this? We can use the `fold()` step to bundle up all the `first_name` values into a single value, and return this instead."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4f89c0ba",
+   "metadata": {},
+   "source": [
+    "### Returning unique values\n",
+    "\n",
+    "To return unique values in the results, we can use the `dedup()` step. This can be used in two ways:\n",
+    "\n",
+    "* to remove duplicates from the incoming traversal\n",
+    "* to only return unique values based on a `by()` modulation\n",
+    "\n",
+    "Both applications are shown below:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c6cf5578",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person')\n",
+    ".both().hasLabel('person')\n",
+    ".dedup()\n",
+    ".values('first_name')\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c8ab0463",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person')\n",
+    ".dedup()\n",
+    ".by('first_name')\n",
+    ".values('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "809468ee",
+   "metadata": {},
+   "source": [
+    "### Returning custom values\n",
+    "\n",
+    "In addition to returning simple key-value pairs, we can construct more complex responses. This is a common requirement, especially when returning aggregations or when returning attributes from different variables in the matched patterns.\n",
+    "\n",
+    "These new projections are created by using the `by()` step modulator (which is discussed more in the Loops-Repeats notebook). As we're previous seen, for each traversal step, we write a `by()` step to apply to it. The example below shows how we can return a custom string with the statement \"*person* is friends with *person*\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b6d4d8c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".out().hasLabel('person')\n",
+    ".out().hasLabel('person')\n",
+    ".path()\n",
+    ".by('first_name')\n",
+    ".by(constant(' is friends with '))\n",
+    ".by('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "870e2989",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the basics of writing Gremlin read queries, it's time to put it into practice! Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the Gremlin queries specified below.\n",
+    "\n",
+    "Using the social network portion (`person` and `friends`) of our Dining By Friends graph, let's answer the following questions:\n",
+    "\n",
+    "\n",
+    "### Exercise 1: Find the first name of Dave's friends\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer is four results: \"Josh\", \"Hank\", \"Kelly\", \"Jim\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee77c9c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f4b6049f",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Find the first name of the friends of Dave's friends\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e6cc0978",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91433ad6",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Find out how the friends of Dave's friends are connected\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the path\n",
+    "\n",
+    "The correct answer contains three results:\n",
+    "\n",
+    "- `Dave` -> `Josh` -> `Hank`\n",
+    "- `Dave` -> `Kelly` -> `Denise`\n",
+    "- `Dave` -> `Jim` -> `Paras`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e7b488b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c80aba29",
+   "metadata": {},
+   "source": [
+    "### Exercise 4: Which friends should we recommend for Dave?\n",
+    "\n",
+    "A common use case for graphs in social networks is to recommend new connections.  There is a significant amount of research in this area (example [here](https://www.science.org/doi/10.1126/sciadv.aax7310#:~:text=The%20triadic%20closure%20mechanism%20uses,features%20of%20empirical%20social%20networks)) but mainly there are two prevailing mechanisms at work in social networks that we can leverage to help provide efficient recommendations to a user.  The first of these mechanisms is called homophily, which is the tendency of similar people to be connected.  Homophily is a driving factor in many social networks, with an important outcome being that people connected to you, or connected to people that are connected to you, tend to be similar to you.  This leads to the second mechanism in a graph, the concept of a triadic closure.  Triadic closure is a way to create or recommend new connections based on common friends or acquaintances.  \n",
+    "\n",
+    "\n",
+    "In this exercise, we are going to leverage triadic closure to recommend friends for Dave.  To accomplish this, we will need to leverage the previously written queries but extend them to:\n",
+    "\n",
+    "* Find all the friends of friends that do not have a connection to Dave\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fb26d6fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1f7523f",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored the basics of writing Gremlin queries and how they are represented in the \"Find\", \"Filter\", \"Format\" paradigm. First, we learned the basics of how to specify the steps used to match on data in our queries. Next, we learned several different mechanisms for how to filter the data found by our queries to return the correct results. Finally, we learned how to specify the format of the data being returned from a query to make for efficient use of database and application resources.\n",
+    "\n",
+    "In the next notebook, we will take what we have learned in this notebook and extend it to show how to answer questions where the length of the patterns is variable or unknown."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/02-Loops-Repeats.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/02-Loops-Repeats.ipynb
new file mode 100644
index 00000000..5824bfda
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/02-Loops-Repeats.ipynb
@@ -0,0 +1,706 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning Gremlin - Loops and Repeat Queries\n",
+    "\n",
+    "This notebook is the second in a series of notebooks that walk through how to write queries using Gremlin.  In this notebook, we will examine the basics of how to perform looping and repeating queries in Gremlin.  \n",
+    "\n",
+    "\n",
+    "This notebook assumes that you have already completed the previous notebook \"01-Basic-Read-Queries\" so we will continue our lessons from the end of the previous notebook and assume that the data has been loaded into the cluster. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c12469c",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cuisine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e5bebb15",
+   "metadata": {},
+   "source": [
+    "We'll be using the `node_labels` variable to provide a nicer visualisation when running the queries in this notebook. To use it, we need to pass it along with the query itself, as follows:\n",
+    "\n",
+    "`%%gremlin -d node_labels`\n",
+    "\n",
+    "The `-d` instructs the notebook as to which properties should be displayed for each specified node label."
+   ]
+  },
+  {
+   "attachments": {
+    "dining-by-friends.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "As we examined the data model in the previous notebook, we are not going to examine it, however we will leave the data schema for reference.\n",
+    "\n",
+    "![dining-by-friends.png](attachment:dining-by-friends.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Looping\n",
+    "\n",
+    "When working with any property graph, some of the most powerful queries you can write are ones where the number of connections between a source and a target entity is not known.  These types of queries are so common that property graph query languages, such as Gremlin, have first class support as a key piece of the query language.  In Gremlin, these queries are written using a mechanism known as Looping and Repeating. Loops allow us to specify a sequence of nodes and relationships, whilst Repeats allow us to specify the number of times to repeat the relationship in the pattern matching syntax, or until an additional pattern has been matched.\n",
+    "\n",
+    "In Gremlin, a basic loop query to find all nodes within 1 to 3 hops looks like:\n",
+    "\n",
+    "```\n",
+    "   g.V().repeat( out() ).times(3)\n",
+    "```\n",
+    "\n",
+    "Examining this query we see that there are two defined parts to a loop in Gremlin. The first is the `repeat()` step, which acts as a wrapper to the traversal pattern that we'd like to use. The second part defines the *limit* to be applied to the repeat (we don't want to keep traversing indefinitely!) The *limit* portion can be applied using three different mechanisms, as shown in the list below:\n",
+    "\n",
+    "* `times()` - used to specify the exact number of times a `repeat()` pattern is to be executed\n",
+    "* `until()` - used to specify a traversal pattern that, once satisfied, will stop the `repeat()` for a traversal\n",
+    "* `loops()` - used to extract the number of times a traversal has gone through the current loop"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14b59d03",
+   "metadata": {},
+   "source": [
+    "### Diving deeper into `repeat()` ###\n",
+    "\n",
+    "The `repeat()` step also supports two 'modulators'; `until()` and `emit()`, which can be both used before or after the `repeat()` step. Using the `until()` step before the `repeat()` is similar to the common [`while...do`](https://www.w3schools.com/java/java_while_loop.asp) programming paradigm, whereas using the `until()` _after_ the `repeat()` is similar to the [`do...while`](https://www.w3schools.com/cpp/cpp_do_while_loop.asp) concept.\n",
+    "\n",
+    "The `emit()` modulator works by returning the results of a traversal as it is executed, and can be useful when used in conjunction with other looping-limiting steps such as `times()`. An example of this is the query below where we want to limit the `repeat()` to two hops, however we also want to return paths which include only one hops."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "37564e65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".repeat(\n",
+    "    out()\n",
+    ")\n",
+    ".emit()\n",
+    ".times(2)\n",
+    ".path()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7553a654",
+   "metadata": {},
+   "source": [
+    "We can also place the `emit()` modulator _before_ the `repeat()` step. This will cause the result in the previous step in the query to be emitted before the results that follow.\n",
+    "\n",
+    "Run the following example, and notice that `Dave` is returned ahead of the results from the `repeat()`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "caef7b44",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    "    .hasLabel(\"person\")\n",
+    "    .has(\"first_name\",\"Dave\")\n",
+    "    .emit()\n",
+    "    .repeat(\n",
+    "        out().hasLabel(\"person\")\n",
+    "    )\n",
+    "    .times(3)\n",
+    "    .limit(10)\n",
+    "    .path()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5bfe8e31",
+   "metadata": {},
+   "source": [
+    "Compare this with the output of the following query that doesn't use `emit()` prior to the `repeat()`. You'll notice that `Dave` is no longer included as a path by themselves."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "034bcde1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    "    .hasLabel(\"person\")\n",
+    "    .has(\"first_name\",\"Dave\")\n",
+    "    .repeat(\n",
+    "        out().hasLabel(\"person\")\n",
+    "    )\n",
+    "    .times(3)\n",
+    "    .limit(10)\n",
+    "    .path()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f28802bc",
+   "metadata": {},
+   "source": [
+    "Now that we have a basic understanding of Gremlin's loop syntax, let's look at how this is applied to answer some common graph query patterns.\n",
+    "\n",
+    "### Static Number of Hops\n",
+    "\n",
+    "The simplest looping pattern you can do in Gremlin is to specify a fixed number of hops for your pattern.  This is accomplished using the `times()` step.  Let's execute the query below to traverse outwards by 2 hops, and return the path."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".repeat(\n",
+    "    out()\n",
+    ")\n",
+    ".times(2)\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "attachments": {
+    "looping-example-v2.gif": {
+     "image/gif": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "ec458d20",
+   "metadata": {},
+   "source": [
+    "### Explaining the previous Gremlin query\n",
+    "\n",
+    "Using the `repeat()` step, we told Gremlin to traverse all **outgoing** edges **2 times**. The graphic below demonstrates how Gremlin creates additional traverses when there are multiple outgoing edges to follow.\n",
+    "\n",
+    "![looping-example-v2.gif](attachment:looping-example-v2.gif)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2178818",
+   "metadata": {},
+   "source": [
+    "### Variable Number of Hops\n",
+    "\n",
+    "While the example above works on a static number of hops, sometimes we do not know the number of connections we need to traverse to answer a question. In this case, we can use the `until()` step to specify an additional pattern that will stop a traverser once the condition is met."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df52d879",
+   "metadata": {},
+   "source": [
+    "**Note**. The performance of graph queries depend on how much of the graph needs to be traversed. It's important that you have an optimal graph data model to ensure fan-out is kept to a minimum, or large portions of your graph aren't traversed when they don't need to be.\n",
+    "\n",
+    "Execute the query below to see how many paths are connected via any number of `friends` edges. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "651a0f21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel(\"person\")\n",
+    ".repeat(\n",
+    "    bothE()\n",
+    "        .hasLabel(\"friends\")\n",
+    "    .otherV()\n",
+    "        .hasLabel(\"person\")\n",
+    ")\n",
+    ".until(\n",
+    "    not(out().hasLabel(\"person\"))\n",
+    ")\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81777d83",
+   "metadata": {},
+   "source": [
+    "We can also do the same using `outE()` and `inV()` steps, ensuring we're only traversing in one direction."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64e01107",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel(\"person\")\n",
+    ".repeat(\n",
+    "    outE()\n",
+    "        .hasLabel(\"friends\")\n",
+    "    .inV()\n",
+    "        .hasLabel(\"person\")\n",
+    ")\n",
+    ".until(\n",
+    "    not(out().hasLabel(\"person\"))\n",
+    ")\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "07ab8a08",
+   "metadata": {},
+   "source": [
+    "Now execute the following query to limit the number of times we repeat our loop along the `friends` edges:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2b417d5e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel(\"person\")\n",
+    ".repeat(\n",
+    "    bothE()\n",
+    "        .hasLabel(\"friends\")\n",
+    "    .otherV()\n",
+    "        .hasLabel(\"person\")\n",
+    ")\n",
+    ".until(\n",
+    "    loops().is(2)\n",
+    ")\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "807eef5a",
+   "metadata": {},
+   "source": [
+    "There is a 'gotcha' when combining filtering using `has()` and looping using `until()` or `loops()`. \n",
+    "\n",
+    "As we saw in the `01-Basic-Read-Queries` notebook, `has()` provides the functionality to filter on the existence of a specific property, or match based on a property value. We can use this when looping through our graph to stop when we match the specified criteria. For example;"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "154f043a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel(\"person\")\n",
+    ".repeat(\n",
+    "    bothE()\n",
+    "        .hasLabel(\"friends\")\n",
+    "    .otherV()\n",
+    "        .hasLabel(\"person\")\n",
+    ")\n",
+    ".until(\n",
+    "    has(\"first_name\",\"Dave\")\n",
+    "    .or(loops().is(2))\n",
+    ")\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8213e885",
+   "metadata": {},
+   "source": [
+    "What we're asking in the above query is:\n",
+    "\n",
+    "*\"traverse from every person node across the friends edge to another person node, and loop until the first_name property matches \"Dave\" or we've repeated 3 iterations\"*\n",
+    "\n",
+    "However, it doesn't quite work in the way that we expect it to. This is common misconception. Whilst we're filtering using `has()` in the `until()` step, no additional filtering is performed on the `or(loops().is(3))` step resulting in additional objects we're not interested in. To mitigate this, we need to apply the same `has()` filtering to the output of the `until()` as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6b0ff391",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel(\"person\")\n",
+    ".repeat(\n",
+    "    bothE()\n",
+    "        .hasLabel(\"friends\")\n",
+    "    .otherV()\n",
+    "        .hasLabel(\"person\")\n",
+    ")\n",
+    ".until(\n",
+    "    has(\"first_name\",\"Dave\")\n",
+    "    .or(loops().is(2))\n",
+    ")\n",
+    ".has(\"first_name\",\"Dave\")\n",
+    ".path()\n",
+    ".by(elementMap())\n",
+    ".limit(9)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad636a93",
+   "metadata": {},
+   "source": [
+    "### Cyclic Paths ###\n",
+    "\n",
+    "When repeating a traversal in Gremlin using the `repeat()` it's common to come across a pattern whereby the path loops back on itself. This is called a cyclic path, and can lead to your Gremlin queries looping forever.\n",
+    "\n",
+    "To stop this from occurring, it's good practise to include the `simplePath()` step. This removes paths with repeated objects, thus ensuring cyclic paths are not traversed.\n",
+    "\n",
+    "**Important**. The `simplePath()` filters for repeated object based on the previous step, such as `in()` or `out()`.\n",
+    "\n",
+    "The following query provides an example of combining `simplePath()` with the `out()` step to filter on all connected `person` vertices.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e1c9425",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    ".hasLabel(\"person\")\n",
+    ".repeat(\n",
+    "    out()\n",
+    "        .hasLabel(\"person\")\n",
+    "    .simplePath()\n",
+    ")\n",
+    ".until(\n",
+    "    not(out().hasLabel(\"person\"))\n",
+    ")\n",
+    ".path()\n",
+    ".limit(10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "974bbde5",
+   "metadata": {},
+   "source": [
+    "\n",
+    "### Visualising Results in a Neptune Notebook\n",
+    "\n",
+    "A key part of using any graph database is being able to visualise the way the objects stored within it are connected to each other. We've already shown how to do this in previous examples, however it's important to understand which of the Gremlin steps support this type of functionality.\n",
+    "\n",
+    "* `path()` - used to provide access to all nodes and edges within each unique path traversed\n",
+    "* `simplePath()` - used to ensure we don't repeat a traversal across an object we've already covered (this can lead to infinite looping if the model supports circular references)\n",
+    "\n",
+    "If you're running this in a Neptune Notebook, we can use the `path()` step we tell the notebook to automatically present a visualisation of the output of a query. The following query returns 10 paths visualising the connections between `person`, `city`, `restaurant` and `cuisine`. Run the following query, and a graphical visualisation will automatically appear."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4a54b895",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    "    .hasLabel(\"person\")     // start with all person nodes\n",
+    "    .out(\"lives\")           // traverse the outbound \"lives\" edge to city\n",
+    "    .in(\"within\")           // traverse the inbound edge from city to restaurant\n",
+    "    .where(__.inE(\"about\")) // filter on restaurants where at least one review exists\n",
+    "    .out(\"serves\")          // traverse the outbound edge from restaurant to cuisine\n",
+    "    .path()                 // return the path\n",
+    "    .limit(10)              // only return 10 results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dcfe37a1",
+   "metadata": {},
+   "source": [
+    "Additionally, you can combine `path()` with the `by()` modulator along with the `valueMap()` or `values()` steps to return some or all of the non-internal property values stored against the objects within a path. The following query builds upon what we've already run, by returning all non-internal values as a map."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "859ca5de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    "    .hasLabel(\"person\")     // start with all person nodes\n",
+    "    .out(\"lives\")           // traverse the outbound \"lives\" edge to city\n",
+    "    .in(\"within\")           // traverse the inbound edge from city to restaurant\n",
+    "    .where(__.inE(\"about\")) // filter on restaurants where at least one review exists\n",
+    "    .out(\"serves\")          // traverse the outbound edge from restaurant to cuisine\n",
+    "    .path()                 // return the path\n",
+    "    .by(\n",
+    "        valueMap()          // return all the non-internal properties of all vertices within the path\n",
+    "    )\n",
+    "    .limit(10)              // only return 10 results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ddc1ee5b",
+   "metadata": {},
+   "source": [
+    "The following query returns only a single property value by using the `values()` step instead of `valueMap()`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "26bf25b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V()\n",
+    "    .hasLabel(\"person\")     // start with all person nodes\n",
+    "    .out(\"lives\")           // traverse the outbound \"lives\" edge to city\n",
+    "    .in(\"within\")           // traverse the inbound edge from city to restaurant\n",
+    "    .where(__.inE(\"about\")) // filter on restaurants where at least one review exists\n",
+    "    .out(\"serves\")          // traverse the outbound edge from restaurant to cuisine\n",
+    "    .path()                 // return the path\n",
+    "    .by(\n",
+    "        values('first_name','name')          // return only the first_name or name property value (whichever is applicable)\n",
+    "    )\n",
+    "    .limit(10)              // only return 10 results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ec12aeca",
+   "metadata": {},
+   "source": [
+    "**Important**. It's worth noting that in the above query, just specifying `first_name` or `name` will result in no records being returned. This is because neither are properties across **all** vertices in our data model. For example, the `Person` vertex uses `first_name`, and all other vertices use `name` to store the name of the object. In this case, we can list the different properties and Gremlin will associate whichever property is applicable to whichever vertex.\n",
+    "\n",
+    "We will dive more into using `valueMap()` and `values()` in the next section."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85de2ce8",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the basics of looping and repeating queries in Gremlin, it's time to put it into practice. Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the Gremlin queries specified below.\n",
+    "\n",
+    "### Exercise 1: Find the friends of Dave's Friends using a loop\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer is a three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d1cc0f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6521e66f",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Find all `person` nodes connected to Dave\n",
+    "\n",
+    "Starting at a single node and trying to find all connected children (a.k.a. root to leaf) or trying to find the parent of any child node (a.k.a leaf to root) are two very common hierarchical graph query patterns.  Commonly, these queries supported bill of materials, information organization, or compliance use cases.\n",
+    "\n",
+    "In this exercise, we will be applying that same query pattern to find the hierarchy of people within our social network.  We'll accomplish this by writing a \"root to leaf\" type query where the root node is our `Dave` node in the social network.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Keep traversing the outgoing `friends` edge until there are no more outgoing `friends` edges\n",
+    "* Return all the paths\n",
+    "\n",
+    "The correct answer has 5 results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10b4aa1f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ce0b6c8",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Find all the ways Dave and Denise are connected\n",
+    "\n",
+    "A common extension to the path traversal query we wrote in Loop-3 is to return not just \"if\" someone is connected but \"how\" they are connected.\n",
+    "\n",
+    "In this exercise, we will be making a slight modification to the previous query to return \"how\" Dave and Denise are connected, not just that they are.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Keep traversing the `friends` edge until you find `Denise`\n",
+    "* Return the path\n",
+    "\n",
+    "The correct answer has 3 results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "007a9efd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5acefc5",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored writing looping and repeat queries in Gremlin. These queries are a powerful and common way to explore connected data to answer questions, especially those where the exact number of connection is unknown.  \n",
+    "\n",
+    "In the next notebook we will take what we have learned in this notebook and extend it to demonstrate how to order, group, and aggregate values in queries."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/03-Ordering-Functions-Grouping.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/03-Ordering-Functions-Grouping.ipynb
new file mode 100644
index 00000000..6083bf87
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/03-Ordering-Functions-Grouping.ipynb
@@ -0,0 +1,824 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning Gremlin - Ordering, Functions, and Grouping\n",
+    "\n",
+    "This notebook is the third in a series of notebooks that walk through how to write queries using Gremlin.  \n",
+    "\n",
+    "In this notebook, we will examine the basics of how to perform ordering, grouping, and aggregation in Gremlin.  This notebook assumes that you have already completed the previous notebook \"01-Basic-Read-Queries\" so we will continue our lessons from the end of the previous notebook and assume that the data has been loaded into the cluster."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c12469c",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cuisine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "111cfabb",
+   "metadata": {},
+   "source": [
+    "We'll be using the `node_labels` variable to provide a nicer visualisation when running the queries in this notebook. To use it, we need to pass it along with the query itself, as follows:\n",
+    "\n",
+    "`%%gremlin -d node_labels`\n",
+    "\n",
+    "The `-d` instructs the notebook as to which properties should be displayed for each specified node label."
+   ]
+  },
+  {
+   "attachments": {
+    "dining-by-friends.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "As we examined the data model in the previous notebook, we are not going to examine it, however we will leave the data schema for reference.\n",
+    "\n",
+    "![dining-by-friends.png](attachment:dining-by-friends.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Ordering Results\n",
+    "\n",
+    "When working with data, one common requirement is to return that data in a consistent and ordered fashion.  \n",
+    "\n",
+    "By default, data returned from an Gremlin query does not have a specified order, and consistent order cannot be assumed across multiple executions of the same query. To give our data a consistent order we must use the combination of the `order()` and `by()` steps. These enable you sort your results using the values that a query can return, such as nodes/edges, ID values, as well as via many expressions.  \n",
+    "\n",
+    "**Note** When the data being ordered contains a `null` value, these will be sorted to the end of the results for ascending sort order and the beginning of the list for descending sort order.\n",
+    "\n",
+    "\n",
+    "### Ordering by a property\n",
+    "\n",
+    "The simplest ordering in Gremlin is to specify a single property.  This is accomplished using the `order().by(<property name>)` syntax. By default, items are ordered in ascending order and descending order can be specified using `order().by(<property name>, desc)`.  \n",
+    "\n",
+    "Let's first look at what our data looks like to find all the `restaurant` nodes in our graph and return the `name` property."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7a0df81",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('restaurant')\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91e99c64",
+   "metadata": {},
+   "source": [
+    "As we see, there is no discernible order to the values returned.  \n",
+    "\n",
+    "Let's see how to order our data by executing the query below to find all the `restaurant` nodes in our graph and order them by the `name` property in descending order."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('restaurant')\n",
+    ".order()\n",
+    ".by('name', desc)\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eee92c8",
+   "metadata": {},
+   "source": [
+    "As we see, with the addition of the `order().by()` steps we get our data returned in a nice organized manner.  \n",
+    "\n",
+    "### Ordering by multiple properties\n",
+    "\n",
+    "A common need when ordering data is to use multiple properties as the ordering criteria.  In Gremlin, this is achieved by adding multiple `by()` steps to the `order()` step. When multiple properties are specified, the results are first ordered by the first property, then for equal values, the next property, and so on for all the specified properties.  \n",
+    "\n",
+    "Let's see how this works by executing the query below to find all the `restaurant` nodes in our graph and order them by the `name` property, then by the `address` property."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "168bcc76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('restaurant')\n",
+    ".order()\n",
+    ".by('name',desc)\n",
+    ".by('address',asc)\n",
+    ".valueMap('name','address')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "You can also use internal properties such as `id` and `label` as the ordering criteria. In the examples below, we first show how to order by the object `id`, and then show how to order by the object `label`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55f2aaf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel(\"restaurant\")\n",
+    ".order().by(id)\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c63b78f6",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel(\"restaurant\",\"state\")\n",
+    ".order().by(label, desc)\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "55c2ef57",
+   "metadata": {},
+   "source": [
+    "**Important**: Ordering a small set of data (<1M records) in Neptune should be performant. However, when ordering larger data sets (+1M records), it's likely to experience high latency. In this scenario, the recommendation is to query for the results, then use a caching layer such as [Redis Sorted Sets](https://docs.aws.amazon.com/AmazonElastiCache/latest/red-ug/elasticache-use-cases.html#elasticache-for-redis-use-cases-gaming) to perform the ordering and return the data back to the client."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b78432a",
+   "metadata": {},
+   "source": [
+    "### Pagination\n",
+    "\n",
+    "One of the most common requirements for applications is the ability to return the data in chunks, or pages in the response.  Gremlin supports pagination through the use of three steps: `range()`, and `skip()` and `limit()`.  \n",
+    "\n",
+    "We have already used the `limit()` step to specify the maximum number of entities returned. When used with the `skip()` step, which specifies the number of records to ignore at the beginning of the result set, we can create an effective pagination mechanism. One important thing to note about pagination is that we need to explicitly order the results to retrieve a consistent set of data in our pages. Without ordering the results, we have no guarantee that results will be returned in a constant order, meaning that the data shown for a specific \"page\" may differ between calls.\n",
+    "\n",
+    "Let's take a look at how we could use `skip()` and `limit()` to present a paginated view of the restaurants in our graph by retrieving the first page of results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0335cb50",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel(\"restaurant\")\n",
+    ".order().by(\"name\")\n",
+    ".skip(0)\n",
+    ".limit(10)\n",
+    ".values(\"name\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70d12ad6",
+   "metadata": {},
+   "source": [
+    "Let's see what it looks like to retrieve the second page of data. To accomplish this, we need to set the value in the `skip()` step to represent the page size we would like to skip."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7371ac06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel(\"restaurant\")\n",
+    ".order().by(\"name\")\n",
+    ".skip(10)\n",
+    ".limit(10)\n",
+    ".values(\"name\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "978fff4c",
+   "metadata": {},
+   "source": [
+    "As we see, the data we retrieve from the second query represents the second page of results returned from our query.  Please don't hesitate to try additional values for the `skip()` and `limit()` values to see how the query reacts.\n",
+    "\n",
+    "Let's now take a look at how we can use the `range()` step to perform pagination in Gremlin."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6cd418c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel(\"restaurant\")\n",
+    ".order().by(\"name\")\n",
+    ".range(0,10)\n",
+    ".values(\"name\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "48c15eac",
+   "metadata": {},
+   "source": [
+    "Let's see what it looks like to retrieve the second page of data. To accomplish this, we need to set the value in the `range()` step to represent the page size we would like to return."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b34b445a",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel(\"restaurant\")\n",
+    ".order().by(\"name\")\n",
+    ".range(10,20)\n",
+    ".values(\"name\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a0c9db04",
+   "metadata": {},
+   "source": [
+    "When should you use one approach over the other? In some cases, both `limit()` and `skip()` are shorthand alternatives to `range()`. For example, to retrieve all restaurants from the 10th record to the end of the list, we can use the following approaches:\n",
+    "\n",
+    "`g.V().hasLabel(\"restaurant\").skip(5)`\n",
+    "\n",
+    "or\n",
+    "\n",
+    "`g.V().hasLabel(\"restaurant\").range(5,-1)`\n",
+    "\n",
+    "**Important**. When using pagination it's important to understand that even though you're returning a range of records, the query must still retrieve all records and then filter out records outside of the range you're asking for. Therefore, pagination does not improve query performance. Instead, you should use the [Gremlin query results cache](https://docs.aws.amazon.com/neptune/latest/userguide/gremlin-results-cache.html).\n",
+    "\n",
+    "The results of both queries are the same, as is the amount of time to execute each query.\n",
+    "\n",
+    "Now that we have looked at the ordering and pagination in Gremlin, it's time to take a look at another major set of functionality in formatting Gremlin results, grouping."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "952c7825",
+   "metadata": {},
+   "source": [
+    "## Grouping Results\n",
+    "\n",
+    "Grouping results in Gremlin is done by explicitly calling the `group()` or `groupCount()` steps, similar to the `GROUP BY` clause used in SQL. In Gremlin, grouping is also controlled by the use of aggregating expressions containing one or more aggregating functions (`mean()`, `count()`, `max()`, `min()`, `sum()`).\n",
+    "\n",
+    "Groups are determined by the use of the `by` modulator step that proceeds either a `group()` or `groupCount()` step. Let's look at an example to understand how this works.\n",
+    "\n",
+    "**Example**\n",
+    "\n",
+    "|id|first_name|\n",
+    "|---|---|\n",
+    "|1|Dave|\n",
+    "|2|Josh|\n",
+    "|3|Kelly|\n",
+    "|4|Dave|\n",
+    "\n",
+    "```\n",
+    "g.V()\n",
+    ".groupCount()\n",
+    ".by('first_name')\n",
+    ".unfold()\n",
+    "```\n",
+    "Results:\n",
+    "\n",
+    "|result|\n",
+    "|---|\n",
+    "|{'Dave': 2}|\n",
+    "|{'Josh': 1}|\n",
+    "|{'Kelly': 1}|\n",
+    "\n",
+    "In this example, we're counting the number of each occurrence of the `first_name` property value, and then returning it alongside the `first_name` value itself. Similarly, we could use the `group()` step instead, and combine it with the `count()` aggregation function in a second `by` modulation to do the same thing:\n",
+    "\n",
+    "```\n",
+    "g.V()\n",
+    ".group()\n",
+    ".by('first_name')\n",
+    ".by(count())\n",
+    ".unfold()\n",
+    "```\n",
+    "Results:\n",
+    "\n",
+    "|result|\n",
+    "|---|\n",
+    "|{'Dave': 2}|\n",
+    "|{'Josh': 1}|\n",
+    "|{'Kelly': 1}|"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "57de99aa",
+   "metadata": {},
+   "source": [
+    "Before we start on grouping, let's learn about `fold()` and `unfold()` steps, as no doubt the keen eyed amongst you will have noticed that we've been using the `unfold()` step in some of the previous examples.\n",
+    "\n",
+    "### Fold and Unfold\n",
+    "\n",
+    "The `fold()` step converts individual rows into a list in a single row. The following query is an example of returning all restaurants as a list, rather than individual records."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dcd6555c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('restaurant')\n",
+    ".values('name')\n",
+    ".fold()\n",
+    "\n",
+    "// Results in:\n",
+    "// [\"Perryman's\", 'Spicy Heat', 'Rare Choice', 'Super Delish', 'Eastern Winds', 'Saucy-Cheesy-Saucers', 'With Pasta', 'With Brine', 'With Wine', 'U-S-A', 'Pick & Go', 'Rare Bull', 'Satiated', 'Good Bull', 'Southern Fire', 'With Salsa', 'With Curry', 'With Shell', 'Taters', 'Awesome Suace', 'Prancing Pony', 'Mexican Hut', 'Rabbitfood', 'Hand Roll', 'Northern Quench', 'Western Granola', 'With Noodles', 'With Sauce', 'Without Chaser', 'With Rice', 'Food For Thought', \"Dave's Big Deluxe\", 'Quick N Greasy', 'Lonely Grape', 'Breaded & Fried', 'All Night Long', 'Black Pit of Des Pair', 'Without Heat', 'With Ginger', 'Fat Fried Fast']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "507d044c",
+   "metadata": {},
+   "source": [
+    "The `unfold()` step does the opposite, converting a single row of list values into individual rows."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9db81493",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('restaurant')\n",
+    ".values('name')\n",
+    ".fold()\n",
+    ".unfold()\n",
+    "\n",
+    "// Results in:\n",
+    "//1   Perryman's\n",
+    "//2   Spicy Heat\n",
+    "//3   Rare Choice\n",
+    "//4   Super Delish\n",
+    "//5   Eastern Winds\n",
+    "//6   Saucy-Cheesy-Saucers\n",
+    "//7   With Pasta\n",
+    "//8   With Brine\n",
+    "//9   With Wine\n",
+    "//10  U-S-A"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "821a71e4",
+   "metadata": {},
+   "source": [
+    "### Group by a property\n",
+    "\n",
+    " the query below, returns all the `person` nodes along with the number of nodes with the matching `first_name` property, and ordered by the `first_name` property in **ascending** order."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f66d367b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin -d $node_labels\n",
+    "g.V().hasLabel('person')\n",
+    ".groupCount()\n",
+    ".by('first_name')\n",
+    ".order()\n",
+    ".by('first_name')\n",
+    ".unfold()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c92cf2e",
+   "metadata": {},
+   "source": [
+    "### Group on a pattern match\n",
+    " \n",
+    "Another common need is to use multiple different elements in a pattern to perform a grouping/aggregation query. To accomplish this, we combine what we know about filtering with what we have just learned about grouping to achieve this aggregation.\n",
+    "\n",
+    "Let's take a look at what it would look like to find the average rating of the restaurants in our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f646e881",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('restaurant')\n",
+    ".group()\n",
+    ".by('name')\n",
+    ".by(in('about').values('rating').mean())\n",
+    ".unfold()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60b2eab1",
+   "metadata": {},
+   "source": [
+    "## Combining Queries\n",
+    "\n",
+    "Now that we have learned about all the major features (finding, filtering, formatting, ordering, functions, and grouping) of Gremlin, we have one more topic to discuss in this notebook, how to combine traversals together to create more complex traversals. In Gremlin, we can achieve this by using the `union()` step.\n",
+    "\n",
+    "The `union()` step combines the results of 2 or more traversals together and returns the combined result from both traversals.\n",
+    "\n",
+    "Let's see what an example `union` step looks like:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "190af502",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('restaurant')\n",
+    ".union(\n",
+    "    has('name','With Pasta'),\n",
+    "    has('name','With Wine')\n",
+    ")\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "89545b7b",
+   "metadata": {},
+   "source": [
+    "We can also combine objects from previous traversals into a `union` step using aliases."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6328a541",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('restaurant').has('name','With Pasta').as('a')\n",
+    ".union(\n",
+    "    select('a'),\n",
+    "    __.V().hasLabel('restaurant').has('name','With Wine')\n",
+    ")\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e31b0932",
+   "metadata": {},
+   "source": [
+    "An important point to note that `union` works in the same way as other Gremlin steps in that it uses the *incoming traversal* as its starting point. \n",
+    "\n",
+    "The following query traverses to the `With Pasta` restaurant and then uses a `union` step to combine the results with a traversal to the `With Wine` restaurants. Let's take a look at the results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9b049f90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('restaurant').has('name','With Pasta').as('a')\n",
+    ".union(\n",
+    "    select('a'),\n",
+    "    hasLabel('restaurant').has('name','With Wine')\n",
+    ")\n",
+    ".values('name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0c9a4e2",
+   "metadata": {},
+   "source": [
+    "Only one result was returned! This is because the second traversal in the `union` step *starts* from the **With Pasta** restaurant, and looks for a `restaurant` node with a `name` property value of **With Wine**. To resolve this, we need to use the `__` **anonymous traversal** technique to search the entire graph, irrespective of the previous traversal."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d29116ed",
+   "metadata": {},
+   "source": [
+    "## Optimizing Query Performance using Caching\n",
+    "\n",
+    "**Note:** Whilst not specific to wholly Gremlin, this section is useful to understand the different approaches to optimizing your query performance within Neptune.\n",
+    "\n",
+    "Amazon Neptune is a fully managed, memory-optimized graph database. As a result, it will try to store as much of your graph in the local memory of the instance that is executing the query in `Buffer Cache` - a specific local instance cache type - for fast query performance. When the required data is not in the buffer cache, Neptune must retrieve it from shared storage before adding it to the buffer cache, which adds to the latency of your queries.\n",
+    "\n",
+    "There are several caching mechanisms supported by Neptune:\n",
+    "\n",
+    "* `Buffer Cache` - This is an always-on caching technique, whereby Neptune allocates two-thirds of the memory of your instance for storing requested data. It works on a `FIFO` (First-In-First-Out) basis, meaning older cached data pages are removed first. The ratio of buffer 'hits' (queries that retrieve data from memory rather than shared storage) should always be >= 99.9%. You can monitor this using the [`BufferCacheHitRatio` CloudWatch metric](https://docs.aws.amazon.com/neptune/latest/userguide/cw-metrics.html).\n",
+    "\n",
+    "* `Results Cache` - (Gremlin only) This provides a mechanism to cache the results from a specific query on a per-instance basis. It is [disabled by default](https://docs.aws.amazon.com/neptune/latest/userguide/gremlin-results-cache.html#gremlin-results-cache-enabling), and works on an `LRU` (Least Recently Used) basis, meaning older cached keys are removed first. See [Paginated cached query results](https://docs.aws.amazon.com/neptune/latest/userguide/gremlin-results-cache.html#gremlin-results-cache-paginating) for an example of combining results cache with the `range()` step. Note, this cannot be enabled on T instance types.\n",
+    "\n",
+    "* `Lookup Cache` - This is an always-on caching technique, but is **only available for D instances, e.g. R5d, and not Serverless**. It uses local instance SSD storage to store property values (strings) or RDF literals for fast retrieval. This can be useful when frequently returning or filtering on a large number of property values.\n",
+    "\n",
+    "As a general rule, you should look to optimise your queries by only filtering on, and returning properties that you need. \n",
+    "\n",
+    "In addition, monitoring your cluster and instance health using [CloudWatch metrics](https://docs.aws.amazon.com/neptune/latest/userguide/cw-metrics.html) can alert you to causes for query performance degradation.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f5d352e5",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the main concepts of Gremlin read queries, it's time to put it into practice.  Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the Gremlin queries specified below.\n",
+    "\n",
+    "For these exercises, we will be leveraging the majority of the different entities in our data to show how we would build a common graph pattern known as \"collaborative filtering\" which is often used to provide recommendations to users based on other's reviews.  Collaborative filtering works on the idea that if two people share the same opinion on a topic, such as a restaurant, then they are more likely to share similar opinions on other topics.  With a graph we can leverage these connections to help provide recommendations based on these patterns of connections.  In these exercises, we will be recommending restaurants to our users based upon reviews.\n",
+    "\n",
+    "\n",
+    "### Exercise 1: What are the 3 highest rated restaurants?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find the 3 highest average restaurant rating\n",
+    "* Find the associated `cuisine`\n",
+    "* Return the restaurant name, the cuisine name, and the average rating\n",
+    "* Order the results by average rating descending\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Cuisine|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Lonely Grape|bar|5.0|\n",
+    "|Perryman's|bar|4.5|\n",
+    "|Rare Bull|steakhouse|4.333333|\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "36adacaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04ab5b59",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Find the top 3 highest rated restaurants in the city where Dave lives\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find the average rating of restaurants in that city\n",
+    "* Find the top 3 average ratings\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Dave's Big Deluxe|\t490 Ivan Cape|4.0|\n",
+    "|Pick & Go|4881 Upton Falls|3.75|\n",
+    "|Without Chaser|\t01511 Casper Fall|3.5|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dae9d211",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "678a243d",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Which Mexican or Chinese restaurant near Dave is the highest rated?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find the restaurants in that city that serve 'Mexican' or 'Chinese' food\n",
+    "* Find the average rating of those restaurants\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "* Return the top 1 result\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|With Salsa|24320 Williamson Causeway|3.5|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f96b91e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e93f266d",
+   "metadata": {},
+   "source": [
+    "### Exercise 4: What are the top 3 restaurants, recommended by his friends, where Dave lives? (Personalized Recommendation)\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find Dave's friends\n",
+    "* Find reviews written by Dave's friends in the city \"Dave\" lives in\n",
+    "* Find the average rating of those restaurants\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "* Return the top 3\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Dave's Big Deluxe|490 Ivan Cape|4.0|\n",
+    "|With Salsa|24320 Williamson Causeway|4.0|\n",
+    "|Satiated|370 Hills Estates|3.666667|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81e5d4bc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5acefc5",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored ordering, functions, and grouping in Gremlin queries. These queries are a powerful and common way to format and mutate data within your graph.  This is also the last notebook in the set dedicated to writing read queries.  In the next notebook we will take a look at how to write queries that mutate data through insert, update, and delete operations."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/04-Creating-Updating-Deleting-Queries.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/04-Creating-Updating-Deleting-Queries.ipynb
new file mode 100644
index 00000000..6bf47551
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/04-Creating-Updating-Deleting-Queries.ipynb
@@ -0,0 +1,824 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning Gremlin - Create, Update, and Delete Queries\n",
+    "\n",
+    "This notebook is the fourth in a series of notebooks that walk through how to write queries using Gremlin.  In this notebook, we will examine the basics of how to perform mutation operations, create/update/delete in Gremlin.  This notebook assumes that you have already completed the previous notebook \"01-Basic-Read-Queries\" so we will continue our lessons from the end of the previous notebook and assume that the data has been loaded into the cluster."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c12469c",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "attachments": {
+    "dining-by-friends.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "As we examined the data model in the previous notebook, we are not going to examine it, however we will leave the data schema for reference.\n",
+    "\n",
+    "![dining-by-friends.png](attachment:dining-by-friends.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Creating Data\n",
+    "\n",
+    "When working with any database, one of the most common tasks is adding new data. To add new nodes, edges, or path in Gremlin we use the [`addV()`](https://tinkerpop.apache.org/docs/current/reference/#addvertex-step) step. \n",
+    "\n",
+    "\n",
+    "### Creating a node with a label and properties\n",
+    "The simpliest option to create a node in Gremlin is to do a query similar to this:\n",
+    "\n",
+    "```\n",
+    "g.addV()\n",
+    "```\n",
+    "This query will create a node with a default label (`vertex`) and no properties.  If we wanted to return the newly created element, we could by adding a [`next()`](https://tinkerpop.apache.org/docs/current/reference/#terminal-steps) step like shown here:\n",
+    "\n",
+    "```\n",
+    "g.addV().next()\n",
+    "```\n",
+    "\n",
+    "We can also create multiple elements simultaneously by combining `addV()` steps, as seen here:\n",
+    "\n",
+    "```\n",
+    "g.addV().addV().next()\n",
+    "```\n",
+    "\n",
+    "While these examples help in understanding the basic syntax, they are not very realistic.  In most scenarios you will not want to just add a node, instead you will want to add a node with a specific label and associated properties.\n",
+    "\n",
+    "Let's look at what our query looks like to create a new `person` node with the first name of `John` and a last name of `Doe`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7a0df81",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.addV('person').property('first_name','John').property('last_name','Doe').next()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8364e41a",
+   "metadata": {},
+   "source": [
+    "In the example above, the first and last name properties were added by calling the `property()` step after the node is created."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67c4a339",
+   "metadata": {},
+   "source": [
+    "### Creating multiple elements\n",
+    "\n",
+    "As previously mentioned, you can chain `addV()` steps together to create multiple records in the same statement. This is shown in the query below:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cc64a6da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.addV('person').property('first_name','Fred').property('last_name','Doe')\n",
+    ".addV('person').property('first_name','Jane').property('last_name','Doe')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91e99c64",
+   "metadata": {},
+   "source": [
+    "### Creating edges\n",
+    "\n",
+    "Another common task is to create edges between nodes. To create edges, we use the [`addE()`](https://tinkerpop.apache.org/docs/current/reference/#addedge-step) step, which we can supply the name of the label we'd like to use, for example `friends`. \n",
+    "\n",
+    "```\n",
+    "g.addE('friend')\n",
+    "```\n",
+    "\n",
+    "As part of the edge creation process, we must also supply the `to` and `from` nodes with which the edge will connect. We do this by providing a traversal to each. In the query below, we find the nodes we created above for `John Doe` and `Jane Doe` and connect them with a `friends` edge."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.addE('friend')\n",
+    ".from(__.V().hasLabel('person').has('first_name','John').has('last_name','Doe'))\n",
+    ".to(__.V().hasLabel('person').has('first_name','Jane').has('last_name','Doe'))\n",
+    ".next()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "### Creating paths\n",
+    "The last major task people want to do when adding data to their graph is to create entire paths containing both nodes and the connecting edges.  Using what we have already learned, we can accomplish this using a query like this:\n",
+    "\n",
+    "```\n",
+    "g.addV('person').property('first_name','Jim').property('last_name','Doe')\n",
+    ".addV('person').property('first_name','Joe').property('last_name','Doe')\n",
+    ".addE('friends')\n",
+    "    .from(__.V().hasLabel('person').has('first_name','Jim').has('last_name','Doe'))\n",
+    "    .to(__.V().hasLabel('person').has('first_name','Joe').has('last_name','Doe'))\n",
+    "```\n",
+    "\n",
+    "You will no doubt have noticed we used the `__` step in the edge creation process to locate the `to` and `from` nodes. This is because the `__` signifies an **anonymous traversal**. This means it will create an additional traverser outside of the main traversal to find the node(s) matching the specified filter.\n",
+    "\n",
+    "**Note**. The `__` is not required if you're running this type of query within a notebook using the `%%gremlin` magic."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1d716202",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.addV('person').property('first_name','Jim').property('last_name','Doe')\n",
+    ".addV('person').property('first_name','Joe').property('last_name','Doe')\n",
+    ".addE('friends')\n",
+    "    .from(__.V().hasLabel('person').has('first_name','Jim').has('last_name','Doe'))\n",
+    "    .to(__.V().hasLabel('person').has('first_name','Joe').has('last_name','Doe'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e0d3236d",
+   "metadata": {},
+   "source": [
+    "Another way of performing the above is to use `aliases`. This can save us time and effort (and potentially costly typo's), effectively removing the need re-type the `from()` and `to()` steps."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5774c284",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.addV('person').property('first_name','Laura').property('last_name','Kirk').as('a')    //alias our first person as 'a'\n",
+    ".addV('person').property('first_name','Peter').property('last_name','Jackson').as('b')  //alias our second person as 'b'\n",
+    ".addE('friends')\n",
+    "    .from('a')  //add the edge from 'a'\n",
+    "    .to('b')    //to 'b'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b78432a",
+   "metadata": {},
+   "source": [
+    "## Updating Data\n",
+    "\n",
+    "After creating data, the next most common task is to update data within the graph. Lucky for us, we have already learned the building blocks we need to know to accomplish this task.  In Gremlin, we can use the same principles that we used when creating and filtering on objects. In the example below, let's update the `first_name` of the `Joe Doe` node we created in the previous step."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0335cb50",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    "//filter for the John Doe node\n",
+    ".hasLabel('person').has('first_name','Joe').has('last_name','Doe')\n",
+    "//update it using the property() step\n",
+    ".property('first_name','Joseph')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b4116def",
+   "metadata": {},
+   "source": [
+    "Now let's run the following query to take a look at our `person` node with a `last_name` of `Doe`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8e088afc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person').has('last_name','Doe')\n",
+    ".valueMap('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58f5dfe0",
+   "metadata": {},
+   "source": [
+    "From the query above, you should have the following results:\n",
+    "\n",
+    "```\n",
+    "{'first_name': ['Jim']}\n",
+    "{'first_name': ['Joe', 'Joseph']}\n",
+    "```\n",
+    "\n",
+    "Hang on, that's not what we meant to do! We wanted to update the `first_name` property to `Joe`, not append it to the existing value. Why has this happened? It's because of something called property cardinality, which we'll discuss below."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70d12ad6",
+   "metadata": {},
+   "source": [
+    "### Single valued properties and multi-valued properties\n",
+    "\n",
+    "Gremlin supports both `Single` and `Set` properties. Single properties are those that will only have one value at any given time, for example `age` or `first_name`. Set properties are those can have multiple values, for example `favourite_sports`, where it makes sense to store the values as a list or map, instead of individual properties.\n",
+    "\n",
+    "When creating or updating a property, you can tell Gremlin the *type* of property you' using either the `single` or `set` keywords. By not specifying either, Gremlin will assume it is a `set` property.\n",
+    "\n",
+    "In the following example, we're going to create a single `age` property for the `Joseph Doe` node, but first we need to ensure we've only got one `first_name` value."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ebce174",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person').has('last_name','Doe')\n",
+    ".has('first_name',within('Joe','Joseph'))\n",
+    ".property(single,'first_name','Joseph')\n",
+    ".valueMap('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9b2ec8e",
+   "metadata": {},
+   "source": [
+    "The above query will have updated the `first_name` property for `[Joe, Joseph] Doe` to `Joseph` as follows:\n",
+    "\n",
+    "```\n",
+    "{'first_name': ['Joseph']}\n",
+    "```\n",
+    "\n",
+    "Now let's create the `age` property."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2c0fdc01",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person').has('first_name','Joseph').has('last_name','Doe')\n",
+    ".property(single, 'age',32)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff20b063",
+   "metadata": {},
+   "source": [
+    "In the following example, we're going to use the `set` keyword to specify that the new `favourite_sports` property will be used to store multiple values:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7371ac06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V()\n",
+    ".hasLabel('person').has('first_name','Joseph').has('last_name','Doe')\n",
+    ".property(set,'favourite_sports','soccer')\n",
+    ".property(set,'favourite_sports','tennis')\n",
+    ".property(set,'favourite_sports','baseball')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32c06e2f",
+   "metadata": {},
+   "source": [
+    "Finally, we can confirm our properties have been correctly updating by using the following query:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6aaa7fdb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Joseph').has('last_name','Doe').valueMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e299d1a4",
+   "metadata": {},
+   "source": [
+    "## Upserting Data\n",
+    "\n",
+    "We have learned how to create and update data in our graph. However there is another important mutation operation that we want to cover. That operation is how to perform an upsert, where data is created if it doesn't exist or updated if it does.  In Gremlin, this operation can be performed using two approaches. The first is combining the `coalesce`, `fold` and `unfold` steps. The second - and more recent approach - is using the new `mergeV` and `mergeE` steps.\n",
+    "\n",
+    "Let's start with exploring the new approach:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eedeb3a0",
+   "metadata": {},
+   "source": [
+    "### Upserting Nodes using `mergeV()`\n",
+    "\n",
+    "With Neptune [supporting Apache Tinkerpop 3.6.x](https://aws.amazon.com/blogs/database/exploring-new-features-of-apache-tinkerpop-3-6-x-in-amazon-neptune/) in version 1.2.1.0 and above, you can now have access to the new `mergeV()` Gremlin step, which simplifies upsert functionality that we've explored previously in this section. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "43384470",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.mergeV([(T.id): 'jamie-1'])\n",
+    "    .option(onCreate, [(T.label): 'person', first_name: 'Jamie'])\n",
+    "    .option(onMatch, [age: 39])\n",
+    ".id()   //not necessary, but helps to optimise the serialization of the output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9487e727",
+   "metadata": {},
+   "source": [
+    "Using `mergeV` provides functionality to support different actions depending on whether the node was created or already exists. For example, using the `option` modulator, we specify new key/value pairs that should be added when the node is created or updated.\n",
+    "\n",
+    "We can specify a map of key/value pairs that is used to perform the 'matching' process - in the query above we're specifying the `id` of the node must be `jamie-1` - however, we can provide as many additional key/value pairs as required. Note though, that for a match to exist, **all** values in the map must exist on a node.  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d624367a",
+   "metadata": {},
+   "source": [
+    "### Upserting Nodes using `fold`, `coalesce` and `unfold`\n",
+    "\n",
+    "Prior to the availability of `mergeV`, the `fold`, `coalesce` and `unfold` approach was used to perform upserts to both nodes and edges.\n",
+    "\n",
+    "There are four sections to an upsert in Gremlin:\n",
+    "\n",
+    "* `fold` - This combines the objects of the incoming traversal into a single row\n",
+    "* `coalesce` - This accepts the incoming traversal and checks if the pattern exists\n",
+    "    * `unfold` - This converts a single row of values into individual rows\n",
+    "    * `<add action>` - This adds the object as specified\n",
+    "\n",
+    "Let's take a look at what a simple upsert statement looks like with a single node pattern match."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2ce3f5fb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Mike')\n",
+    ".fold()\n",
+    ".coalesce(\n",
+    "    unfold(),\n",
+    "    addV('person').property('first_name','Mike')\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8715cd5f",
+   "metadata": {},
+   "source": [
+    "In this case, we created a new node as there are no matches for the specified pattern. As the `addV` step is part of the *create if it doesn't exist* process, we can specify additional properties at the point of creation, as shown below."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b1858d5f",
+   "metadata": {},
+   "source": [
+    "As you can see, the `mergeV` approach is much clearer and far less complicated. \n",
+    "\n",
+    "It also offers the functionality to apply different properties, such as `CreateDate` or `UpdateDate` depending on whether we create a new node, or update an existing one."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f4538aa",
+   "metadata": {},
+   "source": [
+    "### Upserting Edges using `mergeE()`\n",
+    "\n",
+    "In the same way that `mergeV()` helps reduce the complexity of writing upserts for nodes, `mergeE()` offers the same functionality for edges.\n",
+    "\n",
+    "Let's first create two friends, *Jamie* and *Peter* using `mergeV`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "97753e2c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.mergeV([(T.id):'person-1', (T.label):'person', first_name:'Jamie'])\n",
+    " .mergeV([(T.id):'person-2', (T.label):'person', first_name:'Peter'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "024935b1",
+   "metadata": {},
+   "source": [
+    "Now, we can use `mergeE` to create a `friend` edge between the two nodes. When creating the edge, we use the `option` modulator to specify the label, as well as the `from` and `to` nodes. If the edge already existed, we would apply the `strength` property to the edge."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d2b10575",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.mergeE([(T.id):'friend-1'])\n",
+    "   .option(onCreate, [(T.label): 'friend', (from):'person-1',(to):'person-2'])\n",
+    "   .option(onMatch, [strength:100])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "afa87073",
+   "metadata": {},
+   "source": [
+    "The `coalesce` pattern can also be used to upsert edges. Let's use the `Jamie` and `Peter` nodes we've just created to upsert an `friend` edge between."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f66d367b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Jamie')\n",
+    ".out('friend')\n",
+    ".hasLabel('person').has('first_name','Peter')\n",
+    ".fold()\n",
+    ".coalesce(\n",
+    "    unfold(),\n",
+    "    addE('friend')\n",
+    "        .from(__.V().hasLabel('person').has('first_name','Jamie'))\n",
+    "        .to(__.V().hasLabel('person').has('first_name','Peter'))\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "663dc3ea",
+   "metadata": {},
+   "source": [
+    "### Conditional Upserts using `mergeV()` ###\n",
+    "\n",
+    "Sometimes you may only want to update a property depending on its current value. An example of this is `last_update_date` where you only want to update it if it's less than or equal to the new value. Combining the `onMatch` option with `sideEffect`, you can check the existing value of a property, and choose whether or not to update it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a32fd5e7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.mergeV([(T.id): 'person-3']).\n",
+    "    option(onCreate, [(T.label): 'person', first_name: 'Kevin', last_updated_at: datetime('2023-09-11')]).  // when creating the object, set first_name and last_updated_at properties\n",
+    "    option(onMatch,                                                                                         // when updating the object\n",
+    "          sideEffect(                                                                                       // use sideEffect to execute a standalone traversal\n",
+    "               __.V('person-3')                                                                             // find the person-3 vertex\n",
+    "               .choose(                                                                                     // use the choose step to perform an if-else \n",
+    "                   values('last_updated_at').is(lt(datetime('2023-09-12'))),                                // check if the value of the last_updated_at property is less than the new value\n",
+    "                       property(single,['last_updated_at':datetime('2023-09-12')]),                         // if true, set the last_updated_at property to the new value\n",
+    "                       constant([:])                                                                        // if false, return an empty map\n",
+    "               )\n",
+    "        ).constant([:])                                                                                     // finally return an empty map\n",
+    "    )\n",
+    "  .id()                                                                                                     // not necessary, but helps to optimise the serialization of the output"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60b2eab1",
+   "metadata": {},
+   "source": [
+    "## Deleting Data\n",
+    "\n",
+    "Now that we have learned about how to add and update data in our graph, the final operation we need to learn is how to delete data.  In Gremlin, deletion of data is done with the `drop` step for removing nodes, edges and properties.\n",
+    "\n",
+    "### Removing a Node\n",
+    "\n",
+    "To remove a node(s) in Gremlin, we first need to match the items we want to delete, using the filtering steps we saw in the 01-Basic-Read-Queries notebook, and then remove them using `drop` step.  In the example below, we will remove any nodes with the `first_name` of `Steve` from our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "190af502",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Steve').drop()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a68c7a83",
+   "metadata": {},
+   "source": [
+    "### Removing an Edge\n",
+    "To remove an edge(s) in Gremlin is very similar to removing a node, except that we need to pass the edge to the `drop` step. In the example below, we will remove any edges associated with nodes with the `first_name` of `Joesph` from our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2beb5c72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Joseph').bothE().drop()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd55000f",
+   "metadata": {},
+   "source": [
+    "### Deleting Nodes and Edges\n",
+    "\n",
+    "A point to note when comparing the process of deleting objects in Gremlin and other languages such as openCypher is that if you attempt to drop a node that is still attached to an edge in Gremlin, it **will work**. Unlike openCypher, where an error will be raised, Gremlin removes all the attached edges for you."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c9d4fb8",
+   "metadata": {},
+   "source": [
+    "### Deleting Properties\n",
+    "\n",
+    "As we've seen in the previous examples, we can combine the `drop` step to any traversal and it will delete all the objects in that traversal. We can do the same to drop properties by specifying them in the traversal pattern. In the following example, we're going to delete the `age` property from the `person` node with a `first_name` of `Jamie`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b32e6979",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Jamie').properties('age').drop()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb0cd8de",
+   "metadata": {},
+   "source": [
+    "And to confirm we have successfully removed the `age` property (and not the node itself), let's run the following code:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f517eb8e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "g.V().hasLabel('person').has('first_name','Jamie').valueMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f5d352e5",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the concepts of Gremlin mutation queries, it's time to put it into practice.  Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the Gremlin queries specified below.\n",
+    "\n",
+    "### Exercise 1: Create a new person `Leonhard Euler`  and connect them to `Dave`.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Create a new `person` node with a name of `Leonhard Euler` \n",
+    "* Connect the new node to `Dave` via a `friends` edge\n",
+    "* Return the new connection\n",
+    "\n",
+    "The results for this query is the ID of the new edge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "36adacaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04ab5b59",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Upsert a list of `follows` and add an edge to `Dave`.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Given the following list:\n",
+    "    ```\n",
+    "    [{first_name: 'Taylor', last_name: 'Hall'},\n",
+    "    {first_name: 'Kelvin', last_name: 'Fernsby'},\n",
+    "    {first_name: 'Ian', last_name: 'Rochester'}]\n",
+    "    ```\n",
+    "* Add or update `person` nodes for each item in the list\n",
+    "* Add or update a `follows` relationship between each new node and `Dave`\n",
+    "* If the edge is created write a property `creation` with a value `Created`\n",
+    "* If the edge already exists write a property `creation` with a value `Updated`\n",
+    "* Return the new edge elements\n",
+    "* This query should be re-runable without creating new nodes or edges\n",
+    "\n",
+    "The results for this query are the three edge elements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dae9d211",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "678a243d",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Delete all `follows` edges and remove any connected nodes with no other edges.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find all the `follows` edges and connected nodes and remove the edges\n",
+    "* For each of the connected nodes see if they have any other edges\n",
+    "* If they have edges then ignore them\n",
+    "* If they have no edges then remove them"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f96b91e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5acefc5",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored how to write queries to mutate data in Gremlin. In the next notebook, we'll be discovering how to read explain and profile outputs from your Gremlin queries in order to understand the data contained within each section, and how to use that to write performant queries."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/Gremlin-Exercises-Answer-Sheet.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/Gremlin-Exercises-Answer-Sheet.ipynb
new file mode 100644
index 00000000..0d0cd9cd
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/Gremlin-Exercises-Answer-Sheet.ipynb
@@ -0,0 +1,662 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "856cb409",
+   "metadata": {},
+   "source": [
+    "# Worksheet 1 - Basic Read Queries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "355b2b35",
+   "metadata": {},
+   "source": [
+    "### Exercise 1: Find the first name of Dave's friends\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer is four results: \"Jim\", \"Josh\", \"Hank\", \"Kelly\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4c6c741d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave')\n",
+    ".out('friends')\n",
+    ".values('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76bbc174",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Find the first name of the friends of Dave's friends\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6680e1d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave')\n",
+    ".out('friends')\n",
+    ".out('friends')\n",
+    ".dedup()\n",
+    ".values('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "886f9699",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Find out how the friends of Dave's friends are connected\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the path\n",
+    "\n",
+    "The correct answer contains three results:\n",
+    "\n",
+    "- `Dave` -> `Josh` -> `Hank`\n",
+    "- `Dave` -> `Kelly` -> `Denise`\n",
+    "- `Dave` -> `Jim` -> `Paras`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d4191ccb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave')\n",
+    ".out('friends')\n",
+    ".out('friends')\n",
+    ".dedup()\n",
+    ".path()\n",
+    ".by(elementMap())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2042c3f5",
+   "metadata": {},
+   "source": [
+    "### Exercise 4: Which friends should we recommend for Dave?\n",
+    "\n",
+    "A common use case for graphs in social networks is to recommend new connections. There is a significant amount of research in this area (example [here](https://www.science.org/doi/10.1126/sciadv.aax7310#:~:text=The%20triadic%20closure%20mechanism%20uses,features%20of%20empirical%20social%20networks)) but mainly there are two prevailing mechanisms at work in social networks that we can leverage to help provide efficient recommendations to a user.  The first of these mechanisms is called homophily, which is the tendency of similar people to be connected.  Homophily is a driving factor in many social networks, with an important outcome being that people connected to you, or connected to people that are connected to you, tend to be similar to you.  This leads to the second mechanism in a graph, the concept of a triadic closure.  Triadic closure is a way to create or recommend new connections based on common friends or acquaintances.  \n",
+    "\n",
+    "\n",
+    "In this exercise, we are going to leverage triadic closure to recommend friends for Dave.  To accomplish this, we will need to leverage the previously written queries but extend them to:\n",
+    "\n",
+    "* Find all the friends of friends that do not have a connection to Dave\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a068ca6",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave').as('dave')\n",
+    ".out('friends')\n",
+    ".out('friends')\n",
+    ".where(neq('dave'))\n",
+    ".dedup()\n",
+    ".values('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e8077f9",
+   "metadata": {},
+   "source": [
+    "# Worksheet 2 - Loops and Repeat Queries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d0551517",
+   "metadata": {},
+   "source": [
+    "### Exercise 1: Find the friends of Dave's Friends using a loop.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer is a three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2ddde36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave')\n",
+    ".repeat(\n",
+    "    out('friends')\n",
+    "    .simplePath()\n",
+    ")\n",
+    ".times(2)\n",
+    ".dedup()\n",
+    ".values('first_name')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84d8182d",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Find all `person` nodes connected to Dave.\n",
+    "\n",
+    "Starting at a single node and trying to find all connected children (a.k.a. root to leaf) or trying to find the parent of any child node (a.k.a leaf to root) are two very common hierarchical graph query patterns.  Commonly, these queries supported bill of materials, information organization, or compliance use cases.\n",
+    "\n",
+    "In this exercise, we will be applying that same query pattern to find the hierarchy of people within our social network.  We'll accomplish this by writing a \"root to leaf\" type query where the root node is our `Dave` node in the social network.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Keep traversing the outgoing `friends` edge until there are no more outgoing `friends` edges\n",
+    "* Return all the paths\n",
+    "\n",
+    "The correct answer has 5 results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6367292c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave')\n",
+    ".repeat(\n",
+    "    out('friends')\n",
+    ")\n",
+    ".until(not(out('friends')))\n",
+    ".path()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6fba6ab",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Find all the ways Dave and Denise are connected.\n",
+    "\n",
+    "A common extension to the path traversal query we wrote in Loop-3 is to return not just \"if\" someone is connected but \"how\" they are connected.\n",
+    "\n",
+    "In this exercise, we will be making a slight modification to the previous query to return \"how\" Dave and Denise are connected, not just that they are.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Keep traversing the `friends` edge until you find `Denise`\n",
+    "* Return the path\n",
+    "\n",
+    "The correct answer has 3 results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fa0b467b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel('person')\n",
+    ".has('first_name','Dave')\n",
+    ".repeat(\n",
+    "    out('friends')\n",
+    "    .simplePath()\n",
+    ")\n",
+    ".until(\n",
+    "    has('first_name','Denise')\n",
+    ")\n",
+    ".path()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c3e24581",
+   "metadata": {},
+   "source": [
+    "# Worksheet 3 - Ordering, Functions, and Grouping"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b033e716",
+   "metadata": {},
+   "source": [
+    "### Exercise 1: What are the 3 highest rated restaurants?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find the 3 highest average restaurant rating\n",
+    "* Find the associated `cuisine`\n",
+    "* Return the restaurant name, the cuisine name, and the average rating\n",
+    "* Order the results by average rating descending\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Cuisine|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Lonely Grape|bar|5.0|\n",
+    "|Perryman's|bar|4.5|\n",
+    "|Rare Bull|steakhouse|4.333333|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d3004eb3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V()\n",
+    ".hasLabel('cuisine')\n",
+    ".in('serves')\n",
+    ".group()\n",
+    ".by(identity())\n",
+    ".by(in('about').values('rating').mean())\n",
+    ".unfold()\n",
+    ".order()\n",
+    ".by(values, desc)\n",
+    ".limit(3)\n",
+    ".unfold()\n",
+    ".project('restaurant name','cuisine','avg rating')\n",
+    ".by(select(keys).values('name'))\n",
+    ".by(select(keys).out('serves').values('name'))\n",
+    ".by(select(values))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "854c9109",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Find the top 3 highest rated restaurants in the city where Dave lives.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find the average rating of restaurants in that city\n",
+    "* Find the top 3 average ratings\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Dave's Big Deluxe|\t490 Ivan Cape|4.0|\n",
+    "|Pick & Go|4881 Upton Falls|3.75|\n",
+    "|Without Chaser|\t01511 Casper Fall|3.5|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ea31dd30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().has('person','first_name','Dave')\n",
+    ".out('lives')\n",
+    ".in('within')\n",
+    ".where(inE('about'))\n",
+    ".group()\n",
+    ".by(identity())\n",
+    ".by(in('about').values('rating').mean())\n",
+    ".unfold()\n",
+    ".order()\n",
+    ".by(values,desc)\n",
+    ".limit(3)\n",
+    ".unfold()\n",
+    ".project('restaurant name','address','avg rating')\n",
+    ".by(select(keys).values('name'))\n",
+    ".by(select(keys).values('address'))\n",
+    ".by(select(values))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "825631b7",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Which Mexican or Chinese restaurant near Dave is the highest rated?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find the restaurants in that city that serve 'Mexican' or 'Chinese' food\n",
+    "* Find the average rating of those restaurants\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "* Return the top 1 result\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|With Salsa|24320 Williamson Causeway|3.5|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3cd2eae2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().has('person','first_name','Dave')\n",
+    ".out('lives')\n",
+    ".in('within')\n",
+    ".where(out('serves').has('name',within('Mexican','Chinese')))\n",
+    ".where(inE('about'))\n",
+    ".group()\n",
+    ".by(identity())\n",
+    ".by(in('about').values('rating').mean())\n",
+    ".unfold()\n",
+    ".order()\n",
+    ".by(values,desc)\n",
+    ".limit(1)\n",
+    ".unfold()\n",
+    ".project('restaurant name','address','avg rating')\n",
+    ".by(select(keys).values('name'))\n",
+    ".by(select(keys).values('address'))\n",
+    ".by(select(values))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a195b2d2",
+   "metadata": {},
+   "source": [
+    "### Exercise 4: What are the top 3 restaurants, recommended by his friends, where Dave lives? (Personalized Recommendation)\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find Dave's friends\n",
+    "* Find reviews written by Dave's friends in the city \"Dave\" lives in\n",
+    "* Find the average rating of those restaurants\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "* Return the top 3\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Dave's Big Deluxe|490 Ivan Cape|4.0|\n",
+    "|With Salsa|24320 Williamson Causeway|4.0|\n",
+    "|Satiated|370 Hills Estates|3.666667|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2b8b31f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().has('person','first_name','Dave').as('dave')\n",
+    ".out('lives')\n",
+    ".in('within')\n",
+    ".where(in('about').in('wrote').both('friends').where(eq('dave')))\n",
+    ".group()\n",
+    ".by(identity())\n",
+    ".by(in('about').values('rating').mean())\n",
+    ".unfold()\n",
+    ".order()\n",
+    ".by(values,desc)\n",
+    ".limit(3)\n",
+    ".unfold()\n",
+    ".project('restaurant name','address','avg rating')\n",
+    ".by(select(keys).values('name'))\n",
+    ".by(select(keys).values('address'))\n",
+    ".by(select(values))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "897b88c4",
+   "metadata": {},
+   "source": [
+    "# Worksheet 4 - Create, Update and Delete Queries"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8d71b8ed",
+   "metadata": {},
+   "source": [
+    "### Exercise 1: Create a new person `Leonhard Euler`  and connect them to `Dave`.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Create a new `person` node with a name of `Leonhard Euler` \n",
+    "* Connect the new node to \"Dave\" via a `friends` edge\n",
+    "* Return the new connection\n",
+    "\n",
+    "The results for this query is ID of the new edge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "49e157a8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.addV('person').property('name','Leonhard Euler')\n",
+    " .addE('friends').to(__.V().has('person','first_name','Dave'))\n",
+    " \n",
+    "//OR\n",
+    "\n",
+    "//g\n",
+    "// .mergeV([(T.id):'leo', (T.label):'person', name: 'Leonhard Euler')\n",
+    "// .mergeE([(T.label):'friends',(from):Merge.outV,(to):Merge.inV])\n",
+    "//    .option(Merge.outV, [(T.label): 'person', name: 'Leonhard Euler'])\n",
+    "//    .option(Merge.inV, [(T.label): 'person', first_name: 'Dave', last_name: 'Bech'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8abdb992",
+   "metadata": {},
+   "source": [
+    "### Exercise 2: Upsert a list of followers and add an edge to `Dave`.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Given the following list:\n",
+    "    ```\n",
+    "    [{first_name: 'Taylor', last_name: 'Hall'},\n",
+    "    {first_name: 'Kelvin', last_name: 'Fernsby'},\n",
+    "    {first_name: 'Ian', last_name: 'Rochester'}]\n",
+    "    ```\n",
+    "* Add or update `person` nodes for each item in the list\n",
+    "* Add or update a `follows` relationship between each new node and \"Dave\"\n",
+    "* If the edge is created write a property `creation` with a value `Created`\n",
+    "* If the edge already exists write a property `creation` with a value `Updated`\n",
+    "* Return the new edge elements\n",
+    "* This query should be re-runable without creating new nodes or edges\n",
+    "\n",
+    "The results for this query are the three edge elements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4d82cd3e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.V().hasLabel(\"person\")\n",
+    ".has(\"first_name\",\"Taylor\").has(\"last_name\",\"Hall\")\n",
+    ".fold().coalesce(unfold(),addV('person').property('first_name','Taylor').property('last_name','Hall'))\n",
+    ".V().hasLabel(\"person\")\n",
+    " .has(\"first_name\",\"Kelvin\").has(\"last_name\",\"Fernsby\")\n",
+    " .fold().coalesce(unfold(),addV('person').property('first_name','Kelvin').property('last_name','Fernsby'))\n",
+    ".V().hasLabel(\"person\")\n",
+    " .has(\"first_name\",\"Ian\").has(\"last_name\",\"Rochester\")\n",
+    " .fold().coalesce(unfold(),addV('person').property('first_name','Ian').property('last_name','Rochester'))\n",
+    "\n",
+    ".V().hasLabel(\"person\")\n",
+    " .has(\"first_name\",\"Taylor\").has(\"last_name\",\"Hall\")\n",
+    " .outE('follows')\n",
+    "     .where(inV().has('person','first_name','Dave'))\n",
+    " .fold().coalesce(unfold().property('creation','updated'), \n",
+    "     addE('follows').from(__.V().has('person','first_name','Taylor')).to(__.V().has('person','first_name','Dave')).property('creation','created')\n",
+    " )\n",
+    ".V().hasLabel(\"person\")\n",
+    " .has(\"first_name\",\"Kelvin\").has(\"last_name\",\"Fernsby\")\n",
+    " .outE('follows')\n",
+    "     .where(inV().has('person','first_name','Dave'))\n",
+    " .fold().coalesce(unfold().property('creation','updated'), \n",
+    "     addE('follows').from(__.V().has('person','first_name','Kelvin')).to(__.V().has('person','first_name','Dave')).property('creation','created')\n",
+    " )\n",
+    ".V().hasLabel(\"person\")\n",
+    " .has(\"first_name\",\"Ian\").has(\"last_name\",\"Rochester\")\n",
+    " .outE('follows')\n",
+    "     .where(inV().has('person','first_name','Dave'))\n",
+    " .fold().coalesce(unfold().property('creation','updated'), \n",
+    "     addE('follows').from(__.V().has('person','first_name','Ian')).to(__.V().has('person','first_name','Dave')).property('creation','created')\n",
+    " )\n",
+    ".V().hasLabel('person')\n",
+    "    .outE('follows').elementMap()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9abe4c7e",
+   "metadata": {},
+   "source": [
+    "### Exercise 3: Delete all `follows` edges and remove any connected nodes with no other edges.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find all the `follows` edges and connected nodes and remove the edges\n",
+    "* For each of the connected nodes see if they have any other edges\n",
+    "* If they have edges then ignore them\n",
+    "* If they have no edges then remove them"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6a3ca71d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%gremlin\n",
+    "\n",
+    "g.E().hasLabel('follows').aggregate('edges')\n",
+    ".bothV()\n",
+    ".hasLabel('person')\n",
+    ".where(out().count().is(eq(1))).aggregate('nodes')\n",
+    ".select('edges').unfold().drop()\n",
+    ".select('nodes').unfold().drop()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/__init__.py b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/01-Gremlin/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/01-Basic-Read-Queries.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/01-Basic-Read-Queries.ipynb
new file mode 100644
index 00000000..6a7021c0
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/01-Basic-Read-Queries.ipynb
@@ -0,0 +1,889 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning openCypher - Basic Read Queries\n",
+    "\n",
+    "This notebook is the first in a series of notebooks that walk through how to write queries using openCypher.  In this notebook, we will examine the basics of openCypher read queries and how these queries fit into the \"Find\", \"Filter\", \"Format\" paradigm.  Let's begin by loading some sample data into our Neptune cluster.  \n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "## Getting Started\n",
+    "\n",
+    "For these notebooks, we will be leveraging a dataset from the book [Graph Databases in Action](https://www.manning.com/books/graph-databases-in-action?a_aid=bechberger) from Manning Publications.  \n",
+    "\n",
+    "\n",
+    "**Note:** These notebooks do not cover data modeling or building a data loading pipeline.  If you would like a more detailed description about how this dataset is constructed and the design of the data model came from, then please read the book.\n",
+    "\n",
+    "To get started, the first step is to load data into the cluster.  Assuming the cluster is empty, this can be accomplished by running the cell below which will load the Dining By Friends dataset, installed as part of the notebook.\n",
+    "\n",
+    "### Loading Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "03dd0507",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%seed --model Property_Graph --dataset dining_by_friends --run"
+   ]
+  },
+  {
+   "attachments": {
+    "image-3.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "Now that we have loaded our data, let's take a moment to look at what our data model looks like:\n",
+    "\n",
+    "\n",
+    "![image-3.png](attachment:image-3.png)\n",
+    "\n",
+    "<table>\n",
+    "    <tr><th colspan=3 style=\"text-align: center\">Element (Node/Edge) Counts</th>\n",
+    "    </tr>\n",
+    "<tr><td style=\"width:40%\">\n",
+    "    \n",
+    "|Node Label|Count|\n",
+    "|:--|:--|\n",
+    "|review|109|\n",
+    "|restaurant|40|\n",
+    "|cuisine|24|\n",
+    "|person|8|\n",
+    "|state|2|\n",
+    "|city|2|\n",
+    "    \n",
+    "</td>\n",
+    "    <td></td>\n",
+    "    <td style=\"width:40%\">\n",
+    "\n",
+    "|Edge Label|Count|\n",
+    "|:--|:--|\n",
+    "|wrote|218|\n",
+    "|about|218|\n",
+    "|within|84|\n",
+    "|serves|80|\n",
+    "|friends|20|\n",
+    "|lives|16|\n",
+    "\n",
+    "</td></tr> </table>\n",
+    "\n",
+    "This dataset represents a fictitious, but realistic, restaurant recommendation application that contains:\n",
+    "\n",
+    "* Users, represented by `person` nodes\n",
+    "* Users connected to Users via `friends` edges\n",
+    "* Restaurants and their associated information (`city`, `state`, `cusine`)\n",
+    "* Reviews include the body and ratings\n",
+    "* Ratings of reviews (helpful/not helpful)\n",
+    "\n",
+    "This application contains three main aspects to the data it collects.  First, it contains a social network consisting of `person` nodes connected to other `person` nodes via a `friends` edge.  Second, it contains a restaurant review aspect consisting of `restaurant` nodes, information about those restaurants (`city`/`state`/`cuisine`), and `review` nodes for that restaurant.  The third, and final aspect, consists of a personalization component where a `person` can rate a `review`, which allows for better recommendations based on a person's preferences.\n",
+    "\n",
+    "Throughout this set of notebooks, we will leverage the different aspects of this data to highlight different fundamental types of common property graph queries, namely neighborhood traversals, hierarchies, paths, and collaborative filtering.\n",
+    "\n",
+    "Now let's get started."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dfa24286",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cusine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Finding your Data\n",
+    "\n",
+    "When working with openCypher, the most common usage of the language is to find data.  openCypher accomplishes this using a couple of clauses:\n",
+    "\n",
+    "* `MATCH` - specifies the pattern of data to look for, see below for the pattern syntax\n",
+    "* `RETURN` - defines what and how the data will be returned to the user\n",
+    "* `LIMIT` - while not required, this is useful to minimze the data returned by specifying the maximum number of matching patterns returned\n",
+    "\n",
+    "The `MATCH` clause is a fundamental part of every query.  It uses an ASCII art-based syntax to define the pattern of nodes and edges that you would like to match within the graph.  These matches are then used as the basis for the filter and format portions of the query.   \n",
+    "\n",
+    "The pattern matching syntax used in is highlighted in the table below.\n",
+    "\n",
+    "#### Pattern Matching Syntax\n",
+    "\n",
+    "|   openCypher Pattern|Description|\n",
+    "|:--|:--|\n",
+    "|`( )`|A node|\n",
+    "|`[ ]`|An edge|\n",
+    "|`-->`|Follow outgoing edges from a node|\n",
+    "|`<--`|Follow incoming edges from a node|\n",
+    "|`--`|Follow edges in either direction|\n",
+    "|`-[]->`|Include the outgoing edges in the query (to check a label or property for example)|\n",
+    "|`<-[]-`|Include the incoming edges in the query (to check a label or property for example)|\n",
+    "|`-[]-` |Include edges in either direction in the query|\n",
+    "|`-[]->( )`|The node on the other end of an outgoing edge|\n",
+    "|`<-[]-()`|The node on the other end of an incoming edge|\n",
+    "\n",
+    "\n",
+    "Looking at the syntax above, you may be curious about the concept of incoming and outgoing edges.  In property graphs, all edges are defined as having a direction, meaning that they start at one node and end at another.  However, graph query languages such as openCypher allow you to specify patterns where you traverse these edges in either direction. \n",
+    "\n",
+    "Now that we have a basic understanding of openCypher's pattern matching syntax, let's take a look at how this is applied to answer some common graph query patterns.\n",
+    "\n",
+    "### Finding Nodes\n",
+    "\n",
+    "The simplest pattern you can do in openCypher is to match nodes.  In openCypher patterns, nodes are represented by parentheses (`()`).\n",
+    "\n",
+    "Patterns, or elements within a pattern, can be associated with a variable by assigning them within the related portion of the syntax.  For nodes, this means adding it within the parentheses such as in `(n)` where `n` is the variable name.  When we put a variable within a pattern, this portion of the pattern is then available to us later in the query for additional operations, such as filtering or formatting to return to the user, as shown below.\n",
+    "\n",
+    "Execute the query below to search for nodes and assign them to a variable `n` (`MATCH (n)`), return the nodes labeled `n` (`RETURN n`), but limit the number returned to 10."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n)  //find me nodes and label them 'n'\n",
+    "RETURN n   //return 'n'\n",
+    "LIMIT 10   //return only 10 results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eee92c8",
+   "metadata": {},
+   "source": [
+    "**Note:** If no label is applied to a portion of the pattern, then that portion will be used for pattern matching but will not be available for additional operations, as we will see in the next query.\n",
+    "\n",
+    "### Finding Edges\n",
+    "\n",
+    "The example above works, but it does not leverage the connections within the data, represented by edges in our graph. Edges make graph databases a powerful asset for working with connected data.  \n",
+    "\n",
+    "To perform a search across multiple nodes and edges, we need to use our pattern to specify how the nodes and edges are related using the following syntax:\n",
+    "\n",
+    "\n",
+    "|   openCypher Pattern|Description|\n",
+    "|:--|:--|\n",
+    "|`-->`|Follow outgoing edges from a node|\n",
+    "|`<--`|Follow incoming edges from a node|\n",
+    "|`--`|Follow edges in either direction|\n",
+    "|`-[]->`|Include the outgoing edges in the query (to check a label or property for example)|\n",
+    "|`<-[]-`|Include the incoming edges in the query (to check a label or property for example)|\n",
+    "|`-[]-` |Include edges in either direction in the query|\n",
+    "\n",
+    "Execute the query below to search for node-edge->node patterns, assign the edges to a variable `r` (`MATCH ()-[r]->()`), and return 10 edges labeled `r` (`RETURN r`)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "168bcc76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc  -d $node_labels\n",
+    "MATCH ()-[r]->() //find me all node-edge->node patterns\n",
+    "RETURN r         //return the edge\n",
+    "LIMIT 10         //return only 10 results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "In the example above, we specified using outgoing edges, via the arrow direction `()-[r]->()`, but we could have also chosen to look for patterns using only incoming edges, `()<-[r]-()`, or ignoring edge direction, `()-[r]-()`.  \n",
+    "\n",
+    "To build more complex patterns, we can use these basic constructs to link together multiple levels of connections to find more complex patterns.  In the example below, we have extended our previous query to return 10 nodes that have both incoming and outgoing edges, by specifying a `node-edge->node<-edge-node` pattern."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55f2aaf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc  -d $node_labels\n",
+    "MATCH ()-[]->(n)<-[]-() //find me all node-edge->node<-edge-node patterns\n",
+    "RETURN n         \n",
+    "LIMIT 10         "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f5ef9ca",
+   "metadata": {},
+   "source": [
+    "In the example above, we have returned matches based on a series of connected nodes and edges.  When working with graphs, a series of connected nodes and edges may also be referred to as a 'path'.  Often when we are looking for patterns within our graph, we would like to return not just a node or edge within the pattern but the path containing how these items are connected.\n",
+    "\n",
+    "\n",
+    "### Finding Paths\n",
+    "\n",
+    "To find paths within our graph, we combine two constructs we have already learned: pattern matching and variables, to specify that we want the path returned.  In our previous queries, we assigned a node or edge in our pattern to a variable.  When returning a path, we assign the entire pattern to a variable, as seen below where we assign the path to a variable `p`.  \n",
+    "\n",
+    "Once we have assigned our path to the variable, we can return this as we have previous variables, except now our returned values will contain the `node-edge->node<-edge-node` information for the path that was matched.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1c3736ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=()-[]->(n)<-[]-() //assign my node-edge->node<-edge-node patterns to a variable 'p'\n",
+    "RETURN p \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df52d879",
+   "metadata": {},
+   "source": [
+    "## Filtering your Data\n",
+    "\n",
+    "So far, we have learned how to find specific patterns within our graph based on how the nodes and edges connect.  However, most of the time you will want to use attributes of the nodes and edges to filter the results to return a more specific subset of data.  \n",
+    "\n",
+    "We accomplish this using the `WHERE` clause.  Within the `WHERE` clause, there are a variety of operators available to perform logical operations and comparisons of the data.  Below is a listing of the operators supported by openCypher.\n",
+    "\n",
+    "**Operators**\n",
+    "\n",
+    "|Type|Operators|\n",
+    "| ----------- | ----------- |\n",
+    "|General|`DISTINCT, x.y (property access)`|\n",
+    "|Math|`+`, `-`, `*`, `/`|\n",
+    "|Comparison|`=`, `>`, `<`, `<>`, `<=`, `>=`, `IS NULL`, `IS NOT NULL`|\n",
+    "|Boolean|`AND`, `OR`, `NOT`, `XOR`|\n",
+    "|String|`STARTS WITH`, `ENDS WITH`, `CONTAINS`, `+`|\n",
+    "|LIST|`+`, `IN`, `[]`|\n",
+    "\n",
+    "\n",
+    "In the next section, we will look at some common ways to apply filters using these operators.  \n",
+    "\n",
+    "### Filtering Nodes by Label\n",
+    "\n",
+    "One of the most common items you will want to filter on will be the label(s) associated with a node.  There are two methods for adding label filters to a query.  You can either:\n",
+    "\n",
+    "* Inline the filter as part of the match clause, which is done by adding a colon (`:`) followed by one or more label names (separated by a `|`) \n",
+    "* Use the `labels()` function in a `WHERE` clause to filter.  \n",
+    "\n",
+    "Both of these will produce identical results so whether you choose one versus the other is a decision for the query writer.  Below, we have included examples of both:\n",
+    "\n",
+    "#### Filtering using inline filters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "651a0f21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN d \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "61f35676",
+   "metadata": {},
+   "source": [
+    "#### Filtering using `labels()` and the `WHERE` clause"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0460223d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d)\n",
+    "WHERE 'person' IN labels(d)\n",
+    "RETURN d\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51893308",
+   "metadata": {},
+   "source": [
+    "One item you might notice is the use of `IN` to find if the label exists in the node instead of an equality (`=`) operator.  In openCypher, nodes can have multiple labels associated with them.  As a result, the `labels()` function returns a list of labels and the `IN` clause allows us to find a specific label inside that list.  \n",
+    "\n",
+    "### Filtering Edge by Type\n",
+    "Another common item you to filter on is the type or label associated with an edge. As with nodes, there are two methods for adding edge label filters to a query, as shown here: \n",
+    "\n",
+    "* Inline the filter as part of the match clause, which is done by adding a colon (`:`) followed by one or more type names (separated by a |) \n",
+    "* Use the `type()` function in a `WHERE` clause to filter. \n",
+    "\n",
+    "As with nodes, these will produce identical results so whether you choose one versus the other is a decision for the query writer.  Below we have included examples of both:\n",
+    "\n",
+    "#### Filtering using inline filters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3b673615",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=(d:person)-[:friends]->()\n",
+    "RETURN p\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "52375922",
+   "metadata": {},
+   "source": [
+    "#### Filtering using `type()` and `WHERE`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a76e67d6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=(d:person)-[r]->()\n",
+    "WHERE type(r)='friends'\n",
+    "RETURN p\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d59628b",
+   "metadata": {},
+   "source": [
+    "Unlike when we filtered using `labels()`, when we use `type()` to filter edges we do not need to use `IN`.  Edges can only have a single label associated with them, so the `type()` function will return a single value, not a list.  Due to this difference, we can do a direct equality comparison.\n",
+    "\n",
+    "### Finding by Property\n",
+    "\n",
+    "The next common use case for filtering is to be able to filter on attribute values. \n",
+    "\n",
+    "As with node and edge labels, there are two methods for adding edge label filters to a query. Once again our options are either: \n",
+    "\n",
+    "* Inline the filter as part of the match clause, which is done by adding curly brackets containing the key/value you want to filter on (`{first_name: 'Dave'}`)\n",
+    "* Use the `WHERE` clause to filter using the operators\n",
+    "\n",
+    "Below, we have included examples of both:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e755b029",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d)\n",
+    "WHERE d.first_name='Dave'\n",
+    "RETURN d \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "738bfc3f",
+   "metadata": {},
+   "source": [
+    "Alternatively, you include equality filters inline with the pattern by putting them into curly brackets (`{}`) with the property key name followed by the value, as shown below:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "39ac2235",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d {first_name: 'Dave'})\n",
+    "RETURN d \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "61497739",
+   "metadata": {},
+   "source": [
+    "In these two examples, both return the same results and are interpreted by the engine as the same query, so this begs the question of when to choose which one?\n",
+    "\n",
+    "Part of the answer to that question comes down to the preference of the query writer. However, here are some general guidelines:\n",
+    "\n",
+    "* Inlining of filters works only on equality filters for one or more properties.  If you need to do non-equality filters (e.g. not equals, greater than, less than, `IN`) then you should use a `WHERE` clause\n",
+    "* `WHERE` clauses allow more complex filtering using `AND`, `OR`, and `NOT` to build up more complex expressions\n",
+    "* `WHERE` clauses support List and Pattern comprehension (discussed later) where in-lining filters does not"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b8defd4",
+   "metadata": {},
+   "source": [
+    "### Filtering on Existence\n",
+    "Another common need when filtering data is to check for the existence of an attribute or additional piece of topology.  This is most commonly accomplished using the `exists()` function as shown below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "968444f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "WHERE exists(d.last_name)\n",
+    "RETURN d \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ac3261a9",
+   "metadata": {},
+   "source": [
+    "You can also use the `exists()` function with the `NOT` predicate to filter on patterns that do not exist, such as in the example below where we find all `person` nodes that do not have a property `age`.\n",
+    "\n",
+    "**Note** - With this dataset it will return all 8 people as there is no `age` property in the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7d5cd5ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "WHERE NOT exists(d.age)\n",
+    "RETURN d \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0addc153",
+   "metadata": {},
+   "source": [
+    "In the examples above, we checked the existence of a property using the `exists()` function.  In addition to properties, we can also check for the existence of patterns, using the pattern matching syntax, as part of the `WHERE` clause.  \n",
+    "\n",
+    "Below, we can see how we can leverage pattern matching to find all `person` nodes that do not have anyone who has connected to them with an incoming `friends` edge."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "09c11073",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "WHERE NOT (d)<-[:friends]-()\n",
+    "RETURN d \n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2081d7b4",
+   "metadata": {},
+   "source": [
+    "## Formatting Results\n",
+    "\n",
+    "Having gone through the basics of finding and filtering data with openCypher, let's take a look at the last step, formatting our results.  All openCypher read queries, and almost all mutation queries, end with a `RETURN` clause.  This clause is used to specify what aspects of the data are returned and in what format.\n",
+    "\n",
+    "\n",
+    "### Returning all values\n",
+    "\n",
+    "The simplest way to return data is to return all values specified in the query.  This can be accomplished by specifying a wildcard `*` in the `RETURN` clause as shown here."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2d1af3bf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN *\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "953027a0",
+   "metadata": {},
+   "source": [
+    "While this is easy to write, it is not very efficient, either in terms of the work the engine has to do to retrieve all the values or the amount of data that has to be transmitted over the wire.\n",
+    "\n",
+    "### Returning property values\n",
+    "\n",
+    "Most often, you want to be specific about the data elements (node/edges), attributes, or a combination of both, that a query returns.  This provides for efficient processing, both at the database and client level, and efficient data transmission, since we are only retrieving, processing, and sending what is needed.  \n",
+    "\n",
+    "To accomplish this, we use the `RETURN` clause to specify the variable associated with a node/edge/path or we specify the property or properties of elements using a `<variable>.<attribute>` syntax.  \n",
+    "\n",
+    "Below we have two queries, the first returns the person's first name and the second returns the first and last name values.\n",
+    "\n",
+    "**Note:** If you would like to assign a specific key to the values returned, you can rename them using the `AS` modifier, e.g., If you wanted to return the `first_name` as `name` you'd accomplish this via `RETURN d.first_name AS name`.  If it is not specified, then the key name will default to the element or property variable name.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ba582e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN d.first_name\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ea3c4fba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN d.first_name, d.last_name\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4f89c0ba",
+   "metadata": {},
+   "source": [
+    "### Returning unique values\n",
+    "\n",
+    "To return unique values in the results, use the `DISTINCT` clause in the `RETURN` statement to return just the unique values for the specified propery."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c6cf5578",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN DISTINCT d.last_name\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1d9b3131",
+   "metadata": {},
+   "source": [
+    "### Returning static values\n",
+    "\n",
+    "While not as common as some of the other options shown here, openCypher also allows you to return static values for any matches.  In the query below, we return a static literal `true` for each matched node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d218be0a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d)\n",
+    "RETURN true\n",
+    "LIMIT 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30566e03",
+   "metadata": {},
+   "source": [
+    "### Projecting new return values\n",
+    "\n",
+    "In addition to returning existing values, we can also perform operations on those values using functions, which will be discussed in the third notebook), such as `min()`, `max()`, `toUpper()`, or perform other operations using primitives, such as concatenating strings.  \n",
+    "\n",
+    "In the example below, we show how you can return a full name by concatenating the `first_name` and `last_name` using one these primitive operators.  The exact primitives available and their behavior vary depending on the incoming data types."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4f951169",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN d.first_name + ' ' + d.last_name AS full_name\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "809468ee",
+   "metadata": {},
+   "source": [
+    "### Constructing complex return types\n",
+    "\n",
+    "In addition to returning simple key-value pairs, the `RETURN` clause can construct more complex response types such as maps.  This is a common requirement, especially when returning aggregations or when returning attributes from different variables in the matched patterns.\n",
+    "\n",
+    "These new projections are created by supplying curly brackets (`{}`) and specify the key names and associated return values.  These return values are specified using the same syntax we have shown above including elements, properties, or operations.  The example below shows how each of these different options can be returned."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b6d4d8c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (d:person)\n",
+    "RETURN {element: d, first: d.first_name, last: d.last_name, full: d.first_name + ' ' + d.last_name} AS full_name\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "870e2989",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the basics of writing openCypher read queries, it's time to put it into practice.  Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the openCypher queries specified below.\n",
+    "\n",
+    "Using the social network portion (`person-friends->person`) of our Dining By Friends graph, let's answer the following questions.  For each of these questions we are going to be working with the `friends` edge.  Depending on the domain in which you are working, an edge such as `friends`  could imply a mutual relationship or a one-way relationship.  Sites such as LinkedIn and Facebook use a mutual friendship model where if `Person A-friends-Person B` then it means `Person B-friends-Person A`.  Sites such as Twitter use a one-way friendship where a person may follow another person but that does not mean that they are followed back.  For Dining By Friends, let's assume the `friends` edge represents a one-way relationship.\n",
+    "\n",
+    "\n",
+    "### Exercise B-1 Find the first name of Dave's friends\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer is four results: \"Josh\", \"Hank\", \"Jim\", \"Kelly\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee77c9c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f4b6049f",
+   "metadata": {},
+   "source": [
+    "### Exercise B-2 Find the first name of the friends of Dave's friends\n",
+    "\n",
+    "For the next exercise, let's find the friends of Dave's friends.  In this case we will not exclude \n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e6cc0978",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91433ad6",
+   "metadata": {},
+   "source": [
+    "### Exercise B-3 Find out how the friends of Dave's friends are connected\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the path\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e7b488b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c80aba29",
+   "metadata": {},
+   "source": [
+    "### Exercise B-4 Which friends should we recommend for Dave?\n",
+    "\n",
+    "A common use case for graphs in social networks is to recommend new connections.  There is a significant amount of research in this area (example [here](https://www.science.org/doi/10.1126/sciadv.aax7310#:~:text=The%20triadic%20closure%20mechanism%20uses,features%20of%20empirical%20social%20networks)) but mainly there are two prevailing mechanisms at work in social networks that we can leverage to help provide efficient recommendations to a user.  The first of these mechanisms is called homophily, which is the tendency of similar people to be connected.  Homophily is a driving factor in many social networks, with an important outcome being that people connected to you, or connected to people that are connected to you, tend to be similar to you.  This leads to the second mechanism in a graph, the concept of a triadic closure.  Triadic closure is a way to create or recommend new connections based on common friends or acquaintances.  \n",
+    "\n",
+    "\n",
+    "In this exercise, we are going to leverage triadic closure to recommend friends for Dave.  To accomplish this, we will need to leverage the previously written queries but extend them to:\n",
+    "\n",
+    "* Find all the friends of friends that do not have a connection to Dave\n",
+    "\n",
+    "The correct answer contains three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fb26d6fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1f7523f",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored the basics of writing openCypher queries and how they are represented in the \"Find\", \"Filter\", \"Format\" paradigm.  First, we learned the basics of how to specify the pattern of data we would like to match in our queries.  Next, we learned several different mechanisms for how to filter the data found by our queries to return the correct results.  Finally, we learned how to specify the format of the data being returned from a query to make for efficient use of database and application resources.\n",
+    "\n",
+    "In the next notebook, we will take what we have learned in this notebook and extend it to show how to answer questions where the length of the patterns is variable or unknown."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/02-Variable-Length-Paths.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/02-Variable-Length-Paths.ipynb
new file mode 100644
index 00000000..a111e41e
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/02-Variable-Length-Paths.ipynb
@@ -0,0 +1,490 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning openCypher - Variable Length Path Queries\n",
+    "\n",
+    "This notebook is the second in a series of notebooks that walk through how to write queries using openCypher.  In this notebook, we will examine the basics of how to perform variable length path queries in openCypher.  \n",
+    "\n",
+    "\n",
+    "This notebook will build upon the items convered in the notebook \"01-Basic-Read-Queries\". If you have not loaded the data from those notebooks please follow the steps in the [Getting Started](#Getting-Started) section below.  If you have loaded the data then you can jump ahead to the [Setting up the visualizations](#Setting-up-the-visualizations) section.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "babcb3a8-77d8-4a58-a303-ced6dfda76be",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Getting Started <a id='Getting-Started'></a>\n",
+    "\n",
+    "For these notebooks, we will be leveraging a dataset from the book [Graph Databases in Action](https://www.manning.com/books/graph-databases-in-action?a_aid=bechberger) from Manning Publications.  \n",
+    "\n",
+    "\n",
+    "**Note:** These notebooks do not cover data modeling or building a data loading pipeline.  If you would like a more detailed description about how this dataset is constructed and the design of the data model came from, then please read the book.\n",
+    "\n",
+    "To get started, the first step is to load data into the cluster.  Assuming the cluster is empty, this can be accomplished by running the cell below which will load our Dining By Friends data.\n",
+    "\n",
+    "### Loading Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2273d5e6-2769-472e-b458-7f738f9831ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%seed --model Property_Graph --dataset dining_by_friends --run"
+   ]
+  },
+  {
+   "attachments": {
+    "image-3.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "Now that we have loaded our data, let's take a moment to look at what our data model looks like:\n",
+    "\n",
+    "\n",
+    "![image-3.png](attachment:image-3.png)\n",
+    "\n",
+    "<table>\n",
+    "    <tr><th colspan=3 style=\"text-align: center\">Element (Node/Edge) Counts</th>\n",
+    "    </tr>\n",
+    "<tr><td style=\"width:40%\">\n",
+    "    \n",
+    "|Node Label|Count|\n",
+    "|:--|:--|\n",
+    "|review|109|\n",
+    "|restaurant|40|\n",
+    "|cuisine|24|\n",
+    "|person|8|\n",
+    "|state|2|\n",
+    "|city|2|\n",
+    "    \n",
+    "</td>\n",
+    "    <td></td>\n",
+    "    <td style=\"width:40%\">\n",
+    "\n",
+    "|Edge Label|Count|\n",
+    "|:--|:--|\n",
+    "|wrote|218|\n",
+    "|about|218|\n",
+    "|within|84|\n",
+    "|serves|80|\n",
+    "|friends|20|\n",
+    "|lives|16|\n",
+    "\n",
+    "</td></tr> </table>\n",
+    "\n",
+    "This dataset represents a fictitious, but realistic, restaurant recommendation application that contains:\n",
+    "\n",
+    "* Users, represented by `person` nodes\n",
+    "* Users connected to Users via `friends` edges\n",
+    "* Restaurants and their associated information (`city`, `state`, `cusine`)\n",
+    "* Reviews include the body and ratings\n",
+    "* Ratings of reviews (helpful/not helpful)\n",
+    "\n",
+    "This application contains three main aspects to the data it collects.  First, it contains a social network consisting of `person` nodes connected to other `person` nodes via a `friends` edge.  Second, it contains a restaurant review aspect consisting of `restaurant` nodes, information about those restaurants (`city`/`state`/`cuisine`), and `review` nodes for that restaurant.  The third, and final aspect, consists of a personalization component where a `person` can rate a `review`, which allows for better recommendations based on a person's preferences.\n",
+    "\n",
+    "Throughout this set of notebooks, we will leverage the different aspects of this data to highlight different fundamental types of common property graph queries, namely neighborhood traversals, hierarchies, paths, and collaborative filtering.\n",
+    "\n",
+    "Now let's get started."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c12469c",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cusine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Variable Length Paths\n",
+    "\n",
+    "When working with any property graph, some of the most powerful queries you can write are ones where the number of connections between a source and a target entity is not known.  These types of queries are so common that property graph query languages, such as openCypher, have first class support as a key piece of the query language.  In openCypher, these queries are written using a mechanism known as Variable Length Path patterns or VLPs.   VLPs allow us to specify a sequence of nodes and relationships, as well as the number of times to repeat the relationship in the pattern matching syntax.  \n",
+    "\n",
+    "In openCypher, a basic VLP query to find all nodes within 1 to 3 hops looks like:\n",
+    "\n",
+    "```\n",
+    "MATCH p=(:person)-[:friends*1..3]->(:person)\n",
+    "RETURN p\n",
+    "```\n",
+    "\n",
+    "Examining this query we see that, while this looks familiar, there are a few new elements to the relationship syntax to highlight, specifically the `*1..3` portion.  This portion begins with an asterisk(`*`) indicating that this is a VLP query.  The next number represents the minimum length of the path, which is followed by two periods (`..`) and the maximum length of the path.  \n",
+    "\n",
+    "While this is the basic pattern for VLP queries, there are several different variants which are shown in the table below: \n",
+    "\n",
+    "#### Variable Length Path Syntax\n",
+    "\n",
+    "|   VLP Pattern|Description|\n",
+    "|:--|:--|\n",
+    "|`()-[*2]->()`|Find me a path containing 3 nodes and 2 edges|\n",
+    "|`()-[*2..3]->()`|Find me a path containing a minimum of 3 nodes and 2 edges and a maximum of 4 nodes and 3 relationships|\n",
+    "|`()-[*2..]->()`|Find me a path containing a minimum of 3 nodes and 2 edges, with no maximum|\n",
+    "|`()-[*..2]->()`|Find me a path containing a maximum of 3 nodes and 2 edges, with no minimum|\n",
+    "|`()-[*]->()`|Find me a path with no minimum or maximum|\n",
+    "\n",
+    "\n",
+    "Now that we have a basic understanding of openCypher's VLP syntax, let's look at how this is applied to answer some common graph query patterns.\n",
+    "\n",
+    "### Static Length paths\n",
+    "\n",
+    "The simplest VLP pattern you can do in openCypher is to specify a fixed number of loops/iterations for your pattern.  This is accomplished using the syntax `()-[:friends*2]->()`.  Let's execute the query below to search for patterns containing 3 nodes and 2 edges."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=()-[:friends*2]->()\n",
+    "RETURN p  \n",
+    "LIMIT 10 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eee92c8",
+   "metadata": {},
+   "source": [
+    "Looking at the above query, you'll notice that this seems familiar to our Friends of Friends query from the last notebook.  In truth, this query can be written using either VLP syntax or as we previously learned (`MATCH p=()-[:friends]->()-[:friends]->()`).  Why would you want to use VLP syntax here?\n",
+    "\n",
+    "The main reason you might prefer VLP syntax here is that it can provide a significantly more readable query to the user.  While the queries we are currently looking at are very straightforward, as they get more complex, and the patterns being matched get longer, it can be very helpful to have a shorter, more concise query to make it easier to understand what the expectations of the query.  For example, the VLP pattern:\n",
+    "\n",
+    "```\n",
+    "MATCH p=()-[:friends*6]->()\n",
+    "```\n",
+    "Is much more understandable than the non-VLP pattern:\n",
+    "\n",
+    "`MATCH p=()-[:friends]->()-[:friends]->()-[:friends]->()-[:friends]->()-[:friends]->()-[:friends]->()`\n",
+    "\n",
+    "Even though they are functionally equivalent.\n",
+    "\n",
+    "### A range of lengths\n",
+    "\n",
+    "While the example above works on a static length of paths, sometimes we do not know the number of connections we need to traverse to answer a question.  In this case, we can use the minimum and maximum range parameters of our VLP pattern to specify the range of potential connections.\n",
+    "\n",
+    "#### Minimum length\n",
+    "Let's take the query from the last cell and modify it to specify only the minimum length of the pattern instead of a fixed length.  We accomplish this by replacing the `*2` with a  `*2..`.  \n",
+    "\n",
+    "\n",
+    "Execute the query below to see how many paths are connected via a minimum of 2 `friends` edges."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "168bcc76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=()-[:friends*2..]->()\n",
+    "RETURN p  \n",
+    "LIMIT 10 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "#### Maximum length\n",
+    "Now, let's modify that same query to specify only the maximum length of the pattern, by adding `*..2`.  \n",
+    "\n",
+    "Execute the query below to see how many paths are connected via a maximum of 2 `friends` edges."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55f2aaf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=()-[:friends*..2]->()\n",
+    "RETURN p  \n",
+    "LIMIT 10      "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f5ef9ca",
+   "metadata": {},
+   "source": [
+    "#### Minimum and Maximum length\n",
+    "Let's combine these last 2 queries together to specify both the minimum and the maximum length of the pattern, by adding `*1..2`.  Execute the query below to see how many paths are connected via a minimum of 1 `friends` edge and maximum of 2 `friends` edges.\n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1c3736ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=()-[:friends*1..2]->()\n",
+    "RETURN p  \n",
+    "LIMIT 10   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df52d879",
+   "metadata": {},
+   "source": [
+    "#### Unbounded Patterns\n",
+    "The final way to use VLP syntax is to not specify any minimum or maximum length and instead go for an unbounded range on the pattern.  This is accomplished by adding just the asterisk (`*`).  \n",
+    "\n",
+    "\n",
+    "**Important:** While this is a valid query, these sorts of queries tend to have a very high latency as they may traverse/touch a large portion of the graph, depending on how the graph is connected.\n",
+    "\n",
+    "Execute the query below to see how many paths are connected via any number of `friends` edges. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "651a0f21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH p=()-[:friends*]->()\n",
+    "RETURN p  \n",
+    "LIMIT 10   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85de2ce8",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the basics of VLP queries in openCypher, it's time to put it into practice.  Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the openCypher queries specified below.\n",
+    "\n",
+    "### Exercise VLP-1 Find the friends of Dave's Friends using a VLP\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Find the friends of that person (i.e. traverse the `friends` edge)\n",
+    "* Return the friends `first_name`\n",
+    "\n",
+    "The correct answer is three results: \"Hank\", \"Denise\", \"Paras\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d1cc0f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6521e66f",
+   "metadata": {},
+   "source": [
+    "### Exercise VLP-2 Find all `person` nodes connected to Dave\n",
+    "\n",
+    "Starting at a single node and trying to find all connected children (a.k.a. root to leaf) or trying to find the parent of any child node (a.k.a leaf to root) are two very common hierarchical graph query patterns.  Commonly, these queries supported bill of materials, information organization, or compliance use cases.\n",
+    "\n",
+    "In this exercise, we will be applying that same query pattern to find the hierarchy of people within our social network.  We'll accomplish this vby writing a \"root to leaf\" type query where the root node is our `Dave` node in the social network.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Keep traversing the outgoing `friends` edge until there are no more outgoing `friends` edges\n",
+    "* Return all the paths\n",
+    "\n",
+    "The correct answer is nine results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10b4aa1f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bda5cbf3",
+   "metadata": {},
+   "source": [
+    "### Exercise VLP-3 Find if Dave and Denise are connected\n",
+    "\n",
+    "Attempting to see if, and how two entities in a graph are connected is a common path type query pattern. These types of queries containing unbounded path traversals with an OLTP graph database are best for calculating point to point or point to set path questions.  Set to set or all pairs paths are best done with graph algorithms.\n",
+    "\n",
+    "In this exercise, we will be applying a path type query pattern to find out if two people are connected.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Keep traversing the `friends` edge until you find `Denise`\n",
+    "* Return a single `True` as the result\n",
+    "\n",
+    "The correct answer is a single result: `True`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b44692f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ce0b6c8",
+   "metadata": {},
+   "source": [
+    "### Exercise VLP-4 Find all the ways Dave and Denise are connected\n",
+    "\n",
+    "A common extension to the path traversal query we wrote in VLP-3 is to return not just \"if\" someone is connected but \"how\" they are connected.\n",
+    "\n",
+    "In this exercise, we will be making a slight modification to the previous query to return \"how\" Dave and Denise are connected, not just that they are.\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the friends of Dave (i.e. traverse the `friends` edge)\n",
+    "* Keep traversing the `friends` edge until you find `Denise`\n",
+    "* Return the path\n",
+    "\n",
+    "The correct answer has fifteen results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "007a9efd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5acefc5",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored writing variable length path queries in openCypher queries.  These queries are a powerful and common way to explore connected data to answer questions, especially those where the exact number of connection is unknown.  \n",
+    "\n",
+    "In the next notebook, we will take what we have learned in this notebook and extend it to demonstrate how to order, group, and aggregate values in queries."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/03-Ordering-Functions-Grouping.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/03-Ordering-Functions-Grouping.ipynb
new file mode 100644
index 00000000..206fa58d
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/03-Ordering-Functions-Grouping.ipynb
@@ -0,0 +1,960 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning openCypher - Ordering, Functions, and Grouping\n",
+    "\n",
+    "This notebook is the third in a series of notebooks that walk through how to write queries using openCypher.  \n",
+    "\n",
+    "This notebook will build upon the items convered in the notebook \"01-Basic-Read-Queries\" and \"02-Variable-Length-Paths\".  If you have not loaded the data from those notebooks, please follow the steps in the [Getting Started](#Getting-Started) section below.  If you have loaded the data, then you can jump ahead to the [Setting up the visualizations](#Setting-up-the-visualizations) section.\n",
+    "\n",
+    "## Getting Started\n",
+    "\n",
+    "For these notebooks, we will be leveraging a dataset from the book [Graph Databases in Action](https://www.manning.com/books/graph-databases-in-action?a_aid=bechberger) from Manning Publications.  \n",
+    "\n",
+    "\n",
+    "**Note:** These notebooks do not cover data modeling or building a data loading pipeline.  If you would like a more detailed description about how this dataset is constructed and the design of the data model came from, then please read the book.\n",
+    "\n",
+    "To get started, the first step is to load data into the cluster.  Assuming the cluster is empty, this can be accomplished by running the cell below which will load our Dining By Friends data.\n",
+    "\n",
+    "### Loading Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "df7f476a-95f7-43f3-8f87-79ac8c05c65f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%seed --model Property_Graph --dataset dining_by_friends --run"
+   ]
+  },
+  {
+   "attachments": {
+    "image-3.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "As we examined the data model in the previous notebook, we are not going to examine it, however we will leave the data schema for reference.\n",
+    "\n",
+    "![image-3.png](attachment:image-3.png)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c12469c",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cusine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Ordering Results\n",
+    "\n",
+    "The second law of thermodynamics states that in any process the entropy of the system is always increasing.  However, when working with data, one common requirement is to return that data in a consistent and ordered fashion.  \n",
+    "\n",
+    "By default, data returned from an openCypher query does not have a specified order.  To give our data a consistent order we must uss the `ORDER BY` clause.  This clause enables you sort your results using the values that a query can return, such as nodes/edges, ID values, as well as via many expressions.  \n",
+    "\n",
+    "**Note:** When the data being ordered contains a `null` value, these will be sorted to the end of the results for ascending sort order and the beginning of the list for descending sort order.\n",
+    "\n",
+    "\n",
+    "### Ordering by a property\n",
+    "\n",
+    "The simplest ordering in openCypher is to specify a single property.  This is accomplished using the syntax `ORDER BY <variable>.<property name>`.  By default, items are ordered in ascending order and descending order can be specified using `ORDER BY <variable>.<property name> DESC`.  \n",
+    "\n",
+    "Let's first look at what our data looks like to find all the `restaurant` nodes in our graph and return the `name` property."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7a0df81",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91e99c64",
+   "metadata": {},
+   "source": [
+    "As we see, there is no discernible order to the values returned.  \n",
+    "\n",
+    "Let's see how to order our data by executing the query below to find all the `restaurant` nodes in our graph and order them by the `name` property in descending order."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name\n",
+    "ORDER BY n.name DESC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eee92c8",
+   "metadata": {},
+   "source": [
+    "As we see, with the addition of the `ORDER BY` clause we get our data out in a nice organized manner.  \n",
+    "\n",
+    "### Ordering by multiple properties\n",
+    "\n",
+    "A common need when ordering data is to use multiple properties as the ordering criteria.  In openCypher, this is achieved by adding multiple options to the `ORDER BY` clause.  When multiple properties are specified, the results are first ordered by the first property, then for equal values, the next property, and so on for all the specified properties.  \n",
+    "\n",
+    "Let's see how this works by executing the query below to find all the `restaurant` nodes in our graph and order them by the `name` property, then by the `address` property."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "168bcc76",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name, n.address\n",
+    "ORDER BY n.name, n.address"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "### Order by expressions\n",
+    "In addition to ordering by property values, you can use the elements themselves or expressions such as `id()` or `keys()` to order our data.  In the example below, we first show how to order data using the element itself, and then by the id values of the elements being returned."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55f2aaf9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name\n",
+    "ORDER BY n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c63b78f6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name\n",
+    "ORDER BY id(n)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b78432a",
+   "metadata": {},
+   "source": [
+    "### Pagination\n",
+    "\n",
+    "One of the most common requirements for applications is the ability to return the data in chunks, or pages in the response.  openCypher supports pagination through the use of two clauses: `SKIP` and `LIMIT`.  \n",
+    "\n",
+    "We have already used the `LIMIT` clause to specify the maximum number of entities returned.  When used with the `SKIP` clause, which specifies the number of records to ignore at the beginning of the result set, we can create an effective pagination mechanism.  One important thing to note about pagination is that we need to explicitly order the results to retrieve a consistent set of data in our pages.  Without ordering the results, we have no guarantee that results will be returned in a constant order, meaning that the data shown for a specific \"page\" may differ between calls.\n",
+    "\n",
+    "Let's take a look at how we could use `SKIP` and `LIMIT` to present a paginated view of the restaurants in our graph by retrieving the first page of results."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0335cb50",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name\n",
+    "ORDER BY n.name\n",
+    "SKIP 0 LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70d12ad6",
+   "metadata": {},
+   "source": [
+    "Let's see what it looks like to retrieve the second page of data.  To accomplish this, we need to set the value of `SKIP` to represent the page size we would like to skip."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7371ac06",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name\n",
+    "ORDER BY n.name\n",
+    "SKIP 10 LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "978fff4c",
+   "metadata": {},
+   "source": [
+    "As we see, the data we retrieve from the second query represents the second page of results returned from our query.  Please don't hesitate to try additional values for the `SKIP` and `LIMIT` values to see how the query reacts.\n",
+    "\n",
+    "## Functions\n",
+    "\n",
+    "openCypher contains a set of functions that enables customers to perform computations on the data in an optimized manner.  There are a variety of types of functions supported in Neptune, which are highlighted in the table below:\n",
+    "\n",
+    "|Type|Function|\n",
+    "| ----------- | ----------- |\n",
+    "|Predicate|`exists()`|\n",
+    "|Scalar|`coalesce()`, `endNode()`, `head()`, `id()`, `last()`, `length()`, `properties()`, `size()`, `startNode()`, `timestamp()`, `toBoolean()`, `toFloat()`, `toInteger()`, `type()`|\n",
+    "|Aggregating|`avg()`, `collect()`, `count()`, `max()`, `min()`, `sum()`|\n",
+    "|List|`keys()`, `labels()`, `nodes()`, `range()`, `relationships()`, `reverse()`, `tail()`|\n",
+    "|Math - numeric|`abs()`, `ceil()`, `floor()`, `rand()`, `round()`, `sign()`|\n",
+    "|Math - logarithmic|`e()`, `exp()`, `log()`, `log10()`, `sqrt()`|\n",
+    "|String|`left()`, `lTrim()`, `replace()`, `reverse()`, `right()`, `rTrim()`, `split()`, `substring()`, `toLower()`, `toString()`, `toUpper()`, `trim()`|\n",
+    "\n",
+    "While each function has a specified input format, there are two main ways that these can be used, either as part of the formatting done in the `RETURN` clause or as part of the filtering done in the`WHERE` clauses.  Below, we have provided examples of how to use these in each query sections.\n",
+    "\n",
+    "### Using Function in `RETURN`\n",
+    "\n",
+    "One common way to use functions is to apply them while formatting the results.  To use a function, you first need to pass in a variable as the first parameter, like this `toUpper(n.name)`.  The expected input, or if there is a second required parameter, depends on the exact function being used but this syntax is generally \n",
+    "\n",
+    "\n",
+    "In the example query below, we apply several different functions (`toUpper()` and `coalesce()`) to format the result based on the data matched in the find and filtering portions of the query."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9e4ebade",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN toUpper(n.name) as name, \n",
+    "    //returns the first non-null answer, since this property does not exist it should be `No Capacity Provided`\n",
+    "    coalesce(n.max_capacity, 'No Capacity Provided') as capacity, \n",
+    "    n.address as address\n",
+    "ORDER BY n.name\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e299d1a4",
+   "metadata": {},
+   "source": [
+    "### Using functions in `WHERE`\n",
+    "\n",
+    "Another common way to use functions is as part of a comparison when filtering values in the `WHERE` portion of a query.  The example below shows how you can perform a case-insensitive search on a restaurant name through the use of the `toUpper()` function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2ce3f5fb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "WHERE toUpper(n.name) = 'HAND ROLL'\n",
+    "RETURN n.name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8715cd5f",
+   "metadata": {},
+   "source": [
+    "While the examples above are the most common uses of functions, many of the non-aggregating functions may also be used in other portions of the query.  The example below shows how functions can be used in an `ORDER BY` to order by the length of the restaurant name."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cd7101fc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN n.name\n",
+    "ORDER BY size(n.name)\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0654b084",
+   "metadata": {},
+   "source": [
+    "### Composing multiple functions\n",
+    "\n",
+    "Often you many need to chain or compose functions together to create more complex computations.  While functions can be chained together in any part of a query where they are supported, the example below shows how to compose several functions together in the `RETURN`.  \n",
+    "\n",
+    "\n",
+    "In this example, our query will find the average number of words in the `name` for restaurants in the graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "91b72e90",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN avg(size(split(n.name, \" \")))\n",
+    "LIMIT 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "952c7825",
+   "metadata": {},
+   "source": [
+    "Now that we have looked at the ordering and function capabilities in openCypher, it's time to take a look at another major set of functionality in formatting openCypher results, grouping.\n",
+    "\n",
+    "## Grouping Results\n",
+    "\n",
+    "Grouping results in openCypher is a bit different from how grouping works in other query languages, such as Gremlin or SQL.  In most other query languages the grouping of results is done by explicitly calling a step or clause, such as SQL uses `GROUP BY` and Gremlin uses the `group()/groupCount()` step.\n",
+    "\n",
+    "In openCypher, grouping is controlled implicitly, via the use of aggregating expressions containing one or more aggregating functions (`avg()`, `collect()`, `count()`, `max()`, `min()`, `sum()`).  Each aggregation function computes the groups formed by the output of that function.  For this group to work, the final aggregation expressions has to be either:\n",
+    "\n",
+    "* An aggregation function (`RETURN count(*)`)\n",
+    "* A grouping key (`RETURN n, count(n)`)\n",
+    "* A local variable\n",
+    "\n",
+    "These expressions ensure that the aggregation is be computed over all the results within a group.  Groups are determined through the grouping keys. Grouping keys are non-aggregate expressions, that are specfied in conjunction with the aggregate functions are are used to group the values.  Let's look at an example to understand how this works.\n",
+    "\n",
+    "**Example**\n",
+    "|id|name|\n",
+    "|---|---|\n",
+    "|1|Dave|\n",
+    "|2|Josh|\n",
+    "|3|Kelly|\n",
+    "|4|Dave|\n",
+    "\n",
+    "```\n",
+    "MATCH (n)\n",
+    "RETURN n.name AS name, count(n.name) AS cnt\n",
+    "```\n",
+    "Results:\n",
+    "\n",
+    "|name|cnt|\n",
+    "|---|---|\n",
+    "|Dave|2|\n",
+    "|Josh|1|\n",
+    "|Kelly|1|\n",
+    "\n",
+    "In this example, we are returning 2 values from the query `name` and `cnt`.  The first value, `name`, is not an aggregating function so it will be the grouping key that buckets similar items.  The second value, `cnt`, is the output of an aggregating function which will calculate the result, in this case a count, based on the buckets created by the grouping key `name`.\n",
+    "\n",
+    "It may take a little bit of getting used to this manner of grouping items, so let's jump in and try out some common use cases for grouping.\n",
+    "\n",
+    "### Group by a property\n",
+    "\n",
+    "Running the query below, returns the count of restaurants with `name` attributes of a specific length."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f66d367b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)  \n",
+    "RETURN count(*) AS count_in_length, size(n.name) AS name_length\n",
+    "ORDER BY name_length"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c92cf2e",
+   "metadata": {},
+   "source": [
+    " In this example, the grouping key will the name length (`size(n.name)`) with the aggregating operation being the `count()`.\n",
+    " \n",
+    " ### Group on a pattern match\n",
+    " \n",
+    "Another common need is to use multiple different elements in a pattern to perform a grouping/aggregation query.   To accomplish this, you combine what we know about `MATCH` and named variables with what we have just learned about grouping to achieve this aggregation.\n",
+    "\n",
+    "Let's take a look at what it would look like to find the average rating of the restaurants in our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f646e881",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)<-[:about]-(r:review)\n",
+    "RETURN n.name AS name, avg(r.rating) AS rating\n",
+    "ORDER BY rating desc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60b2eab1",
+   "metadata": {},
+   "source": [
+    "## Combining Queries\n",
+    "\n",
+    "Now that we have learned about all the major features (finding, filtering, formatting, ordering, functions, and grouping) of openCypher, we have one more topic to discuss in this notebook, how to combine subqueries together to create more complex queries.  In openCypher, there are three main mechanisms to achieve this: `UNION`, `UNION ALL`, and `WITH`.\n",
+    "\n",
+    "### UNION\n",
+    "\n",
+    "The `UNION` clause combines the results of 2 or more queries together and returns the combined result from both queries.  In the case of `UNION`, the result will remove any duplicates.  \n",
+    "\n",
+    "\n",
+    "Let's see what an example `UNION` query looks like:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "190af502",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)\n",
+    "RETURN n \n",
+    "LIMIT 5\n",
+    "UNION\n",
+    "MATCH (n:review)\n",
+    "RETURN n\n",
+    "LIMIT 5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd55000f",
+   "metadata": {},
+   "source": [
+    "One common tripping point with `UNION` queries is that each query must return the same number of columns, and the columns must have identical names.  If this is not the case, you will receive an error message like occurs when running the query below:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "493ac5cf",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)\n",
+    "RETURN n \n",
+    "LIMIT 5\n",
+    "UNION\n",
+    "MATCH (r:review)\n",
+    "RETURN r\n",
+    "LIMIT 5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0c9a4e2",
+   "metadata": {},
+   "source": [
+    "### UNION ALL\n",
+    "\n",
+    "The second way to combine queries is with the `UNION ALL` clause.  This works fundamentally the same as the `UNION` clause, except that it will retain duplicates in the results.  If we look at the two nearly identical queries below, we will see the first query is a `UNION` query and will return de-duplicated result to return only 5 results.  The second query, which is a `UNION ALL` query, will return results including duplicates to total 10 rows."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "baa0f999",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)\n",
+    "RETURN n \n",
+    "LIMIT 5\n",
+    "UNION \n",
+    "MATCH (n:restaurant)\n",
+    "RETURN n \n",
+    "LIMIT 5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9d97b3b3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:restaurant)\n",
+    "RETURN n \n",
+    "LIMIT 5\n",
+    "UNION ALL\n",
+    "MATCH (n:restaurant)\n",
+    "RETURN n \n",
+    "LIMIT 5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae43a10d",
+   "metadata": {},
+   "source": [
+    "### `WITH` clause\n",
+    "\n",
+    "The final mechanism to combine subqueries together is the `WITH` clause which allows subqueries to be chained together instead of combining the results.  \n",
+    "\n",
+    "The `WITH` clause allows you to manipulate the output of a query and pass all or part of the results of a subquery on for use in the next subquery.  While there are a myriad of ways to leverage subqueries in openCypher, there are a couple of common usage patterns for the `WITH` clause:\n",
+    "\n",
+    "* Limiting the number of entries passed to other subqueries\n",
+    "* Introducing new intermediate results such from projection/aggregation/etc.,\n",
+    "* Filtering on aggregated values for subsequent queries\n",
+    "\n",
+    "In the cells below, we will show how to leverage each of these common patterns.\n",
+    "\n",
+    "#### Limiting Results\n",
+    "\n",
+    "Likely the most straightforward use of subqueries is to limit the results from an initial subquery for use as a starting point for the next subquery.  In this example, we will find the first 5 restaurants and then find the reviews for those restaurants only. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e27d0b96",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "\n",
+    "MATCH (n:restaurant)\n",
+    "WITH n LIMIT 5\n",
+    "MATCH p=(n)<-[:about]-(:review)\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9ea7476e",
+   "metadata": {},
+   "source": [
+    "####  Intermediate Results\n",
+    "\n",
+    "Another common use of the `WITH` clause is to calculate some intermediate result that is used to aid in filtering results.  In the example below, we are running a query to find all `restaurant` nodes that are connected to a `review`.  We are then passing the `restaurant` and an upper case version of the `name` called `upperCaseName` to the subsequent query portions, where we filter for restaurants starting with `WITH`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9a2ddc2",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (r:restaurant)<--(rev:review)\n",
+    "WITH r, toUpper(r.name) AS upperCaseName\n",
+    "WHERE upperCaseName STARTS WITH 'WITH'\n",
+    "RETURN r.name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b6b6b33f",
+   "metadata": {},
+   "source": [
+    "#### Filtering on Aggregated Values\n",
+    "\n",
+    "The final common pattern for using `WITH` in a query is to use an initial subquery to filter on some set of matched patterns, which are then passed along to the next portion of the query.  In the example below, I am finding all restaurants with more than 5 reviews and then finding the city for those restaurants."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a2c6dc9c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (r:restaurant)<--(rev:review)\n",
+    "WITH size(collect(rev)) as num_reviews, r\n",
+    "WHERE num_reviews >5\n",
+    "MATCH (r)-[:within]->(c:city)\n",
+    "RETURN c.name as city, r.name as name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "500ed04f",
+   "metadata": {},
+   "source": [
+    "#### Variable scope in `WITH`\n",
+    "\n",
+    "When working with the `WITH` clause, it is important to understand the scope of variables.  Each subquery scopes its own variables to only exist within the subquery unless you explicitly pass the variable, or use the wildcard (`*`), to pass the variable on to the next subquery.  Let's look at the previous query:\n",
+    "```\n",
+    "MATCH (r:restaurant)<--(rev:review)\n",
+    "WITH size(collect(rev)) as num_reviews, r\n",
+    "WHERE num_reviews >5\n",
+    "MATCH (r)-[:within]->(c:city)\n",
+    "RETURN c.name as city, r.name as name\n",
+    "```\n",
+    "\n",
+    "Examining the `WITH` clause here, we see that we identified both the calculated value `num_reviews` and one of the original variables `r` to be passed on to the subquery.  This means that both `num_reviews` and `r` are in scope for the second portion of the query.  However, the variable `rev` from the first part is no longer able to be accessed for the second half of this query.  Running the cell below will display an error message."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "28ca4c56",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (r:restaurant)<--(rev:review)\n",
+    "WITH size(collect(rev)) as num_reviews, r\n",
+    "WHERE num_reviews >5\n",
+    "RETURN rev"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4fed7997",
+   "metadata": {},
+   "source": [
+    "To resolve this issue, we must modify the query slightly to first group together all the `rev` elements using the `WITH` clause into a variable named `revs`.  This now leaves us with all our `review` nodes in scope.  We can then filter the results of our query using the `size()` function on our `revs` element and return the matching values.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f38aa970",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (r:restaurant)<--(rev:review)\n",
+    "WITH collect(rev) as revs\n",
+    "WHERE size(revs)>5\n",
+    "RETURN revs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f5d352e5",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the main concepts of openCypher read queries, it's time to put it into practice.  Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the openCypher queries specified below.\n",
+    "\n",
+    "For these exercises, we will be leveraging the majority of the different entities in our data to show how we would build a common graph pattern known as \"collaborative filtering\" which is often used to provide recommendations to users based on other's reviews.  Collaborative filtering works on the idea that if two people share the same opinion on a topic, such as a restaurant, then they are more likely to share similar opinions on other topics.  With a graph, we can leverage these connections to help provide recommendations based on these patterns of connections.  In these exercises, we will be recommending restaurants to our users based upon reviews.\n",
+    "\n",
+    "\n",
+    "### Exercise G-1 What are the 3 highest restaurants?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find the 3 highest average restaurant rating\n",
+    "* Find the associated cuisine\n",
+    "* Return the restaurant name, the cuisine name, and the average rating\n",
+    "* Order the results by average rating descending\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Cuisine|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Lonely Grape|bar|5.0|\n",
+    "|Perryman's|bar|4.5|\n",
+    "|Rare Bull|steakhouse|4.333333|\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "36adacaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (c:cuisine)\n",
+    "RETURN c"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04ab5b59",
+   "metadata": {},
+   "source": [
+    "### Exercise G-2 Find the top 3 highest rated restaurants in the city where Dave lives\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find the average rating of restaurants in that city\n",
+    "* Find the top 3 average ratings\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Dave's Big Deluxe|\t490 Ivan Cape|4.0|\n",
+    "|Pick & Go|4881 Upton Falls|3.75|\n",
+    "|Without Chaser|\t01511 Casper Fall|3.5|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dae9d211",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "678a243d",
+   "metadata": {},
+   "source": [
+    "### Exercise G-3 What Mexican or Chinese restaurant near Dave that is the highest rated?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find the restaurants in that city that serve 'Mexican' or 'Chinese' food\n",
+    "* Find the average rating of those restaurants\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "* Return the top 1 result\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|With Salsa|24320 Williamson Causeway|3.5|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f96b91e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e93f266d",
+   "metadata": {},
+   "source": [
+    "### Exercise G-4 What are the top 3 restaurants, recommended by his friends, where Dave lives? (Personalized Recommendation)\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find a `person` node(s) with a `first_name` of \"Dave\"\n",
+    "* Find the `city` that Dave lives in\n",
+    "* Find Dave's friends\n",
+    "* Find reviews written by Dave's friends in the city \"Dave\" lives in\n",
+    "* Find the average rating of those restaurants\n",
+    "* Return the restaurant name, address, and average rating\n",
+    "* Order by the average rating descending\n",
+    "* Return the top 3\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|Restaurant name|Address|Avg Rating|\n",
+    "|---|---|---|\n",
+    "|Dave's Big Deluxe|490 Ivan Cape|4.0|\n",
+    "|With Salsa|24320 Williamson Causeway|4.0|\n",
+    "|Satiated|370 Hills Estates|3.666667|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81e5d4bc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5acefc5",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored ordering, functions, and grouping in openCypher queries.  These queries are a powerful and common way to format and mutate data within your graph.  This is also the last notebook in the set dedicated to writing read queries.  In the next notebook we will take a look at how to write queries that mutate data through insert, update, and delete operations."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/04-Creating-Updating-Delete-Queries.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/04-Creating-Updating-Delete-Queries.ipynb
new file mode 100644
index 00000000..ab4f3517
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/04-Creating-Updating-Delete-Queries.ipynb
@@ -0,0 +1,727 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "eab505f3",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# Learning openCypher - Create, Update, and Delete Queries\n",
+    "\n",
+    "This notebook is the fourth in a series of notebooks that walk through how to write queries using openCypher.\n",
+    "\n",
+    "This notebook will build upon the items convered in the notebook \"01-Basic-Read-Queries\", \"02-Variable-Length-Paths\", and \"03-Ordering-Functions-Grouping\".  If you have not loaded the data from those notebooks, please follow the steps in the [Getting Started](#Getting-Started) section below.  If you have loaded the data, then you can jump ahead to the [Setting up the visualizations](#Setting-up-the-visualizations) section.\n",
+    "\n",
+    "## Getting Started\n",
+    "\n",
+    "For these notebooks, we will be leveraging a dataset from the book [Graph Databases in Action](https://www.manning.com/books/graph-databases-in-action?a_aid=bechberger) from Manning Publications.  \n",
+    "\n",
+    "\n",
+    "**Note:** These notebooks do not cover data modeling or building a data loading pipeline.  If you would like a more detailed description about how this dataset is constructed and the design of the data model came from, then please read the book.\n",
+    "\n",
+    "To get started, the first step is to load data into the cluster.  Assuming the cluster is empty, this can be accomplished by running the cell below which will load our Dining By Friends data.\n",
+    "\n",
+    "### Loading Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ff989cbd-55c7-4c0e-81cc-7f0495b37389",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%seed --model Property_Graph --dataset dining_by_friends --run"
+   ]
+  },
+  {
+   "attachments": {
+    "image-3.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "48e9a85f",
+   "metadata": {},
+   "source": [
+    "### Looking at our graph data\n",
+    "\n",
+    "Now that we have loaded our data, let's take a moment to look at what our data model looks like:\n",
+    "\n",
+    "\n",
+    "![image-3.png](attachment:image-3.png)\n",
+    "\n",
+    "<table>\n",
+    "    <tr><th colspan=3 style=\"text-align: center\">Element (Node/Edge) Counts</th>\n",
+    "    </tr>\n",
+    "<tr><td style=\"width:40%\">\n",
+    "    \n",
+    "|Node Label|Count|\n",
+    "|:--|:--|\n",
+    "|review|109|\n",
+    "|restaurant|40|\n",
+    "|cuisine|24|\n",
+    "|person|8|\n",
+    "|state|2|\n",
+    "|city|2|\n",
+    "    \n",
+    "</td>\n",
+    "    <td></td>\n",
+    "    <td style=\"width:40%\">\n",
+    "\n",
+    "|Edge Label|Count|\n",
+    "|:--|:--|\n",
+    "|wrote|218|\n",
+    "|about|218|\n",
+    "|within|84|\n",
+    "|serves|80|\n",
+    "|friends|20|\n",
+    "|lives|16|\n",
+    "\n",
+    "</td></tr> </table>\n",
+    "\n",
+    "This dataset represents a fictitious, but realistic, restaurant recommendation application that contains:\n",
+    "\n",
+    "* Users, represented by `person` nodes\n",
+    "* Users connected to Users via `friends` edges\n",
+    "* Restaurants and their associated information (`city`, `state`, `cusine`)\n",
+    "* Reviews include the body and ratings\n",
+    "* Ratings of reviews (helpful/not helpful)\n",
+    "\n",
+    "This application contains three main aspects to the data it collects.  First, it contains a social network consisting of `person` nodes connected to other `person` nodes via a `friends` edge.  Second, it contains a restaurant review aspect consisting of `restaurant` nodes, information about those restaurants (`city`/`state`/`cuisine`), and `review` nodes for that restaurant.  The third, and final aspect, consists of a personalization component where a `person` can rate a `review`, which allows for better recommendations based on a person's preferences.\n",
+    "\n",
+    "Throughout this set of notebooks, we will leverage the different aspects of this data to highlight different fundamental types of common property graph queries, namely neighborhood traversals, hierarchies, paths, and collaborative filtering.\n",
+    "\n",
+    "Now let's get started."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c12469c",
+   "metadata": {},
+   "source": [
+    "### Setting up the visualizations\n",
+    "\n",
+    "Run the next two cells to configure various display options for our notebook, which we will use later on to display our results in a pleasing visual way.  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6e655017",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d5c80800",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "node_labels = '{\"person\":\"first_name\",\"city\":\"name\",\"state\":\"name\",\"restaurant\":\"name\",\"cusine\":\"name\"}'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab986dac",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Creating Data\n",
+    "\n",
+    "When working with any database, one of the most common tasks is adding new data.  To add new nodes, edges, or path in openCypher we use the `CREATE` clause. \n",
+    "\n",
+    "\n",
+    "### Creating a node with a label and properties\n",
+    "The simpliest option to create a node in openCypher is to do a query similar to this:\n",
+    "\n",
+    "```\n",
+    "CREATE (n)\n",
+    "```\n",
+    "This query will create a node with a default label (`vertex`) and no properties.  If we wanted to return the newly created element, we could by adding a `RETURN` clause like shown here:\n",
+    "\n",
+    "```\n",
+    "CREATE (n)\n",
+    "RETURN n\n",
+    "```\n",
+    "\n",
+    "We can also create multiple elements simultaneously by specifying all of them in the `CREATE` clause, as seen here:\n",
+    "\n",
+    "```\n",
+    "CREATE (n), (m)\n",
+    "RETURN n, m\n",
+    "```\n",
+    "\n",
+    "\n",
+    "While these examples help in understanding the basic syntax, they are not very realistic.  In most scenarios you will not want to just add a node, instead you will want to add a node with a specific label and associated properties.\n",
+    "\n",
+    "Let's look at what our query looks like to create a new `person` node with the first name of `John` and a last name of `Doe`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f7a0df81",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "CREATE (n:person {first_name: 'John', last_name: 'Doe'})\n",
+    "RETURN n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8364e41a",
+   "metadata": {},
+   "source": [
+    "In the example above, the first and last name properties were added by specifying them inline with the node being created.  This can also be accomplished using the `SET` clause.  The `SET` clause allows you to specify a specific property to be added/updated (`SET n.first_name='Jane'`) or it can be assigned a map of key-value pairs which will all be added/updated, as shown in the example below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fc969671",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "CREATE (n:person)\n",
+    "SET n={first_name: 'Jane', last_name: 'Doe'}\n",
+    "RETURN n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91e99c64",
+   "metadata": {},
+   "source": [
+    "### Creating edges\n",
+    "\n",
+    "Another common task is to create edges between nodes.  To create edges, we first use the `MATCH` statement to get the two nodes we would like to connect and then add the relationship between them using the `CREATE` clause.  \n",
+    "\n",
+    "In the query below, we find the nodes we created above for `John Doe` and `Jane Doe` and connect them with a `friends` edge."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "deabe58e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (john:person {first_name: 'John', last_name:'Doe'}), (jane:person {first_name: 'Jane', last_name:'Doe'})  \n",
+    "CREATE (john)-[r:friends]->(jane)\n",
+    "RETURN r"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eee92c8",
+   "metadata": {},
+   "source": [
+    "As with nodes, we can also set properties on these edges using the `SET` clause as shown here:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "168bcc76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (john:person {first_name: 'John', last_name:'Doe'}), (jane:person {first_name: 'Jane', last_name:'Doe'})  \n",
+    "CREATE (john)-[r:friends]->(jane)\n",
+    "SET r.relationship='coworker'\n",
+    "RETURN r"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6d36e1dd",
+   "metadata": {},
+   "source": [
+    "### Creating paths\n",
+    "The last major task people want to do when adding data to their graph is to create entire paths containing both nodes and the connecting edges.  Using what we have already learned, we can accomplish this using a query like this:\n",
+    "\n",
+    "```\n",
+    "CREATE (jim:person {first_name: 'Jim', last_name: 'Doe'})\n",
+    "CREATE (joe:person {first_name: 'Joe', last_name: 'Doe'})\n",
+    "CREATE (jim)-[:friends]->(joe)\n",
+    "```\n",
+    "\n",
+    "While this is reasonable approach, we can increase the readability of this query a bit by adding them all within a single statement as shown below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55f2aaf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "CREATE p= (jim:person {first_name: 'Jim', last_name: 'Doe'})-[:friends]->\n",
+    "    (joe:person {first_name: 'Joe', last_name: 'Doe'})\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b78432a",
+   "metadata": {},
+   "source": [
+    "## Updating Data\n",
+    "\n",
+    "After creating data, the next most common task is to update data within the graph.  Lucky for us, we have already learned the building blocks we need to know to accomplish this task.  In openCypher, we combine the `MATCH` and `SET` clauses to update attributes on nodes and edges.  In the example below, let's update the `first_name` of the `Joe Doe` node we created in the previous step."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0335cb50",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (joe:person {first_name: 'Joe', last_name: 'Doe'})  \n",
+    "SET joe.first_name='Joseph'\n",
+    "RETURN joe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70d12ad6",
+   "metadata": {},
+   "source": [
+    "As we showed with the `CREATE` clause you can update the values by assigning a map of key-value pairs to an element.  When updating data you can also use a map with a `+=` to append or overwrite the key-value pairs from the map to that element.  In the example below, we are going to add a new property `age` to our `Joseph Doe` node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7371ac06",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (joe:person {first_name: 'Joseph', last_name: 'Doe'})  \n",
+    "SET joe += {age: 43}\n",
+    "RETURN joe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "978fff4c",
+   "metadata": {},
+   "source": [
+    "Another feature when using `SET` is that you can remove a property by setting that property key to `null`, as shown in the example below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9e4ebade",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (joe:person {first_name: 'Joseph', last_name: 'Doe'})  \n",
+    "SET joe.age = null\n",
+    "RETURN joe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e299d1a4",
+   "metadata": {},
+   "source": [
+    "## Upserting Data\n",
+    "\n",
+    "We have learned how to create and update data in our graph. However, there is another important mutation operation that we want to cover.  That operation is how to perform an upsert, where data is created if it doesn't exist or updated if it does.  In openCypher, this operation is performed using the `MERGE` clause.  `MERGE` can be thought of as a combination of `MATCH` and `CREATE` with the additional ability to specify what to do on a create or a match.  \n",
+    "\n",
+    "**Note:** The `MERGE` clause does not support partial pattern matches.  When matching against patterns in `MERGE`, the matches are either the entire pattern, or the entire pattern is created.\n",
+    "\n",
+    "The `MERGE` clause is divided into three sections:\n",
+    "\n",
+    "* `MERGE` - This specifies the pattern(s) that you want to match in the graph\n",
+    "* `ON CREATE` - This specifies the behavior to occur if the pattern is created\n",
+    "* `ON MATCH` - This specifies the behavior to occur if the pattern is matched\n",
+    "\n",
+    "Of these three portions, only the `MERGE` is required.  \n",
+    "\n",
+    "### Upserting Nodes\n",
+    "\n",
+    "Let's take a look at what a simple `MERGE` statement looks like with a single node pattern match."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2ce3f5fb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MERGE (p:person {first_name: \"Jamie\"})\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8715cd5f",
+   "metadata": {},
+   "source": [
+    "In this case, we created a new node as there are no matches for the specified pattern.  However, let's say that if you created the node that you wanted to specify additional properties beyond the ones in the pattern match.  This is where we can leverage the `ON CREATE` portion of the `MERGE` clause as shown below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cd7101fc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MERGE (p:person {first_name: \"Jamie\"})\n",
+    "ON CREATE\n",
+    "    SET p.creation = 'Now'\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0654b084",
+   "metadata": {},
+   "source": [
+    "We can also specify the behavior for when the pattern is matched via the `ON MATCH` portion, as shown here:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "91b72e90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MERGE (p:person {first_name: \"Jamie\"})\n",
+    "ON CREATE\n",
+    "    SET p.creation = 'Now'\n",
+    "ON MATCH\n",
+    "    SET p.creation = 'Earlier'\n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "952c7825",
+   "metadata": {},
+   "source": [
+    "### Upserting edges\n",
+    "\n",
+    "The `MERGE` clause can also be used on to upsert edges.  Let's take the query we used above to create edges and update it to use `MERGE` instead."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f66d367b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (john:person {first_name: 'John', last_name:'Doe'}), (jane:person {first_name: 'Jane', last_name:'Doe'})  \n",
+    "MERGE (john)-[r:friends]->(jane)\n",
+    "RETURN r"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2c92cf2e",
+   "metadata": {},
+   "source": [
+    "###  `UNWIND` with `MERGE`\n",
+    "\n",
+    "So far, the options we have shown you work with a single item.  However, a common requirement is to send in a list of values and have them all added iteratively.  To accomplish this, we can leverage the `MERGE` clause as well as another new clause `UNWIND`.  `UNWIND` is a clause in openCypher that takes a list and expands it back to individual rows.  For example, if we ran the query below:\n",
+    "\n",
+    "```\n",
+    "UNWIND [1,2,3] as x\n",
+    "RETURN x\n",
+    "```\n",
+    "\n",
+    "We would get back the following results:\n",
+    "\n",
+    "|x|\n",
+    "|--|\n",
+    "|1|\n",
+    "|2|\n",
+    "|3|\n",
+    "\n",
+    "**Note:** One important thing to know is that while we are demonstrating the `UNWIND` clause in the context of creating/merging data, this is not the only way it can be used.  The `UNWIND` clause has multiple other uses when dealing with lists beyond what is shown here.\n",
+    "\n",
+    "The ability to pass in a list of values and have them transformed into individual rows to optimize insertion of data.  In the example below, we use a `WITH` clause to inject an array of maps.  We then use the `UNWIND` clause to turn this into 3 individual rows, which are then used as inputs to the `MERGE` statement."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f646e881",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    " WITH [{first_name:\"Dave\"},{first_name:\"Josh\"},{first_name:\"Steve\"}] as names\n",
+    "\n",
+    "UNWIND names as name\n",
+    "MERGE (n:person {first_name: name.first_name})\n",
+    "RETURN n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60b2eab1",
+   "metadata": {},
+   "source": [
+    "## Deleting Data\n",
+    "\n",
+    "Now that we have learned about how to add and update data in our graph, the final operation we need to learn is how to delete data.  In openCypher, deletion of data is done with the `DELETE` clause for removing nodes or edges.\n",
+    "\n",
+    "### Removing a Node\n",
+    "\n",
+    "To remove a node(s) in openCypher, we first need to match the items we want to delete, via `MATCH`, and then remove them using `DELETE`.  In the example below, we will remove any nodes with the `first_name` of `Steve` from our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "190af502",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:person {first_name: 'Steve'})\n",
+    "DELETE n\n",
+    "RETURN n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a68c7a83",
+   "metadata": {},
+   "source": [
+    "### Removing an Edge\n",
+    "To remove an edge(s) in openCypher is very similar to removing a node, except that we need to pass the edge to `DELETE`. In the example below, we will remove any edges associated with nodes with the `first_name` of `Joseph` from our graph."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2beb5c72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (n:person {first_name: 'Joseph'})-[r]-()\n",
+    "DELETE r\n",
+    "RETURN r"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd55000f",
+   "metadata": {},
+   "source": [
+    "### Deleting Nodes and Edges\n",
+    "\n",
+    "One common tripping point with `DELETE` queries is that if you are trying to delete a node that is attached to an edge.  If you do this, then the error will be returned:\n",
+    "\n",
+    "```\n",
+    "\"Cannot delete node, because it still has relationships. To delete this node, you must first delete its relationships.\"\n",
+    "```\n",
+    "\n",
+    "To avoid this, we can delete all the relationships and then the node, like this:\n",
+    "\n",
+    "```\n",
+    "MATCH (n:person {first_name: 'Joseph'})-[r]-()\n",
+    "DELETE r\n",
+    "DELETE n\n",
+    "```\n",
+    "\n",
+    "The other option is to use the `DETACH DELETE` version of the clause which allows you to specify just the node and it will remove all adjacent edges and then the node.  The example below removes all edges and nodes with a name of `John Doe`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "493ac5cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n",
+    "MATCH (n:person {first_name: 'John', last_name: 'Doe'})\n",
+    "DETACH DELETE n\n",
+    "RETURN n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f5d352e5",
+   "metadata": {},
+   "source": [
+    "## Exercises\n",
+    "\n",
+    "Now that we have gone through the concepts of openCypher mutation queries, it's time to put it into practice.  Below are several exercises you can complete to verify your understanding of the material covered in this notebook.  As practice for what you have learned, please write the openCypher queries specified below.\n",
+    "\n",
+    "### Exercise M-1 Create a new person `Leonhard Euler`  and connect them to `Dave`?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Create a new `person` node with a name of `Leonhard Euler` \n",
+    "* Connect the new node to `Dave` via a `friends` edge\n",
+    "* Return the new connection\n",
+    "\n",
+    "The results for this query are the new edge's id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "36adacaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04ab5b59",
+   "metadata": {},
+   "source": [
+    "### Exercise M-2 Upsert the a list of followers and add an edge to `Dave`?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Given the following list:\n",
+    "    ```\n",
+    "    [{first_name: 'Taylor', last_name: 'Hall'},{first_name: 'Kelvin', last_name: 'Fernsby'},{first_name: 'Ian', last_name: 'Rochester'}]\n",
+    "    ```\n",
+    "* Add or update `person` nodes for each item in the list\n",
+    "* Add or update a `follower` relationship between each new node and `Dave`\n",
+    "* If the edge is created write a property `creation` with a value `Created`\n",
+    "* If the edge already exists write a property `creation` with a value `Updated`\n",
+    "* Return the new edge elements\n",
+    "* This query should be re-runable without creating new nodes or edges\n",
+    "\n",
+    "The results for this query are the three edge elements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dae9d211",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "678a243d",
+   "metadata": {},
+   "source": [
+    "### Exercise M-3 Delete all `followers` edges and remove any connected nodes with no other edges?\n",
+    "\n",
+    "Using the data model above, write a query that will:\n",
+    "\n",
+    "* Find all the followers edges and connected nodes and remove the edges\n",
+    "* For each of the connected nodes see if they have any other edges\n",
+    "* If they have edges then ignore them\n",
+    "* If they have no edges then remove them\n",
+    "* Return the number of edges removed and the number of nodes removed\n",
+    "\n",
+    "The results for this query are:\n",
+    "\n",
+    "|node_cnt|edge_cnt|\n",
+    "|--|--|\n",
+    "|3|6|"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f96b91e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc -d $node_labels\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5acefc5",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "\n",
+    "In this notebook, we explored how to write queries to mutate data in openCypher.  This brings us to the end of our learning session on openCypher.  Throughout these notebooks, we have walked through the most common usage patterns for openCypher and applied those to common query patterns for property graph queries.  We hope that you now feel that you have a strong foundational understanding of how to approach and write openCypher queries."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/__init__.py b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/openCypher-Exercises-Answer-Key.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/openCypher-Exercises-Answer-Key.ipynb
new file mode 100644
index 00000000..ccb3c431
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/02-openCypher/openCypher-Exercises-Answer-Key.ipynb
@@ -0,0 +1,436 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b6612db4",
+   "metadata": {},
+   "source": [
+    "# Answer Key\n",
+    "\n",
+    "Below are the answers to the exercises given in the companion notebooks but first let's setup the visualization options.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "16995693-2a2c-42bf-8461-a32062ebaac3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%graph_notebook_vis_options\n",
+    "{\n",
+    "  \"groups\": {    \n",
+    "    \"person\": {\n",
+    "      \"color\": \"#9ac7bf\"\n",
+    "    },\n",
+    "    \"review\": {\n",
+    "      \"color\": \"#f8cecc\"\n",
+    "    },\n",
+    "    \"city\": {\n",
+    "      \"color\": \"#d5e8d4\"\n",
+    "    },\n",
+    "    \"state\": {\n",
+    "      \"color\": \"#dae8fc\"\n",
+    "    },\n",
+    "    \"review_rating\": {\n",
+    "      \"color\": \"#e1d5e7\"\n",
+    "    },\n",
+    "    \"restaurant\": {\n",
+    "      \"color\": \"#ffe6cc\"\n",
+    "    },\n",
+    "    \"cusine\": {\n",
+    "      \"color\": \"#fff2cc\"\n",
+    "    }\n",
+    "  }\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e76dc888-a0c7-4ed1-bac5-52e96578dfea",
+   "metadata": {},
+   "source": [
+    "## 01-Basic-Read-Queries\n",
+    "\n",
+    "### Exercise B-1 Find the first name of Dave's friends"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "28840d3b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "MATCH (:person {first_name: 'Dave'})-[:friends]->(f:person) \n",
+    "RETURN f.first_name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "78ec7c0d",
+   "metadata": {},
+   "source": [
+    "### Exercise B-2 Find the first name of the friends of Dave's friends"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "65e46798",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc \n",
+    "\n",
+    "MATCH (:person {first_name:'Dave'})-[:friends]->()-[:friends]->(p:person) \n",
+    "RETURN DISTINCT p.first_name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "17a15554",
+   "metadata": {},
+   "source": [
+    "### Exercise B-3 Find out how the friends of Dave's friends are connected"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cec9a543",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH p=(d:person {first_name:'Dave'})-[:friends]->()-[:friends]->(:person) \n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d193248",
+   "metadata": {},
+   "source": [
+    "### Exercise B-4  Which friends should we recommend for Dave?\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "670edcbc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH p=(d:person {first_name:'Dave'})-[:friends]->()-[:friends]->(foff:person) \n",
+    "WHERE NOT (foff)-[:friends]->(d)\n",
+    "RETURN DISTINCT foff.first_name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c222fc68",
+   "metadata": {},
+   "source": [
+    "## 02-Variable-Length-Paths\n",
+    "\n",
+    "### Exercise VLP-1 Find the first name of Dave's friends"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a2064f90",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH (:person {first_name:'Dave'})-[:friends*2]->(p:person) \n",
+    "RETURN DISTINCT p.first_name"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6f7229b",
+   "metadata": {},
+   "source": [
+    "### Exercise VLP-2 Find all `person` nodes connected to Dave"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "60a9d820",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH p=(:person {first_name:'Dave'})-[:friends*]->(:person) \n",
+    "RETURN p"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "615c2be9",
+   "metadata": {},
+   "source": [
+    "### Exercise VLP-3 Find if Dave and Denise are connected"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd4b86e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH p=(:person {first_name:'Dave'})-[:friends*1..]-(:person {first_name:'Denise'})\n",
+    "RETURN True \n",
+    "LIMIT 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62d52023",
+   "metadata": {},
+   "source": [
+    "### Exercise VLP-4 Find all the ways Dave and Denise are connected"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "044ea076",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "\n",
+    "MATCH p=(:person {first_name:'Dave'})-[:friends*1..]-(:person {first_name:'Denise'})\n",
+    "RETURN p "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "76439a5a",
+   "metadata": {},
+   "source": [
+    "## 03-Ordering-Functions-Grouping\n",
+    "\n",
+    "### Exercise G-1 What are the 3 highest restaurants?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "43555803",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (r:restaurant)<-[:about]-(rev:review)\n",
+    "WITH r, avg(rev.rating) AS avg_rating\n",
+    "ORDER BY avg_rating DESC\n",
+    "LIMIT 3\n",
+    "MATCH (r)-[:serves]->(c:cuisine)\n",
+    "RETURN r.name, c.name, avg_rating\n",
+    "ORDER BY avg_rating Desc"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85285f40",
+   "metadata": {},
+   "source": [
+    "### Exercise G-2 Find the top 3 highest rated restaurants in the city where Dave lives"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d9726904",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (p:person {first_name: 'Dave'})-[:lives]->(:city)<-[:within]-(r:restaurant)<-[:about]-(v:review)\n",
+    "WITH r, avg(v.rating) AS rating_average, p\n",
+    "RETURN r.name AS name,\n",
+    "r.address AS address, rating_average\n",
+    "ORDER BY rating_average DESC \n",
+    "LIMIT 3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d87c8a58",
+   "metadata": {},
+   "source": [
+    "### Exercise G-3 What Mexican or Chinese restaurant near Dave that is the highest rated?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8d43663c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (p:person {first_name: 'Dave'})-[:lives]->(:city)<-[:within]-(r:restaurant)-[:serves]->(c:cuisine) \n",
+    "WHERE c.name IN ['Mexican', 'Chinese'] \n",
+    "WITH r\n",
+    "MATCH (r)<-[:about]-(v:review) \n",
+    "WITH r, avg(v.rating) AS rating_average \n",
+    "RETURN r.name AS name, \n",
+    "    r.address AS address, rating_average\n",
+    "ORDER BY rating_average DESC \n",
+    "LIMIT 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "323feeda",
+   "metadata": {},
+   "source": [
+    "### Exercise G-4 What are the top 3 restaurants, recommended by his friends, where Dave lives? (Personalized Recommendation)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9b1f39a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (p:person {first_name: 'Dave'})-[:lives]->(c:city)\n",
+    "MATCH (p)-[:friends]-()-[:wrote]-(v)-[:about]-\n",
+    "(r:restaurant)-[:within]-(c) \n",
+    "RETURN  r.name AS name, r.address AS address, avg(v.rating) as rating_average\n",
+    "ORDER BY rating_average DESC\n",
+    "LIMIT 3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "755abc7f",
+   "metadata": {},
+   "source": [
+    "## 04-Creating-Updating-Delete-Queries\n",
+    "\n",
+    "###  Exercise M-1 Create a new person `Leonhard Euler`  and connect them to `Dave`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c04c4f37",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "CREATE (le:person {first_name: 'Leonhard', last_name: 'Euler'})\n",
+    "WITH le\n",
+    "MATCH (dave:person {first_name: 'Dave'})\n",
+    "CREATE (le)-[:friends]->(dave)\n",
+    "RETURN le"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "882bb492",
+   "metadata": {},
+   "source": [
+    "### Exercise M-2 Upsert the a list of followers and add an edge to `Dave`?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5f323a03",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "WITH [{first_name: 'Taylor', last_name: 'Hall'},{first_name: 'Kelvin', last_name: 'Fernsby'},{first_name: 'Ian', last_name: 'Rochester'}] as followers\n",
+    "\n",
+    "UNWIND followers as f\n",
+    "MERGE (d:person {first_name: 'Dave'})\n",
+    "MERGE (n:person {first_name: f.first_name, last_name: f.last_name})-[r:follower]->(d)\n",
+    "ON CREATE\n",
+    "    SET r.creation='Created'\n",
+    "ON MATCH\n",
+    "    SET r.creation='Updated'\n",
+    "RETURN r"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2643abc",
+   "metadata": {},
+   "source": [
+    "### Exercise M-3 Delete all `followers` edges and remove any connected nodes with no other edges?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "48acc3db",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "%%oc\n",
+    "MATCH (a)-[r:followers]-()\n",
+    "DELETE r\n",
+    "WITH collect(DISTINCT a) as a, count(r) as edge_cnt\n",
+    "UNWIND a as n\n",
+    "MATCH (n)\n",
+    "WHERE size((n)--()) = 0\n",
+    "DELETE n\n",
+    "WITH count(n) as node_cnt, edge_cnt\n",
+    "RETURN node_cnt, edge_cnt"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/06-Language-Tutorials/01-SPARQL/01-SPARQL-Basics.ipynb b/src/graph_notebook/notebooks/04-Language-Tutorials/03-SPARQL/01-SPARQL-Basics.ipynb
similarity index 100%
rename from src/graph_notebook/notebooks/06-Language-Tutorials/01-SPARQL/01-SPARQL-Basics.ipynb
rename to src/graph_notebook/notebooks/04-Language-Tutorials/03-SPARQL/01-SPARQL-Basics.ipynb
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/03-SPARQL/__init__.py b/src/graph_notebook/notebooks/04-Language-Tutorials/03-SPARQL/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/03-SPARQL/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Language-Tutorials/__init__.py b/src/graph_notebook/notebooks/04-Language-Tutorials/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/notebooks/04-Language-Tutorials/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/__init__.py b/src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/__init__.py b/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/01-People-Analytics/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/__init__.py b/src/graph_notebook/notebooks/04-Machine-Learning/Sample-Applications/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/04-Machine-Learning/__init__.py b/src/graph_notebook/notebooks/04-Machine-Learning/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/05-Data-Science/__init__.py b/src/graph_notebook/notebooks/05-Data-Science/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/06-Language-Tutorials/01-SPARQL/__init__.py b/src/graph_notebook/notebooks/06-Language-Tutorials/01-SPARQL/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/06-Language-Tutorials/__init__.py b/src/graph_notebook/notebooks/06-Language-Tutorials/__init__.py
deleted file mode 100644
index e69de29b..00000000
diff --git a/src/graph_notebook/notebooks/About-the-Neptune-Notebook.ipynb b/src/graph_notebook/notebooks/About-the-Neptune-Notebook.ipynb
new file mode 100644
index 00000000..aff1a0ce
--- /dev/null
+++ b/src/graph_notebook/notebooks/About-the-Neptune-Notebook.ipynb
@@ -0,0 +1,207 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# What are Neptune Notebooks?\n",
+    "\n",
+    "The workbench is an interactive environment that hosts [Jupyter notebooks](https://jupyter-notebook.readthedocs.io/en/stable/) along with a set of tools that make it easy to get started with Neptune. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## What is a Jupyter notebook?\n",
+    "\n",
+    "Jupyter is a web-based application that lets you author and interact with 'notebook' documents.  The [Jupyter](https://jupyter.org/) open-source project that develops it provides [documentation](https://jupyter-notebook.readthedocs.io/en/stable/) of its own.\n",
+    "\n",
+    "A notebook document consists of a series of 'cells'. A cell can contain one of:\n",
+    "\n",
+    "- Explanatory text authored in Markdown, or\n",
+    "- Code that you can run (the programming language depends on the kernel that your server is using), or\n",
+    "- The output that is produced when you run the code.\n",
+    "\n",
+    "The user interface of a notebook is fairly self-explanatory. You can create a new notebook from the `File` menu. Once you have a notebook open, you can edit a cell by double-clicking on its interior. If you are editing a Markdown cell, you can render its HTML by \"running\" it. You can run a selected cell using the `Run` button on the toolbar (if the toolbar is hidden, use the `View` menu to toggle it on). The `Edit` and `Cell` menus provide a large number of operations, and `Keyboard Shortcuts` on the `Help` menu displays a long list of commands with corresponding key shortcuts.\n",
+    "\n",
+    "Markdown text cells have a height limit, which forces you to break explanations into small, manageable blocks.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Features\n",
+    "\n",
+    "You can use notebooks in the workbench to load and interact with data and your graph.  For example, you can heck the database status using the `status` endpoint, and try out to make queries against your database using openCypher, Gremlin, or SPARQL.\n",
+    "\n",
+    "By default, the workbench uses the IPython 3 kernel. It also provides a number of useful extensions:\n",
+    "\n",
+    "#### Notebook cell 'magic' extensions in the IPython 3 kernel\n",
+    "`%%sparql` - Executes a SPARQL query against your configured database endpoint. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-cell-magics-sparql)\n",
+    "\n",
+    "`%%gremlin` - Executes a Gremlin query against your database using web sockets. The results are similar to those a Gremlin console would return. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-cell-magics-gremlin)\n",
+    "\n",
+    "`%%opencypher` or `%%oc` Executes an openCypher query against your database. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-cell-magics-opencypher)\n",
+    "\n",
+    "`%%graph_notebook_config` - Sets the executing notebook's database configuration to the JSON payload provided in the cell body.\n",
+    "\n",
+    "`%%graph_notebook_vis_options` - Sets the executing notebook's [vis.js options](https://visjs.github.io/vis-network/docs/network/physics.html) to the JSON payload provided in the cell body.\n",
+    "\n",
+    "`%%neptune_ml` - Set of commands to integrate with NeptuneML functionality, as described [here](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-line-magics-neptune_ml). [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html)\n",
+    "\n",
+    "**TIP** :point_right: `%%sparql`, `%%gremlin`, and `%%oc` share a [suite of common arguments](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebook-magics-query-args) that be used to customize the appearance of rendered graphs. Example usage of these arguments can also be found in the sample notebooks under [02-Visualization](https://github.com/aws/graph-notebook/tree/main/src/graph_notebook/notebooks/02-Visualization).\n",
+    "\n",
+    "**TIP** :point_right: There is syntax highlighting for language query magic cells to help you structure your queries more easily.\n",
+    "\n",
+    "#### Notebook line 'magic' extensions in the IPython 3 kernel\n",
+    "`%gremlin_status` - Obtain the status of Gremlin queries. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/gremlin-api-status.html)\n",
+    "\n",
+    "`%sparql_status` - Obtain the status of SPARQL queries. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/sparql-api-status.html)\n",
+    "\n",
+    "`%opencypher_status` or `%oc_status` - Obtain the status of openCypher queries. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/access-graph-opencypher-status.html)\n",
+    "\n",
+    "`%load` - Generate a form to submit a bulk loader job. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/bulk-load.html)\n",
+    "\n",
+    "`%load_ids` - Get ids of bulk load jobs. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/load-api-reference-status-examples.html)\n",
+    "\n",
+    "`%load_status` - Get the status of a provided `load_id`. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/load-api-reference-status-examples.html)\n",
+    "\n",
+    "`%cancel_load` - Cancels a bulk load job. You can either provide a single `load_id`, or specify `--all-in-queue` to cancel all queued (and not actively running) jobs. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/load-api-reference-cancel.html)\n",
+    "\n",
+    "`%neptune_ml` - Set of commands to integrate with NeptuneML functionality, as described [here](https://docs.aws.amazon.com/neptune/latest/userguide/notebooks-magics.html#notebooks-cell-magics-neptune_ml). You can find a set of tutorial notebooks [here](https://github.com/aws/graph-notebook/tree/main/src/graph_notebook/notebooks/04-Machine-Learning).\n",
+    "[Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html)\n",
+    "\n",
+    "`%status` - Check the Health Status of the configured host endpoint. [Documentation](https://docs.aws.amazon.com/neptune/latest/userguide/access-graph-status.html)\n",
+    "\n",
+    "`%seed` - Provides a form to add data to your graph without the use of a bulk loader. Supports both RDF and Property Graph data models.\n",
+    "\n",
+    "`%stream_viewer` - Interactively explore the Neptune CDC stream (if enabled)\n",
+    "\n",
+    "`%graph_notebook_config` - Returns a JSON payload that contains connection information for your host.\n",
+    "\n",
+    "`%graph_notebook_host` - Set the host endpoint to send queries to.\n",
+    "\n",
+    "`%graph_notebook_version` - Print the version of the `graph-notebook` package\n",
+    "\n",
+    "`%graph_notebook_vis_options` - Print the Vis.js options being used for rendered graphs\n",
+    "\n",
+    "\n",
+    "### Feature Support\n",
+    "\n",
+    "All the extensions listed are supported by Neptune Database, however only a subset are supported by Neptune Analytics.  Those supported by Neptune Analytics are listed below:\n",
+    "\n",
+    "* Cell Magics\n",
+    "    * `%%opencypher` or `%%oc`\n",
+    "    * `%%graph_notebook_config`\n",
+    "    * `%%graph_notebook_vis_options` \n",
+    "* Line Magics\n",
+    "    * `%opencypher_status` or `%oc_status`\n",
+    "    * `%status`\n",
+    "    * `%graph_notebook_config`\n",
+    "    * `%graph_notebook_host`\n",
+    "    * `%graph_notebook_version`\n",
+    "    * `%graph_notebook_vis_options`\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Let's check our configuration and Neptune cluster status\n",
+    "\n",
+    "Before we start running any queries let's first of all make sure we are connected to Neptune and that the cluster is ready. Note that `%graph_notebook_config` will return the current configuration of your notebook. \n",
+    "\n",
+    "If, for example, you wanted to connect to a different Amazon Neptune endpoint you could create a cell with `%%graph_notebook_config` at the top, paste the results from running `%graph_notebook_config` into it, make the required edits and run the cell. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%graph_notebook_version"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%graph_notebook_config"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%status"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Using a different endpoint\n",
+    "You can change the endpoint that this notebook is connected to at any time using the `%graph_notebook_host` or `%%graph_notebook_config` commands. Edit and run the cell below whenever you need to change the endpoint you are connected to."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "%graph_notebook_host your-hostname-here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Next Steps\n",
+    "\n",
+    "Now that we have learned some basics about how the notebooks work, below are some recommended notebooks to continue your journey with Neptune.\n",
+    "\n",
+    "* If you are looking to build building mission-critical systems that leverage Neptune Database then you should continue on to the [01-Neptune-Database](./01-Neptune-Database/Overview.ipynb) folder.\n",
+    "\n",
+    "* If you are looking to use graph analytics and algorithms, low latency analytic queries, or Vector Similarity Search (VSS) with graph traversals. then you should continue on with the [02-Neptune-Analytics](./02-Neptune-Analytics/Overview.ipynb) folder. \n",
+    "\n",
+    "* If you are looking to build and train machine learning models on large graphs the please continue to the [03-Neptune-ML](./03-Neptune-ML/Overview.ipynb) folder. "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/src/graph_notebook/notebooks/Overview.ipynb b/src/graph_notebook/notebooks/Overview.ipynb
new file mode 100644
index 00000000..7ce2f98b
--- /dev/null
+++ b/src/graph_notebook/notebooks/Overview.ipynb
@@ -0,0 +1,75 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "dc7da923-912d-485d-ba17-e8acc98fa21d",
+   "metadata": {},
+   "source": [
+    "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n",
+    "SPDX-License-Identifier: Apache-2.0\n",
+    "\n",
+    "# <center>Welcome to Amazon Neptune!</center>\n",
+    "\n",
+    "Amazon Neptune is a fully managed graph service enabling users to analyze, build, and derive insight from graph data at scale.  Amazon Neptune consists of a graph database, a graph analytics engine, graph machine learning, as well as the libraries and tools required to store and analyze highly connected data sets.  \n",
+    "\n",
+    "## What are the main features of Amazon Neptune?\n",
+    "\n",
+    "Amazon Neptune consists of three main features:\n",
+    "\n",
+    "* **Neptune Database** provides a purpose-built graph database with a full set of enterprise features and integrations.  Neptune Database is the best tool to build mission-critical graph applications that require high availability, disaster recovery, dynamic scaling, and other capabilities required by enterprise applications.  We have provided a set of notebooks that cover sample applications, use cases, and guidance which can be found in the [01-Neptune-Database](./01-Neptune-Database/Overview.ipynb) folder.\n",
+    "\n",
+    "* **Neptune Analytics** is an analytics engine that provides graph analytics and algorithms, low latency analytic queries, and combining Vector Similarity Search (VSS) with graph traversals.  We have provided a set of notebooks that cover sample applications, use cases, and guidance which can be found in the [02-Neptune-Analytics](./02-Neptune-Analytics/Overview.ipynb) folder. \n",
+    "\n",
+    "* **Neptune ML** makes it possible to build and train machine learning models on large graphs in hours instead of weeks. To accomplish this, Neptune ML uses graph neural network (GNN) technology powered by Amazon SageMaker and the Deep Graph Library (DGL) (which is open-source). We have provided a set of notebooks that cover sample applications and the types of machine learning predictions possibel, which can be found in the [03-Neptune-ML](./03-Neptune-ML/Overview.ipynb) folder. \n",
+    "\n",
+    "\n",
+    "## What can I do with Amazon Neptune?\n",
+    "\n",
+    "Developers and Data engineers that are building mission-critical systems should leverage Neptune Database and Neptune Developer Tools to build and operate applications at large scales across diverse geographic regions.  Systems such as product recommendation engines, identity and access management systems, and compliance systems always require on, geographically distributed capabilities that are only available from the world's leading managed graph database.  Systems that require analytical or algorithmic augmentation may also leverage Neptune Analytics to derive these critical insights.\n",
+    "\n",
+    "Data scientists and developers that are looking to explore and interact with data to derive insights should leverage Neptune Analytics and Neptune Notebooks.  These capabilities empower users to interact with data using familiar tools, such as Pandas, Jupyter, and Python, to discover and pinpoint interactions and patterns of behavior in the data that are indicative of fraud, illegal activities, optimization opportunities etc.\n",
+    "\n",
+    "Machine Learning engineers and data scientists looking to perform real-time predictions can leverage Neptune ML to design, build, optimize, and predict connections and categorizations utilizing state-of-the-art Graph Neural Networks.  ML engineers looking to augment feature tables can use Neptune analytics to derive critical features from connected data using common algorithms such as clustering, centrality, and path finding.  \n",
+    "\n",
+    "Developers building Retrieval Augmented Generation (RAG) applications can leverage Neptune Analytics to perform VSS search on dense data representations provided by embeddings and combine these results with the contextually aware data representations of graphs.  Developers can combine these capabilities to develop applications that quickly retrieve relevant data locations via VSS and then use graph traversals to provide rich contextual information related to those connections.\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "## What other tools are provided in Amazon Neptune?\n",
+    "\n",
+    "In addition to the features described above Amazon Neptune provides a variety of tools to simplify `\n",
+    "\n",
+    "* **[Neptune Notebooks](https://docs.aws.amazon.com/neptune/latest/userguide/graph-notebooks.html)** is a managed IDE toolkit that enables developers and data scientists to query, visualize, and interact with graph data.\n",
+    "\n",
+    "* **[Neptune Graph Explorer](https://docs.aws.amazon.com/neptune/latest/userguide/visualization-graph-explorer.html)** is an open-source graph visualization capability provides analysts a no-code tool to visually explore and interact with their graph data\n",
+    "\n",
+    "* **Neptune Developer Tools** are a set of libraries, SDKs, and drivers that enable customers using Java, Python, .NET, Javascript, Go, to quickly and easily develop graph applications\n",
+    "\n",
+    "* **[Neptune Connectors](https://docs.aws.amazon.com/neptune/latest/userguide/integrations.html)** are a set of tools and integrations that facilitate integrations between Neptune Database and other AWS services such as AWS Glue, Sagemaker, Lambda, Athena, DMS, Backup, etc.\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/src/graph_notebook/notebooks/__init__.py b/src/graph_notebook/notebooks/__init__.py
index 9049dd04..fa84f3bc 100644
--- a/src/graph_notebook/notebooks/__init__.py
+++ b/src/graph_notebook/notebooks/__init__.py
@@ -1,4 +1,4 @@
 """
 Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 SPDX-License-Identifier: Apache-2.0
-"""
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/load_query.py b/src/graph_notebook/seed/load_query.py
index cce89d3e..57cf82a9 100644
--- a/src/graph_notebook/seed/load_query.py
+++ b/src/graph_notebook/seed/load_query.py
@@ -4,44 +4,153 @@
 """
 
 import os
+import zipfile
+import tarfile
+import boto3
+from botocore.exceptions import ClientError, NoCredentialsError
+from botocore.handlers import disable_signing
 from os.path import join as pjoin
+from shutil import rmtree
 
 
 def normalize_model_name(name):
     name = name.lower().replace('_', '')
     # handles legacy scenarios
-    if name in ('gremlin', 'opencypher'):
+    if name in ('gremlin', 'opencypher', 'property_graph', 'propertygraph', 'pg'):
         name = 'propertygraph'
-    elif name == 'sparql':
+    elif name in ('sparql', 'rdf'):
         name = 'rdf'
     return name
 
 
-# returns a list of queries which correspond to a given query language and name
-def get_queries(model, name):
-    d = os.path.dirname(os.path.realpath(__file__))
-    path_to_data_sets = pjoin(d, 'queries', normalize_model_name(model), name)
-    queries = []
+def normalize_language_name(lang):
+    lang = lang.lower().replace('_', '')
+    if lang in ['opencypher', 'oc', 'cypher']:
+        lang = 'opencypher'
+    return lang
+
 
-    for file in os.listdir(path_to_data_sets):
-        if file == '__init__.py' or file == '__pycache__':
-            continue
-        full_path = pjoin(path_to_data_sets, file)
-        with open(full_path, mode='r', encoding="utf-8") as f:
-            query = {
+def file_to_query(file, path_to_data_sets):
+    if file == '__init__.py' or file == '__pycache__':
+        return None
+    full_path = pjoin(path_to_data_sets, file)
+    try:
+        with open(full_path, mode='r', encoding="utf-8") as file_content:
+            query_dict = {
                 'name': file,
-                'content': f.read()
+                'content': file_content.read()
             }
-            queries.append(query)
-    queries.sort(key=lambda i: i['name'])  # ensure we get queries back in lexographical order.
+            return query_dict
+    except Exception:
+        print(f"Unable to read queries from file [{file}] under local directory [{path_to_data_sets}]")
+        return None
+
+
+def download_and_extract_archive_from_s3(bucket_name, filepath):
+    """
+    Depending on the S3 path provided, we can handle three possible cases here:
+        1. plain S3 directory
+        2. zip/tar archive
+        3. single data file
+
+    We will first attempt to send a signed AWS request to retrieve the S3 file. If credentials cannot be located, the
+    request will be retried once more, unsigned.
+
+    If the S3 request succeeds, this function will create a temporary file(or folder containing data files, in the case
+    of a directory/archive URI) in the immediate Jupyter directory. After the datafiles are processed in get_queries,
+    the temporary file is deleted.
+    """
+    base_file = os.path.basename(filepath)
+    if not base_file:
+        base_file = filepath
+    s3 = boto3.resource('s3')
+    bucket = s3.Bucket(bucket_name)
+    while True:
+        try:
+            if base_file.endswith('/'):
+                if not os.path.exists(base_file):
+                    os.makedirs(base_file)
+                for obj in bucket.objects.filter(Prefix=filepath):
+                    if not obj.key.endswith('/'):
+                        new_file = os.path.basename(obj.key)
+                        target_file = base_file + new_file
+                        bucket.download_file(obj.key, target_file)
+            else:
+                bucket.download_file(filepath, base_file)
+            break
+        except ClientError as e:
+            if e.response['Error']['Code'] in ["404", "403"]:
+                print("Unable to access the sample dataset specified.")
+            raise
+        except NoCredentialsError:
+            # if no AWS credentials are available, retry with unsigned request.
+            s3.meta.client.meta.events.register('choose-signer.s3.*', disable_signing)
+    is_archive = True
+    if os.path.isdir(base_file):  # check this first so we don't get an IsADirectoryError in below conditionals
+        is_archive = False
+    elif tarfile.is_tarfile(base_file):
+        tar_file = tarfile.open(base_file)
+        tar_file.extractall()
+        tar_file.close()
+    elif zipfile.is_zipfile(base_file):
+        with zipfile.ZipFile(base_file, 'r') as zf:
+            zf.extractall()
+    else:
+        is_archive = False
+    if is_archive:
+        # we have the extracted contents elsewhere now, so delete the downloaded archive.
+        os.remove(base_file)
+        path_to_data_sets = pjoin(os.getcwd(), os.path.splitext(base_file)[0])
+    else:
+        # Any other filetype. If unreadable, we'll handle it in the file_to_query function.
+        path_to_data_sets = pjoin(os.getcwd(), base_file)
+    return path_to_data_sets
+
+
+# returns a list of queries which correspond to a given query language and name
+def get_queries(query_language, name, location):
+    if location == 'samples':
+        d = os.path.dirname(os.path.realpath(__file__))
+        path_to_data_sets = pjoin(d, 'queries', normalize_model_name(query_language),
+                                  normalize_language_name(query_language), name)
+    else:
+        # handle custom files here
+        if name.startswith('s3://'):
+            bucketname, filename = name.replace("s3://", "").split("/", 1)
+            path_to_data_sets = download_and_extract_archive_from_s3(bucketname, filename)
+        else:
+            path_to_data_sets = name
+    queries = []
+
+    if os.path.isdir(path_to_data_sets):  # path_to_data_sets is an existing directory
+        for file in os.listdir(path_to_data_sets):
+            new_query = file_to_query(file, path_to_data_sets)
+            if new_query:
+                queries.append(new_query)
+        queries.sort(key=lambda i: i['name'])  # ensure we get queries back in lexicographical order.
+        if name.startswith('s3://'):
+            # if S3 data was downloaded, delete the temp folder.
+            rmtree(path_to_data_sets, ignore_errors=True)
+    elif os.path.isfile(path_to_data_sets):  # path_to_data_sets is an existing file
+        file = os.path.basename(path_to_data_sets)
+        folder = os.path.dirname(path_to_data_sets)
+        new_query = file_to_query(file, folder)
+        if new_query:
+            queries.append(new_query)
+        if name.startswith('s3://'):
+            os.unlink(path_to_data_sets)
+    else:
+        return None
+
     return queries
 
 
-def get_data_sets(model):
-    if model == '':
-      return []
+def get_data_sets(query_language):
+    if query_language == '':
+        return []
     d = os.path.dirname(os.path.realpath(__file__))
-    path_to_data_sets = pjoin(d, 'queries', normalize_model_name(model))
+    path_to_data_sets = pjoin(d, 'queries', normalize_model_name(query_language),
+                              normalize_language_name(query_language))
     data_sets = []
     for data_set in os.listdir(path_to_data_sets):
         if data_set != '__pycache__' and os.path.isdir(pjoin(path_to_data_sets, data_set)):
diff --git a/src/graph_notebook/seed/queries/propertygraph/gremlin/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/gremlin/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/airports/0_nodes.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/airports/0_nodes.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/airports/0_nodes.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/airports/0_nodes.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/airports/1_edges_part_1.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/airports/1_edges_part_1.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/airports/1_edges_part_1.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/airports/1_edges_part_1.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/airports/2_edges_part_2.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/airports/2_edges_part_2.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/airports/2_edges_part_2.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/airports/2_edges_part_2.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/airports/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/airports/__init__.py
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/airports/__init__.py
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/airports/__init__.py
diff --git a/src/graph_notebook/seed/queries/propertygraph/dining_by_friends/0_nodes.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/dining_by_friends/0_nodes.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/dining_by_friends/0_nodes.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/dining_by_friends/0_nodes.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/dining_by_friends/1_edges.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/dining_by_friends/1_edges.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/dining_by_friends/1_edges.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/dining_by_friends/1_edges.txt
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/01-Fraud-Graphs/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/dining_by_friends/__init__.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/01-Fraud-Graphs/__init__.py
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/dining_by_friends/__init__.py
diff --git a/src/graph_notebook/seed/queries/propertygraph/epl/0_epl_data.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/epl/0_epl_data.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/epl/0_epl_data.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/epl/0_epl_data.txt
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/epl/__init__.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/02-Knowledge-Graphs/__init__.py
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/epl/__init__.py
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/fraud_graph/__init__.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/__init__.py
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/fraud_graph/__init__.py
diff --git a/src/graph_notebook/seed/queries/propertygraph/fraud_graph/fraud_graph.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/fraud_graph/fraud_graph.txt
similarity index 85%
rename from src/graph_notebook/seed/queries/propertygraph/fraud_graph/fraud_graph.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/fraud_graph/fraud_graph.txt
index eff3641c..68de2ba7 100644
--- a/src/graph_notebook/seed/queries/propertygraph/fraud_graph/fraud_graph.txt
+++ b/src/graph_notebook/seed/queries/propertygraph/gremlin/fraud_graph/fraud_graph.txt
@@ -1065,2537 +1065,2537 @@ g.addV("PhoneNumber").property(id,"feature-+666579966837").property("value","+66
 g.addV("PhoneNumber").property(id,"feature-+446330220578").property("value","+446330220578").addV("PhoneNumber").property(id,"feature-+883463118048").property("value","+883463118048").addV("PhoneNumber").property(id,"feature-+226328808741").property("value","+226328808741").addV("PhoneNumber").property(id,"feature-+888905085817").property("value","+888905085817").addV("PhoneNumber").property(id,"feature-+223023679170").property("value","+223023679170").addV("PhoneNumber").property(id,"feature-+116172303473").property("value","+116172303473").addV("PhoneNumber").property(id,"feature-+557350652940").property("value","+557350652940").addV("PhoneNumber").property(id,"feature-+113373635308").property("value","+113373635308").addV("PhoneNumber").property(id,"feature-+666277806013").property("value","+666277806013").addV("PhoneNumber").property(id,"feature-+116478092664").property("value","+116478092664")
 g.addV("PhoneNumber").property(id,"feature-+335776939148").property("value","+335776939148").addV("PhoneNumber").property(id,"feature-+117898483429").property("value","+117898483429").addV("PhoneNumber").property(id,"feature-+668445781070").property("value","+668445781070").addV("PhoneNumber").property(id,"feature-+993567815604").property("value","+993567815604").addV("PhoneNumber").property(id,"feature-+448464472746").property("value","+448464472746").addV("PhoneNumber").property(id,"feature-+220388327161").property("value","+220388327161").addV("PhoneNumber").property(id,"feature-+774610018972").property("value","+774610018972").addV("PhoneNumber").property(id,"feature-+991769816257").property("value","+991769816257").addV("PhoneNumber").property(id,"feature-+116510153577").property("value","+116510153577").addV("PhoneNumber").property(id,"feature-+773549442622").property("value","+773549442622")
 g.addV("PhoneNumber").property(id,"feature-+336015575458").property("value","+336015575458").addV("PhoneNumber").property(id,"feature-+334182552999").property("value","+334182552999").addV("PhoneNumber").property(id,"feature-+661417460285").property("value","+661417460285")
-g.addV("Transaction").property(id,"0df54c890c2740598359acffba656454").property("amount","870").property("created",datetime('2021-01-14T04:10:28Z')).addV("Transaction").property(id,"46908b63209846c3b9fc5fa09fb50873").property("amount","832").property("created",datetime('2021-01-24T04:55:54Z')).addV("Transaction").property(id,"e73ab6d64500451f98b801d67fc7c78b").property("amount","93").property("created",datetime('2021-01-24T06:22:51Z')).addV("Transaction").property(id,"a1ebf2bc013b41d286332d9f78eac1fd").property("amount","573").property("created",datetime('2021-01-16T09:22:14Z')).addV("Transaction").property(id,"dff20fea18844cdf89236e7fe987d677").property("amount","738").property("created",datetime('2021-01-10T06:29:47Z')).addV("Transaction").property(id,"94074ffb69e945c18e1727bf7c1e2fc1").property("amount","957").property("created",datetime('2021-01-08T02:06:53Z')).addV("Transaction").property(id,"3093d0e831fd4eaeaf6ab32d39c6b856").property("amount","108").property("created",datetime('2021-01-02T03:19:58Z')).addV("Transaction").property(id,"8e062b34ca4342c68e2ddc2353d78a68").property("amount","460").property("created",datetime('2021-01-24T16:59:47Z')).addV("Transaction").property(id,"0956a0774b764616a05312da8b0cf35c").property("amount","950").property("created",datetime('2021-01-20T05:57:37Z')).addV("Transaction").property(id,"7e5b8eafa6c340a590880273d1ad6228").property("amount","786").property("created",datetime('2021-01-12T06:54:22Z'))
-g.addV("Transaction").property(id,"f30a71149ba545d3899f24845077cae6").property("amount","743").property("created",datetime('2021-01-26T05:13:02Z')).addV("Transaction").property(id,"a12fe83b76a748709559092ffe0f5de0").property("amount","439").property("created",datetime('2021-01-08T11:32:33Z')).addV("Transaction").property(id,"ca2d5b58716046e08473b31b14e374ce").property("amount","208").property("created",datetime('2021-01-18T08:31:30Z')).addV("Transaction").property(id,"126580151ab0408ab7d01a6f144029da").property("amount","607").property("created",datetime('2021-01-20T18:03:08Z')).addV("Transaction").property(id,"c04bf33717b24dd69dd8df5eb6b3a985").property("amount","466").property("created",datetime('2021-01-01T12:45:57Z')).addV("Transaction").property(id,"bc4994d2029444588dcc4d1738914d34").property("amount","998").property("created",datetime('2021-01-17T08:28:19Z')).addV("Transaction").property(id,"fb726bfc20384b54bd60d39cb0e04d90").property("amount","312").property("created",datetime('2021-01-06T17:28:35Z')).addV("Transaction").property(id,"db401021a1d24689a397cfb4548ec9b0").property("amount","601").property("created",datetime('2021-01-07T23:09:10Z')).addV("Transaction").property(id,"d256bda8421a47ac99dd903b5812b82b").property("amount","913").property("created",datetime('2021-01-08T12:57:50Z')).addV("Transaction").property(id,"57418fd055124446bfd27aa71ea71f6f").property("amount","163").property("created",datetime('2021-01-16T19:20:27Z'))
-g.addV("Transaction").property(id,"4751957688b3496aaa473f59f6fb7790").property("amount","676").property("created",datetime('2021-01-14T23:25:30Z')).addV("Transaction").property(id,"7c9ec304128e45ee86289631965deb59").property("amount","711").property("created",datetime('2021-01-25T11:06:44Z')).addV("Transaction").property(id,"17f719c622de458abd0b685a18650a1b").property("amount","254").property("created",datetime('2021-01-19T01:32:21Z')).addV("Transaction").property(id,"fa5638f6b4bc4c1b8fb3b137c5ab4d09").property("amount","964").property("created",datetime('2021-01-24T08:09:48Z')).addV("Transaction").property(id,"3f2a6a9b255f4bc4a8036bd640a9a205").property("amount","454").property("created",datetime('2021-01-08T19:05:16Z')).addV("Transaction").property(id,"af55a0c0744f4c38a21a84b3be01344a").property("amount","910").property("created",datetime('2021-01-25T20:48:08Z')).addV("Transaction").property(id,"70365e2eb01f4cb2a3324a950e514b06").property("amount","166").property("created",datetime('2021-01-08T06:13:15Z')).addV("Transaction").property(id,"23357f2452d94b35a386f821342383bc").property("amount","494").property("created",datetime('2021-01-30T07:06:28Z')).addV("Transaction").property(id,"59db93f0a6f5402b8c97aa2ae14b053c").property("amount","890").property("created",datetime('2021-01-24T21:35:07Z')).addV("Transaction").property(id,"3ac061507aba41efb3397c34cf4e8985").property("amount","392").property("created",datetime('2021-01-28T05:27:45Z'))
-g.addV("Transaction").property(id,"74cef327c9344c41b4e98078566bdec6").property("amount","307").property("created",datetime('2021-01-05T04:24:09Z')).addV("Transaction").property(id,"20dc0cfcc9b04aad83880085f052e8c4").property("amount","387").property("created",datetime('2021-01-16T05:59:44Z')).addV("Transaction").property(id,"69925dcd27e646ffa7fbea5b3842206a").property("amount","762").property("created",datetime('2021-01-10T10:58:00Z')).addV("Transaction").property(id,"4dad5b65eb164871918e2ed03a5124ec").property("amount","512").property("created",datetime('2021-01-18T07:10:11Z')).addV("Transaction").property(id,"b926779e9ee247348295405432ea45d6").property("amount","83").property("created",datetime('2021-01-25T10:41:11Z')).addV("Transaction").property(id,"48de7984b86645d1a5aa65997a11459e").property("amount","807").property("created",datetime('2021-01-12T14:05:49Z')).addV("Transaction").property(id,"10836a6f47774462b965a5b81ee09924").property("amount","490").property("created",datetime('2021-01-06T22:07:32Z')).addV("Transaction").property(id,"eedf05e7bd1a4d91859fb6820458d8f9").property("amount","502").property("created",datetime('2021-01-30T22:27:01Z')).addV("Transaction").property(id,"12c9cb1e19a74b95a57ed3845bf30a58").property("amount","553").property("created",datetime('2021-01-17T07:10:40Z')).addV("Transaction").property(id,"f0b886acc10d453f8991fe88447f9981").property("amount","791").property("created",datetime('2021-01-04T00:54:43Z'))
-g.addV("Transaction").property(id,"7a3ab6bd807a4c78af27bf890374cfb9").property("amount","475").property("created",datetime('2021-01-02T11:37:28Z')).addV("Transaction").property(id,"1cf67c4deeed4b63b101e3ef074929d8").property("amount","770").property("created",datetime('2021-01-09T11:46:13Z')).addV("Transaction").property(id,"a4efc8b679b943d0bb247269c3d65543").property("amount","209").property("created",datetime('2021-01-22T02:08:24Z')).addV("Transaction").property(id,"63fd6ca1034e40db871ba09cba5f2ab3").property("amount","721").property("created",datetime('2021-01-04T13:26:44Z')).addV("Transaction").property(id,"717160d991b34a729f06e9d94ac33db6").property("amount","138").property("created",datetime('2021-01-05T07:04:46Z')).addV("Transaction").property(id,"dc15478096824b4eaeb79ba459ddfde7").property("amount","374").property("created",datetime('2021-01-11T20:24:37Z')).addV("Transaction").property(id,"5a2a059b04464aaa8c0e6da085ba56f1").property("amount","342").property("created",datetime('2021-01-19T10:17:00Z')).addV("Transaction").property(id,"d97cf01923b84300a252bb7ca7f1aca8").property("amount","504").property("created",datetime('2021-01-17T20:36:17Z')).addV("Transaction").property(id,"a4ffdecddf16403fb46e0f56ffdd4cb4").property("amount","713").property("created",datetime('2021-01-05T03:52:31Z')).addV("Transaction").property(id,"1820384db945494394f2559a4d573a69").property("amount","703").property("created",datetime('2021-01-29T16:29:27Z'))
-g.addV("Transaction").property(id,"9e24ab16e396457080f4e3b2c6b7d0df").property("amount","830").property("created",datetime('2021-01-17T23:39:44Z')).addV("Transaction").property(id,"0edd658e798e4e3695a59a4d2f199b00").property("amount","24").property("created",datetime('2021-01-21T10:49:22Z')).addV("Transaction").property(id,"4d4b306e9b7b4aa7aac43fe8d4518f18").property("amount","579").property("created",datetime('2021-01-20T22:58:51Z')).addV("Transaction").property(id,"2ffe0feaa3d147b99695f3b1d32132b4").property("amount","596").property("created",datetime('2021-01-26T22:54:59Z')).addV("Transaction").property(id,"0066e6b224604b108ec4c5046025c00c").property("amount","57").property("created",datetime('2021-01-10T05:00:35Z')).addV("Transaction").property(id,"d2d8ccb4ce1c457cae75edf3fc5741ba").property("amount","716").property("created",datetime('2021-01-25T19:44:07Z')).addV("Transaction").property(id,"cbf97eba54c244eead81eae7f6f3d618").property("amount","108").property("created",datetime('2021-01-07T17:53:30Z')).addV("Transaction").property(id,"58c899693ef842878de4ff461bdc719a").property("amount","335").property("created",datetime('2021-01-05T16:22:23Z')).addV("Transaction").property(id,"f6e97d94702d4628a0de6c26c9db5e9f").property("amount","190").property("created",datetime('2021-01-14T23:49:27Z')).addV("Transaction").property(id,"678df9b16f2a49dfb8cf9f0fc8df7640").property("amount","491").property("created",datetime('2021-01-13T04:59:36Z'))
-g.addV("Transaction").property(id,"ff9cc16eb482479b8ee0a03a65dde93b").property("amount","659").property("created",datetime('2021-01-17T18:25:08Z')).addV("Transaction").property(id,"90de7ae59f184f56aaf1a9de887c6c07").property("amount","358").property("created",datetime('2021-01-20T10:03:38Z')).addV("Transaction").property(id,"b4abaa9bc4a64c3096304e17f463f797").property("amount","538").property("created",datetime('2021-01-29T03:22:47Z')).addV("Transaction").property(id,"8b86b208bec3491e9345731d607c4fbb").property("amount","152").property("created",datetime('2021-01-21T00:54:55Z')).addV("Transaction").property(id,"270b9efa909649d287535cea97b1aee0").property("amount","937").property("created",datetime('2021-01-22T15:12:23Z')).addV("Transaction").property(id,"1781cd453e584b109e878128ef16a389").property("amount","663").property("created",datetime('2021-01-05T19:18:57Z')).addV("Transaction").property(id,"d56d540537464aa0979e8d5b9fbf6953").property("amount","748").property("created",datetime('2021-01-02T20:37:24Z')).addV("Transaction").property(id,"d74a6c77f1a24df585440de0db050e3e").property("amount","291").property("created",datetime('2021-01-17T20:52:04Z')).addV("Transaction").property(id,"f6cd3d39837d4bff911a56db41d3fca2").property("amount","635").property("created",datetime('2021-01-29T09:01:17Z')).addV("Transaction").property(id,"27df0210e64f4a068a821643291c5791").property("amount","24").property("created",datetime('2021-01-14T01:43:43Z'))
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 g.addE("ACCOUNT").property(id,"0b9cdd26150345878727318238d076ce").from(V("2306e1900dcf446f80b8d3a8f8fe839e")).to(V("account-10995116281603")).addE("ACCOUNT").property(id,"6b20f194f482484e9f032cf2d8fbffe9").from(V("d62aff8059bf46db8ea6ae6de6d1cab7")).to(V("account-21990232563931")).addE("ACCOUNT").property(id,"9de65fd5b0024b768b70d855ea5e8502").from(V("07bf962143bb4e5b9c3b20f0188dac59")).to(V("account-6597069767117")).addE("ACCOUNT").property(id,"540dd7eca11f43898562235c32844184").from(V("62be074802464549982259e9490a6b1c")).to(V("account-30786325580104")).addE("ACCOUNT").property(id,"54b51a39ef414b7fb0be773338de4ccb").from(V("7bdea940158547a69ddc884cc0dad15b")).to(V("account-15393162789707")).addE("ACCOUNT").property(id,"9237c6eca01b41c18e58b10e3b62d379").from(V("822a0aeedf8549c8bdd2917b7fa03f60")).to(V("account-8403")).addE("ACCOUNT").property(id,"0d1f0f56e53f41e1a0ced98487efd22d").from(V("187f75122ef84118ad9bad854492fff5")).to(V("account-1129")).addE("ACCOUNT").property(id,"17c322481db04c73bc4582cb5aed47bc").from(V("50a2d8e900cc4fefbbcbf7e79f9cbea4")).to(V("account-4194")).addE("ACCOUNT").property(id,"fe9b3b11f603440d9baeddbe9e1dccee").from(V("3238c39082e8415d9b32aaa3c4ca0dfb")).to(V("account-4194")).addE("ACCOUNT").property(id,"bb08242d67a541938c2adc9de8ea27a1").from(V("20b5218ef7ca4faabfdd279af300edef")).to(V("account-8333"))
 g.addE("ACCOUNT").property(id,"4455b0ad3cd14b0287db47fe0019ea9b").from(V("941e9819cd3643908cffd72a446b5ef9")).to(V("account-8698")).addE("ACCOUNT").property(id,"8fd099123d224b76a6fc53347d84915b").from(V("28448697f76f42f6b3d9193637cf55b5")).to(V("account-10027")).addE("ACCOUNT").property(id,"4de0d6736a394701847d09325eacccd5").from(V("44ef970f0c654a8ba468991262e2d305")).to(V("account-10027")).addE("ACCOUNT").property(id,"abbdc9e01f5d49abbb6085c0ee8e4fff").from(V("083f195374ba47579e23cbeeffe53ce4")).to(V("account-2199023256684")).addE("ACCOUNT").property(id,"8da25ab7d9fa4cf4bc3b5405677cfdd0").from(V("29ac249270d8402cb03ec998b8b38e44")).to(V("account-2199023256684")).addE("ACCOUNT").property(id,"14525ee0bb2944a4b249458319872a1f").from(V("429ba10266e44411981683cb5aee95a5")).to(V("account-2199023261211")).addE("ACCOUNT").property(id,"90461669fa8348ac8633f3c48850caa6").from(V("7e744a5ef5c14f059ea1499d373ee1de")).to(V("account-2199023261211")).addE("ACCOUNT").property(id,"0e2876d25e1041cca5d4ff2486c12380").from(V("51771d6f96954f659ca4e2af8a345f1b")).to(V("account-2199023262818")).addE("ACCOUNT").property(id,"d82e707c2ee84e09b9757b0868ddc33e").from(V("fd01ec2a8b404b4d83e63d5e912a0865")).to(V("account-2199023262818")).addE("ACCOUNT").property(id,"500ab8805c5445e3bcbc1e5cba89c40a").from(V("4ef904af8f3c4e26a3c8918d7fb21685")).to(V("account-2199023262818"))
diff --git a/src/graph_notebook/seed/queries/propertygraph/knowledge-graph/0_knowledge-graph-chatbot.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/knowledge-graph/0_knowledge-graph-chatbot.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/knowledge-graph/0_knowledge-graph-chatbot.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/knowledge-graph/0_knowledge-graph-chatbot.txt
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/knowledge-graph/__init__.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/script/__init__.py
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/knowledge-graph/__init__.py
diff --git a/src/graph_notebook/seed/queries/propertygraph/security-graph/0_nodes.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/0_nodes.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/security-graph/0_nodes.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/0_nodes.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/security-graph/1_edges.txt b/src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/1_edges.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/security-graph/1_edges.txt
rename to src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/1_edges.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/__init__.py b/src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/gremlin/security-graph/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/opencypher/__init__.py b/src/graph_notebook/seed/queries/propertygraph/opencypher/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/opencypher/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/opencypher/airports/__init__.py b/src/graph_notebook/seed/queries/propertygraph/opencypher/airports/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/opencypher/airports/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/opencypher/airports/airports_full.txt b/src/graph_notebook/seed/queries/propertygraph/opencypher/airports/airports_full.txt
new file mode 100644
index 00000000..26f360a9
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/opencypher/airports/airports_full.txt
@@ -0,0 +1,61407 @@
+//Airports
+CREATE (a1:airport {id:'1',code:'ATL',icao:'KATL',city:'Atlanta',desc:'Hartsfield - Jackson Atlanta International Airport',region:'US-GA',runways:5,longest:12390,elev:1026,country:'US',continent:'NA',lat:33.6366996765137,lon:-84.4281005859375})
+CREATE (a2:airport {id:'2',code:'ANC',icao:'PANC',city:'Anchorage',desc:'Anchorage Ted Stevens',region:'US-AK',runways:3,longest:12400,elev:151,country:'US',continent:'NA',lat:61.1744003295898,lon:-149.996002197266})
+CREATE (a3:airport {id:'3',code:'AUS',icao:'KAUS',city:'Austin',desc:'Austin Bergstrom International Airport',region:'US-TX',runways:2,longest:12250,elev:542,country:'US',continent:'NA',lat:30.1944999694824,lon:-97.6698989868164})
+CREATE (a4:airport {id:'4',code:'BNA',icao:'KBNA',city:'Nashville',desc:'Nashville International Airport',region:'US-TN',runways:4,longest:11030,elev:599,country:'US',continent:'NA',lat:36.1245002746582,lon:-86.6781997680664})
+CREATE (a5:airport {id:'5',code:'BOS',icao:'KBOS',city:'Boston',desc:'Boston Logan',region:'US-MA',runways:6,longest:10083,elev:19,country:'US',continent:'NA',lat:42.36429977,lon:-71.00520325})
+CREATE (a6:airport {id:'6',code:'BWI',icao:'KBWI',city:'Baltimore',desc:'Baltimore/Washington International Airport',region:'US-MD',runways:3,longest:10502,elev:143,country:'US',continent:'NA',lat:39.17539978,lon:-76.66829681})
+CREATE (a7:airport {id:'7',code:'DCA',icao:'KDCA',city:'Washington D.C.',desc:'Ronald Reagan Washington National Airport',region:'US-DC',runways:3,longest:7169,elev:14,country:'US',continent:'NA',lat:38.8521003723145,lon:-77.0376968383789})
+CREATE (a8:airport {id:'8',code:'DFW',icao:'KDFW',city:'Dallas',desc:'Dallas/Fort Worth International Airport',region:'US-TX',runways:7,longest:13401,elev:607,country:'US',continent:'NA',lat:32.896800994873,lon:-97.0380020141602})
+CREATE (a9:airport {id:'9',code:'FLL',icao:'KFLL',city:'Fort Lauderdale',desc:'Fort Lauderdale/Hollywood International Airport',region:'US-FL',runways:2,longest:9000,elev:64,country:'US',continent:'NA',lat:26.0725994110107,lon:-80.152702331543})
+CREATE (a10:airport {id:'10',code:'IAD',icao:'KIAD',city:'Washington D.C.',desc:'Washington Dulles International Airport',region:'US-VA',runways:4,longest:11500,elev:313,country:'US',continent:'NA',lat:38.94449997,lon:-77.45580292})
+CREATE (a11:airport {id:'11',code:'IAH',icao:'KIAH',city:'Houston',desc:'George Bush Intercontinental',region:'US-TX',runways:5,longest:12001,elev:96,country:'US',continent:'NA',lat:29.9843997955322,lon:-95.3414001464844})
+CREATE (a12:airport {id:'12',code:'JFK',icao:'KJFK',city:'New York',desc:'New York John F. Kennedy International Airport',region:'US-NY',runways:4,longest:14511,elev:12,country:'US',continent:'NA',lat:40.63980103,lon:-73.77890015})
+CREATE (a13:airport {id:'13',code:'LAX',icao:'KLAX',city:'Los Angeles',desc:'Los Angeles International Airport',region:'US-CA',runways:4,longest:12091,elev:127,country:'US',continent:'NA',lat:33.94250107,lon:-118.4079971})
+CREATE (a14:airport {id:'14',code:'LGA',icao:'KLGA',city:'New York',desc:'New York La Guardia',region:'US-NY',runways:2,longest:7003,elev:20,country:'US',continent:'NA',lat:40.77719879,lon:-73.87259674})
+CREATE (a15:airport {id:'15',code:'MCO',icao:'KMCO',city:'Orlando',desc:'Orlando International Airport',region:'US-FL',runways:4,longest:12005,elev:96,country:'US',continent:'NA',lat:28.4293994903564,lon:-81.3089981079102})
+CREATE (a16:airport {id:'16',code:'MIA',icao:'KMIA',city:'Miami',desc:'Miami International Airport',region:'US-FL',runways:4,longest:13016,elev:8,country:'US',continent:'NA',lat:25.7931995391846,lon:-80.2906036376953})
+CREATE (a17:airport {id:'17',code:'MSP',icao:'KMSP',city:'Minneapolis',desc:'Minneapolis-St.Paul International Airport',region:'US-MN',runways:4,longest:11006,elev:841,country:'US',continent:'NA',lat:44.8819999695,lon:-93.2218017578})
+CREATE (a18:airport {id:'18',code:'ORD',icao:'KORD',city:'Chicago',desc:'Chicago O\'Hare International Airport',region:'US-IL',runways:7,longest:13000,elev:672,country:'US',continent:'NA',lat:41.97859955,lon:-87.90480042})
+CREATE (a19:airport {id:'19',code:'PBI',icao:'KPBI',city:'West Palm Beach',desc:'Palm Beach International Airport',region:'US-FL',runways:3,longest:10000,elev:19,country:'US',continent:'NA',lat:26.6832008361816,lon:-80.0955963134766})
+CREATE (a20:airport {id:'20',code:'PHX',icao:'KPHX',city:'Phoenix',desc:'Phoenix Sky Harbor International Airport',region:'US-AZ',runways:3,longest:11489,elev:1135,country:'US',continent:'NA',lat:33.4342994689941,lon:-112.012001037598})
+CREATE (a21:airport {id:'21',code:'RDU',icao:'KRDU',city:'Raleigh',desc:'Raleigh-Durham',region:'US-NC',runways:3,longest:10000,elev:435,country:'US',continent:'NA',lat:35.8776016235352,lon:-78.7874984741211})
+CREATE (a22:airport {id:'22',code:'SEA',icao:'KSEA',city:'Seattle',desc:'Seattle-Tacoma',region:'US-WA',runways:3,longest:11901,elev:432,country:'US',continent:'NA',lat:47.4490013122559,lon:-122.30899810791})
+CREATE (a23:airport {id:'23',code:'SFO',icao:'KSFO',city:'San Francisco',desc:'San Francisco International Airport',region:'US-CA',runways:4,longest:11870,elev:13,country:'US',continent:'NA',lat:37.6189994812012,lon:-122.375})
+CREATE (a24:airport {id:'24',code:'SJC',icao:'KSJC',city:'San Jose',desc:'Norman Y. Mineta San Jose International Airport',region:'US-CA',runways:3,longest:11000,elev:62,country:'US',continent:'NA',lat:37.3625984191895,lon:-121.929000854492})
+CREATE (a25:airport {id:'25',code:'TPA',icao:'KTPA',city:'Tampa',desc:'Tampa International Airport',region:'US-FL',runways:3,longest:11002,elev:26,country:'US',continent:'NA',lat:27.9755001068115,lon:-82.533203125})
+CREATE (a26:airport {id:'26',code:'SAN',icao:'KSAN',city:'San Diego',desc:'San Diego Lindbergh',region:'US-CA',runways:1,longest:9400,elev:16,country:'US',continent:'NA',lat:32.7336006165,lon:-117.190002441})
+CREATE (a27:airport {id:'27',code:'LGB',icao:'KLGB',city:'Long Beach',desc:'Long Beach Airport',region:'US-CA',runways:3,longest:10003,elev:60,country:'US',continent:'NA',lat:33.81769943,lon:-118.1520004})
+CREATE (a28:airport {id:'28',code:'SNA',icao:'KSNA',city:'Santa Ana',desc:'Orange County/Santa Ana, John Wayne',region:'US-CA',runways:2,longest:5701,elev:56,country:'US',continent:'NA',lat:33.67570114,lon:-117.8679962})
+CREATE (a29:airport {id:'29',code:'SLC',icao:'KSLC',city:'Salt Lake City',desc:'Salt Lake City',region:'US-UT',runways:4,longest:12002,elev:56,country:'US',continent:'NA',lat:40.7883987426758,lon:-111.977996826172})
+CREATE (a30:airport {id:'30',code:'LAS',icao:'KLAS',city:'Las Vegas',desc:'Las Vegas Mc Carran',region:'US-NV',runways:4,longest:14512,elev:2181,country:'US',continent:'NA',lat:36.08010101,lon:-115.1520004})
+CREATE (a31:airport {id:'31',code:'DEN',icao:'KDEN',city:'Denver',desc:'Denver International Airport',region:'US-CO',runways:6,longest:16000,elev:5433,country:'US',continent:'NA',lat:39.8616981506348,lon:-104.672996520996})
+CREATE (a32:airport {id:'32',code:'HPN',icao:'KHPN',city:'White Plains',desc:'Westchester County',region:'US-NY',runways:2,longest:6549,elev:439,country:'US',continent:'NA',lat:41.0670013427734,lon:-73.7076034545898})
+CREATE (a33:airport {id:'33',code:'SAT',icao:'KSAT',city:'San Antonio',desc:'San Antonio',region:'US-TX',runways:3,longest:8505,elev:809,country:'US',continent:'NA',lat:29.5337009429932,lon:-98.4698028564453})
+CREATE (a34:airport {id:'34',code:'MSY',icao:'KMSY',city:'New Orleans',desc:'New Orleans L. Armstrong',region:'US-LA',runways:2,longest:10104,elev:3,country:'US',continent:'NA',lat:29.9934005737305,lon:-90.2580032348633})
+CREATE (a35:airport {id:'35',code:'EWR',icao:'KEWR',city:'Newark',desc:'Newark, Liberty',region:'US-NY',runways:3,longest:11000,elev:17,country:'US',continent:'NA',lat:40.6925010681152,lon:-74.168701171875})
+CREATE (a36:airport {id:'36',code:'CID',icao:'KCID',city:'Cedar Rapids',desc:'The Eastern Iowa Airport',region:'US-IA',runways:2,longest:8600,elev:869,country:'US',continent:'NA',lat:41.8847007751465,lon:-91.7108001708984})
+CREATE (a37:airport {id:'37',code:'HNL',icao:'PHNL',city:'Honolulu',desc:'Honolulu International Airport',region:'US-HI',runways:4,longest:12312,elev:13,country:'US',continent:'NA',lat:21.3187007904053,lon:-157.921997070312})
+CREATE (a38:airport {id:'38',code:'HOU',icao:'KHOU',city:'Houston',desc:'Houston Hobby',region:'US-TX',runways:4,longest:7602,elev:46,country:'US',continent:'NA',lat:29.64539909,lon:-95.27890015})
+CREATE (a39:airport {id:'39',code:'ELP',icao:'KELP',city:'El Paso',desc:'El Paso International Airport',region:'US-TX',runways:3,longest:12020,elev:3961,country:'US',continent:'NA',lat:31.80719948,lon:-106.3779984})
+CREATE (a40:airport {id:'40',code:'SJU',icao:'TJSJ',city:'San Juan',desc:'Puerto Rico, Luis Munoz International Airport',region:'PR-U-A',runways:2,longest:10400,elev:9,country:'PR',continent:'NA',lat:18.4393997192,lon:-66.0018005371})
+CREATE (a41:airport {id:'41',code:'CLE',icao:'KCLE',city:'Cleveland',desc:'Cleveland, Hopkins International Airport',region:'US-OH',runways:3,longest:9956,elev:799,country:'US',continent:'NA',lat:41.4117012024,lon:-81.8498001099})
+CREATE (a42:airport {id:'42',code:'OAK',icao:'KOAK',city:'Oakland',desc:'Oakland',region:'US-CA',runways:4,longest:10520,elev:9,country:'US',continent:'NA',lat:37.7212982177734,lon:-122.221000671387})
+CREATE (a43:airport {id:'43',code:'TUS',icao:'KTUS',city:'Tucson',desc:'Tucson International Airport',region:'US-AZ',runways:3,longest:10996,elev:2643,country:'US',continent:'NA',lat:32.1161003112793,lon:-110.94100189209})
+CREATE (a44:airport {id:'44',code:'SAF',icao:'KSAF',city:'Santa Fe',desc:'Santa Fe',region:'US-NM',runways:3,longest:8366,elev:6348,country:'US',continent:'NA',lat:35.617099762,lon:-106.088996887})
+CREATE (a45:airport {id:'45',code:'PHL',icao:'KPHL',city:'Philadelphia',desc:'Philadelphia International Airport',region:'US-PA',runways:4,longest:10506,elev:36,country:'US',continent:'NA',lat:39.871898651123,lon:-75.241096496582})
+CREATE (a46:airport {id:'46',code:'DTW',icao:'KDTW',city:'Detroit',desc:'Detroit Metropolitan, Wayne County',region:'US-MI',runways:6,longest:12003,elev:645,country:'US',continent:'NA',lat:42.2123985290527,lon:-83.353401184082})
+CREATE (a47:airport {id:'47',code:'YYZ',icao:'CYYZ',city:'Toronto',desc:'Toronto Pearson International Airport',region:'CA-ON',runways:5,longest:11120,elev:569,country:'CA',continent:'NA',lat:43.6772003174,lon:-79.6305999756})
+CREATE (a48:airport {id:'48',code:'YVR',icao:'CYVR',city:'Vancouver',desc:'Vancouver International Airport',region:'CA-BC',runways:3,longest:11500,elev:14,country:'CA',continent:'NA',lat:49.193901062,lon:-123.183998108})
+CREATE (a49:airport {id:'49',code:'LHR',icao:'EGLL',city:'London',desc:'London Heathrow',region:'GB-ENG',runways:2,longest:12799,elev:83,country:'UK',continent:'EU',lat:51.4706001282,lon:-0.461941003799})
+CREATE (a50:airport {id:'50',code:'LGW',icao:'EGKK',city:'London',desc:'London Gatwick',region:'GB-ENG',runways:2,longest:10364,elev:202,country:'UK',continent:'EU',lat:51.1481018066406,lon:-0.190277993679047})
+CREATE (a51:airport {id:'51',code:'CDG',icao:'LFPG',city:'Paris',desc:'Paris Charles de Gaulle',region:'FR-J',runways:4,longest:13829,elev:392,country:'FR',continent:'EU',lat:49.0127983093,lon:2.54999995232})
+CREATE (a52:airport {id:'52',code:'FRA',icao:'EDDF',city:'Frankfurt',desc:'Frankfurt am Main',region:'DE-HE',runways:4,longest:13123,elev:364,country:'DE',continent:'EU',lat:50.0264015198,lon:8.54312992096})
+CREATE (a53:airport {id:'53',code:'HEL',icao:'EFHK',city:'Helsinki',desc:'Helsinki Ventaa',region:'FI-18',runways:3,longest:11286,elev:179,country:'FI',continent:'EU',lat:60.3171997070312,lon:24.9633007049561})
+CREATE (a54:airport {id:'54',code:'NRT',icao:'RJAA',city:'Tokyo',desc:'Tokyo Narita',region:'JP-12',runways:2,longest:13123,elev:141,country:'JP',continent:'AS',lat:35.7647018433,lon:140.386001587})
+CREATE (a55:airport {id:'55',code:'SYD',icao:'YSSY',city:'Sydney',desc:'Sydney Kingsford Smith',region:'AU-NSW',runways:3,longest:12999,elev:21,country:'AU',continent:'OC',lat:-33.9460983276367,lon:151.177001953125})
+CREATE (a56:airport {id:'56',code:'SIN',icao:'WSSS',city:'Singapore',desc:'Singapore, Changi International Airport',region:'SG',runways:3,longest:13123,elev:22,country:'SG',continent:'AS',lat:1.3501900434494,lon:103.994003295898})
+CREATE (a57:airport {id:'57',code:'MEL',icao:'YMML',city:'Melbourne',desc:'Melbourne International Airport',region:'AU-VIC',runways:2,longest:11998,elev:434,country:'AU',continent:'OC',lat:-37.6733016967773,lon:144.843002319336})
+CREATE (a58:airport {id:'58',code:'DXB',icao:'OMDB',city:'Dubai',desc:'Dubai International Airport',region:'AE-DU',runways:2,longest:13124,elev:62,country:'AE',continent:'AS',lat:25.2527999878,lon:55.3643989563})
+CREATE (a59:airport {id:'59',code:'DEL',icao:'VIDP',city:'New Delhi',desc:'Indira Gandhi International Airport',region:'IN-DL',runways:3,longest:14534,elev:777,country:'IN',continent:'AS',lat:28.566499710083,lon:77.1031036376953})
+CREATE (a60:airport {id:'60',code:'DUB',icao:'EIDW',city:'Dublin',desc:'Dublin International Airport',region:'IE-D',runways:2,longest:8652,elev:242,country:'IE',continent:'EU',lat:53.4212989807129,lon:-6.27007007598877})
+CREATE (a61:airport {id:'61',code:'HKG',icao:'VHHH',city:'Hong Kong',desc:'Hong Kong - Chek Lap Kok International Airport',region:'HK',runways:2,longest:12467,elev:28,country:'HK',continent:'AS',lat:22.3089008331,lon:113.915000916})
+CREATE (a62:airport {id:'62',code:'PER',icao:'YPPH',city:'Perth',desc:'Perth International Airport',region:'AU-WA',runways:2,longest:11299,elev:67,country:'AU',continent:'OC',lat:-31.940299987793,lon:115.967002868652})
+CREATE (a63:airport {id:'63',code:'AKL',icao:'NZAA',city:'Auckland',desc:'Auckland International Airport',region:'NZ-AUK',runways:2,longest:11926,elev:23,country:'NZ',continent:'OC',lat:-37.0080986023,lon:174.792007446})
+CREATE (a64:airport {id:'64',code:'PEK',icao:'ZBAA',city:'Beijing',desc:'Beijing Capital International Airport',region:'CN-11',runways:3,longest:12468,elev:116,country:'CN',continent:'AS',lat:40.0801010131836,lon:116.584999084473})
+CREATE (a65:airport {id:'65',code:'WLG',icao:'NZWN',city:'Wellington',desc:'Wellington International Airport',region:'NZ-WGN',runways:1,longest:6352,elev:41,country:'NZ',continent:'OC',lat:-41.3272018433,lon:174.804992676})
+CREATE (a66:airport {id:'66',code:'BNE',icao:'YBBN',city:'Brisbane',desc:'Brisbane International Airport',region:'AU-QLD',runways:2,longest:11680,elev:13,country:'AU',continent:'OC',lat:-27.3841991424561,lon:153.117004394531})
+CREATE (a67:airport {id:'67',code:'PVG',icao:'ZSPD',city:'Shanghai',desc:'Shanghai - Pudong International Airport',region:'CN-31',runways:2,longest:13123,elev:13,country:'CN',continent:'AS',lat:31.1434001922607,lon:121.805000305176})
+CREATE (a68:airport {id:'68',code:'FCO',icao:'LIRF',city:'Rome',desc:'Leonardo da Vinci-Fiumicino International Airport',region:'IT-62',runways:3,longest:12795,elev:15,country:'IT',continent:'EU',lat:41.8045005798,lon:12.2508001328})
+CREATE (a69:airport {id:'69',code:'BOM',icao:'VABB',city:'Mumbai',desc:'Mumbai, Chhatrapati Shivaji International Airport',region:'IN-MM',runways:2,longest:11302,elev:39,country:'IN',continent:'AS',lat:19.0886993408,lon:72.8678970337})
+CREATE (a70:airport {id:'70',code:'AMS',icao:'EHAM',city:'Amsterdam',desc:'Amsterdam Airport Schiphol',region:'NL-NH',runways:6,longest:12467,elev:-11,country:'NL',continent:'EU',lat:52.3086013794,lon:4.76388978958})
+CREATE (a71:airport {id:'71',code:'KUL',icao:'WMKK',city:'Kuala Lumpur',desc:'Kuala Lumpur International Airport',region:'MY-14',runways:3,longest:13288,elev:69,country:'MY',continent:'AS',lat:2.74557995796204,lon:101.709999084473})
+CREATE (a72:airport {id:'72',code:'PRG',icao:'LKPR',city:'Prague',desc:'Prague, Ruzyne International Airport',region:'CZ-PR',runways:2,longest:12189,elev:1247,country:'CZ',continent:'EU',lat:50.1007995605469,lon:14.2600002288818})
+CREATE (a73:airport {id:'73',code:'BCN',icao:'LEBL',city:'Barcelona',desc:'Barcelona International Airport',region:'ES-CT',runways:3,longest:11654,elev:12,country:'ES',continent:'EU',lat:41.2971000671387,lon:2.07845997810364})
+CREATE (a74:airport {id:'74',code:'MAD',icao:'LEMD',city:'Madrid',desc:'Adolfo Suarez Barajas Airport International Airport',region:'ES-M',runways:3,longest:13711,elev:1998,country:'ES',continent:'EU',lat:40.4936,lon:-3.56676})
+CREATE (a75:airport {id:'75',code:'VIE',icao:'LOWW',city:'Vienna',desc:'Vienna International Airport',region:'AT-9',runways:2,longest:11811,elev:600,country:'AT',continent:'EU',lat:48.1102981567383,lon:16.5697002410889})
+CREATE (a76:airport {id:'76',code:'ZRH',icao:'LSZH',city:'Zurich',desc:'Zurich-Kloten Airport',region:'CH-ZH',runways:3,longest:12139,elev:1416,country:'CH',continent:'EU',lat:47.4646987915039,lon:8.54916954040527})
+CREATE (a77:airport {id:'77',code:'GVA',icao:'LSGG',city:'Geneva',desc:'Geneva-Cointrin International Airport',region:'CH-GE',runways:2,longest:12795,elev:1411,country:'CH',continent:'EU',lat:46.2380981445312,lon:6.10895013809204})
+CREATE (a78:airport {id:'78',code:'YOW',icao:'CYOW',city:'Ottawa',desc:'Ottawa Macdonald-Cartier International Airport',region:'CA-ON',runways:3,longest:10000,elev:374,country:'CA',continent:'NA',lat:45.3224983215,lon:-75.6691970825})
+CREATE (a79:airport {id:'79',code:'BRU',icao:'EBBR',city:'Brussels',desc:'Brussels Airport',region:'BE-BRU',runways:3,longest:11936,elev:184,country:'BE',continent:'EU',lat:50.9014015198,lon:4.48443984985})
+CREATE (a80:airport {id:'80',code:'MUC',icao:'EDDM',city:'Munich',desc:'Munich International Airport',region:'DE-BY',runways:2,longest:13123,elev:1487,country:'DE',continent:'EU',lat:48.3538017272949,lon:11.7861003875732})
+CREATE (a81:airport {id:'81',code:'CHC',icao:'NZCH',city:'Christchurch',desc:'Christchurch International Airport',region:'NZ-CAN',runways:3,longest:10787,elev:123,country:'NZ',continent:'OC',lat:-43.4893989562988,lon:172.531997680664})
+CREATE (a82:airport {id:'82',code:'CBR',icao:'YSCB',city:'Canberra',desc:'Canberra International Airport',region:'AU-ACT',runways:2,longest:10771,elev:1886,country:'AU',continent:'OC',lat:-35.3069000244141,lon:149.195007324219})
+CREATE (a83:airport {id:'83',code:'RSW',icao:'KRSW',city:'Fort Myers',desc:'Southwest Florida International Airport',region:'US-FL',runways:1,longest:12000,elev:30,country:'US',continent:'NA',lat:26.5361995697021,lon:-81.7552032470703})
+CREATE (a84:airport {id:'84',code:'MAN',icao:'EGCC',city:'Manchester',desc:'Manchester Airport',region:'GB-ENG',runways:2,longest:10000,elev:257,country:'UK',continent:'EU',lat:53.3536987304688,lon:-2.27495002746582})
+CREATE (a85:airport {id:'85',code:'YUL',icao:'CYUL',city:'Montreal',desc:'Montreal / Pierre Elliott Trudeau International Airport',region:'CA-QC',runways:3,longest:11000,elev:118,country:'CA',continent:'NA',lat:45.4706001282,lon:-73.7407989502})
+CREATE (a86:airport {id:'86',code:'YEG',icao:'CYEG',city:'Edmonton',desc:'Edmonton International Airport',region:'CA-AB',runways:2,longest:11000,elev:2373,country:'CA',continent:'NA',lat:53.3097000122,lon:-113.580001831})
+CREATE (a87:airport {id:'87',code:'CGN',icao:'EDDK',city:'Cologne',desc:'Cologne Bonn Airport',region:'DE-NW',runways:3,longest:12516,elev:302,country:'DE',continent:'EU',lat:50.8658981323,lon:7.1427397728})
+CREATE (a88:airport {id:'88',code:'LCY',icao:'EGLC',city:'London',desc:'London City Airport',region:'GB-ENG',runways:1,longest:4948,elev:19,country:'UK',continent:'EU',lat:51.505278,lon:0.055278})
+CREATE (a89:airport {id:'89',code:'GOT',icao:'ESGG',city:'Gothenburg',desc:'Gothenburg-Landvetter Airport',region:'SE-Q',runways:1,longest:10823,elev:506,country:'SE',continent:'EU',lat:57.6627998352051,lon:12.2798004150391})
+CREATE (a90:airport {id:'90',code:'VCE',icao:'LIPZ',city:'Venice',desc:'Venice Marco Polo Airport',region:'IT-34',runways:2,longest:10827,elev:7,country:'IT',continent:'EU',lat:45.5052986145,lon:12.3519001007})
+CREATE (a91:airport {id:'91',code:'SNN',icao:'EINN',city:'Shannon',desc:'Shannon Airport',region:'IE-CE',runways:5,longest:10495,elev:46,country:'IE',continent:'EU',lat:52.7019996643066,lon:-8.92481994628906})
+CREATE (a92:airport {id:'92',code:'OSL',icao:'ENGM',city:'Oslo',desc:'Oslo Gardermoen Airport',region:'NO-02',runways:2,longest:11811,elev:681,country:'NO',continent:'EU',lat:60.1939010620117,lon:11.1003999710083})
+CREATE (a93:airport {id:'93',code:'ARN',icao:'ESSA',city:'Stockholm',desc:'Stockholm-Arlanda Airport',region:'SE-AB',runways:3,longest:10830,elev:137,country:'SE',continent:'EU',lat:59.6519012451172,lon:17.9186000823975})
+CREATE (a94:airport {id:'94',code:'STN',icao:'EGSS',city:'London',desc:'London Stansted Airport',region:'GB-ENG',runways:1,longest:10003,elev:348,country:'UK',continent:'EU',lat:51.8849983215,lon:0.234999999404})
+CREATE (a95:airport {id:'95',code:'EMA',icao:'EGNX',city:'Nottingham',desc:'East Midlands Airport',region:'GB-ENG',runways:1,longest:9491,elev:306,country:'UK',continent:'EU',lat:52.8311004639,lon:-1.32806003094})
+CREATE (a96:airport {id:'96',code:'EDI',icao:'EGPH',city:'Edinburgh',desc:'Edinburgh Airport',region:'GB-SCT',runways:3,longest:8400,elev:135,country:'UK',continent:'EU',lat:55.9500007629395,lon:-3.37249994277954})
+CREATE (a97:airport {id:'97',code:'GLA',icao:'EGPF',city:'Glasgow',desc:'Glasgow International Airport',region:'GB-SCT',runways:2,longest:8720,elev:26,country:'UK',continent:'EU',lat:55.8718986511,lon:-4.43306016922})
+CREATE (a98:airport {id:'98',code:'LPL',icao:'EGGP',city:'Liverpool',desc:'Liverpool John Lennon Airport',region:'GB-ENG',runways:1,longest:7500,elev:80,country:'UK',continent:'EU',lat:53.3335990905762,lon:-2.8497200012207})
+CREATE (a99:airport {id:'99',code:'YYC',icao:'CYYC',city:'Calgary',desc:'Calgary International Airport',region:'CA-AB',runways:3,longest:12675,elev:3557,country:'CA',continent:'NA',lat:51.113899231,lon:-114.019996643})
+CREATE (a100:airport {id:'100',code:'MNL',icao:'RPLL',city:'Manila',desc:'Manila, Ninoy Aquino International Airport',region:'PH-U-A',runways:2,longest:12261,elev:75,country:'PH',continent:'AS',lat:14.508600235,lon:121.019996643})
+CREATE (a101:airport {id:'101',code:'BKK',icao:'VTBS',city:'Bangkok',desc:'Suvarnabhumi Bangkok International Airport',region:'TH-10',runways:2,longest:13123,elev:5,country:'TH',continent:'AS',lat:13.6810998916626,lon:100.747001647949})
+CREATE (a102:airport {id:'102',code:'DME',icao:'UUDD',city:'Moscow',desc:'Moscow, Domodedovo International Airport',region:'RU-MOS',runways:3,longest:12448,elev:588,country:'RU',continent:'EU',lat:55.4087982177734,lon:37.9062995910645})
+CREATE (a103:airport {id:'103',code:'SVO',icao:'UUEE',city:'Moscow',desc:'Moscow, Sheremetyevo International Airport',region:'RU-MOS',runways:2,longest:12139,elev:622,country:'RU',continent:'EU',lat:55.972599029541,lon:37.4146003723145})
+CREATE (a104:airport {id:'104',code:'ITM',icao:'RJOO',city:'Osaka',desc:'Osaka International Airport',region:'JP-27',runways:2,longest:9840,elev:50,country:'JP',continent:'AS',lat:34.7854995727539,lon:135.438003540039})
+CREATE (a105:airport {id:'105',code:'HND',icao:'RJTT',city:'Tokyo',desc:'Tokyo Haneda International Airport',region:'JP-13',runways:4,longest:9840,elev:35,country:'JP',continent:'AS',lat:35.5522994995117,lon:139.779998779297})
+CREATE (a106:airport {id:'106',code:'DOH',icao:'OTHH',city:'Doha',desc:'Doha, Hamad International Airport',region:'QA-DA',runways:2,longest:15912,elev:13,country:'QA',continent:'AS',lat:25.273056,lon:51.608056})
+CREATE (a107:airport {id:'107',code:'ORY',icao:'LFPO',city:'Paris',desc:'Paris, Orly Airport',region:'FR-J',runways:3,longest:11975,elev:291,country:'FR',continent:'EU',lat:48.7252998352,lon:2.35944008827})
+CREATE (a108:airport {id:'108',code:'NCE',icao:'LFMN',city:'Nice',desc:'Nice-Cote d\'Azur Airport',region:'FR-U',runways:2,longest:9712,elev:12,country:'FR',continent:'EU',lat:43.6584014893,lon:7.21586990356})
+CREATE (a109:airport {id:'109',code:'MXP',icao:'LIMC',city:'Milan',desc:'Milan, Malpensa International Airport',region:'IT-25',runways:2,longest:12861,elev:768,country:'IT',continent:'EU',lat:45.6305999756,lon:8.72811031342})
+CREATE (a110:airport {id:'110',code:'ATH',icao:'LGAV',city:'Athens',desc:'Athens, Eleftherios Venizelos International Airport',region:'GR-A1',runways:2,longest:13123,elev:308,country:'GR',continent:'EU',lat:37.9364013672,lon:23.9444999695})
+CREATE (a111:airport {id:'111',code:'ZAG',icao:'LDZA',city:'Zagreb',desc:'Zagreb Airport',region:'HR-21',runways:1,longest:10669,elev:353,country:'HR',continent:'EU',lat:45.7429008484,lon:16.0687999725})
+CREATE (a112:airport {id:'112',code:'BUD',icao:'LHBP',city:'Budapest',desc:'Budapest Ferenc Liszt International Airport',region:'HU-PE',runways:2,longest:12162,elev:495,country:'HU',continent:'EU',lat:47.4369010925,lon:19.2555999756})
+CREATE (a113:airport {id:'113',code:'ALC',icao:'LEAL',city:'Alicante',desc:'Alicante International Airport',region:'ES-V',runways:1,longest:9842,elev:142,country:'ES',continent:'EU',lat:38.2821998596191,lon:-0.55815601348877})
+CREATE (a114:airport {id:'114',code:'BIO',icao:'LEBB',city:'Bilbao',desc:'Bilbao Airport',region:'ES-PV',runways:2,longest:8530,elev:138,country:'ES',continent:'EU',lat:43.3011016845703,lon:-2.91060996055603})
+CREATE (a115:airport {id:'115',code:'IBZ',icao:'LEIB',city:'Ibiza',desc:'Ibiza Airport',region:'ES-PM',runways:1,longest:9186,elev:24,country:'ES',continent:'EU',lat:38.8728981018,lon:1.37311995029})
+CREATE (a116:airport {id:'116',code:'MAH',icao:'LEMH',city:'Menorca',desc:'Menorca Airport',region:'ES-PM',runways:2,longest:7710,elev:302,country:'ES',continent:'EU',lat:39.8625984191895,lon:4.21864986419678})
+CREATE (a117:airport {id:'117',code:'CCJ',icao:'VOCL',city:'Calicut',desc:'Calicut International Airport',region:'IN-KL',runways:1,longest:9383,elev:342,country:'IN',continent:'AS',lat:11.1367998123,lon:75.9552993774})
+CREATE (a118:airport {id:'118',code:'HYD',icao:'VOHS',city:'Hyderabad',desc:'Hyderabad, Rajiv Gandhi International Airport',region:'IN-AP',runways:1,longest:13976,elev:2024,country:'IN',continent:'AS',lat:17.2313175201,lon:78.4298553467})
+CREATE (a119:airport {id:'119',code:'MAA',icao:'VOMM',city:'Chennai',desc:'Chennai International Airport',region:'IN-TN',runways:2,longest:12001,elev:52,country:'IN',continent:'AS',lat:12.9900054931641,lon:80.1692962646484})
+CREATE (a120:airport {id:'120',code:'CCU',icao:'VECC',city:'Kolkata',desc:'Kolkata, Netaji Subhash Chandra Bose International Airport',region:'IN-WB',runways:2,longest:11900,elev:16,country:'IN',continent:'AS',lat:22.6546993255615,lon:88.4467010498047})
+CREATE (a121:airport {id:'121',code:'BLR',icao:'VOBL',city:'Bengaluru',desc:'Bengaluru International Airport',region:'IN-KA',runways:1,longest:13123,elev:3000,country:'IN',continent:'AS',lat:13.1978998184,lon:77.7062988281})
+CREATE (a122:airport {id:'122',code:'ICN',icao:'RKSI',city:'Seoul',desc:'Seoul, Incheon International Airport',region:'KR-28',runways:3,longest:13000,elev:23,country:'KR',continent:'AS',lat:37.4691009521484,lon:126.450996398926})
+CREATE (a123:airport {id:'123',code:'YYT',icao:'CYYT',city:'St. John\'s',desc:'St. John\'s International Airport',region:'CA-NL',runways:3,longest:8502,elev:461,country:'CA',continent:'NA',lat:47.618598938,lon:-52.7518997192})
+CREATE (a124:airport {id:'124',code:'TFN',icao:'GCXO',city:'Tenerife',desc:'Tenerife Norte Airport',region:'ES-CN',runways:1,longest:11155,elev:2076,country:'ES',continent:'EU',lat:28.4827003479,lon:-16.3414993286})
+CREATE (a125:airport {id:'125',code:'CPT',icao:'FACT',city:'Cape Town',desc:'Cape Town International Airport',region:'ZA-WC',runways:2,longest:10502,elev:151,country:'ZA',continent:'AF',lat:-33.9648017883,lon:18.6016998291})
+CREATE (a126:airport {id:'126',code:'JNB',icao:'FAJS',city:'Johannesburg',desc:'Johannesburg, OR Tambo International Airport',region:'ZA-GT',runways:2,longest:14495,elev:5558,country:'ZA',continent:'AF',lat:-26.1392002106,lon:28.2460002899})
+CREATE (a127:airport {id:'127',code:'DUR',icao:'FALE',city:'Durban',desc:'Durban, King Shaka International Airport',region:'ZA-NL',runways:1,longest:12139,elev:295,country:'ZA',continent:'AF',lat:-29.6144444444,lon:31.1197222222})
+CREATE (a128:airport {id:'128',code:'NBO',icao:'HKJK',city:'Nairobi',desc:'Nairobi, Jomo Kenyatta International Airport',region:'KE-110',runways:1,longest:13507,elev:5330,country:'KE',continent:'AF',lat:-1.31923997402,lon:36.9277992249})
+CREATE (a129:airport {id:'129',code:'MBA',icao:'HKMO',city:'Mombasa',desc:'Mombasa Moi International Airport',region:'KE-300',runways:2,longest:10991,elev:200,country:'KE',continent:'AF',lat:-4.03483009338379,lon:39.5942001342773})
+CREATE (a130:airport {id:'130',code:'MVD',icao:'SUMU',city:'Montevideo',desc:'Montevideo, Carrasco International /General C L Berisso Airport',region:'UY-MO',runways:3,longest:10499,elev:105,country:'UY',continent:'SA',lat:-34.8384017944336,lon:-56.0307998657227})
+CREATE (a131:airport {id:'131',code:'GIG',icao:'SBGL',city:'Rio de Janeiro',desc:'Rio de Janeiro ,Galeao Antonio Carlos Jobim International Airport',region:'BR-RJ',runways:2,longest:13123,elev:28,country:'BR',continent:'SA',lat:-22.8099994659,lon:-43.2505569458})
+CREATE (a132:airport {id:'132',code:'GRU',icao:'SBGR',city:'Sao Paulo',desc:'Sao Paulo, Guarulhos - Governador Andras Franco Montoro International Airport',region:'BR-SP',runways:1,longest:12139,elev:2459,country:'BR',continent:'SA',lat:-23.4355564117432,lon:-46.4730567932129})
+CREATE (a133:airport {id:'133',code:'EZE',icao:'SAEZ',city:'Buenos Aires',desc:'Buenos Aires, Ministro Pistarini International Airport',region:'AR-B',runways:2,longest:10187,elev:67,country:'AR',continent:'SA',lat:-34.8222,lon:-58.5358})
+CREATE (a134:airport {id:'134',code:'LIM',icao:'SPIM',city:'Lima',desc:'Lima, Jorge Chavez International Airport',region:'PE-LIM',runways:1,longest:11506,elev:113,country:'PE',continent:'SA',lat:-12.021900177,lon:-77.1143035889})
+CREATE (a135:airport {id:'135',code:'SCL',icao:'SCEL',city:'Santiago',desc:'Santiago, Comodoro Arturo Merino Benitez International Airport',region:'CL-RM',runways:2,longest:12203,elev:1555,country:'CL',continent:'SA',lat:-33.3930015563965,lon:-70.7857971191406})
+CREATE (a136:airport {id:'136',code:'MEX',icao:'MMMX',city:'Mexico City',desc:'Mexico City, Licenciado Benito Juarez International Airport',region:'MX-DIF',runways:2,longest:12966,elev:7316,country:'MX',continent:'NA',lat:19.43630027771,lon:-99.0720977783203})
+CREATE (a137:airport {id:'137',code:'KIN',icao:'MKJP',city:'Kingston',desc:'Kingston, Norman Manley International Airport',region:'JM-01',runways:1,longest:8900,elev:10,country:'JM',continent:'NA',lat:17.9356994628906,lon:-76.7874984741211})
+CREATE (a138:airport {id:'138',code:'TLH',icao:'KTLH',city:'Tallahassee',desc:'Tallahassee Regional Airport',region:'US-FL',runways:2,longest:8000,elev:81,country:'US',continent:'NA',lat:30.3964996337891,lon:-84.3503036499023})
+CREATE (a139:airport {id:'139',code:'LCA',icao:'LCLK',city:'Larnaca',desc:'Larnaca International Airport',region:'CY-04',runways:1,longest:9776,elev:8,country:'CY',continent:'AS',lat:34.8750991821289,lon:33.6249008178711})
+CREATE (a140:airport {id:'140',code:'WAW',icao:'EPWA',city:'Warsaw',desc:'Warsaw Chopin Airport',region:'PL-MZ',runways:2,longest:12106,elev:362,country:'PL',continent:'EU',lat:52.1656990051,lon:20.9671001434})
+CREATE (a141:airport {id:'141',code:'MLA',icao:'LMML',city:'Luqa',desc:'Malta International Airport',region:'MT-25',runways:2,longest:11627,elev:300,country:'MT',continent:'EU',lat:35.857498,lon:14.4775})
+CREATE (a142:airport {id:'142',code:'SOF',icao:'LBSF',city:'Sofia',desc:'Sofia Airport',region:'BG-23',runways:1,longest:9186,elev:1742,country:'BG',continent:'EU',lat:42.6966934204102,lon:23.4114360809326})
+CREATE (a143:airport {id:'143',code:'BEG',icao:'LYBE',city:'Belgrade',desc:'Belgrade Nikola Tesla Airport',region:'RS-00',runways:1,longest:11155,elev:335,country:'RS',continent:'EU',lat:44.8184013367,lon:20.3090991974})
+CREATE (a144:airport {id:'144',code:'CAI',icao:'HECA',city:'Cairo',desc:'Cairo International Airport',region:'EG-C',runways:3,longest:13124,elev:382,country:'EG',continent:'AF',lat:30.1219005584717,lon:31.4055995941162})
+CREATE (a145:airport {id:'145',code:'ADD',icao:'HAAB',city:'Addis Ababa',desc:'Addis Ababa Bole International Airport',region:'ET-AA',runways:2,longest:12467,elev:7630,country:'ET',continent:'AF',lat:8.97789001465,lon:38.7993011475})
+CREATE (a146:airport {id:'146',code:'TLV',icao:'LLBG',city:'Tel Aviv',desc:'Tel Aviv, Ben Gurion International Airport',region:'IL-M',runways:3,longest:13327,elev:135,country:'IL',continent:'AS',lat:32.0113983154297,lon:34.8866996765137})
+CREATE (a147:airport {id:'147',code:'PIT',icao:'KPIT',city:'Pittsburgh',desc:'Pittsburgh International Airport',region:'US-PA',runways:4,longest:11500,elev:1203,country:'US',continent:'NA',lat:40.49150085,lon:-80.23290253})
+CREATE (a148:airport {id:'148',code:'PWM',icao:'KPWM',city:'Portland',desc:'Portland International Jetport Airport',region:'US-ME',runways:2,longest:7200,elev:76,country:'US',continent:'NA',lat:43.64619827,lon:-70.30930328})
+CREATE (a149:airport {id:'149',code:'PDX',icao:'KPDX',city:'Portland',desc:'Portland International Airport',region:'US-OR',runways:3,longest:11000,elev:31,country:'US',continent:'NA',lat:45.58869934,lon:-122.5979996})
+CREATE (a150:airport {id:'150',code:'OKC',icao:'KOKC',city:'Oaklahoma City',desc:'Oaklahoma City, Will Rogers World Airport',region:'US-OK',runways:4,longest:9800,elev:1295,country:'US',continent:'NA',lat:35.3931007385254,lon:-97.600700378418})
+CREATE (a151:airport {id:'151',code:'ONT',icao:'KONT',city:'Ontario',desc:'Ontario International Airport',region:'US-CA',runways:2,longest:12198,elev:944,country:'US',continent:'NA',lat:34.0559997558594,lon:-117.600997924805})
+CREATE (a152:airport {id:'152',code:'ROC',icao:'KROC',city:'Rochester',desc:'Greater Rochester International Airport',region:'US-NY',runways:3,longest:8001,elev:559,country:'US',continent:'NA',lat:43.1189002990723,lon:-77.6724014282227})
+CREATE (a153:airport {id:'153',code:'RST',icao:'KRST',city:'Rochester',desc:'Rochester International Airport',region:'US-MN',runways:2,longest:9033,elev:1317,country:'US',continent:'NA',lat:43.9082984924316,lon:-92.5})
+CREATE (a154:airport {id:'154',code:'KWI',icao:'OKBK',city:'Kuwait',desc:'Kuwait International Airport',region:'KW-FA',runways:2,longest:11483,elev:206,country:'KW',continent:'AS',lat:29.2266006469727,lon:47.9688987731934})
+CREATE (a155:airport {id:'155',code:'PNH',icao:'VDPP',city:'Phnom Penh',desc:'Phnom Penh International Airport',region:'KH-8',runways:1,longest:9843,elev:40,country:'KH',continent:'AS',lat:11.5466003417969,lon:104.84400177002})
+CREATE (a156:airport {id:'156',code:'AYQ',icao:'YAYE',city:'Ayers Rock',desc:'Ayers Rock Connellan Airport',region:'AU-NT',runways:1,longest:8527,elev:1626,country:'AU',continent:'OC',lat:-25.1861000061035,lon:130.975997924805})
+CREATE (a157:airport {id:'157',code:'ASP',icao:'YBAS',city:'Alice Springs',desc:'Alice Springs Airport',region:'AU-NT',runways:2,longest:7999,elev:1789,country:'AU',continent:'OC',lat:-23.8066997528076,lon:133.901992797852})
+CREATE (a158:airport {id:'158',code:'OOL',icao:'YBCG',city:'Gold Coast',desc:'Gold Coast Airport',region:'AU-NSW',runways:2,longest:6699,elev:21,country:'AU',continent:'OC',lat:-28.1644001007,lon:153.505004883})
+CREATE (a159:airport {id:'159',code:'FAI',icao:'PAFA',city:'Fairbanks',desc:'Fairbanks International Airport',region:'US-AK',runways:4,longest:11800,elev:439,country:'US',continent:'NA',lat:64.81510162,lon:-147.8560028})
+CREATE (a160:airport {id:'160',code:'CNS',icao:'YBCS',city:'Cairns',desc:'Cairns International Airport',region:'AU-QLD',runways:2,longest:10489,elev:10,country:'AU',continent:'OC',lat:-16.885799408,lon:145.755004883})
+CREATE (a161:airport {id:'161',code:'IST',icao:'LTFM',city:'Istanbul',desc:'Istanbul International Airport',region:'TR-34',runways:4,longest:13451,elev:325,country:'TR',continent:'EU',lat:41.275278,lon:28.751944})
+CREATE (a162:airport {id:'162',code:'BAH',icao:'OBBI',city:'Manama',desc:'Bahrain International Airport',region:'BH-15',runways:2,longest:12979,elev:6,country:'BH',continent:'AS',lat:26.2707996368408,lon:50.6335983276367})
+CREATE (a163:airport {id:'163',code:'YHZ',icao:'CYHZ',city:'Halifax',desc:'Halifax / Stanfield International Airport',region:'CA-NS',runways:2,longest:10500,elev:477,country:'CA',continent:'NA',lat:44.8807983398,lon:-63.5085983276})
+CREATE (a164:airport {id:'164',code:'AUH',icao:'OMAA',city:'Abu Dhabi',desc:'Abu Dhabi International Airport',region:'AE-AZ',runways:2,longest:13452,elev:88,country:'AE',continent:'AS',lat:24.4330005645752,lon:54.6511001586914})
+CREATE (a165:airport {id:'165',code:'SGN',icao:'VVTS',city:'Ho Chi Minh City',desc:'Ho Chi Minh City, Tan Son Nhat International Airport',region:'VN-23',runways:2,longest:12468,elev:33,country:'VN',continent:'AS',lat:10.8187999725,lon:106.652000427})
+CREATE (a166:airport {id:'166',code:'YWG',icao:'CYWG',city:'Winnipeg',desc:'Winnipeg / James Armstrong Richardson International Airport',region:'CA-MB',runways:3,longest:11000,elev:783,country:'CA',continent:'NA',lat:49.9099998474,lon:-97.2398986816})
+CREATE (a167:airport {id:'167',code:'HAM',icao:'EDDH',city:'Hamburg',desc:'Hamburg Airport',region:'DE-HH',runways:2,longest:12028,elev:53,country:'DE',continent:'EU',lat:53.6304016113281,lon:9.98822975158691})
+CREATE (a168:airport {id:'168',code:'STR',icao:'EDDS',city:'Stuttgart',desc:'Stuttgart Airport',region:'DE-BW',runways:1,longest:10974,elev:1276,country:'DE',continent:'EU',lat:48.6898994446,lon:9.22196006775})
+CREATE (a169:airport {id:'169',code:'GOA',icao:'LIMJ',city:'Genoa',desc:'Genoa Cristoforo Colombo Airport',region:'IT-42',runways:1,longest:9564,elev:13,country:'IT',continent:'EU',lat:44.4132995605,lon:8.83749961853})
+CREATE (a170:airport {id:'170',code:'NAP',icao:'LIRN',city:'Naples',desc:'Naples International Airport',region:'IT-72',runways:1,longest:8622,elev:294,country:'IT',continent:'EU',lat:40.8860015869,lon:14.2908000946})
+CREATE (a171:airport {id:'171',code:'PSA',icao:'LIRP',city:'Pisa',desc:'Pisa International Airport',region:'IT-52',runways:2,longest:9820,elev:6,country:'IT',continent:'EU',lat:43.6838989258,lon:10.3927001953})
+CREATE (a172:airport {id:'172',code:'TRN',icao:'LIMF',city:'Turin',desc:'Turin Airport',region:'IT-21',runways:1,longest:10827,elev:989,country:'IT',continent:'EU',lat:45.2008018494,lon:7.64963006973})
+CREATE (a173:airport {id:'173',code:'BLQ',icao:'LIPE',city:'Bologna',desc:'Bologna Guglielmo Marconi Airport',region:'IT-45',runways:1,longest:9186,elev:123,country:'IT',continent:'EU',lat:44.5354003906,lon:11.2887001038})
+CREATE (a174:airport {id:'174',code:'TSF',icao:'LIPH',city:'Venice',desc:'Venice, Treviso-Sant Angelo Airport',region:'IT-34',runways:1,longest:7941,elev:59,country:'IT',continent:'EU',lat:45.648399353,lon:12.1943998337})
+CREATE (a175:airport {id:'175',code:'VRN',icao:'LIPX',city:'Verona',desc:'Verona Villafranca Airport',region:'IT-34',runways:1,longest:10064,elev:239,country:'IT',continent:'EU',lat:45.3956985474,lon:10.8885002136})
+CREATE (a176:airport {id:'176',code:'NTE',icao:'LFRS',city:'Nantes',desc:'Nantes Atlantique Airport',region:'FR-R',runways:1,longest:9514,elev:90,country:'FR',continent:'EU',lat:47.1531982422,lon:-1.61073005199})
+CREATE (a177:airport {id:'177',code:'CPH',icao:'EKCH',city:'Copenhagen',desc:'Copenhagen Kastrup Airport',region:'DK-84',runways:3,longest:11811,elev:17,country:'DK',continent:'EU',lat:55.6179008483887,lon:12.6560001373291})
+CREATE (a178:airport {id:'178',code:'CLT',icao:'KCLT',city:'Charlotte',desc:'Charlotte Douglas International Airport',region:'US-NC',runways:4,longest:10000,elev:748,country:'US',continent:'NA',lat:35.2140007019043,lon:-80.9430999755859})
+CREATE (a179:airport {id:'179',code:'LUX',icao:'ELLX',city:'Luxembourg',desc:'Luxembourg-Findel International Airport',region:'LU-L',runways:1,longest:13123,elev:1234,country:'LU',continent:'EU',lat:49.6265983581543,lon:6.21152019500732})
+CREATE (a180:airport {id:'180',code:'CUN',icao:'MMUN',city:'Cancun',desc:'Cancun International Airport',region:'MX-ROO',runways:2,longest:11483,elev:22,country:'MX',continent:'NA',lat:21.0365009308,lon:-86.8770980835})
+CREATE (a181:airport {id:'181',code:'PSP',icao:'KPSP',city:'Palm Springs',desc:'Palm Springs International Airport',region:'US-CA',runways:2,longest:10000,elev:477,country:'US',continent:'NA',lat:33.8297004699707,lon:-116.50700378418})
+CREATE (a182:airport {id:'182',code:'MEM',icao:'KMEM',city:'Memphis',desc:'Memphis International Airport',region:'US-TN',runways:4,longest:11120,elev:341,country:'US',continent:'NA',lat:35.0424003601074,lon:-89.9766998291016})
+CREATE (a183:airport {id:'183',code:'CVG',icao:'KCVG',city:'Cincinnati',desc:'Cincinnati Northern Kentucky International Airport',region:'US-KY',runways:4,longest:12000,elev:896,country:'US',continent:'NA',lat:39.0488014221,lon:-84.6678009033})
+CREATE (a184:airport {id:'184',code:'IND',icao:'KIND',city:'Indianapolis',desc:'Indianapolis International Airport',region:'US-IN',runways:3,longest:11200,elev:797,country:'US',continent:'NA',lat:39.7173004150391,lon:-86.2944030761719})
+CREATE (a185:airport {id:'185',code:'MCI',icao:'KMCI',city:'Kansas City',desc:'Kansas City International Airport',region:'US-MO',runways:3,longest:10801,elev:1026,country:'US',continent:'NA',lat:39.2975997924805,lon:-94.7138977050781})
+CREATE (a186:airport {id:'186',code:'DAL',icao:'KDAL',city:'Dallas',desc:'Dallas Love Field',region:'US-TX',runways:3,longest:8800,elev:487,country:'US',continent:'NA',lat:32.8470993041992,lon:-96.8517990112305})
+CREATE (a187:airport {id:'187',code:'STL',icao:'KSTL',city:'St Louis',desc:'Lambert St Louis International Airport',region:'US-MO',runways:4,longest:11019,elev:618,country:'US',continent:'NA',lat:38.7486991882324,lon:-90.370002746582})
+CREATE (a188:airport {id:'188',code:'ABQ',icao:'KABQ',city:'Albuquerque',desc:'Albuquerque International Sunport Airport',region:'US-NM',runways:4,longest:13793,elev:5355,country:'US',continent:'NA',lat:35.0401992797852,lon:-106.609001159668})
+CREATE (a189:airport {id:'189',code:'MKE',icao:'KMKE',city:'Milwaukee',desc:'General Mitchell International Airport',region:'US-WI',runways:5,longest:9690,elev:723,country:'US',continent:'NA',lat:42.9472007751465,lon:-87.896598815918})
+CREATE (a190:airport {id:'190',code:'MDW',icao:'KMDW',city:'Chicago',desc:'Chicago Midway International Airport',region:'US-IL',runways:5,longest:6522,elev:620,country:'US',continent:'NA',lat:41.7859992980957,lon:-87.7524032592773})
+CREATE (a191:airport {id:'191',code:'HRO',icao:'KHRO',city:'Harrison',desc:'Harrison, Boone County Airport',region:'US-AR',runways:1,longest:6161,elev:1365,country:'US',continent:'NA',lat:36.2615013122559,lon:-93.1547012329102})
+CREATE (a192:airport {id:'192',code:'SLN',icao:'KSLN',city:'Salina',desc:'Salina Municipal Airport',region:'US-KS',runways:4,longest:12300,elev:1288,country:'US',continent:'NA',lat:38.7910003662109,lon:-97.6521987915039})
+CREATE (a193:airport {id:'193',code:'OMA',icao:'KOMA',city:'Omaha',desc:'Eppley Airfield',region:'US-NE',runways:3,longest:9502,elev:984,country:'US',continent:'NA',lat:41.3031997680664,lon:-95.8940963745117})
+CREATE (a194:airport {id:'194',code:'TUL',icao:'KTUL',city:'Tulsa',desc:'Tulsa International Airport',region:'US-OK',runways:3,longest:9999,elev:677,country:'US',continent:'NA',lat:36.1983985900879,lon:-95.8880996704102})
+CREATE (a195:airport {id:'195',code:'PVR',icao:'MMPR',city:'Puerto Vallarta',desc:'Puerto Vallarta, Licenciado Gustavo Diaz Ordaz International Airport',region:'MX-JAL',runways:1,longest:10171,elev:23,country:'MX',continent:'NA',lat:20.6800994873047,lon:-105.253997802734})
+CREATE (a196:airport {id:'196',code:'OGG',icao:'PHOG',city:'Kahului',desc:'Maui, Kahului Airport',region:'US-HI',runways:2,longest:6995,elev:54,country:'US',continent:'NA',lat:20.8985996246338,lon:-156.429992675781})
+CREATE (a197:airport {id:'197',code:'MCY',icao:'YBSU',city:'Maroochydore',desc:'Sunshine Coast Airport',region:'AU-QLD',runways:2,longest:5896,elev:15,country:'AU',continent:'OC',lat:-26.6033000946,lon:153.091003418})
+CREATE (a198:airport {id:'198',code:'DUS',icao:'EDDL',city:'Dusseldorf',desc:'Dusseldorf International Airport',region:'DE-NW',runways:2,longest:9842,elev:147,country:'DE',continent:'EU',lat:51.2895011901855,lon:6.76677989959717})
+CREATE (a199:airport {id:'199',code:'GUM',icao:'PGUM',city:'Hagta',desc:'Antonio B. Won Pat International Airport',region:'GU-U-A',runways:2,longest:10015,elev:298,country:'GU',continent:'OC',lat:13.4834003448,lon:144.796005249})
+CREATE (a200:airport {id:'200',code:'TXL',icao:'EDDT',city:'Berlin',desc:'Berlin, Tegel International Airport *Closed*',region:'DE-BE',runways:2,longest:9918,elev:122,country:'DE',continent:'EU',lat:52.5597000122,lon:13.2876996994})
+CREATE (a201:airport {id:'201',code:'CMB',icao:'VCBI',city:'Colombo',desc:'Colombo, Bandaranaike International Airport',region:'LK-1',runways:1,longest:10991,elev:30,country:'LK',continent:'AS',lat:7.1807599067688,lon:79.8841018676758})
+CREATE (a202:airport {id:'202',code:'LIS',icao:'LPPT',city:'Lisbon',desc:'Lisbon Portela Airport',region:'PT-11',runways:1,longest:12484,elev:374,country:'PT',continent:'EU',lat:38.7812995911,lon:-9.13591957092})
+CREATE (a203:airport {id:'203',code:'GIB',icao:'LXGB',city:'Gibraltar',desc:'Gibraltar Airport',region:'GI-U-A',runways:1,longest:6000,elev:15,country:'GI',continent:'EU',lat:36.1511993408,lon:-5.34965991974})
+CREATE (a204:airport {id:'204',code:'TUN',icao:'DTTA',city:'Tunis',desc:'Tunis Carthage International Airport',region:'TN-11',runways:2,longest:10499,elev:22,country:'TN',continent:'AF',lat:36.851001739502,lon:10.2271995544434})
+CREATE (a205:airport {id:'205',code:'TPE',icao:'RCTP',city:'Taipei',desc:'Taiwan Taoyuan International Airport',region:'TW-TAO',runways:2,longest:12008,elev:106,country:'TW',continent:'AS',lat:25.0776996612549,lon:121.233001708984})
+CREATE (a206:airport {id:'206',code:'LTN',icao:'EGGW',city:'London',desc:'London Luton Airport',region:'GB-ENG',runways:1,longest:7086,elev:526,country:'UK',continent:'EU',lat:51.874698638916,lon:-0.368333011865616})
+CREATE (a207:airport {id:'207',code:'KTM',icao:'VNKT',city:'Kathmandu',desc:'Kathmandu, Tribhuvan International Airport',region:'NP-BA',runways:1,longest:10007,elev:4390,country:'NP',continent:'AS',lat:27.6965999603,lon:85.3591003418})
+CREATE (a208:airport {id:'208',code:'NAS',icao:'MYNN',city:'Nassau',desc:'Nassau, Lynden Pindling International Airport',region:'BS-NP',runways:2,longest:11353,elev:16,country:'BS',continent:'NA',lat:25.0389995575,lon:-77.4662017822})
+CREATE (a209:airport {id:'209',code:'FPO',icao:'MYGF',city:'Freeport',desc:'Freeport, Grand Bahama International Airport',region:'BS-FP',runways:1,longest:11019,elev:7,country:'BS',continent:'NA',lat:26.5587005615,lon:-78.695602417})
+CREATE (a210:airport {id:'210',code:'GGT',icao:'MYEF',city:'George Town',desc:'George Town, Exuma International Airport',region:'BS-EX',runways:1,longest:7051,elev:9,country:'BS',continent:'NA',lat:23.5625991821,lon:-75.8779983521})
+CREATE (a211:airport {id:'211',code:'EYW',icao:'KEYW',city:'Key West',desc:'Key West International Airport',region:'US-FL',runways:1,longest:4801,elev:3,country:'US',continent:'NA',lat:24.5561008453369,lon:-81.7595977783203})
+CREATE (a212:airport {id:'212',code:'FUK',icao:'RJFF',city:'Fukuoka',desc:'Fukuoka Airport',region:'JP-40',runways:1,longest:9186,elev:32,country:'JP',continent:'AS',lat:33.5858993530273,lon:130.45100402832})
+CREATE (a213:airport {id:'213',code:'KIX',icao:'RJBB',city:'Osaka',desc:'Osaka, Kansai International Airport',region:'JP-27',runways:2,longest:13123,elev:26,country:'JP',continent:'AS',lat:34.4272994995117,lon:135.244003295898})
+CREATE (a214:airport {id:'214',code:'CTS',icao:'RJCC',city:'Sapporo',desc:'Sapporo, New Chitose Airport',region:'JP-01',runways:2,longest:9840,elev:82,country:'JP',continent:'AS',lat:42.7751998901367,lon:141.692001342773})
+CREATE (a215:airport {id:'215',code:'JED',icao:'OEJN',city:'Jeddah',desc:'King Abdulaziz International Airport',region:'SA-02',runways:3,longest:13123,elev:48,country:'SA',continent:'AS',lat:21.679599762,lon:39.15650177})
+CREATE (a216:airport {id:'216',code:'MCT',icao:'OOMS',city:'Muscat',desc:'Muscat International Airport',region:'OM-MA',runways:2,longest:11775,elev:48,country:'OM',continent:'AS',lat:23.5932998657227,lon:58.2844009399414})
+CREATE (a217:airport {id:'217',code:'KEF',icao:'BIKF',city:'Reykjavik',desc:'Reykjavik, Keflavik International Airport',region:'IS-2',runways:2,longest:10056,elev:171,country:'IS',continent:'EU',lat:63.9850006103516,lon:-22.6056003570557})
+CREATE (a218:airport {id:'218',code:'BGI',icao:'TBPB',city:'Bridgetown',desc:'Bridgetown, Sir Grantley Adams International Airport',region:'BB-01',runways:1,longest:11000,elev:169,country:'BB',continent:'NA',lat:13.0746002197,lon:-59.4925003052})
+CREATE (a219:airport {id:'219',code:'ANU',icao:'TAPA',city:'St. George',desc:'V.C. Bird International Airport',region:'AG-03',runways:1,longest:9003,elev:62,country:'AG',continent:'NA',lat:17.1367,lon:-61.792702})
+CREATE (a220:airport {id:'220',code:'STT',icao:'TIST',city:'Charlotte Amalie',desc:'St. Thomas, Cyril E. King Airport',region:'VI-U-A',runways:1,longest:7000,elev:23,country:'VI',continent:'NA',lat:18.3372993469238,lon:-64.9733963012695})
+CREATE (a221:airport {id:'221',code:'BDA',icao:'TXKF',city:'Hamilton',desc:'Bermuda, L.F. Wade International International Airport',region:'BM-U-A',runways:1,longest:9713,elev:12,country:'BM',continent:'NA',lat:32.3639984130859,lon:-64.6787033081055})
+CREATE (a222:airport {id:'222',code:'TAB',icao:'TTCP',city:'Scarborough',desc:'Tobago-Crown Point Airport',region:'TT-WTO',runways:1,longest:9002,elev:38,country:'TT',continent:'NA',lat:11.1497001647949,lon:-60.8321990966797})
+CREATE (a223:airport {id:'223',code:'POS',icao:'TTPP',city:'Port of Spain',desc:'Port of Spain, Piarco International Airport',region:'TT-TUP',runways:1,longest:10500,elev:58,country:'TT',continent:'NA',lat:10.5953998565674,lon:-61.3372001647949})
+CREATE (a224:airport {id:'224',code:'LOS',icao:'DNMM',city:'Lagos',desc:'Lagos,Murtala Muhammed International Airport',region:'NG-LA',runways:1,longest:11153,elev:135,country:'NG',continent:'AF',lat:6.57737016677856,lon:3.32116007804871})
+CREATE (a225:airport {id:'225',code:'MBJ',icao:'MKJS',city:'Montego Bay',desc:'Montego Bay, Sangster International Airport',region:'JM-08',runways:1,longest:8735,elev:4,country:'JM',continent:'NA',lat:18.5037002563477,lon:-77.9133987426758})
+CREATE (a226:airport {id:'226',code:'HRE',icao:'FVHA',city:'Harare',desc:'Harare International Airport',region:'ZW-HA',runways:1,longest:15502,elev:4887,country:'ZW',continent:'AF',lat:-17.9318008422852,lon:31.0928001403809})
+CREATE (a227:airport {id:'227',code:'LIT',icao:'KLIT',city:'Little Rock',desc:'Little Rock, Bill and Hillary Clinton National Airport/Adams Field',region:'US-AR',runways:3,longest:8273,elev:262,country:'US',continent:'NA',lat:34.7294006348,lon:-92.2242965698})
+CREATE (a228:airport {id:'228',code:'LPA',icao:'GCLP',city:'Gran Canaria',desc:'Gran Canaria Airport',region:'ES-CN',runways:2,longest:10171,elev:78,country:'ES',continent:'EU',lat:27.9319000244141,lon:-15.3865995407104})
+CREATE (a229:airport {id:'229',code:'SOU',icao:'EGHI',city:'Southampton',desc:'Southampton Airport',region:'GB-ENG',runways:1,longest:5653,elev:44,country:'UK',continent:'EU',lat:50.9502983093262,lon:-1.35679996013641})
+CREATE (a230:airport {id:'230',code:'PMI',icao:'LEPA',city:'Palma De Mallorca',desc:'Palma De Mallorca Airport',region:'ES-PM',runways:2,longest:10728,elev:27,country:'ES',continent:'EU',lat:39.551700592,lon:2.73881006241})
+CREATE (a231:airport {id:'231',code:'ADL',icao:'YPAD',city:'Adelaide',desc:'Adelaide International Airport',region:'AU-SA',runways:2,longest:10171,elev:20,country:'AU',continent:'OC',lat:-34.9449996948242,lon:138.531005859375})
+CREATE (a232:airport {id:'232',code:'DRW',icao:'YPDN',city:'Darwin',desc:'Darwin International Airport',region:'AU-NT',runways:2,longest:11004,elev:103,country:'AU',continent:'OC',lat:-12.4146995544434,lon:130.876998901367})
+CREATE (a233:airport {id:'233',code:'CUR',icao:'TNCC',city:'Curacao',desc:'Curacao, Hato International Airport',region:'CW-U-A',runways:1,longest:11188,elev:29,country:'CW',continent:'NA',lat:12.1888999939,lon:-68.9598007202})
+CREATE (a234:airport {id:'234',code:'DPS',icao:'WADD',city:'Denpasar',desc:'Bali - Ngurah Rai International Airport',region:'ID-BA',runways:2,longest:9790,elev:14,country:'ID',continent:'AS',lat:-8.74816989898682,lon:115.166999816895})
+CREATE (a235:airport {id:'235',code:'CGK',icao:'WIII',city:'Jakarta',desc:'Soekarno-Hatta International Airport',region:'ID-BT',runways:2,longest:12008,elev:34,country:'ID',continent:'AS',lat:-6.1255698204,lon:106.65599823})
+CREATE (a236:airport {id:'236',code:'BON',icao:'TNCB',city:'Kralendijk',desc:'Bonaire, Flamingo International Airport',region:'BQ-U-A',runways:1,longest:9449,elev:20,country:'BQ',continent:'NA',lat:12.1309995651245,lon:-68.2685012817383})
+CREATE (a237:airport {id:'237',code:'AUA',icao:'TNCA',city:'Oranjestad',desc:'Aruba, Queen Beatrix International Airport',region:'AW-U-A',runways:1,longest:9000,elev:60,country:'AW',continent:'NA',lat:12.5013999938965,lon:-70.0151977539062})
+CREATE (a238:airport {id:'238',code:'ORF',icao:'KORF',city:'Norfolk',desc:'Norfolk International Airport',region:'US-VA',runways:2,longest:9001,elev:26,country:'US',continent:'NA',lat:36.8945999145508,lon:-76.2012023925781})
+CREATE (a239:airport {id:'239',code:'JAX',icao:'KJAX',city:'Jacksonville',desc:'Jacksonville International Airport',region:'US-FL',runways:2,longest:10000,elev:30,country:'US',continent:'NA',lat:30.4941005706787,lon:-81.6878967285156})
+CREATE (a240:airport {id:'240',code:'PVD',icao:'KPVD',city:'Providence',desc:'Providence, Theodore Francis Green State Airport',region:'US-RI',runways:2,longest:7166,elev:55,country:'US',continent:'NA',lat:41.7326011657715,lon:-71.4204025268555})
+CREATE (a241:airport {id:'241',code:'PUJ',icao:'MDPC',city:'Punta Cana',desc:'Punta Cana International Airport',region:'DO-11',runways:1,longest:10171,elev:47,country:'DO',continent:'NA',lat:18.5673999786,lon:-68.3634033203})
+CREATE (a242:airport {id:'242',code:'MDT',icao:'KMDT',city:'Harrisburg',desc:'Harrisburg International Airport',region:'US-PA',runways:2,longest:10001,elev:310,country:'US',continent:'NA',lat:40.1935005188,lon:-76.7633972168})
+CREATE (a243:airport {id:'243',code:'SJO',icao:'MROC',city:'San Jose',desc:'San Jose, Juan Santamaria International Airport',region:'CR-A',runways:1,longest:9882,elev:3021,country:'CR',continent:'NA',lat:9.99386024475098,lon:-84.2088012695312})
+CREATE (a244:airport {id:'244',code:'SMF',icao:'KSMF',city:'Sacramento',desc:'Sacramento International Airport',region:'US-CA',runways:2,longest:8601,elev:27,country:'US',continent:'NA',lat:38.6954002380371,lon:-121.591003417969})
+CREATE (a245:airport {id:'245',code:'RTB',icao:'MHRO',city:'Roatan Island',desc:'Coxen Hole, Juan Manuel Galvez International Airport',region:'HN-IB',runways:1,longest:7349,elev:18,country:'HN',continent:'NA',lat:16.3167991638184,lon:-86.5230026245117})
+CREATE (a246:airport {id:'246',code:'TGU',icao:'MHTG',city:'Tegucigalpa',desc:'Tegucigalpa, Toncontin International Airport',region:'HN-FM',runways:1,longest:6112,elev:3294,country:'HN',continent:'NA',lat:14.0608997344971,lon:-87.2172012329102})
+CREATE (a247:airport {id:'247',code:'LXR',icao:'HELX',city:'Luxor',desc:'Luxor International Airport',region:'EG-KN',runways:1,longest:9843,elev:294,country:'EG',continent:'AF',lat:25.670999527,lon:32.7066001892})
+CREATE (a248:airport {id:'248',code:'RIX',icao:'EVRA',city:'Riga',desc:'Riga International Airport',region:'LV-RIX',runways:1,longest:10499,elev:36,country:'LV',continent:'EU',lat:56.9235992431641,lon:23.9710998535156})
+CREATE (a249:airport {id:'249',code:'RUH',icao:'OERK',city:'Riyadh',desc:'Riyadh, King Khaled International Airport',region:'SA-01',runways:2,longest:13796,elev:2049,country:'SA',continent:'AS',lat:24.9575996398926,lon:46.6987991333008})
+CREATE (a250:airport {id:'250',code:'CAN',icao:'ZGGG',city:'Guangzhou',desc:'Guangzhou Baiyun International Airport',region:'CN-44',runways:2,longest:12467,elev:50,country:'CN',continent:'AS',lat:23.3924007415771,lon:113.299003601074})
+CREATE (a251:airport {id:'251',code:'AGP',icao:'LEMG',city:'Malaga',desc:'Malaga Airport',region:'ES-AN',runways:2,longest:10500,elev:53,country:'ES',continent:'EU',lat:36.6749000549316,lon:-4.49911022186279})
+CREATE (a252:airport {id:'252',code:'FNC',icao:'LPMA',city:'Funchal',desc:'Funchal, Madeira Airport',region:'PT-30',runways:1,longest:9110,elev:192,country:'PT',continent:'EU',lat:32.6978988647461,lon:-16.7744998931885})
+CREATE (a253:airport {id:'253',code:'LBA',icao:'EGNM',city:'Leeds',desc:'Leeds Bradford Airport',region:'GB-ENG',runways:1,longest:7382,elev:681,country:'UK',continent:'EU',lat:53.8658981323242,lon:-1.66057002544403})
+CREATE (a254:airport {id:'254',code:'ABZ',icao:'EGPD',city:'Aberdeen',desc:'Aberdeen Dyce Airport',region:'GB-SCT',runways:4,longest:6001,elev:215,country:'UK',continent:'EU',lat:57.2019004821777,lon:-2.19777989387512})
+CREATE (a255:airport {id:'255',code:'AYT',icao:'LTAI',city:'Antalya',desc:'Antalya International Airport',region:'TR-07',runways:3,longest:11155,elev:177,country:'TR',continent:'AS',lat:36.8987007141113,lon:30.800500869751})
+CREATE (a256:airport {id:'256',code:'ISB',icao:'OPRN',city:'Islamabad',desc:'Islamabad, Benazir Bhutto International Airport',region:'PK-IS',runways:1,longest:10785,elev:1668,country:'PK',continent:'AS',lat:33.61669921875,lon:73.0991973876953})
+CREATE (a257:airport {id:'257',code:'JER',icao:'EGJJ',city:'Saint Helier',desc:'Jersey Airport',region:'JE-U-A',runways:1,longest:5597,elev:277,country:'JE',continent:'EU',lat:49.2079010009766,lon:-2.1955099105835})
+CREATE (a258:airport {id:'258',code:'ZTH',icao:'LGZA',city:'Zakynthos',desc:'Zakynthos, Dionysios Solomos Airport',region:'GR-21',runways:1,longest:7310,elev:15,country:'GR',continent:'EU',lat:37.7509002685547,lon:20.8843002319336})
+CREATE (a259:airport {id:'259',code:'RHO',icao:'LGRP',city:'Rhodes',desc:'Rhodes, Diagoras Airport',region:'GR-81',runways:1,longest:10846,elev:17,country:'GR',continent:'EU',lat:36.4053993225098,lon:28.0862007141113})
+CREATE (a260:airport {id:'260',code:'BRS',icao:'EGGD',city:'Bristol',desc:'Bristol International Airport',region:'GB-ENG',runways:1,longest:6598,elev:622,country:'UK',continent:'EU',lat:51.3827018737793,lon:-2.7190899848938})
+CREATE (a261:airport {id:'261',code:'NCL',icao:'EGNT',city:'Newcastle',desc:'Newcastle Airport',region:'GB-ENG',runways:1,longest:7642,elev:266,country:'UK',continent:'EU',lat:55.0374984741211,lon:-1.69166994094849})
+CREATE (a262:airport {id:'262',code:'GCI',icao:'EGJB',city:'Saint Peter Port',desc:'Guernsey Airport',region:'GG-U-A',runways:1,longest:4800,elev:336,country:'GG',continent:'EU',lat:49.435001373291,lon:-2.60196995735168})
+CREATE (a263:airport {id:'263',code:'COS',icao:'KCOS',city:'Colorado Springs',desc:'City of Colorado Springs Municipal Airport',region:'US-CO',runways:3,longest:13501,elev:6187,country:'US',continent:'NA',lat:38.8058013916016,lon:-104.700996398926})
+CREATE (a264:airport {id:'264',code:'HSV',icao:'KHSV',city:'Huntsville',desc:'Huntsville International Carl T Jones Field',region:'US-AL',runways:2,longest:12600,elev:629,country:'US',continent:'NA',lat:34.6371994018555,lon:-86.7751007080078})
+CREATE (a265:airport {id:'265',code:'BHM',icao:'KBHM',city:'Birmingham',desc:'Birmingham-Shuttlesworth International Airport',region:'US-AL',runways:2,longest:10000,elev:650,country:'US',continent:'NA',lat:33.56290054,lon:-86.75350189})
+CREATE (a266:airport {id:'266',code:'YQB',icao:'CYQB',city:'Quebec City',desc:'Quebec Jean Lesage International Airport',region:'CA-QC',runways:2,longest:9000,elev:244,country:'CA',continent:'NA',lat:46.7910995483,lon:-71.3933029175})
+CREATE (a267:airport {id:'267',code:'RAP',icao:'KRAP',city:'Rapid City',desc:'Rapid City Regional Airport',region:'US-SD',runways:2,longest:8701,elev:3204,country:'US',continent:'NA',lat:44.0452995300293,lon:-103.056999206543})
+CREATE (a268:airport {id:'268',code:'SDF',icao:'KSDF',city:'Louisville',desc:'Louisville International Standiford Field',region:'US-KY',runways:3,longest:10850,elev:501,country:'US',continent:'NA',lat:38.1744003295898,lon:-85.7360000610352})
+CREATE (a269:airport {id:'269',code:'BUF',icao:'KBUF',city:'Buffalo',desc:'Buffalo Niagara International Airport',region:'US-NY',runways:2,longest:8102,elev:728,country:'US',continent:'NA',lat:42.94049835,lon:-78.73220062})
+CREATE (a270:airport {id:'270',code:'SHV',icao:'KSHV',city:'Shreveport',desc:'Shreveport Regional Airport',region:'US-LA',runways:2,longest:8351,elev:258,country:'US',continent:'NA',lat:32.4466018676758,lon:-93.8255996704102})
+CREATE (a271:airport {id:'271',code:'BOI',icao:'KBOI',city:'Boise',desc:'Boise Air Terminal/Gowen field',region:'US-ID',runways:3,longest:10000,elev:2871,country:'US',continent:'NA',lat:43.56439972,lon:-116.2229996})
+CREATE (a272:airport {id:'272',code:'LIH',icao:'PHLI',city:'Lihue',desc:'Kuai, Lihue Airport',region:'US-HI',runways:2,longest:6500,elev:153,country:'US',continent:'NA',lat:21.9759998321533,lon:-159.339004516602})
+CREATE (a273:airport {id:'273',code:'LBB',icao:'KLBB',city:'Lubbock',desc:'Lubbock Preston Smith International Airport',region:'US-TX',runways:3,longest:11500,elev:3282,country:'US',continent:'NA',lat:33.6636009216309,lon:-101.822998046875})
+CREATE (a274:airport {id:'274',code:'EIN',icao:'EHEH',city:'Eindhoven',desc:'Eindhoven Airport',region:'NL-NB',runways:1,longest:9843,elev:74,country:'NL',continent:'EU',lat:51.4500999451,lon:5.37452983856})
+CREATE (a275:airport {id:'275',code:'SVQ',icao:'LEZL',city:'Sevilla',desc:'Sevilla Airport',region:'ES-AN',runways:1,longest:11024,elev:112,country:'ES',continent:'EU',lat:37.4179992675781,lon:-5.8931097984314})
+CREATE (a276:airport {id:'276',code:'BSL',icao:'LFSB',city:'Basle',desc:'EuroAirport Basle-Mulhouse-Freiburg Airport (BSL/MLH/EAP)',region:'FR-A',runways:2,longest:12795,elev:885,country:'FR',continent:'EU',lat:47.5895996094,lon:7.52991008759})
+CREATE (a277:airport {id:'277',code:'ECP',icao:'KECP',city:'Panama City Beach',desc:'Northwest Florida Beaches International Airport',region:'US-FL',runways:1,longest:10000,elev:69,country:'US',continent:'NA',lat:30.3417,lon:-85.7973})
+CREATE (a278:airport {id:'278',code:'HRL',icao:'KHRL',city:'Harlingen',desc:'Harlingen, Valley International Airport',region:'US-TX',runways:3,longest:8301,elev:36,country:'US',continent:'NA',lat:26.2285003662109,lon:-97.6544036865234})
+CREATE (a279:airport {id:'279',code:'DBV',icao:'LDDU',city:'Dubrovnik',desc:'Dubrovnik Airport',region:'HR-19',runways:1,longest:10827,elev:527,country:'HR',continent:'EU',lat:42.5614013671875,lon:18.2681999206543})
+CREATE (a280:airport {id:'280',code:'RNO',icao:'KRNO',city:'Reno',desc:'Reno Taoe International Airport',region:'US-NV',runways:3,longest:11002,elev:4415,country:'US',continent:'NA',lat:39.4990997314453,lon:-119.767997741699})
+CREATE (a281:airport {id:'281',code:'CMH',icao:'KCMH',city:'Columbus',desc:'Columbus, Port Columbus International Airport',region:'US-OH',runways:2,longest:10125,elev:815,country:'US',continent:'NA',lat:39.9980010986328,lon:-82.8918991088867})
+CREATE (a282:airport {id:'282',code:'IDA',icao:'KIDA',city:'Idaho Falls',desc:'Idaho Falls Regional Airport',region:'US-ID',runways:2,longest:9002,elev:4744,country:'US',continent:'NA',lat:43.5145988464355,lon:-112.070999145508})
+CREATE (a283:airport {id:'283',code:'ALB',icao:'KALB',city:'Albany',desc:'Albany International Airport',region:'US-NY',runways:2,longest:7200,elev:285,country:'US',continent:'NA',lat:42.7482986450195,lon:-73.8016967773438})
+CREATE (a284:airport {id:'284',code:'SVG',icao:'ENZV',city:'Stavanger',desc:'Stavanger Airport',region:'NO-11',runways:2,longest:9369,elev:29,country:'NO',continent:'EU',lat:58.8767013549805,lon:5.63778018951416})
+CREATE (a285:airport {id:'285',code:'HKT',icao:'VTSP',city:'Phuket',desc:'Phuket International Airport',region:'TH-83',runways:1,longest:9843,elev:82,country:'TH',continent:'AS',lat:8.11320018768,lon:98.3169021606})
+CREATE (a286:airport {id:'286',code:'AMM',icao:'OJAI',city:'Amman',desc:'Queen Alia International Airport',region:'JO-AM',runways:2,longest:12008,elev:2395,country:'JO',continent:'AS',lat:31.7226009369,lon:35.9931983948})
+CREATE (a287:airport {id:'287',code:'BGO',icao:'ENBR',city:'Bergen',desc:'Bergen Airport Flesland',region:'NO-12',runways:1,longest:9810,elev:170,country:'NO',continent:'EU',lat:60.293399810791,lon:5.21814012527466})
+CREATE (a288:airport {id:'288',code:'ICT',icao:'KICT',city:'Wichita',desc:'Wichita Mid Continent Airport',region:'US-KS',runways:3,longest:10301,elev:1333,country:'US',continent:'NA',lat:37.6498985290527,lon:-97.4330978393555})
+CREATE (a289:airport {id:'289',code:'MAF',icao:'KMAF',city:'Midland',desc:'Midland International Airport',region:'US-TX',runways:4,longest:9501,elev:2871,country:'US',continent:'NA',lat:31.9424991607666,lon:-102.202003479004})
+CREATE (a290:airport {id:'290',code:'YXE',icao:'CYXE',city:'Saskatoon',desc:'Saskatoon John G. Diefenbaker International Airport',region:'CA-SK',runways:2,longest:8300,elev:1653,country:'CA',continent:'NA',lat:52.1707992553711,lon:-106.699996948242})
+CREATE (a291:airport {id:'291',code:'BDL',icao:'KBDL',city:'Hartford',desc:'Bradley International Airport',region:'US-CT',runways:3,longest:9510,elev:173,country:'US',continent:'NA',lat:41.9388999939,lon:-72.6831970215})
+CREATE (a292:airport {id:'292',code:'BIL',icao:'KBIL',city:'Billings',desc:'Billings Logan International Airport',region:'US-MT',runways:3,longest:10518,elev:3652,country:'US',continent:'NA',lat:45.8077011108398,lon:-108.542999267578})
+CREATE (a293:airport {id:'293',code:'SXM',icao:'TNCM',city:'Sint Martin',desc:'Sint Martin, Princess Juliana International Airport',region:'SX-U-A',runways:2,longest:7708,elev:13,country:'SX',continent:'NA',lat:18.0410003662,lon:-63.1088981628})
+CREATE (a294:airport {id:'294',code:'NAN',icao:'NFFN',city:'Nadi',desc:'Fiji, Nadi International Airport',region:'FJ-W',runways:2,longest:10739,elev:59,country:'FJ',continent:'OC',lat:-17.7553997039795,lon:177.442993164062})
+CREATE (a295:airport {id:'295',code:'SGF',icao:'KSGF',city:'Springfield',desc:'Springfield Branson National Airport',region:'US-MO',runways:2,longest:8000,elev:1268,country:'US',continent:'NA',lat:37.24570084,lon:-93.38860321})
+CREATE (a296:airport {id:'296',code:'RIC',icao:'KRIC',city:'Richmond',desc:'Richmond International Airport',region:'US-VA',runways:3,longest:9003,elev:167,country:'US',continent:'NA',lat:37.505199432373,lon:-77.3197021484375})
+CREATE (a297:airport {id:'297',code:'CCS',icao:'SVMI',city:'Caracas',desc:'Simon Bolivar International Airport',region:'VE-X',runways:2,longest:11483,elev:235,country:'VE',continent:'SA',lat:10.6031169891,lon:-66.9905853271})
+CREATE (a298:airport {id:'298',code:'GYE',icao:'SEGU',city:'Guayaquil',desc:'Jose Joaquin de Olmedo International Airport',region:'EC-G',runways:1,longest:9154,elev:19,country:'EC',continent:'SA',lat:-2.15741991997,lon:-79.8835983276})
+CREATE (a299:airport {id:'299',code:'NKG',icao:'ZSNJ',city:'Nanjing',desc:'Nanjing Lukou Airport',region:'CN-32',runways:1,longest:11811,elev:49,country:'CN',continent:'AS',lat:31.742000579834,lon:118.861999511719})
+CREATE (a300:airport {id:'300',code:'TXK',icao:'KTXK',city:'Texarkana',desc:'Texarkana Regional Webb Field',region:'US-AR',runways:2,longest:6601,elev:390,country:'US',continent:'NA',lat:33.4537010192871,lon:-93.9909973144531})
+CREATE (a301:airport {id:'301',code:'PIA',icao:'KPIA',city:'Peoria',desc:'General Wayne A. Downing Peoria International Airport',region:'US-IL',runways:2,longest:10104,elev:660,country:'US',continent:'NA',lat:40.6641998291,lon:-89.6932983398})
+CREATE (a302:airport {id:'302',code:'TLL',icao:'EETN',city:'Tallinn',desc:'Tallinn Airport',region:'EE-37',runways:1,longest:10072,elev:131,country:'EE',continent:'EU',lat:59.4132995605,lon:24.8327999115})
+CREATE (a303:airport {id:'303',code:'ALG',icao:'DAAG',city:'Algiers',desc:'Algiers, Houari Boumediene Airport',region:'DZ-35',runways:2,longest:11483,elev:82,country:'DZ',continent:'AF',lat:36.6910018920898,lon:3.21540999412537})
+CREATE (a304:airport {id:'304',code:'ITO',icao:'PHTO',city:'Hilo',desc:'Hilo International Airport',region:'US-HI',runways:2,longest:9800,elev:38,country:'US',continent:'NA',lat:19.721399307251,lon:-155.048004150391})
+CREATE (a305:airport {id:'305',code:'LEX',icao:'KLEX',city:'Lexington',desc:'Blue Grass Airport',region:'US-KY',runways:1,longest:7003,elev:979,country:'US',continent:'NA',lat:38.0364990234375,lon:-84.6059036254883})
+CREATE (a306:airport {id:'306',code:'GUA',icao:'MGGT',city:'Guatemala City',desc:'La Aurora Airport',region:'GT-GU',runways:1,longest:9800,elev:4952,country:'GT',continent:'NA',lat:14.5832996368408,lon:-90.5274963378906})
+CREATE (a307:airport {id:'307',code:'ISP',icao:'KISP',city:'Islip',desc:'Long Island Mac Arthur Airport',region:'US-NY',runways:4,longest:7006,elev:99,country:'US',continent:'NA',lat:40.79520035,lon:-73.10019684})
+CREATE (a308:airport {id:'308',code:'IAG',icao:'KIAG',city:'Niagara Falls',desc:'Niagara Falls International Airport',region:'US-NY',runways:3,longest:9829,elev:589,country:'US',continent:'NA',lat:43.1072998046875,lon:-78.9461975097656})
+CREATE (a309:airport {id:'309',code:'SWF',icao:'KSWF',city:'Newburgh',desc:'Stewart International Airport',region:'US-NY',runways:2,longest:11818,elev:491,country:'US',continent:'NA',lat:41.5041007995605,lon:-74.1047973632812})
+CREATE (a310:airport {id:'310',code:'BIM',icao:'MYBS',city:'South Bimini',desc:'South Bimini Airport',region:'BS-BI',runways:1,longest:5430,elev:10,country:'BS',continent:'NA',lat:25.6998996735,lon:-79.2647018433})
+CREATE (a311:airport {id:'311',code:'ORK',icao:'EICK',city:'Cork',desc:'Cork Airport',region:'IE-C',runways:2,longest:6998,elev:502,country:'IE',continent:'EU',lat:51.8413009643555,lon:-8.49110984802246})
+CREATE (a312:airport {id:'312',code:'HAV',icao:'MUHA',city:'Havana',desc:'Jose Marti International Airport',region:'CU-03',runways:1,longest:13123,elev:210,country:'CU',continent:'NA',lat:22.989200592041,lon:-82.4091033935547})
+CREATE (a313:airport {id:'313',code:'WRO',icao:'EPWR',city:'Wroclaw',desc:'Copernicus Wroclaw Airport',region:'PL-DS',runways:1,longest:8202,elev:404,country:'PL',continent:'EU',lat:51.1026992798,lon:16.885799408})
+CREATE (a314:airport {id:'314',code:'CRP',icao:'KCRP',city:'Corpus Christi',desc:'Corpus Christi International Airport',region:'US-TX',runways:2,longest:7508,elev:44,country:'US',continent:'NA',lat:27.7703990936279,lon:-97.5011978149414})
+CREATE (a315:airport {id:'315',code:'KHI',icao:'OPKC',city:'Karachi',desc:'Jinnah International Airport',region:'PK-SD',runways:2,longest:11155,elev:100,country:'PK',continent:'AS',lat:24.9064998626709,lon:67.1607971191406})
+CREATE (a316:airport {id:'316',code:'LHE',icao:'OPLA',city:'Lahore',desc:'Alama Iqbal International Airport',region:'PK-PB',runways:2,longest:11024,elev:712,country:'PK',continent:'AS',lat:31.5216007232666,lon:74.4036026000977})
+CREATE (a317:airport {id:'317',code:'ASB',icao:'UTAA',city:'Ashgabat',desc:'Ashgabat Airport',region:'TM-A',runways:3,longest:12467,elev:692,country:'TM',continent:'AS',lat:37.9868011474609,lon:58.3610000610352})
+CREATE (a318:airport {id:'318',code:'VKO',icao:'UUWW',city:'Moscow',desc:'Vnukovo International Airport',region:'RU-MOS',runways:2,longest:10039,elev:685,country:'RU',continent:'EU',lat:55.5914993286,lon:37.2615013123})
+CREATE (a319:airport {id:'319',code:'SPU',icao:'LDSP',city:'Split',desc:'Split Airport',region:'HR-17',runways:1,longest:8366,elev:79,country:'HR',continent:'EU',lat:43.5388984680176,lon:16.2980003356934})
+CREATE (a320:airport {id:'320',code:'TSE',icao:'UACC',city:'Astana',desc:'Astana International Airport',region:'KZ-AKM',runways:1,longest:11484,elev:1165,country:'KZ',continent:'AS',lat:51.0222015380859,lon:71.4669036865234})
+CREATE (a321:airport {id:'321',code:'GYD',icao:'UBBB',city:'Baku',desc:'Heydar Aliyev International Airport',region:'AZ-BA',runways:2,longest:10499,elev:10,country:'AZ',continent:'AS',lat:40.4674987792969,lon:50.0466995239258})
+CREATE (a322:airport {id:'322',code:'JAI',icao:'VIJP',city:'Jaipur',desc:'Jaipur International Airport',region:'IN-RJ',runways:2,longest:9177,elev:1263,country:'IN',continent:'AS',lat:26.8241996765,lon:75.8122024536})
+CREATE (a323:airport {id:'323',code:'ACC',icao:'DGAA',city:'Accra',desc:'Kotoka International Airport',region:'GH-AA',runways:1,longest:11165,elev:205,country:'GH',continent:'AF',lat:5.60518980026245,lon:-0.166786000132561})
+CREATE (a324:airport {id:'324',code:'BHD',icao:'EGAC',city:'Belfast',desc:'George Best Belfast City Airport',region:'GB-NIR',runways:1,longest:6001,elev:15,country:'UK',continent:'EU',lat:54.6180992126465,lon:-5.87249994277954})
+CREATE (a325:airport {id:'325',code:'EBB',icao:'HUEN',city:'Kampala',desc:'Entebbe International Airport',region:'UG-102',runways:2,longest:12000,elev:3782,country:'UG',continent:'AF',lat:0.0423859991133213,lon:32.4435005187988})
+CREATE (a326:airport {id:'326',code:'HAJ',icao:'EDDV',city:'Hannover',desc:'Hannover Airport',region:'DE-NI',runways:3,longest:12467,elev:183,country:'DE',continent:'EU',lat:52.461101532,lon:9.68507957458})
+CREATE (a327:airport {id:'327',code:'LIN',icao:'LIML',city:'Milan',desc:'Linate Airport',region:'IT-25',runways:2,longest:8005,elev:353,country:'IT',continent:'EU',lat:45.445098877,lon:9.27674007416})
+CREATE (a328:airport {id:'328',code:'LYS',icao:'LFLL',city:'Lyon',desc:'Lyon Saint-Exupery Airport',region:'FR-V',runways:2,longest:11483,elev:821,country:'FR',continent:'EU',lat:45.726398468,lon:5.09082984924})
+CREATE (a329:airport {id:'329',code:'MRS',icao:'LFML',city:'Marseille',desc:'Marseille Provence Airport',region:'FR-U',runways:2,longest:11483,elev:74,country:'FR',continent:'EU',lat:43.439271922,lon:5.22142410278})
+CREATE (a330:airport {id:'330',code:'OTP',icao:'LROP',city:'Bucharest',desc:'Henri Coanda International Airport',region:'RO-B',runways:2,longest:11484,elev:314,country:'RO',continent:'EU',lat:44.5722007751465,lon:26.1021995544434})
+CREATE (a331:airport {id:'331',code:'RTM',icao:'EHRD',city:'Rotterdam',desc:'Rotterdam Airport',region:'NL-ZH',runways:1,longest:7218,elev:-15,country:'NL',continent:'EU',lat:51.9569015503,lon:4.43722009659})
+CREATE (a332:airport {id:'332',code:'CMN',icao:'GMMN',city:'Casablanca',desc:'Mohammed V International Airport',region:'MA-CAS',runways:2,longest:12205,elev:656,country:'MA',continent:'AF',lat:33.3675003051758,lon:-7.58997011184692})
+CREATE (a333:airport {id:'333',code:'TNG',icao:'GMTT',city:'Tangier',desc:'Ibn Batouta Airport',region:'MA-TNG',runways:2,longest:11483,elev:62,country:'MA',continent:'AF',lat:35.7268981934,lon:-5.91689014435})
+CREATE (a334:airport {id:'334',code:'ABV',icao:'DNAA',city:'Abuja',desc:'Nnamdi Azikiwe International Airport',region:'NG-FC',runways:1,longest:11842,elev:1123,country:'NG',continent:'AF',lat:9.00679016113281,lon:7.26316976547241})
+CREATE (a335:airport {id:'335',code:'ALA',icao:'UAAA',city:'Almaty',desc:'Almaty Airport',region:'KZ-ALM',runways:1,longest:14427,elev:2234,country:'KZ',continent:'AS',lat:43.3521003723145,lon:77.0404968261719})
+CREATE (a336:airport {id:'336',code:'BEY',icao:'OLBA',city:'Beirut',desc:'Beirut Rafic Hariri International Airport',region:'LB-JL',runways:3,longest:12467,elev:87,country:'LB',continent:'AS',lat:33.8208999633789,lon:35.4883995056152})
+CREATE (a337:airport {id:'337',code:'CTU',icao:'ZUUU',city:'Chengdu',desc:'Chengdu Shuangliu International Airport',region:'CN-51',runways:1,longest:11811,elev:1625,country:'CN',continent:'AS',lat:30.5785007476807,lon:103.946998596191})
+CREATE (a338:airport {id:'338',code:'FAO',icao:'LPFR',city:'Faro',desc:'Faro Airport',region:'PT-08',runways:1,longest:8169,elev:24,country:'PT',continent:'EU',lat:37.0144004822,lon:-7.96590995789})
+CREATE (a339:airport {id:'339',code:'FNA',icao:'GFLL',city:'Freetown',desc:'Lungi International Airport',region:'SL-N',runways:1,longest:10498,elev:84,country:'SL',continent:'AF',lat:8.61643981933594,lon:-13.1955003738403})
+CREATE (a340:airport {id:'340',code:'JMK',icao:'LGMK',city:'Mykonos Island',desc:'Mikonos Airport',region:'GR-82',runways:1,longest:6244,elev:405,country:'GR',continent:'EU',lat:37.4351005554199,lon:25.3481006622314})
+CREATE (a341:airport {id:'341',code:'JTR',icao:'LGSR',city:'Santorini Island',desc:'Santorini Airport',region:'GR-82',runways:2,longest:6972,elev:127,country:'GR',continent:'EU',lat:36.3992004394531,lon:25.4792995452881})
+CREATE (a342:airport {id:'342',code:'KBP',icao:'UKBB',city:'Kiev',desc:'Boryspil International Airport',region:'UA-32',runways:2,longest:13123,elev:427,country:'UA',continent:'EU',lat:50.3450012207031,lon:30.8946990966797})
+CREATE (a343:airport {id:'343',code:'RJK',icao:'LDRI',city:'Rijeka',desc:'Rijeka Airport',region:'HR-08',runways:2,longest:8164,elev:278,country:'HR',continent:'EU',lat:45.2168998718262,lon:14.5703001022339})
+CREATE (a344:airport {id:'344',code:'TLS',icao:'LFBO',city:'Toulouse/Blagnac',desc:'Toulouse-Blagnac Airport',region:'FR-N',runways:2,longest:11483,elev:499,country:'FR',continent:'EU',lat:43.6291007995605,lon:1.36381995677948})
+CREATE (a345:airport {id:'345',code:'LAD',icao:'FNLU',city:'Luanda',desc:'Quatro de Fevereiro Airport',region:'AO-LUA',runways:2,longest:12190,elev:243,country:'AO',continent:'AF',lat:-8.85836982727,lon:13.2312002182})
+CREATE (a346:airport {id:'346',code:'LED',icao:'ULLI',city:'St. Petersburg',desc:'Pulkovo Airport',region:'RU-SPE',runways:2,longest:12402,elev:78,country:'RU',continent:'EU',lat:59.8003005981445,lon:30.2625007629395})
+CREATE (a347:airport {id:'347',code:'OPO',icao:'LPPR',city:'Porto',desc:'Francisco de Sa Carneiro Airport',region:'PT-13',runways:1,longest:11417,elev:228,country:'PT',continent:'EU',lat:41.2481002808,lon:-8.68138980865})
+CREATE (a348:airport {id:'348',code:'TIP',icao:'HLLT',city:'Tripoli',desc:'Tripoli International Airport',region:'LY-TB',runways:2,longest:11815,elev:263,country:'LY',continent:'AF',lat:32.6635017395,lon:13.1590003967})
+CREATE (a349:airport {id:'349',code:'DAC',icao:'VGHS',city:'Dhaka',desc:'Dhaka / Hazrat Shahjalal International Airport',region:'BD-3',runways:1,longest:10500,elev:30,country:'BD',continent:'AS',lat:23.843347,lon:90.397783})
+CREATE (a350:airport {id:'350',code:'ZYL',icao:'VGSY',city:'Sylhet',desc:'Osmany International Airport',region:'BD-6',runways:1,longest:9478,elev:50,country:'BD',continent:'AS',lat:24.9631996154785,lon:91.8667984008789})
+CREATE (a351:airport {id:'351',code:'LCG',icao:'LECO',city:'Culleredo',desc:'A Coruna Airport',region:'ES-GA',runways:1,longest:6365,elev:326,country:'ES',continent:'EU',lat:43.3021011352539,lon:-8.37726020812988})
+CREATE (a352:airport {id:'352',code:'TAS',icao:'UTTT',city:'Tashkent',desc:'Tashkent International Airport',region:'UZ-TO',runways:2,longest:13123,elev:1417,country:'UZ',continent:'AS',lat:41.257900238,lon:69.2811965942})
+CREATE (a353:airport {id:'353',code:'IKA',icao:'OIIE',city:'Tehran',desc:'Imam Khomeini International Airport',region:'IR-07',runways:2,longest:13940,elev:3305,country:'IR',continent:'AS',lat:35.4160995483398,lon:51.1521987915039})
+CREATE (a354:airport {id:'354',code:'MRU',icao:'FIMP',city:'Port Louis',desc:'Sir Seewoosagur Ramgoolam International Airport',region:'MU-GP',runways:1,longest:11056,elev:186,country:'MU',continent:'AF',lat:-20.4302005767822,lon:57.6836013793945})
+CREATE (a355:airport {id:'355',code:'SEZ',icao:'FSIA',city:'Mahe Island',desc:'Seychelles International Airport',region:'SC-20',runways:1,longest:9800,elev:10,country:'SC',continent:'AF',lat:-4.67433977127075,lon:55.521800994873})
+CREATE (a356:airport {id:'356',code:'ABI',icao:'KABI',city:'Abilene',desc:'Abilene Regional Airport',region:'US-TX',runways:3,longest:7202,elev:1791,country:'US',continent:'NA',lat:32.4113006592,lon:-99.6819000244})
+CREATE (a357:airport {id:'357',code:'ACT',icao:'KACT',city:'Waco',desc:'Waco Regional Airport',region:'US-TX',runways:2,longest:6596,elev:516,country:'US',continent:'NA',lat:31.6112995147705,lon:-97.2304992675781})
+CREATE (a358:airport {id:'358',code:'CLL',icao:'KCLL',city:'College Station',desc:'Easterwood Field',region:'US-TX',runways:3,longest:7000,elev:320,country:'US',continent:'NA',lat:30.58860016,lon:-96.36380005})
+CREATE (a359:airport {id:'359',code:'BMI',icao:'KBMI',city:'Bloomington/Normal',desc:'Central Illinois Regional Airport at Bloomington-Normal',region:'US-IL',runways:3,longest:8000,elev:871,country:'US',continent:'NA',lat:40.47710037,lon:-88.91590118})
+CREATE (a360:airport {id:'360',code:'BOG',icao:'SKBO',city:'Bogota',desc:'El Dorado International Airport',region:'CO-CUN',runways:2,longest:12467,elev:8361,country:'CO',continent:'SA',lat:4.70159,lon:-74.1469})
+CREATE (a361:airport {id:'361',code:'BPT',icao:'KBPT',city:'Beaumont/Port Arthur',desc:'Southeast Texas Regional Airport',region:'US-TX',runways:2,longest:6750,elev:15,country:'US',continent:'NA',lat:29.9507999420166,lon:-94.0206985473633})
+CREATE (a362:airport {id:'362',code:'DSM',icao:'KDSM',city:'Des Moines',desc:'Des Moines International Airport',region:'US-IA',runways:2,longest:9003,elev:958,country:'US',continent:'NA',lat:41.5340003967285,lon:-93.6631011962891})
+CREATE (a363:airport {id:'363',code:'MYR',icao:'KMYR',city:'Myrtle Beach',desc:'Myrtle Beach International Airport',region:'US-SC',runways:1,longest:9503,elev:25,country:'US',continent:'NA',lat:33.6796989441,lon:-78.9282989502})
+CREATE (a364:airport {id:'364',code:'AEX',icao:'KAEX',city:'Alexandria',desc:'Alexandria International Airport',region:'US-LA',runways:2,longest:9352,elev:89,country:'US',continent:'NA',lat:31.3274002075195,lon:-92.5497970581055})
+CREATE (a365:airport {id:'365',code:'CZM',icao:'MMCZ',city:'Cozumel',desc:'Cozumel International Airport',region:'MX-ROO',runways:2,longest:10165,elev:15,country:'MX',continent:'NA',lat:20.5223999023438,lon:-86.9255981445312})
+CREATE (a366:airport {id:'366',code:'AGU',icao:'MMAS',city:'Aguascalientes',desc:'Jesus Teran International Airport',region:'MX-AGU',runways:1,longest:9843,elev:6112,country:'MX',continent:'NA',lat:21.7056007385,lon:-102.318000793})
+CREATE (a367:airport {id:'367',code:'MTY',icao:'MMMY',city:'Monterrey',desc:'General Mariano Escobedo International Airport',region:'MX-NLE',runways:1,longest:5909,elev:1278,country:'MX',continent:'NA',lat:25.7784996033,lon:-100.107002258})
+CREATE (a368:airport {id:'368',code:'AMA',icao:'KAMA',city:'Amarillo',desc:'Rick Husband Amarillo International Airport',region:'US-TX',runways:2,longest:13502,elev:3607,country:'US',continent:'NA',lat:35.2193984985352,lon:-101.706001281738})
+CREATE (a369:airport {id:'369',code:'BJX',icao:'MMLO',city:'Silao',desc:'Del Bajio International Airport',region:'MX-GUA',runways:1,longest:11480,elev:5956,country:'MX',continent:'NA',lat:20.9934997559,lon:-101.481002808})
+CREATE (a370:airport {id:'370',code:'BRO',icao:'KBRO',city:'Brownsville',desc:'Brownsville South Padre Island International Airport',region:'US-TX',runways:3,longest:7400,elev:22,country:'US',continent:'NA',lat:25.9067993164062,lon:-97.4259033203125})
+CREATE (a371:airport {id:'371',code:'BTR',icao:'KBTR',city:'Baton Rouge',desc:'Baton Rouge Metropolitan, Ryan Field',region:'US-LA',runways:3,longest:7004,elev:70,country:'US',continent:'NA',lat:30.53319931,lon:-91.14959717})
+CREATE (a372:airport {id:'372',code:'BZE',icao:'MZBZ',city:'Belize City',desc:'Philip S. W. Goldson International Airport',region:'BZ-BZ',runways:1,longest:7100,elev:15,country:'BZ',continent:'NA',lat:17.5391006469727,lon:-88.3081970214844})
+CREATE (a373:airport {id:'373',code:'CAE',icao:'KCAE',city:'Columbia',desc:'Columbia Metropolitan Airport',region:'US-SC',runways:2,longest:8601,elev:236,country:'US',continent:'NA',lat:33.9388008117676,lon:-81.119499206543})
+CREATE (a374:airport {id:'374',code:'CHA',icao:'KCHA',city:'Chattanooga',desc:'Lovell Field',region:'US-TN',runways:2,longest:7400,elev:683,country:'US',continent:'NA',lat:35.0353012084961,lon:-85.2037963867188})
+CREATE (a375:airport {id:'375',code:'CHS',icao:'KCHS',city:'Charleston',desc:'Charleston Air Force Base-International Airport',region:'US-SC',runways:2,longest:9001,elev:46,country:'US',continent:'NA',lat:32.89860153,lon:-80.04049683})
+CREATE (a376:airport {id:'376',code:'CMI',icao:'KCMI',city:'Champaign/Urbana',desc:'University of Illinois Willard Airport',region:'US-IL',runways:4,longest:8100,elev:755,country:'US',continent:'NA',lat:40.03919983,lon:-88.27809906})
+CREATE (a377:airport {id:'377',code:'COU',icao:'KCOU',city:'Columbia',desc:'Columbia Regional Airport',region:'US-MO',runways:2,longest:6501,elev:889,country:'US',continent:'NA',lat:38.8180999755859,lon:-92.219596862793})
+CREATE (a378:airport {id:'378',code:'CRW',icao:'KCRW',city:'Charleston',desc:'Yeager Airport',region:'US-WV',runways:2,longest:6302,elev:981,country:'US',continent:'NA',lat:38.3731002807617,lon:-81.5932006835938})
+CREATE (a379:airport {id:'379',code:'DAY',icao:'KDAY',city:'Dayton',desc:'James M Cox Dayton International Airport',region:'US-OH',runways:3,longest:10900,elev:1009,country:'US',continent:'NA',lat:39.902400970459,lon:-84.2193984985352})
+CREATE (a380:airport {id:'380',code:'CUU',icao:'MMCU',city:'Chihuahua',desc:'General Roberto Fierro Villalobos International Airport',region:'MX-CHH',runways:3,longest:8530,elev:4462,country:'MX',continent:'NA',lat:28.7028999329,lon:-105.964996338})
+CREATE (a381:airport {id:'381',code:'DRO',icao:'KDRO',city:'Durango',desc:'Durango La Plata County Airport',region:'US-CO',runways:1,longest:9201,elev:6685,country:'US',continent:'NA',lat:37.1515007019,lon:-107.753997803})
+CREATE (a382:airport {id:'382',code:'EVV',icao:'KEVV',city:'Evansville',desc:'Evansville Regional Airport',region:'US-IN',runways:3,longest:8021,elev:418,country:'US',continent:'NA',lat:38.0369987488,lon:-87.5324020386})
+CREATE (a383:airport {id:'383',code:'FAR',icao:'KFAR',city:'Fargo',desc:'Hector International Airport',region:'US-ND',runways:3,longest:9000,elev:902,country:'US',continent:'NA',lat:46.9207000732422,lon:-96.815803527832})
+CREATE (a384:airport {id:'384',code:'FAT',icao:'KFAT',city:'Fresno',desc:'Fresno Yosemite International Airport',region:'US-CA',runways:2,longest:9217,elev:336,country:'US',continent:'NA',lat:36.7761993408203,lon:-119.718002319336})
+CREATE (a385:airport {id:'385',code:'FSD',icao:'KFSD',city:'Sioux Falls',desc:'Joe Foss Field Airport',region:'US-SD',runways:3,longest:8999,elev:1429,country:'US',continent:'NA',lat:43.5820007324,lon:-96.741897583})
+CREATE (a386:airport {id:'386',code:'FSM',icao:'KFSM',city:'Fort Smith',desc:'Fort Smith Regional Airport',region:'US-AR',runways:2,longest:8000,elev:469,country:'US',continent:'NA',lat:35.3366012573242,lon:-94.3674011230469})
+CREATE (a387:airport {id:'387',code:'FWA',icao:'KFWA',city:'Fort Wayne',desc:'Fort Wayne International Airport',region:'US-IN',runways:3,longest:12000,elev:814,country:'US',continent:'NA',lat:40.97850037,lon:-85.19509888})
+CREATE (a388:airport {id:'388',code:'GCK',icao:'KGCK',city:'Garden City',desc:'Garden City Regional Airport',region:'US-KS',runways:2,longest:7300,elev:2891,country:'US',continent:'AF',lat:37.9275016785,lon:-100.723999023})
+CREATE (a389:airport {id:'389',code:'GDL',icao:'MMGL',city:'Guadalajara',desc:'Don Miguel Hidalgo Y Costilla International Airport',region:'MX-JAL',runways:2,longest:13123,elev:5016,country:'MX',continent:'NA',lat:20.5217990875244,lon:-103.310997009277})
+CREATE (a390:airport {id:'390',code:'GGG',icao:'KGGG',city:'Longview',desc:'East Texas Regional Airport',region:'US-TX',runways:2,longest:10000,elev:365,country:'US',continent:'NA',lat:32.3839988708496,lon:-94.7115020751953})
+CREATE (a391:airport {id:'391',code:'GJT',icao:'KGJT',city:'Grand Junction',desc:'Grand Junction Regional Airport',region:'US-CO',runways:2,longest:10501,elev:4858,country:'US',continent:'NA',lat:39.1223983765,lon:-108.527000427})
+CREATE (a392:airport {id:'392',code:'GPT',icao:'KGPT',city:'Gulfport',desc:'Gulfport Biloxi International Airport',region:'US-MS',runways:2,longest:9002,elev:28,country:'US',continent:'NA',lat:30.4073009490967,lon:-89.0700988769531})
+CREATE (a393:airport {id:'393',code:'GRI',icao:'KGRI',city:'Grand Island',desc:'Central Nebraska Regional Airport',region:'US-NE',runways:2,longest:7002,elev:1847,country:'US',continent:'NA',lat:40.9674987792969,lon:-98.3096008300781})
+CREATE (a394:airport {id:'394',code:'GRK',icao:'KGRK',city:'Fort Hood/Killeen',desc:'Robert Gray  Army Air Field Airport',region:'US-TX',runways:1,longest:10000,elev:1015,country:'US',continent:'NA',lat:31.067199707,lon:-97.8289031982})
+CREATE (a395:airport {id:'395',code:'GRR',icao:'KGRR',city:'Grand Rapids',desc:'Gerald R. Ford International Airport',region:'US-MI',runways:3,longest:10000,elev:794,country:'US',continent:'NA',lat:42.88079834,lon:-85.52279663})
+CREATE (a396:airport {id:'396',code:'GSO',icao:'KGSO',city:'Greensboro',desc:'Piedmont Triad International Airport',region:'US-NC',runways:3,longest:10001,elev:925,country:'US',continent:'NA',lat:36.0978012084961,lon:-79.9373016357422})
+CREATE (a397:airport {id:'397',code:'GSP',icao:'KGSP',city:'Greenville',desc:'Greenville Spartanburg International Airport',region:'US-SC',runways:1,longest:11000,elev:964,country:'US',continent:'NA',lat:34.8956985474,lon:-82.2189025879})
+CREATE (a398:airport {id:'398',code:'JAN',icao:'KJAN',city:'Jackson',desc:'Jackson-Medgar Wiley Evers International Airport',region:'US-MS',runways:2,longest:8500,elev:346,country:'US',continent:'NA',lat:32.3111991882,lon:-90.0758972168})
+CREATE (a399:airport {id:'399',code:'JLN',icao:'KJLN',city:'Joplin',desc:'Joplin Regional Airport',region:'US-MO',runways:3,longest:6502,elev:981,country:'US',continent:'NA',lat:37.151798248291,lon:-94.4982986450195})
+CREATE (a400:airport {id:'400',code:'LAW',icao:'KLAW',city:'Lawton',desc:'Lawton Fort Sill Regional Airport',region:'US-OK',runways:1,longest:8599,elev:1110,country:'US',continent:'NA',lat:34.5676994324,lon:-98.4166030884})
+CREATE (a401:airport {id:'401',code:'LCH',icao:'KLCH',city:'Lake Charles',desc:'Lake Charles Regional Airport',region:'US-LA',runways:2,longest:6500,elev:15,country:'US',continent:'NA',lat:30.1261005401611,lon:-93.2232971191406})
+CREATE (a402:airport {id:'402',code:'LFT',icao:'KLFT',city:'Lafayette',desc:'Lafayette Regional Airport',region:'US-LA',runways:3,longest:7651,elev:42,country:'US',continent:'NA',lat:30.20529938,lon:-91.98760223})
+CREATE (a403:airport {id:'403',code:'LIR',icao:'MRLB',city:'Liberia',desc:'Daniel Oduber Quiros International Airport',region:'CR-G',runways:1,longest:9022,elev:270,country:'CR',continent:'NA',lat:10.5932998657227,lon:-85.5444030761719})
+CREATE (a404:airport {id:'404',code:'LRD',icao:'KLRD',city:'Laredo',desc:'Laredo International Airport',region:'US-TX',runways:3,longest:8236,elev:508,country:'US',continent:'NA',lat:27.5438003540039,lon:-99.4616012573242})
+CREATE (a405:airport {id:'405',code:'MFE',icao:'KMFE',city:'Mc Allen',desc:'Mc Allen Miller International Airport',region:'US-TX',runways:2,longest:7120,elev:107,country:'US',continent:'NA',lat:26.17580032,lon:-98.23860168})
+CREATE (a406:airport {id:'406',code:'MGM',icao:'KMGM',city:'Montgomery',desc:'Montgomery Regional (Dannelly Field) Airport',region:'US-AL',runways:2,longest:9010,elev:221,country:'US',continent:'NA',lat:32.30059814,lon:-86.39399719})
+CREATE (a407:airport {id:'407',code:'MHK',icao:'KMHK',city:'Manhattan',desc:'Manhattan Regional Airport',region:'US-KS',runways:2,longest:7000,elev:1057,country:'US',continent:'NA',lat:39.140998840332,lon:-96.6707992553711})
+CREATE (a408:airport {id:'408',code:'MLI',icao:'KMLI',city:'Moline',desc:'Quad City International Airport',region:'US-IL',runways:3,longest:10002,elev:590,country:'US',continent:'NA',lat:41.4485015869141,lon:-90.5074996948242})
+CREATE (a409:airport {id:'409',code:'MLM',icao:'MMMM',city:'Morelia',desc:'General Francisco J. Mujica International Airport',region:'MX-MIC',runways:1,longest:11155,elev:6033,country:'MX',continent:'NA',lat:19.849899292,lon:-101.025001526})
+CREATE (a410:airport {id:'410',code:'MLU',icao:'KMLU',city:'Monroe',desc:'Monroe Regional Airport',region:'US-LA',runways:3,longest:7507,elev:79,country:'US',continent:'NA',lat:32.5108985900879,lon:-92.0376968383789})
+CREATE (a411:airport {id:'411',code:'MOB',icao:'KMOB',city:'Mobile',desc:'Mobile Regional Airport',region:'US-AL',runways:2,longest:8521,elev:219,country:'US',continent:'NA',lat:30.6912002563477,lon:-88.2427978515625})
+CREATE (a412:airport {id:'412',code:'MSN',icao:'KMSN',city:'Madison',desc:'Dane County Regional Truax Field',region:'US-WI',runways:3,longest:9005,elev:887,country:'US',continent:'NA',lat:43.1399002075195,lon:-89.3375015258789})
+CREATE (a413:airport {id:'413',code:'MZT',icao:'MMMZ',city:'Mazatlán',desc:'General Rafael Buelna International Airport',region:'MX-SIN',runways:1,longest:8858,elev:38,country:'MX',continent:'NA',lat:23.1613998413,lon:-106.26599884})
+CREATE (a414:airport {id:'414',code:'PBC',icao:'MMPB',city:'Puebla',desc:'Hermanos Serdán International Airport',region:'MX-PUE',runways:1,longest:11811,elev:7361,country:'MX',continent:'NA',lat:19.1581001282,lon:-98.3713989258})
+CREATE (a415:airport {id:'415',code:'PLS',icao:'MBPV',city:'Providenciales Island',desc:'Providenciales Airport',region:'TC-PR',runways:1,longest:7598,elev:15,country:'TC',continent:'NA',lat:21.7735996246338,lon:-72.2658996582031})
+CREATE (a416:airport {id:'416',code:'PNS',icao:'KPNS',city:'Pensacola',desc:'Pensacola Regional Airport',region:'US-FL',runways:2,longest:7004,elev:121,country:'US',continent:'NA',lat:30.4734001159668,lon:-87.1865997314453})
+CREATE (a417:airport {id:'417',code:'PTY',icao:'MPTO',city:'Panama City',desc:'Tocumen International Airport',region:'PA-8',runways:2,longest:10006,elev:135,country:'PA',continent:'NA',lat:9.0713596344,lon:-79.3834991455})
+CREATE (a418:airport {id:'418',code:'QRO',icao:'MMQT',city:'Querétaro',desc:'Querétaro Intercontinental Airport',region:'MX-QUE',runways:1,longest:11483,elev:6296,country:'MX',continent:'NA',lat:20.6173000336,lon:-100.185997009})
+CREATE (a419:airport {id:'419',code:'ROW',icao:'KROW',city:'Roswell',desc:'Roswell International Air Center Airport',region:'US-NM',runways:3,longest:13001,elev:3671,country:'US',continent:'NA',lat:33.3016014099121,lon:-104.53099822998})
+CREATE (a420:airport {id:'420',code:'SAL',icao:'MSLP',city:'Santa Clara',desc:'El Salvador International Airport',region:'SV-PA',runways:2,longest:10500,elev:101,country:'SV',continent:'NA',lat:13.440899848938,lon:-89.0557022094727})
+CREATE (a421:airport {id:'421',code:'SAV',icao:'KSAV',city:'Savannah',desc:'Savannah Hilton Head International Airport',region:'US-GA',runways:2,longest:9351,elev:50,country:'US',continent:'NA',lat:32.12760162,lon:-81.20210266})
+CREATE (a422:airport {id:'422',code:'SJD',icao:'MMSD',city:'San José del Cabo',desc:'Los Cabos International Airport',region:'MX-BCS',runways:1,longest:9843,elev:374,country:'MX',continent:'NA',lat:23.1518001556396,lon:-109.721000671387})
+CREATE (a423:airport {id:'423',code:'SJT',icao:'KSJT',city:'San Angelo',desc:'San Angelo Regional Mathis Field',region:'US-TX',runways:3,longest:7003,elev:1919,country:'US',continent:'NA',lat:31.3577003479004,lon:-100.496002197266})
+CREATE (a424:airport {id:'424',code:'SLP',icao:'MMSP',city:'San Luis Potosí',desc:'Ponciano Arriaga International Airport',region:'MX-SLP',runways:2,longest:9867,elev:6035,country:'MX',continent:'NA',lat:22.2542991638,lon:-100.930999756})
+CREATE (a425:airport {id:'425',code:'SPI',icao:'KSPI',city:'Springfield',desc:'Abraham Lincoln Capital Airport',region:'US-IL',runways:3,longest:7999,elev:598,country:'US',continent:'NA',lat:39.84410095,lon:-89.67790222})
+CREATE (a426:airport {id:'426',code:'SPS',icao:'KSPS',city:'Wichita Falls',desc:'Sheppard Air Force Base-Wichita Falls Municipal Airport',region:'US-TX',runways:4,longest:13101,elev:1019,country:'US',continent:'NA',lat:33.98880005,lon:-98.49189758})
+CREATE (a427:airport {id:'427',code:'TRC',icao:'MMTC',city:'Torreón',desc:'Francisco Sarabia International Airport',region:'MX-COA',runways:2,longest:9022,elev:3688,country:'MX',continent:'NA',lat:25.5683002472,lon:-103.411003113})
+CREATE (a428:airport {id:'428',code:'TYR',icao:'KTYR',city:'Tyler',desc:'Tyler Pounds Regional Airport',region:'US-TX',runways:3,longest:7200,elev:544,country:'US',continent:'NA',lat:32.3540992736816,lon:-95.4023971557617})
+CREATE (a429:airport {id:'429',code:'TYS',icao:'KTYS',city:'Knoxville',desc:'McGhee Tyson Airport',region:'US-TN',runways:2,longest:9005,elev:981,country:'US',continent:'NA',lat:35.81100082,lon:-83.9940033})
+CREATE (a430:airport {id:'430',code:'VPS',icao:'KVPS',city:'Valparaiso',desc:'Eglin Air Force Base',region:'US-FL',runways:2,longest:12005,elev:87,country:'US',continent:'NA',lat:30.4832000732422,lon:-86.5253982543945})
+CREATE (a431:airport {id:'431',code:'XNA',icao:'KXNA',city:'Fayetteville/Springdale/',desc:'Northwest Arkansas Regional Airport',region:'US-AR',runways:1,longest:8800,elev:1287,country:'US',continent:'NA',lat:36.2818984985,lon:-94.3068008423})
+CREATE (a432:airport {id:'432',code:'ZCL',icao:'MMZC',city:'Zacatecas',desc:'General Leobardo C. Ruiz International Airport',region:'MX-ZAC',runways:2,longest:9843,elev:7141,country:'MX',continent:'NA',lat:22.8971004486,lon:-102.68699646})
+CREATE (a433:airport {id:'433',code:'INN',icao:'LOWI',city:'Innsbruck',desc:'Innsbruck Airport',region:'AT-7',runways:1,longest:6562,elev:1906,country:'AT',continent:'EU',lat:47.2602005005,lon:11.3439998627})
+CREATE (a434:airport {id:'434',code:'UVF',icao:'TLPL',city:'Vieux Fort',desc:'Hewanorra International Airport',region:'LC-11',runways:1,longest:9003,elev:14,country:'LC',continent:'NA',lat:13.7332,lon:-60.952599})
+CREATE (a435:airport {id:'435',code:'CAK',icao:'KCAK',city:'Akron',desc:'Akron Canton Regional Airport',region:'US-OH',runways:3,longest:7601,elev:1228,country:'US',continent:'NA',lat:40.9160995483398,lon:-81.4421997070312})
+CREATE (a436:airport {id:'436',code:'BRL',icao:'KBRL',city:'Burlington',desc:'Southeast Iowa Regional Airport',region:'US-IA',runways:2,longest:6702,elev:698,country:'US',continent:'NA',lat:40.7831993103027,lon:-91.1255035400391})
+CREATE (a437:airport {id:'437',code:'MHT',icao:'KMHT',city:'Manchester',desc:'Manchester Airport',region:'US-NH',runways:2,longest:9250,elev:266,country:'US',continent:'NA',lat:42.9325981140137,lon:-71.4356994628906})
+CREATE (a438:airport {id:'438',code:'SYR',icao:'KSYR',city:'Syracuse',desc:'Syracuse Hancock International Airport',region:'US-NY',runways:3,longest:9003,elev:421,country:'US',continent:'NA',lat:43.111198425293,lon:-76.1063003540039})
+CREATE (a439:airport {id:'439',code:'YQR',icao:'CYQR',city:'Regina',desc:'Regina International Airport',region:'CA-SK',runways:2,longest:7900,elev:1894,country:'CA',continent:'NA',lat:50.4319000244141,lon:-104.666000366211})
+CREATE (a440:airport {id:'440',code:'FLO',icao:'KFLO',city:'Florence',desc:'Florence Regional Airport',region:'US-SC',runways:2,longest:6499,elev:146,country:'US',continent:'NA',lat:34.1853981018066,lon:-79.7238998413086})
+CREATE (a441:airport {id:'441',code:'AVL',icao:'KAVL',city:'Asheville',desc:'Asheville Regional Airport',region:'US-NC',runways:1,longest:8001,elev:2165,country:'US',continent:'NA',lat:35.4361991882324,lon:-82.5418014526367})
+CREATE (a442:airport {id:'442',code:'POM',icao:'AYPY',city:'Port Moresby',desc:'Port Moresby Jacksons International Airport',region:'PG-NCD',runways:2,longest:9022,elev:146,country:'PG',continent:'OC',lat:-9.44338035583496,lon:147.220001220703})
+CREATE (a443:airport {id:'443',code:'EGE',icao:'KEGE',city:'Eagle',desc:'Eagle County Regional Airport',region:'US-CO',runways:2,longest:9000,elev:6548,country:'US',continent:'NA',lat:39.64260101,lon:-106.9179993})
+CREATE (a444:airport {id:'444',code:'HDN',icao:'KHDN',city:'Hayden',desc:'Yampa Valley Airport',region:'US-CO',runways:1,longest:10000,elev:6606,country:'US',continent:'NA',lat:40.48120117,lon:-107.2180023})
+CREATE (a445:airport {id:'445',code:'SRQ',icao:'KSRQ',city:'Sarasota/Bradenton',desc:'Sarasota Bradenton International Airport',region:'US-FL',runways:2,longest:9500,elev:30,country:'US',continent:'NA',lat:27.3953990936279,lon:-82.5543975830078})
+CREATE (a446:airport {id:'446',code:'FOE',icao:'KFOE',city:'Topeka',desc:'Topeka Regional Airport - Forbes Field',region:'US-KS',runways:2,longest:12802,elev:1078,country:'US',continent:'NA',lat:38.9509010315,lon:-95.6635971069})
+CREATE (a447:airport {id:'447',code:'LAN',icao:'KLAN',city:'Lansing',desc:'Capital City Airport',region:'US-MI',runways:3,longest:7251,elev:861,country:'US',continent:'NA',lat:42.7787017822266,lon:-84.58740234375})
+CREATE (a448:airport {id:'448',code:'ROA',icao:'KROA',city:'Roanoke',desc:'Roanoke–Blacksburg Regional Airport',region:'US-VA',runways:2,longest:6800,elev:1175,country:'US',continent:'NA',lat:37.3255004883,lon:-79.975402832})
+CREATE (a449:airport {id:'449',code:'MQT',icao:'KSAW',city:'Marquette',desc:'Sawyer International Airport',region:'US-MI',runways:1,longest:12370,elev:1221,country:'US',continent:'NA',lat:46.3535995483,lon:-87.395401001})
+CREATE (a450:airport {id:'450',code:'GRB',icao:'KGRB',city:'Green Bay',desc:'Austin Straubel International Airport',region:'US-WI',runways:3,longest:8201,elev:695,country:'US',continent:'NA',lat:44.4850997924805,lon:-88.1296005249023})
+CREATE (a451:airport {id:'451',code:'BHX',icao:'EGBB',city:'Birmingham',desc:'Birmingham International Airport',region:'GB-ENG',runways:1,longest:8527,elev:327,country:'UK',continent:'EU',lat:52.4538993835,lon:-1.74802994728})
+CREATE (a452:airport {id:'452',code:'INV',icao:'EGPE',city:'Inverness',desc:'Inverness Airport',region:'GB-SCT',runways:2,longest:6191,elev:31,country:'UK',continent:'EU',lat:57.5424995422363,lon:-4.0475001335144})
+CREATE (a453:airport {id:'453',code:'SZG',icao:'LOWS',city:'Salzburg',desc:'Salzburg Airport',region:'AT-5',runways:1,longest:9022,elev:1411,country:'AT',continent:'EU',lat:47.7933006287,lon:13.0043001175})
+CREATE (a454:airport {id:'454',code:'KGS',icao:'LGKO',city:'Kos Island',desc:'Kos Airport',region:'GR-81',runways:1,longest:7841,elev:412,country:'GR',continent:'EU',lat:36.7933006286621,lon:27.0916996002197})
+CREATE (a455:airport {id:'455',code:'TRD',icao:'ENVA',city:'Trondheim',desc:'Trondheim Airport, Værnes',region:'NO-17',runways:3,longest:9052,elev:56,country:'NO',continent:'EU',lat:63.4578018188477,lon:10.923999786377})
+CREATE (a456:airport {id:'456',code:'HAN',icao:'VVNB',city:'Hanoi',desc:'Noi Bai International Airport',region:'VN-15',runways:2,longest:12466,elev:39,country:'VN',continent:'AS',lat:21.2212009429932,lon:105.806999206543})
+CREATE (a457:airport {id:'457',code:'KHH',icao:'RCKH',city:'Kaohsiung City',desc:'Kaohsiung International Airport',region:'TW-KHH',runways:1,longest:10335,elev:31,country:'TW',continent:'AS',lat:22.5771007537842,lon:120.349998474121})
+CREATE (a458:airport {id:'458',code:'NGO',icao:'RJGG',city:'Tokoname',desc:'Chubu Centrair International Airport',region:'JP-23',runways:1,longest:11483,elev:15,country:'JP',continent:'AS',lat:34.8583984375,lon:136.804992675781})
+CREATE (a459:airport {id:'459',code:'BLL',icao:'EKBI',city:'Billund',desc:'Billund Airport',region:'DK-83',runways:1,longest:10172,elev:247,country:'DK',continent:'EU',lat:55.7402992249,lon:9.15178012848})
+CREATE (a460:airport {id:'460',code:'BRN',icao:'LSZB',city:'Bern',desc:'Bern Belp Airport',region:'CH-BE',runways:3,longest:4954,elev:1674,country:'CH',continent:'EU',lat:46.914100647,lon:7.49714994431})
+CREATE (a461:airport {id:'461',code:'IOM',icao:'EGNS',city:'Castletown',desc:'Isle of Man Airport',region:'IM-U-A',runways:3,longest:5751,elev:52,country:'IM',continent:'EU',lat:54.0833015441895,lon:-4.6238899230957})
+CREATE (a462:airport {id:'462',code:'GRX',icao:'LEGR',city:'Granada',desc:'Federico Garcia Lorca Airport',region:'ES-AN',runways:1,longest:9514,elev:1860,country:'ES',continent:'EU',lat:37.1887016296387,lon:-3.77735996246338})
+CREATE (a463:airport {id:'463',code:'FLR',icao:'LIRQ',city:'Firenze',desc:'Peretola Airport',region:'IT-52',runways:1,longest:5425,elev:142,country:'IT',continent:'EU',lat:43.8100013733,lon:11.2051000595})
+CREATE (a464:airport {id:'464',code:'DRS',icao:'EDDC',city:'Dresden',desc:'Dresden Airport',region:'DE-SN',runways:1,longest:8228,elev:755,country:'DE',continent:'EU',lat:51.1328010559082,lon:13.7672004699707})
+CREATE (a465:airport {id:'465',code:'DOL',icao:'LFRG',city:'Deauville',desc:'Deauville-Saint-Gatien Airport',region:'FR-P',runways:1,longest:8366,elev:479,country:'FR',continent:'EU',lat:49.3652992249,lon:0.154305994511})
+CREATE (a466:airport {id:'466',code:'BVE',icao:'LFSL',city:'Brive',desc:'Brive Souillac Airport',region:'FR-L',runways:2,longest:6890,elev:1016,country:'FR',continent:'EU',lat:45.0397222222,lon:1.48555555556})
+CREATE (a467:airport {id:'467',code:'BES',icao:'LFRB',city:'Brest/Guipavas',desc:'Brest Bretagne Airport',region:'FR-E',runways:2,longest:10171,elev:325,country:'FR',continent:'EU',lat:48.4478988647461,lon:-4.41854000091553})
+CREATE (a468:airport {id:'468',code:'ANR',icao:'EBAW',city:'Antwerp',desc:'Antwerp International Airport (Deurne)',region:'BE-VAN',runways:1,longest:4954,elev:39,country:'BE',continent:'EU',lat:51.1893997192,lon:4.46027994156})
+CREATE (a469:airport {id:'469',code:'BRE',icao:'EDDW',city:'Bremen',desc:'Bremen Airport',region:'DE-HB',runways:2,longest:6693,elev:14,country:'DE',continent:'EU',lat:53.0475006104,lon:8.78666973114})
+CREATE (a470:airport {id:'470',code:'CFE',icao:'LFLC',city:'Clermont-Ferrand/Auvergne',desc:'Clermont-Ferrand Auvergne Airport',region:'FR-C',runways:2,longest:9892,elev:1090,country:'FR',continent:'EU',lat:45.7867012023926,lon:3.16916990280151})
+CREATE (a471:airport {id:'471',code:'PRN',icao:'BKPR',city:'Prishtina',desc:'Priština International Airport',region:'KS-U-A',runways:1,longest:8165,elev:1789,country:'KS',continent:'EU',lat:42.5727996826172,lon:21.0358009338379})
+CREATE (a472:airport {id:'472',code:'HME',icao:'DAUH',city:'Hassi Messaoud',desc:'Oued Irara Airport',region:'DZ-30',runways:2,longest:9843,elev:463,country:'DZ',continent:'AF',lat:31.6730003357,lon:6.14043998718})
+CREATE (a473:airport {id:'473',code:'SXF',icao:'none',city:'Berlin',desc:'Berlin-Schönefeld International Airport *Closed*',region:'DE-BR',runways:2,longest:9843,elev:157,country:'DE',continent:'EU',lat:52.3800010681152,lon:13.522500038147})
+CREATE (a474:airport {id:'474',code:'ERF',icao:'EDDE',city:'Erfurt',desc:'Erfurt Airport',region:'DE-TH',runways:1,longest:8530,elev:1036,country:'DE',continent:'EU',lat:50.9798011779785,lon:10.9581003189087})
+CREATE (a475:airport {id:'475',code:'BFS',icao:'EGAA',city:'Belfast',desc:'Belfast International Airport',region:'GB-NIR',runways:2,longest:9121,elev:268,country:'UK',continent:'EU',lat:54.6575012207,lon:-6.21582984924})
+CREATE (a476:airport {id:'476',code:'NQY',icao:'EGHQ',city:'Newquay',desc:'Newquay Cornwall Airport',region:'GB-ENG',runways:1,longest:9006,elev:390,country:'UK',continent:'EU',lat:50.440601348877,lon:-4.99540996551514})
+CREATE (a477:airport {id:'477',code:'NOC',icao:'EIKN',city:'Charleston',desc:'Ireland West Knock Airport',region:'IE-MO',runways:1,longest:7546,elev:665,country:'IE',continent:'EU',lat:53.9103012084961,lon:-8.81849002838135})
+CREATE (a478:airport {id:'478',code:'AAL',icao:'EKYT',city:'Aalborg',desc:'Aalborg Airport',region:'DK-81',runways:2,longest:8707,elev:10,country:'DK',continent:'EU',lat:57.0927589138,lon:9.84924316406})
+CREATE (a479:airport {id:'479',code:'AES',icao:'ENAL',city:'Ålesund',desc:'Ålesund Airport',region:'NO-15',runways:1,longest:7592,elev:69,country:'NO',continent:'EU',lat:62.5625,lon:6.11969995498657})
+CREATE (a480:airport {id:'480',code:'TOS',icao:'ENTC',city:'Tromsø',desc:'Tromsø Airport',region:'NO-19',runways:1,longest:7848,elev:31,country:'NO',continent:'EU',lat:69.6832962036133,lon:18.9188995361328})
+CREATE (a481:airport {id:'481',code:'TRF',icao:'ENTO',city:'Torp',desc:'Sandefjord Airport, Torp',region:'NO-07',runways:1,longest:9675,elev:286,country:'NO',continent:'EU',lat:59.1866989136,lon:10.258600235})
+CREATE (a482:airport {id:'482',code:'KRK',icao:'EPKK',city:'Kraków',desc:'John Paul II International Airport Kraków-Balice Airport',region:'PL-MA',runways:1,longest:8366,elev:791,country:'PL',continent:'EU',lat:50.0777015686035,lon:19.7847995758057})
+CREATE (a483:airport {id:'483',code:'KUN',icao:'EYKA',city:'Kaunas',desc:'Kaunas International Airport',region:'LT-KU',runways:1,longest:10335,elev:256,country:'LT',continent:'EU',lat:54.9639015197754,lon:24.0848007202148})
+CREATE (a484:airport {id:'484',code:'FUE',icao:'GCFV',city:'Fuerteventura Island',desc:'Fuerteventura Airport',region:'ES-CN',runways:1,longest:11175,elev:85,country:'ES',continent:'EU',lat:28.4526996612549,lon:-13.8638000488281})
+CREATE (a485:airport {id:'485',code:'ACE',icao:'GCRR',city:'Lanzarote Island',desc:'Lanzarote Airport',region:'ES-CN',runways:1,longest:7874,elev:46,country:'ES',continent:'EU',lat:28.945499420166,lon:-13.6051998138428})
+CREATE (a486:airport {id:'486',code:'TFS',icao:'GCTS',city:'Tenerife Island',desc:'Tenerife South Airport',region:'ES-CN',runways:1,longest:10499,elev:209,country:'ES',continent:'EU',lat:28.044500351,lon:-16.5725002289})
+CREATE (a487:airport {id:'487',code:'AGA',icao:'GMAD',city:'Agadir',desc:'Al Massira Airport',region:'MA-AGD',runways:1,longest:10499,elev:250,country:'MA',continent:'AF',lat:30.3250007629395,lon:-9.41306972503662})
+CREATE (a488:airport {id:'488',code:'RAK',icao:'GMMX',city:'Marrakech',desc:'Menara Airport',region:'MA-MAR',runways:1,longest:10170,elev:1545,country:'MA',continent:'AF',lat:31.6068992615,lon:-8.03629970551})
+CREATE (a489:airport {id:'489',code:'SID',icao:'GVAC',city:'Espargos',desc:'Amílcar Cabral International Airport',region:'CV-B',runways:2,longest:10735,elev:177,country:'CV',continent:'AF',lat:16.7413997650146,lon:-22.9493999481201})
+CREATE (a490:airport {id:'490',code:'BVC',icao:'GVBA',city:'Rabil',desc:'Rabil Airport',region:'CV-B',runways:1,longest:4007,elev:69,country:'CV',continent:'AF',lat:16.1364994049072,lon:-22.8889007568359})
+CREATE (a491:airport {id:'491',code:'HRG',icao:'HEGN',city:'Hurghada',desc:'Hurghada International Airport',region:'EG-BA',runways:1,longest:13124,elev:52,country:'EG',continent:'AF',lat:27.1783008575439,lon:33.7994003295898})
+CREATE (a492:airport {id:'492',code:'SSH',icao:'HESH',city:'Sharm el-Sheikh',desc:'Sharm El Sheikh International Airport',region:'EG-JS',runways:2,longest:10108,elev:143,country:'EG',continent:'AS',lat:27.9773006439,lon:34.3950004578})
+CREATE (a493:airport {id:'493',code:'TIA',icao:'LATI',city:'Tirana',desc:'Tirana International Airport Mother Teresa',region:'AL-TR',runways:1,longest:8971,elev:126,country:'AL',continent:'EU',lat:41.4146995544,lon:19.7206001282})
+CREATE (a494:airport {id:'494',code:'PFO',icao:'LCPH',city:'Paphos',desc:'Paphos International Airport',region:'CY-06',runways:1,longest:8858,elev:41,country:'CY',continent:'AS',lat:34.7179985046387,lon:32.4856986999512})
+CREATE (a495:airport {id:'495',code:'LEI',icao:'LEAM',city:'Almería',desc:'Almería International Airport',region:'ES-AN',runways:1,longest:10499,elev:70,country:'ES',continent:'EU',lat:36.8438987731934,lon:-2.3701000213623})
+CREATE (a496:airport {id:'496',code:'MJV',icao:'LELC',city:'San Javier',desc:'San Javier Airport',region:'ES-MU',runways:3,longest:7546,elev:11,country:'ES',continent:'EU',lat:37.7750015258789,lon:-0.812389016151428})
+CREATE (a497:airport {id:'497',code:'SCQ',icao:'LEST',city:'Santiago de Compostela',desc:'Santiago de Compostela Airport',region:'ES-GA',runways:1,longest:10499,elev:1213,country:'ES',continent:'EU',lat:42.8963012695312,lon:-8.41514015197754})
+CREATE (a498:airport {id:'498',code:'VLC',icao:'LEVC',city:'Valencia',desc:'Valencia Airport',region:'ES-V',runways:2,longest:8858,elev:240,country:'ES',continent:'EU',lat:39.4892997741699,lon:-0.481624990701675})
+CREATE (a499:airport {id:'499',code:'BOD',icao:'LFBD',city:'Bordeaux/Mérignac',desc:'Bordeaux-Mérignac Airport',region:'FR-B',runways:2,longest:10171,elev:162,country:'FR',continent:'EU',lat:44.8283004761,lon:-0.715556025505})
+CREATE (a500:airport {id:'500',code:'BIA',icao:'LFKB',city:'Bastia/Poretta',desc:'Bastia-Poretta Airport',region:'FR-H',runways:1,longest:8266,elev:26,country:'FR',continent:'EU',lat:42.5527000427246,lon:9.48373031616211})
+CREATE (a501:airport {id:'501',code:'AJA',icao:'LFKJ',city:'Ajaccio/Napoléon Bonaparte',desc:'Ajaccio-Napoléon Bonaparte Airport',region:'FR-H',runways:1,longest:7897,elev:18,country:'FR',continent:'EU',lat:41.9235992431641,lon:8.8029203414917})
+CREATE (a502:airport {id:'502',code:'MPL',icao:'LFMT',city:'Montpellier/Méditerranée',desc:'Montpellier-Méditerranée Airport',region:'FR-K',runways:2,longest:8530,elev:17,country:'FR',continent:'EU',lat:43.5761985778809,lon:3.96301007270813})
+CREATE (a503:airport {id:'503',code:'SXB',icao:'LFST',city:'Strasbourg',desc:'Strasbourg Airport',region:'FR-A',runways:1,longest:7874,elev:505,country:'FR',continent:'EU',lat:48.5382995605469,lon:7.62823009490967})
+CREATE (a504:airport {id:'504',code:'HER',icao:'LGIR',city:'Heraklion',desc:'Heraklion International Nikos Kazantzakis Airport',region:'GR-91',runways:3,longest:8800,elev:115,country:'GR',continent:'EU',lat:35.3396987915,lon:25.1802997589})
+CREATE (a505:airport {id:'505',code:'EFL',icao:'LGKF',city:'Kefallinia Island',desc:'Kefallinia Airport',region:'GR-23',runways:1,longest:7992,elev:59,country:'GR',continent:'EU',lat:38.1200981140137,lon:20.5004997253418})
+CREATE (a506:airport {id:'506',code:'KLX',icao:'LGKL',city:'Kalamata',desc:'Kalamata Airport',region:'GR-17',runways:1,longest:9260,elev:26,country:'GR',continent:'EU',lat:37.0682983398438,lon:22.0254993438721})
+CREATE (a507:airport {id:'507',code:'CFU',icao:'LGKR',city:'Kerkyra Island',desc:'Ioannis Kapodistrias International Airport',region:'GR-22',runways:1,longest:7792,elev:6,country:'GR',continent:'EU',lat:39.6018981933594,lon:19.9116992950439})
+CREATE (a508:airport {id:'508',code:'PVK',icao:'LGPZ',city:'Preveza/Lefkada',desc:'Aktion National Airport',region:'GR-34',runways:1,longest:9419,elev:11,country:'GR',continent:'EU',lat:38.9254989624023,lon:20.7653007507324})
+CREATE (a509:airport {id:'509',code:'CHQ',icao:'LGSA',city:'Souda',desc:'Chania International Airport',region:'GR-94',runways:1,longest:10982,elev:490,country:'GR',continent:'EU',lat:35.5317001342773,lon:24.1497001647949})
+CREATE (a510:airport {id:'510',code:'SKG',icao:'LGTS',city:'Thessaloniki',desc:'Thessaloniki Macedonia International Airport',region:'GR-54',runways:2,longest:8005,elev:22,country:'GR',continent:'EU',lat:40.5196990966797,lon:22.9708995819092})
+CREATE (a511:airport {id:'511',code:'BRI',icao:'LIBD',city:'Bari',desc:'Bari Karol Wojtyła Airport',region:'IT-75',runways:2,longest:8005,elev:177,country:'IT',continent:'EU',lat:41.1389007568,lon:16.7605991364})
+CREATE (a512:airport {id:'512',code:'CTA',icao:'LICC',city:'Catania',desc:'Catania-Fontanarossa Airport',region:'IT-82',runways:1,longest:7989,elev:39,country:'IT',continent:'EU',lat:37.4668006897,lon:15.0663995743})
+CREATE (a513:airport {id:'513',code:'PMO',icao:'LICJ',city:'Palermo',desc:'Falcone–Borsellino Airport',region:'IT-82',runways:2,longest:10912,elev:65,country:'IT',continent:'EU',lat:38.1759986877,lon:13.0909996033})
+CREATE (a514:airport {id:'514',code:'OLB',icao:'LIEO',city:'Olbia',desc:'Olbia Costa Smeralda Airport',region:'IT-88',runways:1,longest:8025,elev:37,country:'IT',continent:'EU',lat:40.8987007141,lon:9.51762962341})
+CREATE (a515:airport {id:'515',code:'PDL',icao:'LPPD',city:'Ponta Delgada',desc:'João Paulo II Airport',region:'PT-20',runways:1,longest:8192,elev:259,country:'PT',continent:'EU',lat:37.7411994934,lon:-25.6979007721})
+CREATE (a516:airport {id:'516',code:'ADB',icao:'LTBJ',city:'İzmir',desc:'Adnan Menderes International Airport',region:'TR-35',runways:2,longest:10630,elev:412,country:'TR',continent:'AS',lat:38.2924003601,lon:27.156999588})
+CREATE (a517:airport {id:'517',code:'DLM',icao:'LTBS',city:'Dalaman',desc:'Dalaman International Airport',region:'TR-48',runways:1,longest:9842,elev:20,country:'TR',continent:'AS',lat:36.7131004333,lon:28.7924995422})
+CREATE (a518:airport {id:'518',code:'BJV',icao:'LTFE',city:'Bodrum',desc:'Milas Bodrum International Airport',region:'TR-48',runways:1,longest:9842,elev:21,country:'TR',continent:'AS',lat:37.2505989075,lon:27.6643009186})
+CREATE (a519:airport {id:'519',code:'SAW',icao:'LTFJ',city:'Istanbul',desc:'Sabiha Gökçen International Airport',region:'TR-34',runways:1,longest:9843,elev:312,country:'TR',continent:'AS',lat:40.898601532,lon:29.3092002869})
+CREATE (a520:airport {id:'520',code:'TIV',icao:'LYTV',city:'Tivat',desc:'Tivat Airport',region:'ME-19',runways:1,longest:8208,elev:20,country:'ME',continent:'EU',lat:42.4047012329102,lon:18.7233009338379})
+CREATE (a521:airport {id:'521',code:'NBE',icao:'DTNH',city:'Enfidha',desc:'Enfidha - Hammamet International Airport',region:'TN-51',runways:1,longest:10827,elev:21,country:'TN',continent:'AF',lat:36.075833,lon:10.438611})
+CREATE (a522:airport {id:'522',code:'MSQ',icao:'UMMS',city:'Minsk',desc:'Minsk International Airport',region:'BY-MI',runways:1,longest:11946,elev:670,country:'BY',continent:'EU',lat:53.8824996948242,lon:28.0307006835938})
+CREATE (a523:airport {id:'523',code:'MLE',icao:'VRMM',city:'Malé',desc:'Malé International Airport',region:'MV-MLE',runways:1,longest:10499,elev:6,country:'MV',continent:'AS',lat:4.19183015823364,lon:73.5290985107422})
+CREATE (a524:airport {id:'524',code:'DTM',icao:'EDLW',city:'Dortmund',desc:'Dortmund Airport',region:'DE-NW',runways:1,longest:6562,elev:425,country:'DE',continent:'EU',lat:51.5182991028,lon:7.61223983765})
+CREATE (a525:airport {id:'525',code:'AGS',icao:'KAGS',city:'Augusta',desc:'Augusta Regional At Bush Field',region:'US-GA',runways:2,longest:8001,elev:144,country:'US',continent:'NA',lat:33.3698997497559,lon:-81.9645004272461})
+CREATE (a526:airport {id:'526',code:'BGR',icao:'KBGR',city:'Bangor',desc:'Bangor International Airport',region:'US-ME',runways:1,longest:11440,elev:192,country:'US',continent:'NA',lat:44.8073997497559,lon:-68.8281021118164})
+CREATE (a527:airport {id:'527',code:'BTV',icao:'KBTV',city:'Burlington',desc:'Burlington International Airport',region:'US-VT',runways:2,longest:8320,elev:335,country:'US',continent:'NA',lat:44.4719009399,lon:-73.1532974243})
+CREATE (a528:airport {id:'528',code:'FAY',icao:'KFAY',city:'Fayetteville',desc:'Fayetteville Regional Grannis Field',region:'US-NC',runways:2,longest:7712,elev:189,country:'US',continent:'NA',lat:34.9911994934082,lon:-78.8803024291992})
+CREATE (a529:airport {id:'529',code:'HHH',icao:'KHXD',city:'Hilton Head Island',desc:'Hilton Head Airport',region:'US-SC',runways:1,longest:4300,elev:19,country:'US',continent:'NA',lat:32.2243995667,lon:-80.6975021362})
+CREATE (a530:airport {id:'530',code:'ILM',icao:'KILM',city:'Wilmington',desc:'Wilmington International Airport',region:'US-NC',runways:2,longest:8016,elev:32,country:'US',continent:'NA',lat:34.2705993652344,lon:-77.9026031494141})
+CREATE (a531:airport {id:'531',code:'OAJ',icao:'KOAJ',city:'Jacksonville',desc:'Albert J Ellis Airport',region:'US-NC',runways:1,longest:7100,elev:94,country:'US',continent:'NA',lat:34.8292007446,lon:-77.6120986938})
+CREATE (a532:airport {id:'532',code:'NUE',icao:'EDDN',city:'Nuremberg',desc:'Nuremberg Airport',region:'DE-BY',runways:1,longest:8858,elev:1046,country:'DE',continent:'EU',lat:49.4986991882,lon:11.0669002533})
+CREATE (a533:airport {id:'533',code:'LEJ',icao:'EDDP',city:'Leipzig',desc:'Leipzig Halle Airport',region:'DE-SN',runways:2,longest:11811,elev:465,country:'DE',continent:'EU',lat:51.4323997497559,lon:12.2416000366211})
+CREATE (a534:airport {id:'534',code:'CWL',icao:'EGFF',city:'Cardiff',desc:'Cardiff International Airport',region:'GB-WLS',runways:1,longest:7848,elev:220,country:'UK',continent:'EU',lat:51.3967018127441,lon:-3.34332990646362})
+CREATE (a535:airport {id:'535',code:'SEN',icao:'EGMC',city:'Southend',desc:'London Southend Airport',region:'GB-ENG',runways:1,longest:5023,elev:49,country:'UK',continent:'EU',lat:51.5713996887207,lon:0.695555984973907})
+CREATE (a536:airport {id:'536',code:'HUY',icao:'EGNJ',city:'Grimsby',desc:'Humberside Airport',region:'GB-ENG',runways:2,longest:7205,elev:121,country:'UK',continent:'EU',lat:53.5744018554688,lon:-0.350832998752594})
+CREATE (a537:airport {id:'537',code:'MME',icao:'EGNV',city:'Durham',desc:'Durham Tees Valley Airport',region:'GB-ENG',runways:1,longest:7516,elev:120,country:'UK',continent:'EU',lat:54.5092010498047,lon:-1.42940998077393})
+CREATE (a538:airport {id:'538',code:'NWI',icao:'EGSH',city:'Norwich',desc:'Norwich International Airport',region:'GB-ENG',runways:2,longest:6040,elev:117,country:'UK',continent:'EU',lat:52.6758003235,lon:1.28278005123})
+CREATE (a539:airport {id:'539',code:'EXT',icao:'EGTE',city:'Exeter',desc:'Exeter International Airport',region:'GB-ENG',runways:2,longest:6834,elev:102,country:'UK',continent:'EU',lat:50.7344017028809,lon:-3.41388988494873})
+CREATE (a540:airport {id:'540',code:'KRS',icao:'ENCN',city:'Kjevik',desc:'Kristiansand Airport',region:'NO-10',runways:1,longest:6660,elev:57,country:'NO',continent:'EU',lat:58.2042007446289,lon:8.08537006378174})
+CREATE (a541:airport {id:'541',code:'GDN',icao:'EPGD',city:'Gdańsk',desc:'Gdańsk Lech Wałęsa Airport',region:'PL-PM',runways:1,longest:9186,elev:489,country:'PL',continent:'EU',lat:54.3776016235352,lon:18.4661998748779})
+CREATE (a542:airport {id:'542',code:'VXO',icao:'ESMX',city:'Växjö',desc:'Växjö Kronoberg Airport',region:'SE-G',runways:1,longest:6900,elev:610,country:'SE',continent:'EU',lat:56.9291000366211,lon:14.7279996871948})
+CREATE (a543:airport {id:'543',code:'LPI',icao:'ESSL',city:'Linköping',desc:'Linköping City Airport',region:'SE-E',runways:1,longest:6989,elev:172,country:'SE',continent:'EU',lat:58.4062004089,lon:15.6805000305})
+CREATE (a544:airport {id:'544',code:'SPC',icao:'GCLA',city:'Sta Cruz de la Palma, La Palma Island',desc:'La Palma Airport',region:'ES-CN',runways:1,longest:7218,elev:107,country:'ES',continent:'EU',lat:28.6264991760254,lon:-17.7555999755859})
+CREATE (a545:airport {id:'545',code:'NDR',icao:'GMMW',city:'Nador',desc:'Nador International Airport',region:'MA-NAD',runways:1,longest:9842,elev:574,country:'MA',continent:'AF',lat:34.9888000488,lon:-3.0282099247})
+CREATE (a546:airport {id:'546',code:'VXE',icao:'GVSV',city:'São Pedro',desc:'São Pedro Airport',region:'CV-B',runways:1,longest:6561,elev:66,country:'CV',continent:'AF',lat:16.8332004547119,lon:-25.0552997589111})
+CREATE (a547:airport {id:'547',code:'KGL',icao:'HRYR',city:'Kigali',desc:'Kigali International Airport',region:'RW-01',runways:1,longest:11483,elev:4859,country:'RW',continent:'AF',lat:-1.96862995625,lon:30.1394996643})
+CREATE (a548:airport {id:'548',code:'JRO',icao:'HTKJ',city:'Arusha',desc:'Kilimanjaro International Airport',region:'TZ-26',runways:1,longest:11834,elev:2932,country:'TZ',continent:'AF',lat:-3.42940998077,lon:37.0745010376})
+CREATE (a549:airport {id:'549',code:'SFB',icao:'KSFB',city:'Orlando',desc:'Orlando Sanford International Airport',region:'US-FL',runways:4,longest:9600,elev:55,country:'US',continent:'NA',lat:28.7775993347168,lon:-81.2375030517578})
+CREATE (a550:airport {id:'550',code:'GRO',icao:'LEGE',city:'Girona',desc:'Girona Airport',region:'ES-CT',runways:1,longest:7874,elev:468,country:'ES',continent:'EU',lat:41.9010009765625,lon:2.76055002212524})
+CREATE (a551:airport {id:'551',code:'JKH',icao:'LGHI',city:'Chios Island',desc:'Chios Island National Airport',region:'GR-85',runways:1,longest:4957,elev:15,country:'GR',continent:'EU',lat:38.3432006835938,lon:26.1406002044678})
+CREATE (a552:airport {id:'552',code:'KIT',icao:'LGKC',city:'Kithira Island',desc:'Kithira Airport',region:'GR-A1',runways:1,longest:4794,elev:1045,country:'GR',continent:'EU',lat:36.2742996216,lon:23.0170001984})
+CREATE (a553:airport {id:'553',code:'SMI',icao:'LGSM',city:'Samos Island',desc:'Samos Airport',region:'GR-84',runways:1,longest:6706,elev:19,country:'GR',continent:'EU',lat:37.689998626709,lon:26.9116992950439})
+CREATE (a554:airport {id:'554',code:'SUF',icao:'LICA',city:'Lamezia Terme',desc:'Lamezia Terme Airport',region:'IT-78',runways:1,longest:7920,elev:39,country:'IT',continent:'EU',lat:38.9053993225098,lon:16.2423000335693})
+CREATE (a555:airport {id:'555',code:'LJU',icao:'LJLJ',city:'Ljubljana',desc:'Ljubljana Jože Pučnik Airport',region:'SI-061',runways:1,longest:10827,elev:1273,country:'SI',continent:'EU',lat:46.2237014770508,lon:14.4575996398926})
+CREATE (a556:airport {id:'556',code:'KYA',icao:'LTAN',city:'Konya',desc:'Konya Airport',region:'TR-42',runways:2,longest:10984,elev:3381,country:'TR',continent:'AS',lat:37.9790000916,lon:32.5619010925})
+CREATE (a557:airport {id:'557',code:'ASR',icao:'LTAU',city:'Kayseri',desc:'Kayseri Erkilet Airport',region:'TR-38',runways:1,longest:9841,elev:3463,country:'TR',continent:'AS',lat:38.770401001,lon:35.4953994751})
+CREATE (a558:airport {id:'558',code:'POP',icao:'MDPP',city:'Puerto Plata',desc:'Gregorio Luperon International Airport',region:'DO-18',runways:1,longest:10108,elev:15,country:'DO',continent:'NA',lat:19.7579002380371,lon:-70.5699996948242})
+CREATE (a559:airport {id:'559',code:'HOG',icao:'MUHG',city:'Holguin',desc:'Frank Pais International Airport',region:'CU-11',runways:1,longest:10624,elev:361,country:'CU',continent:'NA',lat:20.7856006622314,lon:-76.3151016235352})
+CREATE (a560:airport {id:'560',code:'VRA',icao:'MUVR',city:'Varadero',desc:'Juan Gualberto Gomez International Airport',region:'CU-04',runways:1,longest:11490,elev:210,country:'CU',continent:'NA',lat:23.0344009399414,lon:-81.435302734375})
+CREATE (a561:airport {id:'561',code:'DMM',icao:'OEDF',city:'Ad Dammam',desc:'King Fahd International Airport',region:'SA-04',runways:2,longest:13124,elev:72,country:'SA',continent:'AS',lat:26.4712009429932,lon:49.7979011535645})
+CREATE (a562:airport {id:'562',code:'EBL',icao:'ORER',city:'Arbil',desc:'Erbil International Airport',region:'IQ-AR',runways:4,longest:13890,elev:1341,country:'IQ',continent:'AS',lat:36.2375984191895,lon:43.9631996154785})
+CREATE (a563:airport {id:'563',code:'UIO',icao:'SEQM',city:'Quito',desc:'Mariscal Sucre International Airport',region:'EC-P',runways:1,longest:13445,elev:9200,country:'EC',continent:'SA',lat:-0.129166666667,lon:-78.3575})
+CREATE (a564:airport {id:'564',code:'PBM',icao:'SMJP',city:'Zandery',desc:'Johan Adolf Pengel International Airport',region:'SR-PR',runways:1,longest:11417,elev:59,country:'SR',continent:'SA',lat:5.4528298378,lon:-55.1878013611})
+CREATE (a565:airport {id:'565',code:'GUW',icao:'UATG',city:'Atyrau',desc:'Atyrau Airport',region:'KZ-ATY',runways:1,longest:9842,elev:-72,country:'KZ',continent:'AS',lat:47.121898651123,lon:51.8213996887207})
+CREATE (a566:airport {id:'566',code:'TBS',icao:'UGTB',city:'Tbilisi',desc:'Tbilisi International Airport',region:'GE-TB',runways:2,longest:9843,elev:1624,country:'GE',continent:'AS',lat:41.6692008972,lon:44.95470047})
+CREATE (a567:airport {id:'567',code:'XMN',icao:'ZSAM',city:'Xiamen',desc:'Xiamen Gaoqi International Airport',region:'CN-35',runways:1,longest:11155,elev:59,country:'CN',continent:'AS',lat:24.5440006256104,lon:118.127998352051})
+CREATE (a568:airport {id:'568',code:'HGH',icao:'ZSHC',city:'Hangzhou',desc:'Hangzhou Xiaoshan International Airport',region:'CN-33',runways:1,longest:11811,elev:23,country:'CN',continent:'AS',lat:30.2294998168945,lon:120.43399810791})
+CREATE (a569:airport {id:'569',code:'BQN',icao:'TJBQ',city:'Aguadilla',desc:'Rafael Hernandez Airport',region:'PR-U-A',runways:1,longest:11702,elev:237,country:'PR',continent:'NA',lat:18.4948997497559,lon:-67.1294021606445})
+CREATE (a570:airport {id:'570',code:'APF',icao:'KAPF',city:'Naples',desc:'Naples Municipal Airport',region:'US-FL',runways:3,longest:5290,elev:8,country:'US',continent:'NA',lat:26.1525993347,lon:-81.7752990723})
+CREATE (a571:airport {id:'571',code:'GNV',icao:'KGNV',city:'Gainesville',desc:'Gainesville Regional Airport',region:'US-FL',runways:2,longest:7504,elev:152,country:'US',continent:'NA',lat:29.6900997162,lon:-82.2717971802})
+CREATE (a572:airport {id:'572',code:'LRM',icao:'MDLR',city:'La Romana',desc:'Casa De Campo International Airport',region:'DO-12',runways:1,longest:9676,elev:240,country:'DO',continent:'NA',lat:18.4507007598877,lon:-68.9117965698242})
+CREATE (a573:airport {id:'573',code:'SDQ',icao:'MDSD',city:'Santo Domingo',desc:'Las Américas International Airport',region:'DO-01',runways:1,longest:11000,elev:59,country:'DO',continent:'NA',lat:18.4297008514404,lon:-69.6688995361328})
+CREATE (a574:airport {id:'574',code:'STI',icao:'MDST',city:'Santiago',desc:'Cibao International Airport',region:'DO-25',runways:1,longest:8595,elev:565,country:'DO',continent:'NA',lat:19.406099319458,lon:-70.6046981811523})
+CREATE (a575:airport {id:'575',code:'SAP',icao:'MHLM',city:'La Mesa',desc:'Ramón Villeda Morales International Airport',region:'HN-CR',runways:1,longest:9203,elev:91,country:'HN',continent:'NA',lat:15.4525995254517,lon:-87.9235992431641})
+CREATE (a576:airport {id:'576',code:'MID',icao:'MMMD',city:'Mérida',desc:'Licenciado Manuel Crescencio Rejon Int Airport',region:'MX-YUC',runways:2,longest:10499,elev:38,country:'MX',continent:'NA',lat:20.9370002747,lon:-89.657699585})
+CREATE (a577:airport {id:'577',code:'MGA',icao:'MNMG',city:'Managua',desc:'Augusto C. Sandino (Managua) International Airport',region:'NI-MN',runways:1,longest:8012,elev:194,country:'NI',continent:'NA',lat:12.1415004730225,lon:-86.1681976318359})
+CREATE (a578:airport {id:'578',code:'PAP',icao:'MTPP',city:'Port-au-Prince',desc:'Toussaint Louverture International Airport',region:'HT-OU',runways:1,longest:9974,elev:122,country:'HT',continent:'NA',lat:18.5799999237061,lon:-72.2925033569336})
+CREATE (a579:airport {id:'579',code:'CYB',icao:'MWCB',city:'Cayman Brac',desc:'Gerrard Smith International Airport',region:'KY-U-A',runways:1,longest:6000,elev:8,country:'KY',continent:'NA',lat:19.6870002746582,lon:-79.8827972412109})
+CREATE (a580:airport {id:'580',code:'GCM',icao:'MWCR',city:'Georgetown',desc:'Owen Roberts International Airport',region:'KY-U-A',runways:1,longest:7021,elev:8,country:'KY',continent:'NA',lat:19.2928009033,lon:-81.3576965332})
+CREATE (a581:airport {id:'581',code:'MHH',icao:'MYAM',city:'Marsh Harbour',desc:'Marsh Harbour International Airport',region:'BS-MH',runways:1,longest:4998,elev:6,country:'BS',continent:'NA',lat:26.5114002228,lon:-77.0835037231})
+CREATE (a582:airport {id:'582',code:'ELH',icao:'MYEH',city:'North Eleuthera',desc:'North Eleuthera Airport',region:'BS-HI',runways:1,longest:6020,elev:13,country:'BS',continent:'NA',lat:25.474899292,lon:-76.6835021973})
+CREATE (a583:airport {id:'583',code:'BEL',icao:'SBBE',city:'Belém',desc:'Val de Cans/Júlio Cezar Ribeiro International Airport',region:'BR-PA',runways:2,longest:9186,elev:54,country:'BR',continent:'SA',lat:-1.37925004959,lon:-48.4762992859})
+CREATE (a584:airport {id:'584',code:'BSB',icao:'SBBR',city:'Brasília',desc:'Presidente Juscelino Kubistschek International Airport',region:'BR-DF',runways:2,longest:10827,elev:3497,country:'BR',continent:'SA',lat:-15.8691673278809,lon:-47.9208335876465})
+CREATE (a585:airport {id:'585',code:'CNF',icao:'SBCF',city:'Belo Horizonte',desc:'Tancredo Neves International Airport',region:'BR-MG',runways:1,longest:9843,elev:2715,country:'BR',continent:'SA',lat:-19.6244430541992,lon:-43.9719429016113})
+CREATE (a586:airport {id:'586',code:'CWB',icao:'SBCT',city:'Curitiba',desc:'Afonso Pena Airport',region:'BR-PR',runways:2,longest:7267,elev:2988,country:'BR',continent:'SA',lat:-25.5284996033,lon:-49.1758003235})
+CREATE (a587:airport {id:'587',code:'MAO',icao:'SBEG',city:'Manaus',desc:'Eduardo Gomes International Airport',region:'BR-AM',runways:1,longest:8858,elev:264,country:'BR',continent:'SA',lat:-3.03860998153687,lon:-60.0497016906738})
+CREATE (a588:airport {id:'588',code:'REC',icao:'SBRF',city:'Recife',desc:'Guararapes - Gilberto Freyre International Airport',region:'BR-PE',runways:1,longest:9865,elev:33,country:'BR',continent:'SA',lat:-8.12648963928223,lon:-34.9235992431641})
+CREATE (a589:airport {id:'589',code:'SSA',icao:'SBSV',city:'Salvador',desc:'Deputado Luiz Eduardo Magalhães International Airport',region:'BR-BA',runways:2,longest:9859,elev:64,country:'BR',continent:'SA',lat:-12.9086112976,lon:-38.3224983215})
+CREATE (a590:airport {id:'590',code:'ASU',icao:'SGAS',city:'Asunción',desc:'Silvio Pettirossi International Airport',region:'PY-11',runways:1,longest:11001,elev:292,country:'PY',continent:'SA',lat:-25.2399997711182,lon:-57.5200004577637})
+CREATE (a591:airport {id:'591',code:'BAQ',icao:'SKBQ',city:'Barranquilla',desc:'Ernesto Cortissoz International Airport',region:'CO-ATL',runways:1,longest:9842,elev:98,country:'CO',continent:'SA',lat:10.8896,lon:-74.7808})
+CREATE (a592:airport {id:'592',code:'CTG',icao:'SKCG',city:'Cartagena',desc:'Rafael Nuñez International Airport',region:'CO-BOL',runways:1,longest:8530,elev:4,country:'CO',continent:'SA',lat:10.4424,lon:-75.513})
+CREATE (a593:airport {id:'593',code:'CLO',icao:'SKCL',city:'Cali',desc:'Alfonso Bonilla Aragon International Airport',region:'CO-VAC',runways:1,longest:9842,elev:3162,country:'CO',continent:'SA',lat:3.54322,lon:-76.3816})
+CREATE (a594:airport {id:'594',code:'MDE',icao:'SKRG',city:'Rionegro',desc:'Jose Maria Córdova International Airport',region:'CO-ANT',runways:1,longest:11483,elev:6955,country:'CO',continent:'SA',lat:6.16454,lon:-75.4231})
+CREATE (a595:airport {id:'595',code:'LPB',icao:'SLLP',city:'La Paz / El Alto',desc:'El Alto International Airport',region:'BO-L',runways:2,longest:13123,elev:13355,country:'BO',continent:'SA',lat:-16.5132999420166,lon:-68.1922988891602})
+CREATE (a596:airport {id:'596',code:'BLA',icao:'SVBC',city:'Barcelona',desc:'General Jose Antonio Anzoategui International Airport',region:'VE-B',runways:2,longest:9840,elev:26,country:'VE',continent:'SA',lat:10.1070995330811,lon:-64.6892013549805})
+CREATE (a597:airport {id:'597',code:'MAR',icao:'SVMC',city:'Maracaibo',desc:'La Chinita International Airport',region:'VE-V',runways:2,longest:9843,elev:239,country:'VE',continent:'SA',lat:10.5582084656,lon:-71.7278594971})
+CREATE (a598:airport {id:'598',code:'GEO',icao:'SYCJ',city:'Georgetown',desc:'Cheddi Jagan International Airport',region:'GY-DE',runways:2,longest:7448,elev:95,country:'GY',continent:'SA',lat:6.4985499382019,lon:-58.2541007995605})
+CREATE (a599:airport {id:'599',code:'FDF',icao:'TFFF',city:'Fort-de-France',desc:'Martinique Aimé Césaire International Airport',region:'MQ-U-A',runways:1,longest:10826,elev:16,country:'MQ',continent:'NA',lat:14.5909996032715,lon:-61.0032005310059})
+CREATE (a600:airport {id:'600',code:'PTP',icao:'TFFR',city:'Pointe-à-Pitre Le Raizet',desc:'Pointe-à-Pitre Le Raizet',region:'GP-U-A',runways:1,longest:11499,elev:36,country:'GP',continent:'NA',lat:16.2653007507324,lon:-61.5317993164062})
+CREATE (a601:airport {id:'601',code:'GND',icao:'TGPY',city:'Saint George\'s',desc:'Point Salines International Airport',region:'GD-GE',runways:1,longest:9003,elev:41,country:'GD',continent:'NA',lat:12.0041999816895,lon:-61.7862014770508})
+CREATE (a602:airport {id:'602',code:'STX',icao:'TISX',city:'Christiansted',desc:'Henry E Rohlsen Airport',region:'VI-U-A',runways:1,longest:10004,elev:74,country:'VI',continent:'NA',lat:17.7019004821777,lon:-64.7985992431641})
+CREATE (a603:airport {id:'603',code:'SKB',icao:'TKPK',city:'Basseterre',desc:'Robert L. Bradshaw International Airport',region:'KN-U-A',runways:1,longest:7602,elev:170,country:'KN',continent:'NA',lat:17.3111991882324,lon:-62.7187004089355})
+CREATE (a604:airport {id:'604',code:'DKR',icao:'GOOY',city:'Dakar',desc:'Léopold Sédar Senghor International Airport',region:'SN-DK',runways:2,longest:11450,elev:85,country:'SN',continent:'AF',lat:14.7397003173828,lon:-17.4902000427246})
+CREATE (a605:airport {id:'605',code:'BUR',icao:'KBUR',city:'Burbank',desc:'Bob Hope Airport',region:'US-CA',runways:2,longest:6886,elev:778,country:'US',continent:'NA',lat:34.2006988525391,lon:-118.359001159668})
+CREATE (a606:airport {id:'606',code:'AZS',icao:'MDCY',city:'Samana',desc:'Samaná El Catey International Airport',region:'DO-20',runways:1,longest:9843,elev:30,country:'DO',continent:'NA',lat:19.2670001984,lon:-69.7419967651})
+CREATE (a607:airport {id:'607',code:'PSE',icao:'TJPS',city:'Ponce',desc:'Mercedita Airport',region:'PR-U-A',runways:1,longest:6904,elev:29,country:'PR',continent:'NA',lat:18.00830078125,lon:-66.5630035400391})
+CREATE (a608:airport {id:'608',code:'ACY',icao:'KACY',city:'Atlantic City',desc:'Atlantic City International Airport',region:'US-NJ',runways:2,longest:10000,elev:75,country:'US',continent:'NA',lat:39.4575996398926,lon:-74.5772018432617})
+CREATE (a609:airport {id:'609',code:'ABE',icao:'KABE',city:'Allentown',desc:'Lehigh Valley International Airport',region:'US-PA',runways:2,longest:7600,elev:393,country:'US',continent:'NA',lat:40.652099609375,lon:-75.440803527832})
+CREATE (a610:airport {id:'610',code:'ABY',icao:'KABY',city:'Albany',desc:'Southwest Georgia Regional Airport',region:'US-GA',runways:2,longest:6601,elev:197,country:'US',continent:'NA',lat:31.5354995727539,lon:-84.1945037841797})
+CREATE (a611:airport {id:'611',code:'ATW',icao:'KATW',city:'Appleton',desc:'Appleton International Airport',region:'US-WI',runways:2,longest:8002,elev:918,country:'US',continent:'NA',lat:44.2580986023,lon:-88.5190963745})
+CREATE (a612:airport {id:'612',code:'AVP',icao:'KAVP',city:'Wilkes-Barre/Scranton',desc:'Wilkes Barre Scranton International Airport',region:'US-PA',runways:2,longest:7501,elev:962,country:'US',continent:'NA',lat:41.3385009766,lon:-75.7233963013})
+CREATE (a613:airport {id:'613',code:'AZO',icao:'KAZO',city:'Kalamazoo',desc:'Kalamazoo Battle Creek International Airport',region:'US-MI',runways:3,longest:6500,elev:874,country:'US',continent:'NA',lat:42.2349014282227,lon:-85.5521011352539})
+CREATE (a614:airport {id:'614',code:'BQK',icao:'KBQK',city:'Brunswick',desc:'Brunswick Golden Isles Airport',region:'US-GA',runways:1,longest:8001,elev:26,country:'US',continent:'NA',lat:31.2588005065918,lon:-81.4664993286133})
+CREATE (a615:airport {id:'615',code:'CHO',icao:'KCHO',city:'Charlottesville',desc:'Charlottesville Albemarle Airport',region:'US-VA',runways:1,longest:6001,elev:639,country:'US',continent:'NA',lat:38.138599395752,lon:-78.4529037475586})
+CREATE (a616:airport {id:'616',code:'CSG',icao:'KCSG',city:'Columbus',desc:'Columbus Metropolitan Airport',region:'US-GA',runways:2,longest:6997,elev:397,country:'US',continent:'NA',lat:32.516300201416,lon:-84.9389038085938})
+CREATE (a617:airport {id:'617',code:'DAB',icao:'KDAB',city:'Daytona Beach',desc:'Daytona Beach International Airport',region:'US-FL',runways:3,longest:10500,elev:34,country:'US',continent:'NA',lat:29.1798992156982,lon:-81.0580978393555})
+CREATE (a618:airport {id:'618',code:'DHN',icao:'KDHN',city:'Dothan',desc:'Dothan Regional Airport',region:'US-AL',runways:2,longest:8498,elev:401,country:'US',continent:'NA',lat:31.3213005065918,lon:-85.4496002197266})
+CREATE (a619:airport {id:'619',code:'EWN',icao:'KEWN',city:'New Bern',desc:'Coastal Carolina Regional Airport',region:'US-NC',runways:2,longest:6004,elev:18,country:'US',continent:'NA',lat:35.0730018616,lon:-77.0429000854})
+CREATE (a620:airport {id:'620',code:'FNT',icao:'KFNT',city:'Flint',desc:'Bishop International Airport',region:'US-MI',runways:2,longest:7849,elev:782,country:'US',continent:'NA',lat:42.9654006958008,lon:-83.7435989379883})
+CREATE (a621:airport {id:'621',code:'GTR',icao:'KGTR',city:'Columbus/W Point/Starkville',desc:'Golden Triangle Regional Airport',region:'US-MS',runways:1,longest:8002,elev:264,country:'US',continent:'NA',lat:33.4502983093,lon:-88.5914001465})
+CREATE (a622:airport {id:'622',code:'LWB',icao:'KLWB',city:'Lewisburg',desc:'Greenbrier Valley Airport',region:'US-WV',runways:1,longest:7004,elev:2302,country:'US',continent:'NA',lat:37.8582992554,lon:-80.3994979858})
+CREATE (a623:airport {id:'623',code:'MBS',icao:'KMBS',city:'Saginaw',desc:'MBS International Airport',region:'US-MI',runways:2,longest:8002,elev:668,country:'US',continent:'NA',lat:43.532901763916,lon:-84.0795974731445})
+CREATE (a624:airport {id:'624',code:'MCN',icao:'KMCN',city:'Macon',desc:'Middle Georgia Regional Airport',region:'US-GA',runways:2,longest:6501,elev:354,country:'US',continent:'NA',lat:32.692798614502,lon:-83.6492004394531})
+CREATE (a625:airport {id:'625',code:'MEI',icao:'KMEI',city:'Meridian',desc:'Key Field',region:'US-MS',runways:2,longest:10003,elev:297,country:'US',continent:'NA',lat:32.3325996398926,lon:-88.7518997192383})
+CREATE (a626:airport {id:'626',code:'MLB',icao:'KMLB',city:'Melbourne',desc:'Melbourne International Airport',region:'US-FL',runways:3,longest:10181,elev:33,country:'US',continent:'NA',lat:28.1028003692627,lon:-80.6453018188477})
+CREATE (a627:airport {id:'627',code:'MSL',icao:'KMSL',city:'Muscle Shoals',desc:'Northwest Alabama Regional Airport',region:'US-AL',runways:2,longest:6693,elev:551,country:'US',continent:'NA',lat:34.74530029,lon:-87.61019897})
+CREATE (a628:airport {id:'628',code:'PHF',icao:'KPHF',city:'Newport News',desc:'Newport News Williamsburg International Airport',region:'US-VA',runways:2,longest:8003,elev:42,country:'US',continent:'NA',lat:37.13190079,lon:-76.49299622})
+CREATE (a629:airport {id:'629',code:'PIB',icao:'KPIB',city:'Hattiesburg/Laurel',desc:'Hattiesburg Laurel Regional Airport',region:'US-MS',runways:1,longest:6501,elev:298,country:'US',continent:'NA',lat:31.4671001434326,lon:-89.3370971679688})
+CREATE (a630:airport {id:'630',code:'SBN',icao:'KSBN',city:'South Bend',desc:'South Bend Regional Airport',region:'US-IN',runways:3,longest:8412,elev:799,country:'US',continent:'NA',lat:41.7086982727051,lon:-86.3172988891602})
+CREATE (a631:airport {id:'631',code:'TRI',icao:'KTRI',city:'Bristol/Johnson/Kingsport',desc:'Tri Cities Regional Tn Va Airport',region:'US-TN',runways:2,longest:8030,elev:1519,country:'US',continent:'NA',lat:36.4752006530762,lon:-82.4074020385742})
+CREATE (a632:airport {id:'632',code:'TTN',icao:'KTTN',city:'Trenton',desc:'Trenton Mercer Airport',region:'US-NJ',runways:2,longest:6006,elev:213,country:'US',continent:'NA',lat:40.2766990661621,lon:-74.8134994506836})
+CREATE (a633:airport {id:'633',code:'TUP',icao:'KTUP',city:'Tupelo',desc:'Tupelo Regional Airport',region:'US-MS',runways:1,longest:6500,elev:346,country:'US',continent:'NA',lat:34.2681007385254,lon:-88.7698974609375})
+CREATE (a634:airport {id:'634',code:'VLD',icao:'KVLD',city:'Valdosta',desc:'Valdosta Regional Airport',region:'US-GA',runways:3,longest:6302,elev:203,country:'US',continent:'NA',lat:30.7824993133545,lon:-83.2767028808594})
+CREATE (a635:airport {id:'635',code:'KIR',icao:'EIKY',city:'Killarney',desc:'Kerry Airport',region:'IE-KY',runways:2,longest:6562,elev:112,country:'IE',continent:'EU',lat:52.1809005737305,lon:-9.52377986907959})
+CREATE (a636:airport {id:'636',code:'KTW',icao:'EPKT',city:'Katowice',desc:'Katowice International Airport',region:'PL-SL',runways:1,longest:9183,elev:995,country:'PL',continent:'EU',lat:50.4743003845,lon:19.0799999237})
+CREATE (a637:airport {id:'637',code:'LUZ',icao:'EPLB',city:'Lublin',desc:'Lublin Airport',region:'PL-U-A',runways:1,longest:8268,elev:633,country:'PL',continent:'EU',lat:51.240278,lon:22.713611})
+CREATE (a638:airport {id:'638',code:'PPT',icao:'NTAA',city:'Papeete',desc:'Tahiti Faa\'a International Airport',region:'PF-U-A',runways:1,longest:11360,elev:5,country:'PF',continent:'OC',lat:-17.5536994934,lon:-149.606994629})
+CREATE (a639:airport {id:'639',code:'LNY',icao:'PHNY',city:'Lanai City',desc:'Lanai Airport',region:'US-HI',runways:1,longest:5001,elev:1308,country:'US',continent:'NA',lat:20.7856006622314,lon:-156.95100402832})
+CREATE (a640:airport {id:'640',code:'KOA',icao:'PHKO',city:'Kailua/Kona',desc:'Kona International At Keahole Airport',region:'US-HI',runways:1,longest:11000,elev:47,country:'US',continent:'NA',lat:19.7388000488281,lon:-156.046005249023})
+CREATE (a641:airport {id:'641',code:'APW',icao:'NSFA',city:'Apia',desc:'Faleolo International Airport',region:'WS-AA',runways:1,longest:9843,elev:58,country:'WS',continent:'OC',lat:-13.8299999237061,lon:-172.007995605469})
+CREATE (a642:airport {id:'642',code:'PPG',icao:'NSTU',city:'Pago Pago',desc:'Pago Pago International Airport',region:'AS-U-A',runways:2,longest:10000,elev:32,country:'AS',continent:'OC',lat:-14.3310003281,lon:-170.710006714})
+CREATE (a643:airport {id:'643',code:'MAJ',icao:'PKMJ',city:'Majuro Atoll',desc:'Marshall Islands International Airport',region:'MH-MAJ',runways:1,longest:7897,elev:6,country:'MH',continent:'OC',lat:7.06476020812988,lon:171.272003173828})
+CREATE (a644:airport {id:'644',code:'CXI',icao:'PLCH',city:'Banana',desc:'Kiritimati (Christmas Island) - Cassidy International Airport',region:'KI-L',runways:1,longest:6900,elev:5,country:'KI',continent:'OC',lat:1.98616003990173,lon:-157.350006103516})
+CREATE (a645:airport {id:'645',code:'TRW',icao:'NGTA',city:'Tarawa',desc:'Bonriki International Airport',region:'KI-G',runways:1,longest:6598,elev:9,country:'KI',continent:'OC',lat:1.38163995742798,lon:173.147003173828})
+CREATE (a646:airport {id:'646',code:'INU',icao:'ANYN',city:'Yaren District',desc:'Nauru International Airport',region:'NR-14',runways:1,longest:7054,elev:22,country:'NR',continent:'OC',lat:-0.547458,lon:166.919006})
+CREATE (a647:airport {id:'647',code:'JHM',icao:'PHJH',city:'Lahaina',desc:'Kapalua Airport',region:'US-HI',runways:1,longest:3000,elev:256,country:'US',continent:'NA',lat:20.9629001617432,lon:-156.673004150391})
+CREATE (a648:airport {id:'648',code:'MKK',icao:'PHMK',city:'Kaunakakai',desc:'Molokai Airport',region:'US-HI',runways:2,longest:4494,elev:454,country:'US',continent:'NA',lat:21.1529006958008,lon:-157.095993041992})
+CREATE (a649:airport {id:'649',code:'YXU',icao:'CYXU',city:'London',desc:'London Airport',region:'CA-ON',runways:2,longest:8800,elev:912,country:'CA',continent:'NA',lat:43.0355987549,lon:-81.1539001465})
+CREATE (a650:airport {id:'650',code:'ALO',icao:'KALO',city:'Waterloo',desc:'Waterloo Regional Airport',region:'US-IA',runways:3,longest:8400,elev:873,country:'US',continent:'NA',lat:42.5570983886719,lon:-92.4002990722656})
+CREATE (a651:airport {id:'651',code:'SUX',icao:'KSUX',city:'Sioux City',desc:'Sioux Gateway Col. Bud Day Field',region:'US-IA',runways:2,longest:9002,elev:1098,country:'US',continent:'NA',lat:42.40259933,lon:-96.38439941})
+CREATE (a652:airport {id:'652',code:'YKF',icao:'CYKF',city:'Kitchener',desc:'Waterloo Airport',region:'CA-ON',runways:2,longest:7002,elev:1055,country:'CA',continent:'NA',lat:43.4608001709,lon:-80.3786010742})
+CREATE (a653:airport {id:'653',code:'VNO',icao:'EYVI',city:'Vilnius',desc:'Vilnius International Airport',region:'LT-VL',runways:1,longest:8251,elev:646,country:'LT',continent:'EU',lat:54.6341018676758,lon:25.2858009338379})
+CREATE (a654:airport {id:'654',code:'AGR',icao:'VIAG',city:'Agra',desc:'Agra Airport',region:'IN-UP',runways:2,longest:9000,elev:551,country:'IN',continent:'AS',lat:27.1557998657227,lon:77.9608993530273})
+CREATE (a655:airport {id:'655',code:'HJR',icao:'VAKJ',city:'Khajuraho',desc:'Khajuraho Airport',region:'IN-MP',runways:1,longest:7460,elev:728,country:'IN',continent:'AS',lat:24.817199707,lon:79.9186019897})
+CREATE (a656:airport {id:'656',code:'VNS',icao:'VIBN',city:'Varanasi',desc:'Lal Bahadur Shastri Airport',region:'IN-UP',runways:1,longest:7238,elev:266,country:'IN',continent:'AS',lat:25.4524002075,lon:82.8592987061})
+CREATE (a657:airport {id:'657',code:'VVO',icao:'UHWW',city:'Vladivostok',desc:'Vladivostok International Airport',region:'RU-PRI',runways:4,longest:11483,elev:46,country:'RU',continent:'AS',lat:43.398998260498,lon:132.147994995117})
+CREATE (a658:airport {id:'658',code:'BOJ',icao:'LBBG',city:'Burgas',desc:'Burgas Airport',region:'BG-02',runways:1,longest:10499,elev:135,country:'BG',continent:'EU',lat:42.5695991516113,lon:27.5151996612549})
+CREATE (a659:airport {id:'659',code:'IXE',icao:'VOML',city:'Mangalore',desc:'Mangalore International Airport',region:'IN-KA',runways:2,longest:5300,elev:337,country:'IN',continent:'AS',lat:12.9612998962,lon:74.8900985718})
+CREATE (a660:airport {id:'660',code:'REU',icao:'LERS',city:'Reus',desc:'Reus Air Base',region:'ES-CT',runways:2,longest:8054,elev:233,country:'ES',continent:'EU',lat:41.1473999023438,lon:1.16717004776001})
+CREATE (a661:airport {id:'661',code:'BZR',icao:'LFMU',city:'Béziers/Vias',desc:'Béziers-Vias Airport',region:'FR-K',runways:1,longest:5971,elev:56,country:'FR',continent:'EU',lat:43.3235015869141,lon:3.35389995574951})
+CREATE (a662:airport {id:'662',code:'AMD',icao:'VAAH',city:'Ahmedabad',desc:'Sardar Vallabhbhai Patel International Airport',region:'IN-GJ',runways:1,longest:11447,elev:189,country:'IN',continent:'AS',lat:23.0771999359,lon:72.6346969604})
+CREATE (a663:airport {id:'663',code:'JDH',icao:'VIJO',city:'Jodhpur',desc:'Jodhpur Airport',region:'IN-RJ',runways:1,longest:9005,elev:717,country:'IN',continent:'AS',lat:26.2511005401611,lon:73.0488967895508})
+CREATE (a664:airport {id:'664',code:'PNQ',icao:'VAPO',city:'Pune',desc:'Pune Airport',region:'IN-MM',runways:2,longest:8329,elev:1942,country:'IN',continent:'AS',lat:18.5820999145508,lon:73.9197006225586})
+CREATE (a665:airport {id:'665',code:'SZX',icao:'ZGSZ',city:'Shenzhen',desc:'Shenzhen Bao\'an International Airport',region:'CN-44',runways:1,longest:11155,elev:13,country:'CN',continent:'AS',lat:22.6392993927002,lon:113.810997009277})
+CREATE (a666:airport {id:'666',code:'HIJ',icao:'RJOA',city:'Hiroshima',desc:'Hiroshima Airport',region:'JP-34',runways:1,longest:9842,elev:1088,country:'JP',continent:'AS',lat:34.4361000061,lon:132.919006348})
+CREATE (a667:airport {id:'667',code:'DIL',icao:'WPDL',city:'Dili',desc:'Presidente Nicolau Lobato International Airport',region:'TL-DI',runways:1,longest:6065,elev:154,country:'TL',continent:'AS',lat:-8.54640007019,lon:125.526000977})
+CREATE (a668:airport {id:'668',code:'TSN',icao:'ZBTJ',city:'Tianjin',desc:'Tianjin Binhai International Airport',region:'CN-12',runways:1,longest:10499,elev:10,country:'CN',continent:'AS',lat:39.1244010925,lon:117.346000671})
+CREATE (a669:airport {id:'669',code:'CSX',icao:'ZGHA',city:'Changsha',desc:'Changsha Huanghua International Airport',region:'CN-43',runways:1,longest:8530,elev:217,country:'CN',continent:'AS',lat:28.1891994476,lon:113.220001221})
+CREATE (a670:airport {id:'670',code:'PEN',icao:'WMKP',city:'Penang',desc:'Penang International Airport',region:'MY-07',runways:1,longest:10997,elev:11,country:'MY',continent:'AS',lat:5.29714012145996,lon:100.277000427246})
+CREATE (a671:airport {id:'671',code:'WUH',icao:'ZHHH',city:'Wuhan',desc:'Wuhan Tianhe International Airport',region:'CN-42',runways:1,longest:11155,elev:113,country:'CN',continent:'AS',lat:30.7838001251221,lon:114.208000183105})
+CREATE (a672:airport {id:'672',code:'HAK',icao:'ZJHK',city:'Haikou',desc:'Haikou Meilan International Airport',region:'CN-46',runways:1,longest:11811,elev:75,country:'CN',continent:'AS',lat:19.9349002838135,lon:110.458999633789})
+CREATE (a673:airport {id:'673',code:'KMG',icao:'ZPPP',city:'Kunming',desc:'Kunming Wujiaba International Airport',region:'CN-53',runways:1,longest:11155,elev:6217,country:'CN',continent:'AS',lat:24.9923992156982,lon:102.744003295898})
+CREATE (a674:airport {id:'674',code:'FOC',icao:'ZSFZ',city:'Fuzhou',desc:'Fuzhou Changle International Airport',region:'CN-35',runways:1,longest:11841,elev:46,country:'CN',continent:'AS',lat:25.9351005554199,lon:119.66300201416})
+CREATE (a675:airport {id:'675',code:'NGB',icao:'ZSNB',city:'Ningbo',desc:'Ningbo Lishe International Airport',region:'CN-33',runways:1,longest:10499,elev:13,country:'CN',continent:'AS',lat:29.8267002105713,lon:121.46199798584})
+CREATE (a676:airport {id:'676',code:'TAO',icao:'ZSQD',city:'Qingdao',desc:'Liuting Airport',region:'CN-37',runways:1,longest:11155,elev:33,country:'CN',continent:'AS',lat:36.2661018372,lon:120.374000549})
+CREATE (a677:airport {id:'677',code:'CKG',icao:'ZUCK',city:'Chongqing',desc:'Chongqing Jiangbei International Airport',region:'CN-50',runways:1,longest:10499,elev:1365,country:'CN',continent:'AS',lat:29.7192001342773,lon:106.641998291016})
+CREATE (a678:airport {id:'678',code:'KWE',icao:'ZUGY',city:'Guiyang',desc:'Longdongbao Airport',region:'CN-52',runways:1,longest:10500,elev:3736,country:'CN',continent:'AS',lat:26.5384998321533,lon:106.801002502441})
+CREATE (a679:airport {id:'679',code:'NNG',icao:'ZGNN',city:'Nanning',desc:'Nanning Wuxu Airport',region:'CN-45',runways:1,longest:8858,elev:421,country:'CN',continent:'AS',lat:22.6082992553711,lon:108.171997070312})
+CREATE (a680:airport {id:'680',code:'KOJ',icao:'RJFK',city:'Kagoshima',desc:'Kagoshima Airport',region:'JP-46',runways:1,longest:9840,elev:906,country:'JP',continent:'AS',lat:31.8034000396729,lon:130.718994140625})
+CREATE (a681:airport {id:'681',code:'OIT',icao:'RJFO',city:'Oita',desc:'Oita Airport',region:'JP-44',runways:1,longest:9840,elev:19,country:'JP',continent:'AS',lat:33.4794006348,lon:131.736999512})
+CREATE (a682:airport {id:'682',code:'KMQ',icao:'RJNK',city:'Kanazawa',desc:'Komatsu Airport',region:'JP-17',runways:2,longest:8876,elev:36,country:'JP',continent:'AS',lat:36.3945999145508,lon:136.406997680664})
+CREATE (a683:airport {id:'683',code:'YGJ',icao:'RJOH',city:'Yonago',desc:'Miho Yonago Airport',region:'JP-32',runways:1,longest:6560,elev:20,country:'JP',continent:'AS',lat:35.4921989440918,lon:133.235992431641})
+CREATE (a684:airport {id:'684',code:'MYJ',icao:'RJOM',city:'Matsuyama',desc:'Matsuyama Airport',region:'JP-38',runways:1,longest:8200,elev:25,country:'JP',continent:'AS',lat:33.8272018432617,lon:132.699996948242})
+CREATE (a685:airport {id:'685',code:'TAK',icao:'RJOT',city:'Takamatsu',desc:'Takamatsu Airport',region:'JP-37',runways:1,longest:8200,elev:607,country:'JP',continent:'AS',lat:34.2141990662,lon:134.01600647})
+CREATE (a686:airport {id:'686',code:'KIJ',icao:'RJSN',city:'Niigata',desc:'Niigata Airport',region:'JP-15',runways:2,longest:8200,elev:29,country:'JP',continent:'AS',lat:37.9558982849,lon:139.121002197})
+CREATE (a687:airport {id:'687',code:'SDJ',icao:'RJSS',city:'Sendai',desc:'Sendai Airport',region:'JP-04',runways:2,longest:9842,elev:15,country:'JP',continent:'AS',lat:38.1397018433,lon:140.917007446})
+CREATE (a688:airport {id:'688',code:'CJU',icao:'RKPC',city:'Jeju City',desc:'Jeju International Airport',region:'KR-49',runways:2,longest:9843,elev:118,country:'KR',continent:'AS',lat:33.5112991333008,lon:126.49299621582})
+CREATE (a689:airport {id:'689',code:'PUS',icao:'RKPK',city:'Busan',desc:'Gimhae International Airport',region:'KR-26',runways:2,longest:10499,elev:6,country:'KR',continent:'AS',lat:35.1795005798,lon:128.93800354})
+CREATE (a690:airport {id:'690',code:'OKA',icao:'ROAH',city:'Naha',desc:'Naha Airport',region:'JP-47',runways:1,longest:9840,elev:12,country:'JP',continent:'AS',lat:26.1958007812,lon:127.646003723})
+CREATE (a691:airport {id:'691',code:'SPN',icao:'PGSN',city:'Saipan Island',desc:'Saipan International Airport',region:'MP-U-A',runways:1,longest:8700,elev:215,country:'MP',continent:'OC',lat:15.1190004349,lon:145.729003906})
+CREATE (a692:airport {id:'692',code:'ROR',icao:'PTRO',city:'Babelthuap Island',desc:'Babelthuap Airport',region:'PW-004',runways:1,longest:7200,elev:176,country:'PW',continent:'OC',lat:7.36765003204346,lon:134.544006347656})
+CREATE (a693:airport {id:'693',code:'RGN',icao:'VYYY',city:'Yangon',desc:'Yangon International Airport',region:'MM-06',runways:1,longest:11200,elev:109,country:'MM',continent:'AS',lat:16.9073009491,lon:96.1332015991})
+CREATE (a694:airport {id:'694',code:'DMK',icao:'VTBD',city:'Bangkok',desc:'Don Mueang International Airport',region:'TH-10',runways:2,longest:12139,elev:9,country:'TH',continent:'AS',lat:13.9125995636,lon:100.607002258})
+CREATE (a695:airport {id:'695',code:'CNX',icao:'VTCC',city:'Chiang Mai',desc:'Chiang Mai International Airport',region:'TH-50',runways:1,longest:10171,elev:1036,country:'TH',continent:'AS',lat:18.7667999268,lon:98.962600708})
+CREATE (a696:airport {id:'696',code:'KBV',icao:'VTSG',city:'Krabi',desc:'Krabi Airport',region:'TH-81',runways:1,longest:9842,elev:82,country:'TH',continent:'AS',lat:8.09912014008,lon:98.9861984253})
+CREATE (a697:airport {id:'697',code:'USM',icao:'VTSM',city:'Na Thon (Ko Samui Island)',desc:'Samui Airport',region:'TH-80',runways:1,longest:6759,elev:64,country:'TH',continent:'AS',lat:9.54778957367,lon:100.06199646})
+CREATE (a698:airport {id:'698',code:'HDY',icao:'VTSS',city:'Hat Yai',desc:'Hat Yai International Airport',region:'TH-90',runways:1,longest:10007,elev:90,country:'TH',continent:'AS',lat:6.93320989609,lon:100.392997742})
+CREATE (a699:airport {id:'699',code:'DAD',icao:'VVDN',city:'Da Nang',desc:'Da Nang International Airport',region:'VN-60',runways:2,longest:10000,elev:33,country:'VN',continent:'AS',lat:16.0438995361328,lon:108.198997497559})
+CREATE (a700:airport {id:'700',code:'BWN',icao:'WBSB',city:'Bandar Seri Begawan',desc:'Brunei International Airport',region:'BN-BM',runways:1,longest:12000,elev:73,country:'BN',continent:'AS',lat:4.94420003890991,lon:114.928001403809})
+CREATE (a701:airport {id:'701',code:'CEB',icao:'RPVM',city:'Lapu-Lapu City',desc:'Mactan Cebu International Airport',region:'PH-CEB',runways:1,longest:10827,elev:31,country:'PH',continent:'AS',lat:10.3074998855591,lon:123.978996276855})
+CREATE (a702:airport {id:'702',code:'ULN',icao:'ZMUB',city:'Ulaanbaatar',desc:'Chinggis Khaan International Airport',region:'MN-1',runways:2,longest:10170,elev:4364,country:'MN',continent:'AS',lat:47.8431015014648,lon:106.766998291016})
+CREATE (a703:airport {id:'703',code:'MFM',icao:'VMMC',city:'Taipa',desc:'Macau International Airport',region:'MO-U-A',runways:1,longest:10544,elev:20,country:'MO',continent:'AS',lat:22.1495990753174,lon:113.592002868652})
+CREATE (a704:airport {id:'704',code:'BPN',icao:'WALL',city:'Kotamadya Balikpapan',desc:'Sultan Aji Muhamad Sulaiman Airport',region:'ID-KI',runways:1,longest:8185,elev:12,country:'ID',continent:'AS',lat:-1.26827001572,lon:116.893997192})
+CREATE (a705:airport {id:'705',code:'BKI',icao:'WBKK',city:'Kota Kinabalu',desc:'Kota Kinabalu International Airport',region:'MY-12',runways:1,longest:9800,elev:10,country:'MY',continent:'AS',lat:5.93721008300781,lon:116.051002502441})
+CREATE (a706:airport {id:'706',code:'CRK',icao:'RPLC',city:'Angeles City',desc:'Clark International Airport',region:'PH-PAM',runways:2,longest:10499,elev:484,country:'PH',continent:'AS',lat:15.1859998703,lon:120.559997559})
+CREATE (a707:airport {id:'707',code:'KBR',icao:'WMKC',city:'Kota Baharu',desc:'Sultan Ismail Petra Airport',region:'MY-03',runways:1,longest:6982,elev:16,country:'MY',continent:'AS',lat:6.16685009002686,lon:102.292999267578})
+CREATE (a708:airport {id:'708',code:'ILO',icao:'RPVI',city:'Iloilo City',desc:'Iloilo International Airport',region:'PH-ILI',runways:1,longest:6890,elev:27,country:'PH',continent:'AS',lat:10.833017,lon:122.493358})
+CREATE (a709:airport {id:'709',code:'REP',icao:'VDSR',city:'Siem Reap',desc:'Siem Reap International Airport',region:'KH-17',runways:1,longest:8366,elev:60,country:'KH',continent:'AS',lat:13.4106998444,lon:103.81300354})
+CREATE (a710:airport {id:'710',code:'KHV',icao:'UHHH',city:'Khabarovsk',desc:'Khabarovsk-Novy Airport',region:'RU-KHA',runways:2,longest:13124,elev:244,country:'RU',continent:'AS',lat:48.5279998779297,lon:135.188003540039})
+CREATE (a711:airport {id:'711',code:'UUS',icao:'UHSS',city:'Yuzhno-Sakhalinsk',desc:'Yuzhno-Sakhalinsk Airport',region:'RU-SAK',runways:1,longest:11155,elev:59,country:'RU',continent:'AS',lat:46.8886985778809,lon:142.718002319336})
+CREATE (a712:airport {id:'712',code:'CGQ',icao:'ZYCC',city:'Changchun',desc:'Longjia Airport',region:'CN-22',runways:1,longest:10500,elev:706,country:'CN',continent:'AS',lat:43.9962005615,lon:125.684997559})
+CREATE (a713:airport {id:'713',code:'DLC',icao:'ZYTL',city:'Dalian',desc:'Zhoushuizi Airport',region:'CN-21',runways:1,longest:10827,elev:107,country:'CN',continent:'AS',lat:38.9656982421875,lon:121.539001464844})
+CREATE (a714:airport {id:'714',code:'SHE',icao:'ZYTX',city:'Shenyang',desc:'Taoxian Airport',region:'CN-21',runways:1,longest:10499,elev:198,country:'CN',continent:'AS',lat:41.6398010253906,lon:123.483001708984})
+CREATE (a715:airport {id:'715',code:'KCH',icao:'WBGG',city:'Kuching',desc:'Kuching International Airport',region:'MY-13',runways:1,longest:8051,elev:89,country:'MY',continent:'AS',lat:1.48469996452332,lon:110.34700012207})
+CREATE (a716:airport {id:'716',code:'MYY',icao:'WBGR',city:'Miri',desc:'Miri Airport',region:'MY-13',runways:1,longest:9006,elev:59,country:'MY',continent:'AS',lat:4.3220100402832,lon:113.986999511719})
+CREATE (a717:airport {id:'717',code:'KUA',icao:'WMKD',city:'Kuantan',desc:'Kuantan Airport',region:'MY-06',runways:1,longest:9200,elev:58,country:'MY',continent:'AS',lat:3.77538990974426,lon:103.208999633789})
+CREATE (a718:airport {id:'718',code:'IPH',icao:'WMKI',city:'Ipoh',desc:'Sultan Azlan Shah Airport',region:'MY-08',runways:1,longest:5900,elev:130,country:'MY',continent:'AS',lat:4.56796979904175,lon:101.092002868652})
+CREATE (a719:airport {id:'719',code:'LGK',icao:'WMKL',city:'Langkawi',desc:'Langkawi International Airport',region:'MY-02',runways:1,longest:12500,elev:29,country:'MY',continent:'AS',lat:6.32973003387451,lon:99.7286987304688})
+CREATE (a720:airport {id:'720',code:'TGG',icao:'WMKN',city:'Kuala Terengganu',desc:'Sultan Mahmud Airport',region:'MY-11',runways:1,longest:6600,elev:21,country:'MY',continent:'AS',lat:5.38263988494873,lon:103.102996826172})
+CREATE (a721:airport {id:'721',code:'SZB',icao:'WMSA',city:'Kuala Lumpur Subang',desc:'Sultan Abdul Aziz Shah International Airport',region:'MY-10',runways:1,longest:12401,elev:90,country:'MY',continent:'AS',lat:3.13057994842529,lon:101.549003601074})
+CREATE (a722:airport {id:'722',code:'SHJ',icao:'OMSJ',city:'Sharjah',desc:'Sharjah International Airport',region:'AE-SH',runways:1,longest:13320,elev:111,country:'AE',continent:'AS',lat:25.3285999298096,lon:55.5172004699707})
+CREATE (a723:airport {id:'723',code:'ADE',icao:'OYAA',city:'Aden',desc:'Aden International Airport',region:'YE-AD',runways:1,longest:10171,elev:7,country:'YE',continent:'AS',lat:12.8295001983643,lon:45.0288009643555})
+CREATE (a724:airport {id:'724',code:'CJB',icao:'VOCB',city:'Coimbatore',desc:'Coimbatore International Airport',region:'IN-TN',runways:1,longest:8480,elev:1324,country:'IN',continent:'AS',lat:11.029999733,lon:77.0434036255})
+CREATE (a725:airport {id:'725',code:'COK',icao:'VOCI',city:'Cochin',desc:'Cochin International Airport',region:'IN-KL',runways:1,longest:11155,elev:30,country:'IN',continent:'AS',lat:10.1520004272,lon:76.4019012451})
+CREATE (a726:airport {id:'726',code:'VAR',icao:'LBWN',city:'Varna',desc:'Varna Airport',region:'BG-03',runways:1,longest:8202,elev:230,country:'BG',continent:'EU',lat:43.2321014404297,lon:27.8250999450684})
+CREATE (a727:airport {id:'727',code:'TRV',icao:'VOTV',city:'Trivandrum',desc:'Trivandrum International Airport',region:'IN-KL',runways:1,longest:11148,elev:15,country:'IN',continent:'AS',lat:8.48211956024,lon:76.9200973511})
+CREATE (a728:airport {id:'728',code:'DVO',icao:'RPMD',city:'Davao City',desc:'Francisco Bangoy International Airport',region:'PH-DAV',runways:1,longest:9842,elev:96,country:'PH',continent:'AS',lat:7.1255202293396,lon:125.646003723145})
+CREATE (a729:airport {id:'729',code:'VTE',icao:'VLVT',city:'Vientiane',desc:'Wattay International Airport',region:'LA-VT',runways:1,longest:9843,elev:564,country:'LA',continent:'AS',lat:17.9883003235,lon:102.56300354})
+CREATE (a730:airport {id:'730',code:'SUB',icao:'WARR',city:'Surabaya',desc:'Juanda International Airport',region:'ID-JI',runways:1,longest:9843,elev:9,country:'ID',continent:'AS',lat:-7.37982988357544,lon:112.787002563477})
+CREATE (a731:airport {id:'731',code:'BDO',icao:'WICC',city:'Bandung-Java Island',desc:'Husein Sastranegara International Airport',region:'ID-JB',runways:1,longest:7361,elev:2436,country:'ID',continent:'AS',lat:-6.90062999725342,lon:107.575996398926})
+CREATE (a732:airport {id:'732',code:'LOP',icao:'WADL',city:'Mataram',desc:'Bandara International Lombok Airport',region:'ID-NB',runways:1,longest:9000,elev:319,country:'ID',continent:'AS',lat:-8.757322,lon:116.276675})
+CREATE (a733:airport {id:'733',code:'KLO',icao:'RPVK',city:'Kalibo',desc:'Kalibo International Airport',region:'PH-AKL',runways:1,longest:7175,elev:14,country:'PH',continent:'AS',lat:11.679400444,lon:122.375999451})
+CREATE (a734:airport {id:'734',code:'PKU',icao:'WIBB',city:'Pekanbaru-Sumatra Island',desc:'Sultan Syarif Kasim Ii (Simpang Tiga) Airport',region:'ID-RI',runways:1,longest:7360,elev:102,country:'ID',continent:'AS',lat:0.460786014795303,lon:101.444999694824})
+CREATE (a735:airport {id:'735',code:'PLM',icao:'WIPP',city:'Palembang-Sumatra Island',desc:'Sultan Mahmud Badaruddin Ii Airport',region:'ID-SS',runways:1,longest:8202,elev:49,country:'ID',continent:'AS',lat:-2.89825010299683,lon:104.699996948242})
+CREATE (a736:airport {id:'736',code:'SOC',icao:'WARQ',city:'Sukarata(Solo)-Java Island',desc:'Adi Sumarmo Wiryokusumo Airport',region:'ID-JT',runways:1,longest:8530,elev:421,country:'ID',continent:'AS',lat:-7.51608991622925,lon:110.75700378418})
+CREATE (a737:airport {id:'737',code:'SRG',icao:'WARS',city:'Semarang-Java Island',desc:'Achmad Yani Airport',region:'ID-JT',runways:1,longest:6070,elev:10,country:'ID',continent:'AS',lat:-6.97273015975952,lon:110.375})
+CREATE (a738:airport {id:'738',code:'UPG',icao:'WAAA',city:'Ujung Pandang-Celebes Island',desc:'Hasanuddin International Airport',region:'ID-SN',runways:2,longest:8202,elev:47,country:'ID',continent:'AS',lat:-5.06162977218628,lon:119.554000854492})
+CREATE (a739:airport {id:'739',code:'TRZ',icao:'VOTR',city:'Tiruchirappally',desc:'Tiruchirapally Civil Airport Airport',region:'IN-TN',runways:2,longest:6115,elev:288,country:'IN',continent:'AS',lat:10.7653999328613,lon:78.7097015380859})
+CREATE (a740:airport {id:'740',code:'SAH',icao:'OYSN',city:'Sana\'a',desc:'Sana\'a International Airport',region:'YE-SN',runways:1,longest:10669,elev:7216,country:'YE',continent:'AS',lat:15.476300239563,lon:44.2196998596191})
+CREATE (a741:airport {id:'741',code:'JOG',icao:'WARJ',city:'Yogyakarta-Java Island',desc:'Adi Sutjipto International Airport',region:'ID-YO',runways:2,longest:7215,elev:350,country:'ID',continent:'AS',lat:-7.78817987442017,lon:110.431999206543})
+CREATE (a742:airport {id:'742',code:'DIU',icao:'VA1P',city:'Diu',desc:'Diu Airport',region:'IN-GJ',runways:2,longest:5980,elev:31,country:'IN',continent:'AS',lat:20.7131004333496,lon:70.9210968017578})
+CREATE (a743:airport {id:'743',code:'PBD',icao:'VAPR',city:'Porbandar',desc:'Porbandar Airport',region:'IN-GJ',runways:1,longest:4500,elev:23,country:'IN',continent:'AS',lat:21.6487007141,lon:69.6572036743})
+CREATE (a744:airport {id:'744',code:'NOU',icao:'NWWW',city:'Nouméa',desc:'La Tontouta International Airport',region:'NC-U-A',runways:1,longest:10663,elev:52,country:'NC',continent:'OC',lat:-22.0146007537842,lon:166.212997436523})
+CREATE (a745:airport {id:'745',code:'TSA',icao:'RCSS',city:'Taipei City',desc:'Taipei Songshan Airport',region:'TW-TPE',runways:1,longest:8547,elev:18,country:'TW',continent:'AS',lat:25.0694007873535,lon:121.552001953125})
+CREATE (a746:airport {id:'746',code:'SHM',icao:'RJBD',city:'Shirahama',desc:'Nanki Shirahama Airport',region:'JP-30',runways:2,longest:6560,elev:298,country:'JP',continent:'AS',lat:33.6622009277,lon:135.363998413})
+CREATE (a747:airport {id:'747',code:'UKB',icao:'RJBE',city:'Kobe',desc:'Kobe Airport',region:'JP-28',runways:1,longest:8202,elev:22,country:'JP',continent:'AS',lat:34.6328010559082,lon:135.223999023438})
+CREATE (a748:airport {id:'748',code:'OBO',icao:'RJCB',city:'Obihiro',desc:'Tokachi-Obihiro Airport',region:'JP-01',runways:1,longest:8202,elev:505,country:'JP',continent:'AS',lat:42.7332992554,lon:143.216995239})
+CREATE (a749:airport {id:'749',code:'HKD',icao:'RJCH',city:'Hakodate',desc:'Hakodate Airport',region:'JP-01',runways:1,longest:9842,elev:151,country:'JP',continent:'AS',lat:41.7700004578,lon:140.822006226})
+CREATE (a750:airport {id:'750',code:'KUH',icao:'RJCK',city:'Kushiro',desc:'Kushiro Airport',region:'JP-01',runways:1,longest:8202,elev:327,country:'JP',continent:'AS',lat:43.0410003662,lon:144.192993164})
+CREATE (a751:airport {id:'751',code:'MMB',icao:'RJCM',city:'Ōzora',desc:'Memanbetsu Airport',region:'JP-01',runways:1,longest:8202,elev:135,country:'JP',continent:'AS',lat:43.8805999756,lon:144.164001465})
+CREATE (a752:airport {id:'752',code:'SHB',icao:'RJCN',city:'Nakashibetsu',desc:'Nakashibetsu Airport',region:'JP-01',runways:1,longest:6560,elev:234,country:'JP',continent:'AS',lat:43.5774993896,lon:144.960006714})
+CREATE (a753:airport {id:'753',code:'WKJ',icao:'RJCW',city:'Wakkanai',desc:'Wakkanai Airport',region:'JP-01',runways:1,longest:6560,elev:30,country:'JP',continent:'AS',lat:45.4042015076,lon:141.800994873})
+CREATE (a754:airport {id:'754',code:'UBJ',icao:'RJDC',city:'Ube',desc:'Yamaguchi Ube Airport',region:'JP-35',runways:1,longest:8200,elev:23,country:'JP',continent:'AS',lat:33.9300003052,lon:131.279006958})
+CREATE (a755:airport {id:'755',code:'MBE',icao:'RJEB',city:'Monbetsu',desc:'Monbetsu Airport',region:'JP-01',runways:1,longest:6562,elev:80,country:'JP',continent:'AS',lat:44.3039016724,lon:143.404006958})
+CREATE (a756:airport {id:'756',code:'AKJ',icao:'RJEC',city:'Asahikawa / Hokkaidō',desc:'Asahikawa Airport',region:'JP-01',runways:1,longest:8200,elev:721,country:'JP',continent:'AS',lat:43.6707992553711,lon:142.447006225586})
+CREATE (a757:airport {id:'757',code:'KMI',icao:'RJFM',city:'Miyazaki',desc:'Miyazaki Airport',region:'JP-45',runways:1,longest:8200,elev:20,country:'JP',continent:'AS',lat:31.877199173,lon:131.449005127})
+CREATE (a758:airport {id:'758',code:'KKJ',icao:'RJFR',city:'Kitakyūshū',desc:'Kitakyūshū Airport',region:'JP-40',runways:1,longest:8202,elev:21,country:'JP',continent:'AS',lat:33.8459014893,lon:131.035003662})
+CREATE (a759:airport {id:'759',code:'HSG',icao:'RJFS',city:'Saga',desc:'Saga Airport',region:'JP-41',runways:1,longest:6562,elev:6,country:'JP',continent:'AS',lat:33.1497001648,lon:130.302001953})
+CREATE (a760:airport {id:'760',code:'KMJ',icao:'RJFT',city:'Kumamoto',desc:'Kumamoto Airport',region:'JP-43',runways:1,longest:9840,elev:642,country:'JP',continent:'AS',lat:32.8372993469238,lon:130.854995727539})
+CREATE (a761:airport {id:'761',code:'NGS',icao:'RJFU',city:'Nagasaki',desc:'Nagasaki Airport',region:'JP-42',runways:2,longest:9840,elev:15,country:'JP',continent:'AS',lat:32.9169006348,lon:129.914001465})
+CREATE (a762:airport {id:'762',code:'ASJ',icao:'RJKA',city:'Amami',desc:'Amami Airport',region:'JP-46',runways:1,longest:6560,elev:27,country:'JP',continent:'AS',lat:28.4305992126465,lon:129.712997436523})
+CREATE (a763:airport {id:'763',code:'TOY',icao:'RJNT',city:'Toyama',desc:'Toyama Airport',region:'JP-16',runways:1,longest:6562,elev:95,country:'JP',continent:'AS',lat:36.6483001708984,lon:137.188003540039})
+CREATE (a764:airport {id:'764',code:'NTQ',icao:'RJNW',city:'Wajima',desc:'Noto Airport',region:'JP-17',runways:1,longest:6562,elev:718,country:'JP',continent:'AS',lat:37.2930984497,lon:136.962005615})
+CREATE (a765:airport {id:'765',code:'OKJ',icao:'RJOB',city:'Okayama City',desc:'Okayama Airport',region:'JP-33',runways:1,longest:9843,elev:806,country:'JP',continent:'AS',lat:34.7569007874,lon:133.854995728})
+CREATE (a766:airport {id:'766',code:'IZO',icao:'RJOC',city:'Izumo',desc:'Izumo Airport',region:'JP-32',runways:1,longest:6562,elev:15,country:'JP',continent:'AS',lat:35.4136009216,lon:132.88999939})
+CREATE (a767:airport {id:'767',code:'KCZ',icao:'RJOK',city:'Nankoku',desc:'Kōchi Ryōma Airport',region:'JP-39',runways:1,longest:8203,elev:42,country:'JP',continent:'AS',lat:33.5461006165,lon:133.669006348})
+CREATE (a768:airport {id:'768',code:'TTJ',icao:'RJOR',city:'Tottori',desc:'Tottori Airport',region:'JP-31',runways:1,longest:6562,elev:65,country:'JP',continent:'AS',lat:35.5301017761,lon:134.167007446})
+CREATE (a769:airport {id:'769',code:'TKS',icao:'RJOS',city:'Tokushima',desc:'Tokushima Airport',region:'JP-36',runways:1,longest:6560,elev:26,country:'JP',continent:'AS',lat:34.1328010559,lon:134.606994629})
+CREATE (a770:airport {id:'770',code:'IWJ',icao:'RJOW',city:'Masuda',desc:'Iwami Airport',region:'JP-32',runways:1,longest:6562,elev:184,country:'JP',continent:'AS',lat:34.676399231,lon:131.789993286})
+CREATE (a771:airport {id:'771',code:'AOJ',icao:'RJSA',city:'Aomori',desc:'Aomori Airport',region:'JP-02',runways:1,longest:9846,elev:664,country:'JP',continent:'AS',lat:40.7346992492676,lon:140.690994262695})
+CREATE (a772:airport {id:'772',code:'GAJ',icao:'RJSC',city:'Yamagata',desc:'Yamagata Airport',region:'JP-06',runways:1,longest:6560,elev:353,country:'JP',continent:'AS',lat:38.4118995667,lon:140.371002197})
+CREATE (a773:airport {id:'773',code:'AXT',icao:'RJSK',city:'Akita',desc:'Akita Airport',region:'JP-05',runways:1,longest:8200,elev:313,country:'JP',continent:'AS',lat:39.6156005859375,lon:140.218994140625})
+CREATE (a774:airport {id:'774',code:'MSJ',icao:'RJSM',city:'Misawa',desc:'Misawa Air Base',region:'JP-02',runways:1,longest:10000,elev:119,country:'JP',continent:'AS',lat:40.7032012939,lon:141.367996216})
+CREATE (a775:airport {id:'775',code:'ONJ',icao:'RJSR',city:'Odate',desc:'Odate Noshiro Airport',region:'JP-05',runways:1,longest:6562,elev:292,country:'JP',continent:'AS',lat:40.1918983459,lon:140.371002197})
+CREATE (a776:airport {id:'776',code:'SYO',icao:'RJSY',city:'Shonai',desc:'Shonai Airport',region:'JP-06',runways:1,longest:6560,elev:86,country:'JP',continent:'AS',lat:38.8121986389,lon:139.787002563})
+CREATE (a777:airport {id:'777',code:'HAC',icao:'RJTH',city:'Hachijojima',desc:'Hachijojima Airport',region:'JP-13',runways:1,longest:6563,elev:303,country:'JP',continent:'AS',lat:33.1150016785,lon:139.785995483})
+CREATE (a778:airport {id:'778',code:'OIM',icao:'RJTO',city:'Izu Oshima',desc:'Oshima Airport',region:'JP-13',runways:1,longest:5905,elev:130,country:'JP',continent:'AS',lat:34.7820014954,lon:139.36000061})
+CREATE (a779:airport {id:'779',code:'GMP',icao:'RKSS',city:'Seoul',desc:'Gimpo International Airport',region:'KR-11',runways:2,longest:11811,elev:58,country:'KR',continent:'AS',lat:37.5583000183,lon:126.791000366})
+CREATE (a780:airport {id:'780',code:'ISG',icao:'ROIG',city:'Ishigaki',desc:'Ishigaki Airport',region:'JP-47',runways:1,longest:4920,elev:93,country:'JP',continent:'AS',lat:24.344499588,lon:124.18699646})
+CREATE (a781:airport {id:'781',code:'MMY',icao:'ROMY',city:'Miyako City',desc:'Miyako Airport',region:'JP-47',runways:1,longest:6560,elev:150,country:'JP',continent:'AS',lat:24.7828006744,lon:125.294998169})
+CREATE (a782:airport {id:'782',code:'SHA',icao:'ZSSS',city:'Shanghai',desc:'Shanghai Hongqiao International Airport',region:'CN-31',runways:1,longest:11154,elev:10,country:'CN',continent:'AS',lat:31.1979007720947,lon:121.335998535156})
+CREATE (a783:airport {id:'783',code:'FNI',icao:'LFTW',city:'Nîmes/Garons',desc:'Nîmes-Arles-Camargue Airport',region:'FR-K',runways:1,longest:8005,elev:309,country:'FR',continent:'EU',lat:43.7574005126953,lon:4.4163498878479})
+CREATE (a784:airport {id:'784',code:'CRL',icao:'EBCI',city:'Brussels',desc:'Brussels South Charleroi Airport',region:'BE-WHT',runways:1,longest:8366,elev:614,country:'BE',continent:'EU',lat:50.4592018127,lon:4.45382022858})
+CREATE (a785:airport {id:'785',code:'WAT',icao:'EIWF',city:'Waterford',desc:'Waterford Airport',region:'IE-WD',runways:1,longest:4701,elev:119,country:'IE',continent:'EU',lat:52.187198638916,lon:-7.08695983886719})
+CREATE (a786:airport {id:'786',code:'RYG',icao:'ENRY',city:'Rygge',desc:'Moss Airport, Rygge',region:'NO-01',runways:1,longest:8012,elev:174,country:'NO',continent:'EU',lat:59.3788986206,lon:10.7855997086})
+CREATE (a787:airport {id:'787',code:'WMI',icao:'EPMO',city:'Warsaw',desc:'Modlin Airport',region:'PL-MZ',runways:1,longest:8202,elev:341,country:'PL',continent:'EU',lat:52.4510993958,lon:20.6518001556})
+CREATE (a788:airport {id:'788',code:'RZE',icao:'EPRZ',city:'Rzeszów',desc:'Rzeszów-Jasionka Airport',region:'PL-PK',runways:2,longest:10499,elev:675,country:'PL',continent:'EU',lat:50.1100006104,lon:22.0189990997})
+CREATE (a789:airport {id:'789',code:'PUY',icao:'LDPL',city:'Pula',desc:'Pula Airport',region:'HR-18',runways:1,longest:9678,elev:274,country:'HR',continent:'EU',lat:44.8935012817383,lon:13.9222002029419})
+CREATE (a790:airport {id:'790',code:'ZAD',icao:'LDZD',city:'Zadar',desc:'Zemunik Airport',region:'HR-13',runways:2,longest:8202,elev:289,country:'HR',continent:'EU',lat:44.1082992553711,lon:15.3466997146606})
+CREATE (a791:airport {id:'791',code:'BVA',icao:'LFOB',city:'Beauvais/Tillé',desc:'Paris Beauvais Tillé Airport',region:'FR-S',runways:3,longest:7972,elev:359,country:'FR',continent:'EU',lat:49.4543991088867,lon:2.11278009414673})
+CREATE (a792:airport {id:'792',code:'TPS',icao:'LICT',city:'Trapani',desc:'Vincenzo Florio Airport Trapani-Birgi',region:'IT-82',runways:1,longest:8852,elev:25,country:'IT',continent:'EU',lat:37.9113998413,lon:12.4879999161})
+CREATE (a793:airport {id:'793',code:'BGY',icao:'LIME',city:'Bergamo',desc:'Il Caravaggio International Airport',region:'IT-25',runways:2,longest:9636,elev:782,country:'IT',continent:'EU',lat:45.6739006042,lon:9.70417022705})
+CREATE (a794:airport {id:'794',code:'CIA',icao:'LIRA',city:'Roma',desc:'Ciampino–G. B. Pastine International Airport',region:'IT-62',runways:1,longest:7242,elev:427,country:'IT',continent:'EU',lat:41.7994003296,lon:12.5949001312})
+CREATE (a795:airport {id:'795',code:'CCC',icao:'MUCC',city:'Cayo Coco',desc:'Jardines Del Rey Airport',region:'CU-08',runways:1,longest:9842,elev:13,country:'CU',continent:'NA',lat:22.4610004425,lon:-78.3283996582})
+CREATE (a796:airport {id:'796',code:'DJE',icao:'DTTJ',city:'Djerba',desc:'Djerba Zarzis International Airport',region:'TN-82',runways:1,longest:10171,elev:19,country:'TN',continent:'AF',lat:33.875,lon:10.7755002975464})
+CREATE (a797:airport {id:'797',code:'HDF',icao:'EDAH',city:'Heringsdorf',desc:'Heringsdorf Airport',region:'DE-MV',runways:2,longest:7562,elev:93,country:'DE',continent:'EU',lat:53.8787002563,lon:14.152299881})
+CREATE (a798:airport {id:'798',code:'FMO',icao:'EDDG',city:'Münster',desc:'Münster Osnabrück Airport',region:'DE-NW',runways:1,longest:7119,elev:160,country:'DE',continent:'EU',lat:52.134601593,lon:7.68483018875})
+CREATE (a799:airport {id:'799',code:'FDH',icao:'EDNY',city:'Friedrichshafen',desc:'Friedrichshafen Airport',region:'DE-BW',runways:1,longest:7729,elev:1367,country:'DE',continent:'EU',lat:47.6712989807,lon:9.51148986816})
+CREATE (a800:airport {id:'800',code:'GWT',icao:'EDXW',city:'Westerland',desc:'Westerland Sylt Airport',region:'DE-SH',runways:2,longest:6955,elev:51,country:'DE',continent:'EU',lat:54.9132003784,lon:8.34047031403})
+CREATE (a801:airport {id:'801',code:'POZ',icao:'EPPO',city:'Poznań',desc:'Poznań-Ławica Airport',region:'PL-WP',runways:2,longest:8215,elev:308,country:'PL',continent:'EU',lat:52.4210014343,lon:16.8262996674})
+CREATE (a802:airport {id:'802',code:'WDH',icao:'FYWH',city:'Windhoek',desc:'Hosea Kutako International Airport',region:'NA-KH',runways:2,longest:15010,elev:5640,country:'NA',continent:'AF',lat:-22.4799003601074,lon:17.4708995819092})
+CREATE (a803:airport {id:'803',code:'XRY',icao:'LEJR',city:'Jerez de la Forntera',desc:'Jerez Airport',region:'ES-AN',runways:1,longest:7546,elev:93,country:'ES',continent:'EU',lat:36.7445983886719,lon:-6.06011009216309})
+CREATE (a804:airport {id:'804',code:'GPA',icao:'LGRX',city:'Patras',desc:'Araxos Airport',region:'GR-13',runways:2,longest:10999,elev:46,country:'GR',continent:'EU',lat:38.1511001586914,lon:21.4256000518799})
+CREATE (a805:airport {id:'805',code:'GRZ',icao:'LOWG',city:'Graz',desc:'Graz Airport',region:'AT-6',runways:3,longest:9842,elev:1115,country:'AT',continent:'EU',lat:46.9911003112793,lon:15.4395999908447})
+CREATE (a806:airport {id:'806',code:'LNZ',icao:'LOWL',city:'Linz',desc:'Linz Airport',region:'AT-4',runways:2,longest:9843,elev:978,country:'AT',continent:'EU',lat:48.2332000732422,lon:14.1875})
+CREATE (a807:airport {id:'807',code:'ESB',icao:'LTAC',city:'Ankara',desc:'Esenboğa International Airport',region:'TR-06',runways:2,longest:12303,elev:3125,country:'TR',continent:'AS',lat:40.1281013489,lon:32.995098114})
+CREATE (a808:airport {id:'808',code:'KIV',icao:'LUKK',city:'Chişinău',desc:'Chişinău International Airport',region:'MD-C',runways:1,longest:11779,elev:399,country:'MD',continent:'EU',lat:46.9277000427246,lon:28.9309997558594})
+CREATE (a809:airport {id:'809',code:'TGD',icao:'LYPG',city:'Podgorica',desc:'Podgorica Airport',region:'ME-16',runways:2,longest:8202,elev:141,country:'ME',continent:'EU',lat:42.3594017028809,lon:19.2518997192383})
+CREATE (a810:airport {id:'810',code:'OVB',icao:'UNNT',city:'Novosibirsk',desc:'Tolmachevo Airport',region:'RU-NVS',runways:2,longest:11818,elev:365,country:'RU',continent:'AS',lat:55.0125999450684,lon:82.6507034301758})
+CREATE (a811:airport {id:'811',code:'DYU',icao:'UTDD',city:'Dushanbe',desc:'Dushanbe Airport',region:'TJ-RR',runways:1,longest:10170,elev:2575,country:'TJ',continent:'AS',lat:38.5433006287,lon:68.8249969482})
+CREATE (a812:airport {id:'812',code:'GOJ',icao:'UWGG',city:'Nizhny Novgorod',desc:'Nizhny Novgorod International Airport',region:'RU-NIZ',runways:4,longest:9203,elev:256,country:'RU',continent:'EU',lat:56.2300987243652,lon:43.7840003967285})
+CREATE (a813:airport {id:'813',code:'KUF',icao:'UWWW',city:'Samara',desc:'Kurumoch International Airport',region:'RU-SAM',runways:2,longest:9846,elev:477,country:'RU',continent:'EU',lat:53.5049018859863,lon:50.1642990112305})
+CREATE (a814:airport {id:'814',code:'LUN',icao:'FLLS',city:'Lusaka',desc:'Lusaka International Airport',region:'ZM-09',runways:2,longest:12998,elev:3779,country:'ZM',continent:'AF',lat:-15.3308000565,lon:28.4526004791})
+CREATE (a815:airport {id:'815',code:'HGA',icao:'HCMH',city:'Hargeisa',desc:'Egal International Airport',region:'SO-WO',runways:1,longest:8000,elev:4423,country:'SO',continent:'AF',lat:9.51817035675049,lon:44.0887985229492})
+CREATE (a816:airport {id:'816',code:'BBO',icao:'HCMI',city:'Berbera',desc:'Berbera Airport',region:'SO-WO',runways:1,longest:13582,elev:30,country:'SO',continent:'AF',lat:10.3892002105713,lon:44.9411010742188})
+CREATE (a817:airport {id:'817',code:'JIB',icao:'HDAM',city:'Djibouti City',desc:'Djibouti-Ambouli Airport',region:'DJ-DJ',runways:1,longest:10335,elev:49,country:'DJ',continent:'AF',lat:11.5473003387451,lon:43.1595001220703})
+CREATE (a818:airport {id:'818',code:'HBE',icao:'HEBA',city:'Alexandria',desc:'Borg El Arab International Airport',region:'EG-ALX',runways:3,longest:11156,elev:177,country:'EG',continent:'AF',lat:30.9176998138428,lon:29.6963996887207})
+CREATE (a819:airport {id:'819',code:'PZU',icao:'HSPN',city:'Port Sudan',desc:'Port Sudan New International Airport',region:'SD-26',runways:1,longest:8202,elev:135,country:'SD',continent:'AF',lat:19.4335994720459,lon:37.2341003417969})
+CREATE (a820:airport {id:'820',code:'JUB',icao:'HSSJ',city:'Juba',desc:'Juba International Airport',region:'SS-17',runways:1,longest:7874,elev:1513,country:'SS',continent:'AF',lat:4.87201023102,lon:31.6011009216})
+CREATE (a821:airport {id:'821',code:'KRT',icao:'HSSS',city:'Khartoum',desc:'Khartoum International Airport',region:'SD-03',runways:1,longest:9751,elev:1265,country:'SD',continent:'AF',lat:15.5895004272461,lon:32.5531997680664})
+CREATE (a822:airport {id:'822',code:'DAR',icao:'HTDA',city:'Dar es Salaam',desc:'Julius Nyerere International Airport',region:'TZ-02',runways:2,longest:9843,elev:182,country:'TZ',continent:'AF',lat:-6.87810993195,lon:39.2025985718})
+CREATE (a823:airport {id:'823',code:'GSM',icao:'OIKQ',city:'Gheshm',desc:'Gheshm Airport',region:'IR-23',runways:1,longest:13861,elev:45,country:'IR',continent:'AS',lat:26.9486999511719,lon:56.268798828125})
+CREATE (a824:airport {id:'824',code:'SKP',icao:'LWSK',city:'Skopje',desc:'Skopje Alexander the Great Airport',region:'MK-73',runways:1,longest:8038,elev:781,country:'MK',continent:'EU',lat:41.9616012573242,lon:21.6214008331299})
+CREATE (a825:airport {id:'825',code:'KBL',icao:'OAKB',city:'Kabul',desc:'Kabul International Airport',region:'AF-KAB',runways:1,longest:11483,elev:5877,country:'AF',continent:'AS',lat:34.5658988952637,lon:69.2123031616211})
+CREATE (a826:airport {id:'826',code:'BTS',icao:'LZIB',city:'Bratislava',desc:'M. R. Štefánik Airport',region:'SK-BL',runways:2,longest:10466,elev:436,country:'SK',continent:'EU',lat:48.1702003479004,lon:17.2126998901367})
+CREATE (a827:airport {id:'827',code:'DLA',icao:'FKKD',city:'Douala',desc:'Douala International Airport',region:'CM-LT',runways:1,longest:9350,elev:33,country:'CM',continent:'AF',lat:4.0060801506,lon:9.71947956085})
+CREATE (a828:airport {id:'828',code:'AAE',icao:'DABB',city:'Annabah',desc:'Annaba Airport',region:'DZ-36',runways:2,longest:9843,elev:16,country:'DZ',continent:'AF',lat:36.8222007751465,lon:7.80916976928711})
+CREATE (a829:airport {id:'829',code:'CZL',icao:'DABC',city:'Constantine',desc:'Mohamed Boudiaf International Airport',region:'DZ-25',runways:2,longest:9843,elev:2265,country:'DZ',continent:'AF',lat:36.2760009765625,lon:6.62038993835449})
+CREATE (a830:airport {id:'830',code:'ORN',icao:'DAOO',city:'Oran',desc:'Es Senia Airport',region:'DZ-31',runways:1,longest:10039,elev:295,country:'DZ',continent:'AF',lat:35.6239013672,lon:-0.621182978153})
+CREATE (a831:airport {id:'831',code:'COO',icao:'DBBB',city:'Cotonou',desc:'Cadjehoun Airport',region:'BJ-AQ',runways:1,longest:7874,elev:19,country:'BJ',continent:'AF',lat:6.3572301864624,lon:2.38435006141663})
+CREATE (a832:airport {id:'832',code:'OUA',icao:'DFFD',city:'Ouagadougou',desc:'Ouagadougou Airport',region:'BF-KAD',runways:2,longest:9934,elev:1037,country:'BF',continent:'AF',lat:12.3531999588013,lon:-1.51242005825043})
+CREATE (a833:airport {id:'833',code:'ABJ',icao:'DIAP',city:'Abidjan',desc:'Port Bouet Airport',region:'CI-01',runways:1,longest:9843,elev:21,country:'CI',continent:'AF',lat:5.261390209198,lon:-3.9262900352478})
+CREATE (a834:airport {id:'834',code:'NIM',icao:'DRRN',city:'Niamey',desc:'Diori Hamani International Airport',region:'NE-8',runways:3,longest:9843,elev:732,country:'NE',continent:'AF',lat:13.481499671936,lon:2.18360996246338})
+CREATE (a835:airport {id:'835',code:'MIR',icao:'DTMB',city:'Monastir',desc:'Monastir Habib Bourguiba International Airport',region:'TN-52',runways:1,longest:9678,elev:9,country:'TN',continent:'AF',lat:35.7580986022949,lon:10.7546997070312})
+CREATE (a836:airport {id:'836',code:'SFA',icao:'DTTX',city:'Sfax',desc:'Sfax Thyna International Airport',region:'TN-61',runways:1,longest:9843,elev:85,country:'TN',continent:'AF',lat:34.7179985046387,lon:10.6909999847412})
+CREATE (a837:airport {id:'837',code:'LFW',icao:'DXXX',city:'Lomé',desc:'Lomé-Tokoin Airport',region:'TG-M',runways:1,longest:9847,elev:72,country:'TG',continent:'AF',lat:6.16560983657837,lon:1.25451004505157})
+CREATE (a838:airport {id:'838',code:'BZV',icao:'FCBB',city:'Brazzaville',desc:'Maya-Maya Airport',region:'CG-12',runways:1,longest:10827,elev:1048,country:'CG',continent:'AF',lat:-4.25169992446899,lon:15.2530002593994})
+CREATE (a839:airport {id:'839',code:'PNR',icao:'FCPP',city:'Pointe Noire',desc:'Pointe Noire Airport',region:'CG-5',runways:1,longest:8530,elev:55,country:'CG',continent:'AF',lat:-4.81603002548218,lon:11.8865995407104})
+CREATE (a840:airport {id:'840',code:'BGF',icao:'FEFF',city:'Bangui',desc:'Bangui M\'Poko International Airport',region:'CF-MP',runways:1,longest:8530,elev:1208,country:'CF',continent:'AF',lat:4.39847993850708,lon:18.5188007354736})
+CREATE (a841:airport {id:'841',code:'NSI',icao:'FKYS',city:'Yaoundé',desc:'Yaoundé Nsimalen International Airport',region:'CM-CE',runways:1,longest:11155,elev:2278,country:'CM',continent:'AF',lat:3.72255992889404,lon:11.5532999038696})
+CREATE (a842:airport {id:'842',code:'RUN',icao:'FMEE',city:'St Denis',desc:'Roland Garros Airport',region:'RE-U-A',runways:2,longest:10499,elev:66,country:'RE',continent:'AF',lat:-20.8871002197266,lon:55.5102996826172})
+CREATE (a843:airport {id:'843',code:'TNR',icao:'FMMI',city:'Antananarivo',desc:'Ivato Airport',region:'MG-T',runways:1,longest:10171,elev:4198,country:'MG',continent:'AF',lat:-18.7968997955,lon:47.4788017273})
+CREATE (a844:airport {id:'844',code:'LBV',icao:'FOOL',city:'Libreville',desc:'Libreville Leon M\'ba International Airport',region:'GA-1',runways:1,longest:9844,elev:39,country:'GA',continent:'AF',lat:0.458600014448,lon:9.4122800827})
+CREATE (a845:airport {id:'845',code:'NDJ',icao:'FTTJ',city:'N\'Djamena',desc:'N\'Djamena International Airport',region:'TD-CB',runways:1,longest:9186,elev:968,country:'TD',continent:'AF',lat:12.1337003707886,lon:15.0340003967285})
+CREATE (a846:airport {id:'846',code:'FIH',icao:'FZAA',city:'Kinshasa',desc:'Ndjili International Airport',region:'CD-KN',runways:1,longest:15420,elev:1027,country:'CD',continent:'AF',lat:-4.38574981689,lon:15.4446001053})
+CREATE (a847:airport {id:'847',code:'BKO',icao:'GABS',city:'Senou',desc:'Senou Airport',region:'ML-2',runways:1,longest:8879,elev:1247,country:'ML',continent:'AF',lat:12.5334997177124,lon:-7.94994020462036})
+CREATE (a848:airport {id:'848',code:'ROB',icao:'GLRB',city:'Monrovia',desc:'Roberts International Airport',region:'LR-MG',runways:1,longest:11000,elev:31,country:'LR',continent:'AF',lat:6.23378992080688,lon:-10.3622999191284})
+CREATE (a849:airport {id:'849',code:'RBA',icao:'GMME',city:'Rabat',desc:'Rabat-Salé Airport',region:'MA-RBA',runways:1,longest:11483,elev:276,country:'MA',continent:'AF',lat:34.0514984130859,lon:-6.75152015686035})
+CREATE (a850:airport {id:'850',code:'NKC',icao:'GQNN',city:'Nouakchott',desc:'Nouakchott International Airport',region:'MR-NKC',runways:1,longest:9876,elev:13,country:'MR',continent:'AF',lat:18.0981998443604,lon:-15.9484996795654})
+CREATE (a851:airport {id:'851',code:'CKY',icao:'GUCY',city:'Conakry',desc:'Conakry Airport',region:'GN-C',runways:1,longest:10826,elev:72,country:'GN',continent:'AF',lat:9.57689,lon:-13.612})
+CREATE (a852:airport {id:'852',code:'RAI',icao:'GVNP',city:'Praia',desc:'Praia International Airport',region:'CV-S',runways:3,longest:6876,elev:230,country:'CV',continent:'AF',lat:14.9245004653931,lon:-23.4934997558594})
+CREATE (a853:airport {id:'853',code:'OVD',icao:'LEAS',city:'Ranón',desc:'Asturias Airport',region:'ES-O',runways:1,longest:7218,elev:416,country:'ES',continent:'EU',lat:43.5635986328125,lon:-6.03461980819702})
+CREATE (a854:airport {id:'854',code:'VGO',icao:'LEVX',city:'Vigo',desc:'Vigo Airport',region:'ES-GA',runways:1,longest:7874,elev:856,country:'ES',continent:'EU',lat:42.2318000793457,lon:-8.62677001953125})
+CREATE (a855:airport {id:'855',code:'PUF',icao:'LFBP',city:'Pau/Pyrénées (Uzein)',desc:'Pau Pyrénées Airport',region:'FR-B',runways:1,longest:8202,elev:616,country:'FR',continent:'EU',lat:43.3800010681152,lon:-0.418610990047455})
+CREATE (a856:airport {id:'856',code:'BIQ',icao:'LFBZ',city:'Biarritz/Anglet/Bayonne',desc:'Biarritz-Anglet-Bayonne Airport',region:'FR-B',runways:1,longest:7382,elev:245,country:'FR',continent:'EU',lat:43.4683990478516,lon:-1.5233199596405})
+CREATE (a857:airport {id:'857',code:'CLY',icao:'LFKC',city:'Calvi/Sainte-Catherine',desc:'Calvi-Sainte-Catherine Airport',region:'FR-H',runways:1,longest:7579,elev:209,country:'FR',continent:'EU',lat:42.5307998657227,lon:8.79319000244141})
+CREATE (a858:airport {id:'858',code:'RNS',icao:'LFRN',city:'Rennes/Saint-Jacques',desc:'Rennes-Saint-Jacques Airport',region:'FR-E',runways:2,longest:6890,elev:124,country:'FR',continent:'EU',lat:48.0694999695,lon:-1.73478996754})
+CREATE (a859:airport {id:'859',code:'OSR',icao:'LKMT',city:'Ostrava',desc:'Ostrava Leos Janáček Airport',region:'CZ-MO',runways:1,longest:11484,elev:844,country:'CZ',continent:'EU',lat:49.6963005065918,lon:18.1110992431641})
+CREATE (a860:airport {id:'860',code:'EVN',icao:'UDYZ',city:'Yerevan',desc:'Zvartnots International Airport',region:'AM-ER',runways:1,longest:12629,elev:2838,country:'AM',continent:'AS',lat:40.1473007202,lon:44.3959007263})
+CREATE (a861:airport {id:'861',code:'SVX',icao:'USSS',city:'Yekaterinburg',desc:'Koltsovo Airport',region:'RU-SVE',runways:2,longest:9925,elev:764,country:'RU',continent:'AS',lat:56.7430992126465,lon:60.8027000427246})
+CREATE (a862:airport {id:'862',code:'UGC',icao:'UTNU',city:'Urgench',desc:'Urgench Airport',region:'UZ-XO',runways:1,longest:11065,elev:320,country:'UZ',continent:'AS',lat:41.584300994873,lon:60.6417007446289})
+CREATE (a863:airport {id:'863',code:'YYJ',icao:'CYYJ',city:'Victoria',desc:'Victoria International Airport',region:'CA-BC',runways:3,longest:7000,elev:63,country:'CA',continent:'NA',lat:48.646900177,lon:-123.426002502})
+CREATE (a864:airport {id:'864',code:'ACV',icao:'KACV',city:'Arcata/Eureka',desc:'Arcata Airport',region:'US-CA',runways:2,longest:6000,elev:221,country:'US',continent:'NA',lat:40.978099822998,lon:-124.109001159668})
+CREATE (a865:airport {id:'865',code:'BFL',icao:'KBFL',city:'Bakersfield',desc:'Meadows Field',region:'US-CA',runways:2,longest:10857,elev:510,country:'US',continent:'NA',lat:35.43360138,lon:-119.0569992})
+CREATE (a866:airport {id:'866',code:'CEC',icao:'KCEC',city:'Crescent City',desc:'Jack Mc Namara Field Airport',region:'US-CA',runways:2,longest:5002,elev:61,country:'US',continent:'NA',lat:41.78020096,lon:-124.2369995})
+CREATE (a867:airport {id:'867',code:'CIC',icao:'KCIC',city:'Chico',desc:'Chico Municipal Airport',region:'US-CA',runways:2,longest:6724,elev:240,country:'US',continent:'NA',lat:39.79539871,lon:-121.8580017})
+CREATE (a868:airport {id:'868',code:'EUG',icao:'KEUG',city:'Eugene',desc:'Mahlon Sweet Field',region:'US-OR',runways:3,longest:8009,elev:374,country:'US',continent:'NA',lat:44.1245994567871,lon:-123.21199798584})
+CREATE (a869:airport {id:'869',code:'LMT',icao:'KLMT',city:'Klamath Falls',desc:'Klamath Falls Airport',region:'US-OR',runways:3,longest:10301,elev:4095,country:'US',continent:'NA',lat:42.1561012268066,lon:-121.733001708984})
+CREATE (a870:airport {id:'870',code:'MFR',icao:'KMFR',city:'Medford',desc:'Rogue Valley International Medford Airport',region:'US-OR',runways:2,longest:8800,elev:1335,country:'US',continent:'NA',lat:42.3741989135742,lon:-122.873001098633})
+CREATE (a871:airport {id:'871',code:'MOD',icao:'KMOD',city:'Modesto',desc:'Modesto City Co-Harry Sham Field',region:'US-CA',runways:2,longest:5911,elev:97,country:'US',continent:'NA',lat:37.62580109,lon:-120.9540024})
+CREATE (a872:airport {id:'872',code:'MRY',icao:'KMRY',city:'Monterey',desc:'Monterey Peninsula Airport',region:'US-CA',runways:2,longest:7616,elev:257,country:'US',continent:'NA',lat:36.5870018005371,lon:-121.843002319336})
+CREATE (a873:airport {id:'873',code:'OTH',icao:'KOTH',city:'North Bend',desc:'Southwest Oregon Regional Airport',region:'US-OR',runways:2,longest:5321,elev:17,country:'US',continent:'NA',lat:43.4170989990234,lon:-124.246002197266})
+CREATE (a874:airport {id:'874',code:'PSC',icao:'KPSC',city:'Pasco',desc:'Tri Cities Airport',region:'US-WA',runways:3,longest:7711,elev:410,country:'US',continent:'NA',lat:46.2647018432617,lon:-119.119003295898})
+CREATE (a875:airport {id:'875',code:'RDD',icao:'KRDD',city:'Redding',desc:'Redding Municipal Airport',region:'US-CA',runways:2,longest:7003,elev:505,country:'US',continent:'NA',lat:40.50899887,lon:-122.2929993})
+CREATE (a876:airport {id:'876',code:'RDM',icao:'KRDM',city:'Redmond',desc:'Roberts Field',region:'US-OR',runways:2,longest:7040,elev:3080,country:'US',continent:'NA',lat:44.2541008,lon:-121.1500015})
+CREATE (a877:airport {id:'877',code:'SBA',icao:'KSBA',city:'Santa Barbara',desc:'Santa Barbara Municipal Airport',region:'US-CA',runways:3,longest:6052,elev:13,country:'US',continent:'NA',lat:34.42620087,lon:-119.8399963})
+CREATE (a878:airport {id:'878',code:'SBP',icao:'KSBP',city:'San Luis Obispo',desc:'San Luis County Regional Airport',region:'US-CA',runways:2,longest:6100,elev:212,country:'US',continent:'NA',lat:35.2368011475,lon:-120.641998291})
+CREATE (a879:airport {id:'879',code:'RMQ',icao:'RCMQ',city:'Taichung City',desc:'Taichung Ching Chuang Kang Airport',region:'TW-TXG',runways:1,longest:12000,elev:663,country:'TW',continent:'AS',lat:24.2646999359131,lon:120.621002197266})
+CREATE (a880:airport {id:'880',code:'TNN',icao:'RCNN',city:'Tainan City',desc:'Tainan Airport',region:'TW-TNN',runways:2,longest:10007,elev:63,country:'TW',continent:'AS',lat:22.9503993988037,lon:120.206001281738})
+CREATE (a881:airport {id:'881',code:'TYN',icao:'ZBYN',city:'Taiyuan',desc:'Taiyuan Wusu Airport',region:'CN-14',runways:1,longest:10500,elev:2575,country:'CN',continent:'AS',lat:37.746898651123,lon:112.627998352051})
+CREATE (a882:airport {id:'882',code:'YLW',icao:'CYLW',city:'Kelowna',desc:'Kelowna International Airport',region:'CA-BC',runways:1,longest:8900,elev:1421,country:'CA',continent:'NA',lat:49.9561004639,lon:-119.377998352})
+CREATE (a883:airport {id:'883',code:'ASE',icao:'KASE',city:'Aspen',desc:'Aspen-Pitkin Co/Sardy Field',region:'US-CO',runways:1,longest:7006,elev:7820,country:'US',continent:'NA',lat:39.22320175,lon:-106.8690033})
+CREATE (a884:airport {id:'884',code:'BLI',icao:'KBLI',city:'Bellingham',desc:'Bellingham International Airport',region:'US-WA',runways:1,longest:6701,elev:170,country:'US',continent:'NA',lat:48.7928009033203,lon:-122.53800201416})
+CREATE (a885:airport {id:'885',code:'CLD',icao:'KCRQ',city:'Carlsbad',desc:'Mc Clellan-Palomar Airport',region:'US-CA',runways:1,longest:4897,elev:331,country:'US',continent:'NA',lat:33.12829971,lon:-117.2799988})
+CREATE (a886:airport {id:'886',code:'GEG',icao:'KGEG',city:'Spokane',desc:'Spokane International Airport',region:'US-WA',runways:2,longest:11002,elev:2376,country:'US',continent:'NA',lat:47.6198997497559,lon:-117.533996582031})
+CREATE (a887:airport {id:'887',code:'IGM',icao:'KIGM',city:'Kingman',desc:'Kingman Airport',region:'US-AZ',runways:3,longest:6826,elev:3449,country:'US',continent:'NA',lat:35.2594985961914,lon:-113.938003540039})
+CREATE (a888:airport {id:'888',code:'MCE',icao:'KMCE',city:'Merced',desc:'Merced Regional Macready Field',region:'US-CA',runways:1,longest:5903,elev:155,country:'US',continent:'NA',lat:37.28469849,lon:-120.5139999})
+CREATE (a889:airport {id:'889',code:'MMH',icao:'KMMH',city:'Mammoth Lakes',desc:'Mammoth Yosemite Airport',region:'US-CA',runways:1,longest:7000,elev:7135,country:'US',continent:'NA',lat:37.62409973,lon:-118.8379974})
+CREATE (a890:airport {id:'890',code:'YUM',icao:'KNYL',city:'Yuma',desc:'Yuma MCAS/Yuma International Airport',region:'US-AZ',runways:4,longest:13299,elev:213,country:'US',continent:'NA',lat:32.65660095,lon:-114.6060028})
+CREATE (a891:airport {id:'891',code:'PRC',icao:'KPRC',city:'Prescott',desc:'Ernest A. Love Field',region:'US-AZ',runways:3,longest:7550,elev:5045,country:'US',continent:'NA',lat:34.65449905,lon:-112.4199982})
+CREATE (a892:airport {id:'892',code:'SMX',icao:'KSMX',city:'Santa Maria',desc:'Santa Maria Pub/Capt G Allan Hancock Field',region:'US-CA',runways:2,longest:6304,elev:261,country:'US',continent:'NA',lat:34.89889908,lon:-120.4570007})
+CREATE (a893:airport {id:'893',code:'STS',icao:'KSTS',city:'Santa Rosa',desc:'Charles M. Schulz Sonoma County Airport',region:'US-CA',runways:2,longest:5115,elev:128,country:'US',continent:'NA',lat:38.50899887,lon:-122.8130035})
+CREATE (a894:airport {id:'894',code:'VIS',icao:'KVIS',city:'Visalia',desc:'Visalia Municipal Airport',region:'US-CA',runways:1,longest:6559,elev:295,country:'US',continent:'NA',lat:36.3186988831,lon:-119.392997742})
+CREATE (a895:airport {id:'895',code:'DGO',icao:'MMDO',city:'Durango',desc:'General Guadalupe Victoria International Airport',region:'MX-DUR',runways:1,longest:9514,elev:6104,country:'MX',continent:'NA',lat:24.1242008209,lon:-104.527999878})
+CREATE (a896:airport {id:'896',code:'HMO',icao:'MMHO',city:'Hermosillo',desc:'General Ignacio P. Garcia International Airport',region:'MX-SON',runways:2,longest:7546,elev:627,country:'MX',continent:'NA',lat:29.0958995819,lon:-111.047996521})
+CREATE (a897:airport {id:'897',code:'LTO',icao:'MMLT',city:'Loreto',desc:'Loreto International Airport',region:'MX-BCS',runways:1,longest:7218,elev:34,country:'MX',continent:'NA',lat:25.989200592041,lon:-111.347999572754})
+CREATE (a898:airport {id:'898',code:'UPN',icao:'MMPN',city:'Uruapan',desc:'Licenciado y General Ignacio Lopez Rayon Airport',region:'MX-MIC',runways:1,longest:7874,elev:5258,country:'MX',continent:'NA',lat:19.3966999053955,lon:-102.039001464844})
+CREATE (a899:airport {id:'899',code:'ZIH',icao:'MMZH',city:'Ixtapa',desc:'Ixtapa Zihuatanejo International Airport',region:'MX-GRO',runways:1,longest:8202,elev:26,country:'MX',continent:'NA',lat:17.601600647,lon:-101.460998535})
+CREATE (a900:airport {id:'900',code:'ZLO',icao:'MMZO',city:'Manzanillo',desc:'Playa De Oro International Airport',region:'MX-COL',runways:1,longest:7218,elev:30,country:'MX',continent:'NA',lat:19.1448001862,lon:-104.558998108})
+CREATE (a901:airport {id:'901',code:'RAR',icao:'NCRG',city:'Avarua',desc:'Rarotonga International Airport',region:'CK-U-A',runways:1,longest:7638,elev:19,country:'CK',continent:'OC',lat:-21.2026996613,lon:-159.805999756})
+CREATE (a902:airport {id:'902',code:'TNA',icao:'ZSJN',city:'Jinan',desc:'Yaoqiang Airport',region:'CN-37',runways:1,longest:11814,elev:76,country:'CN',continent:'AS',lat:36.8572006225586,lon:117.216003417969})
+CREATE (a903:airport {id:'903',code:'XIY',icao:'ZLXY',city:'Xianyang',desc:'Xi\'an Xianyang International Airport',region:'CN-61',runways:1,longest:9842,elev:1572,country:'CN',continent:'AS',lat:34.4471015930176,lon:108.751998901367})
+CREATE (a904:airport {id:'904',code:'KHN',icao:'ZSCN',city:'Nanchang',desc:'Nanchang Changbei International Airport',region:'CN-36',runways:1,longest:9186,elev:143,country:'CN',continent:'AS',lat:28.8649997711182,lon:115.900001525879})
+CREATE (a905:airport {id:'905',code:'CGO',icao:'ZHCC',city:'Zhengzhou',desc:'Zhengzhou Xinzheng International Airport',region:'CN-41',runways:1,longest:11155,elev:495,country:'CN',continent:'AS',lat:34.5196990967,lon:113.841003418})
+CREATE (a906:airport {id:'906',code:'YNT',icao:'ZSYT',city:'Yantai',desc:'Yantai Laishan Airport',region:'CN-37',runways:1,longest:8530,elev:59,country:'CN',continent:'AS',lat:37.4016990661621,lon:121.372001647949})
+CREATE (a907:airport {id:'907',code:'PVU',icao:'KPVU',city:'Provo',desc:'Provo Municipal Airport',region:'US-UT',runways:2,longest:8599,elev:4497,country:'US',continent:'NA',lat:40.2192001342773,lon:-111.722999572754})
+CREATE (a908:airport {id:'908',code:'BTM',icao:'KBTM',city:'Butte',desc:'Bert Mooney Airport',region:'US-MT',runways:3,longest:9001,elev:5550,country:'US',continent:'NA',lat:45.9547996520996,lon:-112.497001647949})
+CREATE (a909:airport {id:'909',code:'BZN',icao:'KBZN',city:'Bozeman',desc:'Gallatin Field',region:'US-MT',runways:3,longest:9003,elev:4473,country:'US',continent:'NA',lat:45.77750015,lon:-111.1529999})
+CREATE (a910:airport {id:'910',code:'CDC',icao:'KCDC',city:'Cedar City',desc:'Cedar City Regional Airport',region:'US-UT',runways:2,longest:8653,elev:5622,country:'US',continent:'NA',lat:37.701000213623,lon:-113.098999023438})
+CREATE (a911:airport {id:'911',code:'CNY',icao:'KCNY',city:'Moab',desc:'Canyonlands Field',region:'US-UT',runways:1,longest:7100,elev:4557,country:'US',continent:'NA',lat:38.75500107,lon:-109.7549973})
+CREATE (a912:airport {id:'912',code:'COD',icao:'KCOD',city:'Cody',desc:'Yellowstone Regional Airport',region:'US-WY',runways:1,longest:8268,elev:5102,country:'US',continent:'NA',lat:44.520198822,lon:-109.024002075})
+CREATE (a913:airport {id:'913',code:'CPR',icao:'KCPR',city:'Casper',desc:'Casper-Natrona County International Airport',region:'US-WY',runways:4,longest:10164,elev:5350,country:'US',continent:'NA',lat:42.90800095,lon:-106.4639969})
+CREATE (a914:airport {id:'914',code:'EKO',icao:'KEKO',city:'Elko',desc:'Elko Regional Airport',region:'US-NV',runways:2,longest:7214,elev:5140,country:'US',continent:'NA',lat:40.8249015808105,lon:-115.791999816895})
+CREATE (a915:airport {id:'915',code:'GCC',icao:'KGCC',city:'Gillette',desc:'Gillette Campbell County Airport',region:'US-WY',runways:2,longest:7500,elev:4365,country:'US',continent:'NA',lat:44.3488998413,lon:-105.539001465})
+CREATE (a916:airport {id:'916',code:'FCA',icao:'KGPI',city:'Kalispell',desc:'Glacier Park International Airport',region:'US-MT',runways:3,longest:9007,elev:2977,country:'US',continent:'NA',lat:48.3105010986328,lon:-114.255996704102})
+CREATE (a917:airport {id:'917',code:'GTF',icao:'KGTF',city:'Great Falls',desc:'Great Falls International Airport',region:'US-MT',runways:3,longest:10502,elev:3680,country:'US',continent:'NA',lat:47.48199844,lon:-111.3710022})
+CREATE (a918:airport {id:'918',code:'HLN',icao:'KHLN',city:'Helena',desc:'Helena Regional Airport',region:'US-MT',runways:3,longest:9000,elev:3877,country:'US',continent:'NA',lat:46.6068000793457,lon:-111.983001708984})
+CREATE (a919:airport {id:'919',code:'JAC',icao:'KJAC',city:'Jackson',desc:'Jackson Hole Airport',region:'US-WY',runways:1,longest:6300,elev:6451,country:'US',continent:'NA',lat:43.6072998046875,lon:-110.737998962402})
+CREATE (a920:airport {id:'920',code:'LWS',icao:'KLWS',city:'Lewiston',desc:'Lewiston Nez Perce County Airport',region:'US-ID',runways:2,longest:6511,elev:1442,country:'US',continent:'NA',lat:46.3745002746582,lon:-117.014999389648})
+CREATE (a921:airport {id:'921',code:'MSO',icao:'KMSO',city:'Missoula',desc:'Missoula International Airport',region:'US-MT',runways:2,longest:9501,elev:3206,country:'US',continent:'NA',lat:46.91630173,lon:-114.0910034})
+CREATE (a922:airport {id:'922',code:'PIH',icao:'KPIH',city:'Pocatello',desc:'Pocatello Regional Airport',region:'US-ID',runways:2,longest:9060,elev:4452,country:'US',continent:'NA',lat:42.9098014831543,lon:-112.596000671387})
+CREATE (a923:airport {id:'923',code:'RKS',icao:'KRKS',city:'Rock Springs',desc:'Rock Springs Sweetwater County Airport',region:'US-WY',runways:2,longest:10000,elev:6764,country:'US',continent:'NA',lat:41.59420013,lon:-109.0650024})
+CREATE (a924:airport {id:'924',code:'SGU',icao:'KSGU',city:'St George',desc:'St George Municipal Airport',region:'US-UT',runways:1,longest:6606,elev:2941,country:'US',continent:'NA',lat:37.0363888889,lon:-113.510305556})
+CREATE (a925:airport {id:'925',code:'TWF',icao:'KTWF',city:'Twin Falls',desc:'Joslin Field Magic Valley Regional Airport',region:'US-ID',runways:2,longest:8703,elev:4154,country:'US',continent:'NA',lat:42.48180008,lon:-114.487999})
+CREATE (a926:airport {id:'926',code:'VEL',icao:'KVEL',city:'Vernal',desc:'Vernal Regional Airport',region:'US-UT',runways:2,longest:6201,elev:5278,country:'US',continent:'NA',lat:40.4408989,lon:-109.5100021})
+CREATE (a927:airport {id:'927',code:'XUZ',icao:'ZSXZ',city:'Xuzhou',desc:'Xuzhou Guanyin Airport',region:'CN-32',runways:1,longest:11548,elev:115,country:'CN',continent:'AS',lat:34.059056,lon:117.555278})
+CREATE (a928:airport {id:'928',code:'SYX',icao:'ZJSY',city:'Sanya',desc:'Sanya Phoenix International Airport',region:'CN-46',runways:1,longest:11155,elev:92,country:'CN',continent:'AS',lat:18.3029003143311,lon:109.412002563477})
+CREATE (a929:airport {id:'929',code:'BKG',icao:'KBBG',city:'Branson',desc:'Branson Airport',region:'US-MO',runways:1,longest:7140,elev:1302,country:'US',continent:'NA',lat:36.532082,lon:-93.200544})
+CREATE (a930:airport {id:'930',code:'YMM',icao:'CYMM',city:'Fort McMurray',desc:'Fort McMurray Airport',region:'CA-AB',runways:1,longest:7503,elev:1211,country:'CA',continent:'NA',lat:56.653301239,lon:-111.222000122})
+CREATE (a931:airport {id:'931',code:'AIA',icao:'KAIA',city:'Alliance',desc:'Alliance Municipal Airport',region:'US-NE',runways:3,longest:9202,elev:3931,country:'US',continent:'NA',lat:42.0531997681,lon:-102.804000854})
+CREATE (a932:airport {id:'932',code:'ALS',icao:'KALS',city:'Alamosa',desc:'San Luis Valley Regional Bergman Field',region:'US-CO',runways:2,longest:8519,elev:7539,country:'US',continent:'NA',lat:37.4348983765,lon:-105.866996765})
+CREATE (a933:airport {id:'933',code:'BFF',icao:'KBFF',city:'Scottsbluff',desc:'Western Neb. Rgnl/William B. Heilig Airport',region:'US-NE',runways:2,longest:8279,elev:3967,country:'US',continent:'NA',lat:41.87400055,lon:-103.5960007})
+CREATE (a934:airport {id:'934',code:'BIS',icao:'KBIS',city:'Bismarck',desc:'Bismarck Municipal Airport',region:'US-ND',runways:2,longest:8794,elev:1661,country:'US',continent:'NA',lat:46.7727012634277,lon:-100.746002197266})
+CREATE (a935:airport {id:'935',code:'CEZ',icao:'KCEZ',city:'Cortez',desc:'Cortez Municipal Airport',region:'US-CO',runways:1,longest:7205,elev:5918,country:'US',continent:'NA',lat:37.3030014038,lon:-108.627998352})
+CREATE (a936:airport {id:'936',code:'CYS',icao:'KCYS',city:'Cheyenne',desc:'Cheyenne Regional Jerry Olson Field',region:'US-WY',runways:2,longest:9267,elev:6159,country:'US',continent:'NA',lat:41.15570068,lon:-104.8119965})
+CREATE (a937:airport {id:'937',code:'DDC',icao:'KDDC',city:'Dodge City',desc:'Dodge City Regional Airport',region:'US-KS',runways:2,longest:6899,elev:2594,country:'US',continent:'NA',lat:37.7634010314941,lon:-99.9655990600586})
+CREATE (a938:airport {id:'938',code:'DIK',icao:'KDIK',city:'Dickinson',desc:'Dickinson Theodore Roosevelt Regional Airport',region:'US-ND',runways:2,longest:6400,elev:2592,country:'US',continent:'NA',lat:46.7974014282,lon:-102.802001953})
+CREATE (a939:airport {id:'939',code:'EAR',icao:'KEAR',city:'Kearney',desc:'Kearney Regional Airport',region:'US-NE',runways:2,longest:7094,elev:2131,country:'US',continent:'NA',lat:40.72700119,lon:-99.00679779})
+CREATE (a940:airport {id:'940',code:'FMN',icao:'KFMN',city:'Farmington',desc:'Four Corners Regional Airport',region:'US-NM',runways:2,longest:6704,elev:5506,country:'US',continent:'NA',lat:36.7411994934,lon:-108.230003357})
+CREATE (a941:airport {id:'941',code:'GUC',icao:'KGUC',city:'Gunnison',desc:'Gunnison Crested Butte Regional Airport',region:'US-CO',runways:2,longest:9400,elev:7680,country:'US',continent:'NA',lat:38.53390121,lon:-106.9329987})
+CREATE (a942:airport {id:'942',code:'ILG',icao:'KILG',city:'Wilmington',desc:'New Castle Airport',region:'US-DE',runways:3,longest:7181,elev:80,country:'US',continent:'NA',lat:39.67869949,lon:-75.60649872})
+CREATE (a943:airport {id:'943',code:'ISN',icao:'KISN',city:'Williston',desc:'Sloulin Field International Airport',region:'US-ND',runways:2,longest:6650,elev:1982,country:'US',continent:'NA',lat:48.177898407,lon:-103.641998291})
+CREATE (a944:airport {id:'944',code:'LAR',icao:'KLAR',city:'Laramie',desc:'Laramie Regional Airport',region:'US-WY',runways:2,longest:8500,elev:7284,country:'US',continent:'NA',lat:41.3120994567871,lon:-105.675003051758})
+CREATE (a945:airport {id:'945',code:'LBF',icao:'KLBF',city:'North Platte',desc:'North Platte Regional Airport Lee Bird Field',region:'US-NE',runways:2,longest:8000,elev:2777,country:'US',continent:'NA',lat:41.12620163,lon:-100.6839981})
+CREATE (a946:airport {id:'946',code:'LBL',icao:'KLBL',city:'Liberal',desc:'Liberal Mid-America Regional Airport',region:'US-KS',runways:2,longest:7105,elev:2885,country:'US',continent:'NA',lat:37.0442009,lon:-100.9599991})
+CREATE (a947:airport {id:'947',code:'LNK',icao:'KLNK',city:'Lincoln',desc:'Lincoln Airport',region:'US-NE',runways:3,longest:12901,elev:1219,country:'US',continent:'NA',lat:40.851001739502,lon:-96.7592010498047})
+CREATE (a948:airport {id:'948',code:'MCK',icao:'KMCK',city:'Mc Cook',desc:'Mc Cook Ben Nelson Regional Airport',region:'US-NE',runways:3,longest:6449,elev:2583,country:'US',continent:'NA',lat:40.20629883,lon:-100.5920029})
+CREATE (a949:airport {id:'949',code:'MOT',icao:'KMOT',city:'Minot',desc:'Minot International Airport',region:'US-ND',runways:2,longest:7700,elev:1716,country:'US',continent:'NA',lat:48.2593994140625,lon:-101.279998779297})
+CREATE (a950:airport {id:'950',code:'MTJ',icao:'KMTJ',city:'Montrose',desc:'Montrose Regional Airport',region:'US-CO',runways:2,longest:10000,elev:5759,country:'US',continent:'NA',lat:38.5097999573,lon:-107.893997192})
+CREATE (a951:airport {id:'951',code:'PGA',icao:'KPGA',city:'Page',desc:'Page Municipal Airport',region:'US-AZ',runways:2,longest:5950,elev:4316,country:'US',continent:'NA',lat:36.92610168,lon:-111.447998})
+CREATE (a952:airport {id:'952',code:'PIR',icao:'KPIR',city:'Pierre',desc:'Pierre Regional Airport',region:'US-SD',runways:2,longest:6900,elev:1744,country:'US',continent:'NA',lat:44.38270187,lon:-100.2860031})
+CREATE (a953:airport {id:'953',code:'PUB',icao:'KPUB',city:'Pueblo',desc:'Pueblo Memorial Airport',region:'US-CO',runways:4,longest:10496,elev:4726,country:'US',continent:'NA',lat:38.2891006469727,lon:-104.497001647949})
+CREATE (a954:airport {id:'954',code:'RIW',icao:'KRIW',city:'Riverton',desc:'Riverton Regional Airport',region:'US-WY',runways:2,longest:8203,elev:5525,country:'US',continent:'NA',lat:43.064201355,lon:-108.459999084})
+CREATE (a955:airport {id:'955',code:'SHR',icao:'KSHR',city:'Sheridan',desc:'Sheridan County Airport',region:'US-WY',runways:3,longest:8300,elev:4021,country:'US',continent:'NA',lat:44.7691993713379,lon:-106.980003356934})
+CREATE (a956:airport {id:'956',code:'ART',icao:'KART',city:'Watertown',desc:'Watertown International Airport',region:'US-NY',runways:2,longest:5000,elev:325,country:'US',continent:'NA',lat:43.9919013977051,lon:-76.0216979980469})
+CREATE (a957:airport {id:'957',code:'CMX',icao:'KCMX',city:'Hancock',desc:'Houghton County Memorial Airport',region:'US-MI',runways:2,longest:6501,elev:1095,country:'US',continent:'NA',lat:47.168399810791,lon:-88.4890975952148})
+CREATE (a958:airport {id:'958',code:'CWA',icao:'KCWA',city:'Mosinee',desc:'Central Wisconsin Airport',region:'US-WI',runways:2,longest:7645,elev:1277,country:'US',continent:'NA',lat:44.7775993347,lon:-89.6668014526})
+CREATE (a959:airport {id:'959',code:'DBQ',icao:'KDBQ',city:'Dubuque',desc:'Dubuque Regional Airport',region:'US-IA',runways:2,longest:6502,elev:1077,country:'US',continent:'NA',lat:42.40200043,lon:-90.70950317})
+CREATE (a960:airport {id:'960',code:'DEC',icao:'KDEC',city:'Decatur',desc:'Decatur Airport',region:'US-IL',runways:3,longest:8496,elev:682,country:'US',continent:'NA',lat:39.8345985412598,lon:-88.8656997680664})
+CREATE (a961:airport {id:'961',code:'DLH',icao:'KDLH',city:'Duluth',desc:'Duluth International Airport',region:'US-MN',runways:2,longest:10152,elev:1428,country:'US',continent:'NA',lat:46.8420982361,lon:-92.1936035156})
+CREATE (a962:airport {id:'962',code:'EAU',icao:'KEAU',city:'Eau Claire',desc:'Chippewa Valley Regional Airport',region:'US-WI',runways:2,longest:8101,elev:913,country:'US',continent:'NA',lat:44.8657989501953,lon:-91.4842987060547})
+CREATE (a963:airport {id:'963',code:'ELM',icao:'KELM',city:'Elmira/Corning',desc:'Elmira Corning Regional Airport',region:'US-NY',runways:3,longest:7000,elev:954,country:'US',continent:'NA',lat:42.1599006652832,lon:-76.8916015625})
+CREATE (a964:airport {id:'964',code:'LSE',icao:'KLSE',city:'La Crosse',desc:'La Crosse Municipal Airport',region:'US-WI',runways:3,longest:8537,elev:655,country:'US',continent:'NA',lat:43.87900162,lon:-91.25669861})
+CREATE (a965:airport {id:'965',code:'MKG',icao:'KMKG',city:'Muskegon',desc:'Muskegon County Airport',region:'US-MI',runways:2,longest:6501,elev:629,country:'US',continent:'NA',lat:43.16949844,lon:-86.23819733})
+CREATE (a966:airport {id:'966',code:'PAH',icao:'KPAH',city:'Paducah',desc:'Barkley Regional Airport',region:'US-KY',runways:2,longest:6499,elev:410,country:'US',continent:'NA',lat:37.0607986450195,lon:-88.7738037109375})
+CREATE (a967:airport {id:'967',code:'STC',icao:'KSTC',city:'St Cloud',desc:'St Cloud Regional Airport',region:'US-MN',runways:2,longest:7000,elev:1031,country:'US',continent:'NA',lat:45.5466003417969,lon:-94.0598983764648})
+CREATE (a968:airport {id:'968',code:'TOL',icao:'KTOL',city:'Toledo',desc:'Toledo Express Airport',region:'US-OH',runways:2,longest:10600,elev:683,country:'US',continent:'NA',lat:41.58679962,lon:-83.80780029})
+CREATE (a969:airport {id:'969',code:'TVC',icao:'KTVC',city:'Traverse City',desc:'Cherry Capital Airport',region:'US-MI',runways:3,longest:6501,elev:624,country:'US',continent:'NA',lat:44.7414016723633,lon:-85.5821990966797})
+CREATE (a970:airport {id:'970',code:'SCE',icao:'KUNV',city:'State College',desc:'University Park Airport',region:'US-PA',runways:1,longest:6701,elev:1239,country:'US',continent:'NA',lat:40.8493003845,lon:-77.8487014771})
+CREATE (a971:airport {id:'971',code:'SUV',icao:'NFNA',city:'Nausori',desc:'Nausori International Airport',region:'FJ-C',runways:1,longest:6129,elev:17,country:'FJ',continent:'OC',lat:-18.0433006286621,lon:178.559005737305})
+CREATE (a972:airport {id:'972',code:'TBU',icao:'NFTF',city:'Nuku\'alofa',desc:'Fua\'amotu International Airport',region:'TO-04',runways:2,longest:8795,elev:126,country:'TO',continent:'OC',lat:-21.2411994934082,lon:-175.149993896484})
+CREATE (a973:airport {id:'973',code:'VLI',icao:'NVVV',city:'Port Vila',desc:'Port Vila Bauerfield Airport',region:'VU-SEE',runways:2,longest:8530,elev:70,country:'VU',continent:'OC',lat:-17.6993007659912,lon:168.320007324219})
+CREATE (a974:airport {id:'974',code:'ZQN',icao:'NZQN',city:'Queenstown',desc:'Queenstown International Airport',region:'NZ-OTA',runways:4,longest:6204,elev:1171,country:'NZ',continent:'OC',lat:-45.0210990906,lon:168.738998413})
+CREATE (a975:airport {id:'975',code:'ARM',icao:'YARM',city:'Armidale',desc:'Armidale Airport',region:'AU-NSW',runways:2,longest:5702,elev:3556,country:'AU',continent:'OC',lat:-30.5280990601,lon:151.617004395})
+CREATE (a976:airport {id:'976',code:'BHQ',icao:'YBHI',city:'Broken Hill',desc:'Broken Hill Airport',region:'AU-NSW',runways:2,longest:8251,elev:958,country:'AU',continent:'OC',lat:-32.0013999939,lon:141.472000122})
+CREATE (a977:airport {id:'977',code:'HTI',icao:'YBHM',city:'Hamilton Island',desc:'Hamilton Island Airport',region:'AU-QLD',runways:1,longest:5591,elev:15,country:'AU',continent:'OC',lat:-20.3581008911,lon:148.95199585})
+CREATE (a978:airport {id:'978',code:'MKY',icao:'YBMK',city:'Mackay',desc:'Mackay Airport',region:'AU-QLD',runways:2,longest:6499,elev:19,country:'AU',continent:'OC',lat:-21.1716995239,lon:149.179992676})
+CREATE (a979:airport {id:'979',code:'BNK',icao:'YBNA',city:'Ballina',desc:'Ballina Byron Gateway Airport',region:'AU-NSW',runways:1,longest:6234,elev:7,country:'AU',continent:'OC',lat:-28.8339004517,lon:153.56199646})
+CREATE (a980:airport {id:'980',code:'PPP',icao:'YBPN',city:'Proserpine',desc:'Proserpine Whitsunday Coast Airport',region:'AU-QLD',runways:2,longest:6801,elev:82,country:'AU',continent:'OC',lat:-20.4950008392,lon:148.552001953})
+CREATE (a981:airport {id:'981',code:'BME',icao:'YBRM',city:'Broome',desc:'Broome International Airport',region:'AU-WA',runways:1,longest:8064,elev:56,country:'AU',continent:'OC',lat:-17.9447002410889,lon:122.232002258301})
+CREATE (a982:airport {id:'982',code:'BHS',icao:'YBTH',city:'Bathurst',desc:'Bathurst Airport',region:'AU-NSW',runways:2,longest:5594,elev:2435,country:'AU',continent:'OC',lat:-33.4094009399,lon:149.651992798})
+CREATE (a983:airport {id:'983',code:'TSV',icao:'YBTL',city:'Townsville',desc:'Townsville Airport',region:'AU-QLD',runways:2,longest:7999,elev:18,country:'AU',continent:'OC',lat:-19.2525005340576,lon:146.764999389648})
+CREATE (a984:airport {id:'984',code:'GLT',icao:'YGLA',city:'Gladstone',desc:'Gladstone Airport',region:'AU-QLD',runways:1,longest:5364,elev:64,country:'AU',continent:'OC',lat:-23.8696994781,lon:151.223007202})
+CREATE (a985:airport {id:'985',code:'GFF',icao:'YGTH',city:'Griffith',desc:'Griffith Airport',region:'AU-NSW',runways:2,longest:4931,elev:439,country:'AU',continent:'OC',lat:-34.2508010864,lon:146.067001343})
+CREATE (a986:airport {id:'986',code:'HVB',icao:'YHBA',city:'Hervey Bay',desc:'Hervey Bay Airport',region:'AU-QLD',runways:1,longest:6561,elev:60,country:'AU',continent:'OC',lat:-25.3188991547,lon:152.880004883})
+CREATE (a987:airport {id:'987',code:'LDH',icao:'YLHI',city:'Lord Howe Island',desc:'Lord Howe Island Airport',region:'AU-NSW',runways:1,longest:2907,elev:5,country:'AU',continent:'OC',lat:-31.5382995605,lon:159.07699585})
+CREATE (a988:airport {id:'988',code:'LSY',icao:'YLIS',city:'Lismore',desc:'Lismore Airport',region:'AU-NSW',runways:1,longest:5404,elev:35,country:'AU',continent:'OC',lat:-28.8302993774,lon:153.259994507})
+CREATE (a989:airport {id:'989',code:'AVV',icao:'YMAV',city:'Melbourne',desc:'Avalon Airport',region:'AU-VIC',runways:1,longest:10000,elev:35,country:'AU',continent:'OC',lat:-38.0393981934,lon:144.468994141})
+CREATE (a990:airport {id:'990',code:'ABX',icao:'YMAY',city:'Albury',desc:'Albury Airport',region:'AU-NSW',runways:1,longest:6234,elev:539,country:'AU',continent:'OC',lat:-36.067798614502,lon:146.957992553711})
+CREATE (a991:airport {id:'991',code:'MIM',icao:'YMER',city:'Merimbula',desc:'Merimbula Airport',region:'AU-NSW',runways:1,longest:5256,elev:7,country:'AU',continent:'OC',lat:-36.9085998535,lon:149.901000977})
+CREATE (a992:airport {id:'992',code:'HBA',icao:'YMHB',city:'Hobart',desc:'Hobart International Airport',region:'AU-TAS',runways:1,longest:7385,elev:13,country:'AU',continent:'OC',lat:-42.836101532,lon:147.509994507})
+CREATE (a993:airport {id:'993',code:'MQL',icao:'YMIA',city:'Mildura',desc:'Mildura Airport',region:'AU-VIC',runways:2,longest:6004,elev:167,country:'AU',continent:'OC',lat:-34.2291984558,lon:142.085998535})
+CREATE (a994:airport {id:'994',code:'LST',icao:'YMLT',city:'Launceston',desc:'Launceston Airport',region:'AU-TAS',runways:3,longest:6499,elev:562,country:'AU',continent:'OC',lat:-41.54529953,lon:147.214004517})
+CREATE (a995:airport {id:'995',code:'MRZ',icao:'YMOR',city:'Moree',desc:'Moree Airport',region:'AU-NSW',runways:2,longest:5292,elev:701,country:'AU',continent:'OC',lat:-29.4988994598,lon:149.845001221})
+CREATE (a996:airport {id:'996',code:'MYA',icao:'YMRY',city:'Moruya',desc:'Moruya Airport',region:'AU-NSW',runways:2,longest:4997,elev:14,country:'AU',continent:'OC',lat:-35.8978004456,lon:150.143997192})
+CREATE (a997:airport {id:'997',code:'NRA',icao:'YNAR',city:'Narrandera',desc:'Narrandera Airport',region:'AU-NSW',runways:2,longest:5302,elev:474,country:'AU',continent:'OC',lat:-34.7022018433,lon:146.511993408})
+CREATE (a998:airport {id:'998',code:'OAG',icao:'YORG',city:'Orange',desc:'Orange Airport',region:'AU-NSW',runways:2,longest:5499,elev:3115,country:'AU',continent:'OC',lat:-33.3816986084,lon:149.132995605})
+CREATE (a999:airport {id:'999',code:'KTA',icao:'YPKA',city:'Karratha',desc:'Karratha Airport',region:'AU-WA',runways:1,longest:6070,elev:29,country:'AU',continent:'OC',lat:-20.7122001648,lon:116.773002625})
+CREATE (a1000:airport {id:'1000',code:'PKE',icao:'YPKS',city:'Parkes',desc:'Parkes Airport',region:'AU-NSW',runways:2,longest:5525,elev:1069,country:'AU',continent:'OC',lat:-33.131401062,lon:148.238998413})
+CREATE (a1001:airport {id:'1001',code:'PQQ',icao:'YPMQ',city:'Port Macquarie',desc:'Port Macquarie Airport',region:'AU-NSW',runways:2,longest:5203,elev:12,country:'AU',continent:'OC',lat:-31.4358005524,lon:152.863006592})
+CREATE (a1002:airport {id:'1002',code:'CFS',icao:'YCFS',city:'Coffs Harbour',desc:'Coffs Harbour Airport',region:'AU-NSW',runways:2,longest:6824,elev:18,country:'AU',continent:'OC',lat:-30.3206005096,lon:153.115997314})
+CREATE (a1003:airport {id:'1003',code:'DBO',icao:'YSDU',city:'Dubbo',desc:'Dubbo City Regional Airport',region:'AU-NSW',runways:2,longest:5604,elev:935,country:'AU',continent:'OC',lat:-32.2167015076,lon:148.574996948})
+CREATE (a1004:airport {id:'1004',code:'NLK',icao:'YSNF',city:'Burnt Pine',desc:'Norfolk Island International Airport',region:'NF-U-A',runways:2,longest:6398,elev:371,country:'NF',continent:'OC',lat:-29.0415992736816,lon:167.938995361328})
+CREATE (a1005:airport {id:'1005',code:'TMW',icao:'YSTW',city:'Tamworth',desc:'Tamworth Airport',region:'AU-NSW',runways:4,longest:7218,elev:1334,country:'AU',continent:'OC',lat:-31.0839004517,lon:150.847000122})
+CREATE (a1006:airport {id:'1006',code:'WGA',icao:'YSWG',city:'Wagga Wagga',desc:'Wagga Wagga City Airport',region:'AU-NSW',runways:2,longest:5801,elev:724,country:'AU',continent:'OC',lat:-35.1652984619,lon:147.466003418})
+CREATE (a1007:airport {id:'1007',code:'TRO',icao:'YTRE',city:'Taree',desc:'Taree Airport',region:'AU-NSW',runways:2,longest:4934,elev:38,country:'AU',continent:'OC',lat:-31.8885993958,lon:152.514007568})
+CREATE (a1008:airport {id:'1008',code:'TWB',icao:'YTWB',city:'Toowoomba',desc:'Toowoomba Airport',region:'AU-QLD',runways:2,longest:3678,elev:2086,country:'AU',continent:'OC',lat:-27.5428009033203,lon:151.916000366211})
+CREATE (a1009:airport {id:'1009',code:'NTL',icao:'YWLM',city:'Williamtown',desc:'Newcastle Airport',region:'AU-NSW',runways:1,longest:7999,elev:31,country:'AU',continent:'OC',lat:-32.7949981689453,lon:151.833999633789})
+CREATE (a1010:airport {id:'1010',code:'DPO',icao:'YDPO',city:'Devonport',desc:'Devonport Airport',region:'AU-TAS',runways:2,longest:6030,elev:33,country:'AU',continent:'OC',lat:-41.1697006226,lon:146.429992676})
+CREATE (a1011:airport {id:'1011',code:'KNS',icao:'YKII',city:'Currie',desc:'King Island Airport',region:'AU-TAS',runways:3,longest:5198,elev:132,country:'AU',continent:'OC',lat:-39.877498626709,lon:143.878005981445})
+CREATE (a1012:airport {id:'1012',code:'MGB',icao:'YMTG',city:'Mount Gambier',desc:'Mount Gambier Airport',region:'AU-SA',runways:3,longest:5000,elev:212,country:'AU',continent:'OC',lat:-37.7456016540527,lon:140.785003662109})
+CREATE (a1013:airport {id:'1013',code:'KGI',icao:'YPKG',city:'Kalgoorlie',desc:'Kalgoorlie Boulder Airport',region:'AU-WA',runways:2,longest:6562,elev:1203,country:'AU',continent:'OC',lat:-30.7894001007,lon:121.461997986})
+CREATE (a1014:airport {id:'1014',code:'PHE',icao:'YPPD',city:'Port Hedland',desc:'Port Hedland International Airport',region:'AU-WA',runways:2,longest:8202,elev:33,country:'AU',continent:'OC',lat:-20.3777999878,lon:118.625999451})
+CREATE (a1015:airport {id:'1015',code:'BWT',icao:'YWYY',city:'Burnie',desc:'Wynyard Airport',region:'AU-TAS',runways:2,longest:5413,elev:62,country:'AU',continent:'OC',lat:-40.9989013671875,lon:145.731002807617})
+CREATE (a1016:airport {id:'1016',code:'TUO',icao:'NZAP',city:'Taupo',desc:'Taupo Airport',region:'NZ-WKO',runways:2,longest:4547,elev:1335,country:'NZ',continent:'OC',lat:-38.7397003173828,lon:176.083999633789})
+CREATE (a1017:airport {id:'1017',code:'DUD',icao:'NZDN',city:'Dunedin',desc:'Dunedin Airport',region:'NZ-OTA',runways:1,longest:6234,elev:4,country:'NZ',continent:'OC',lat:-45.9281005859375,lon:170.197998046875})
+CREATE (a1018:airport {id:'1018',code:'GIS',icao:'NZGS',city:'Gisborne',desc:'Gisborne Airport',region:'NZ-GIS',runways:5,longest:4298,elev:15,country:'NZ',continent:'OC',lat:-38.6632995605469,lon:177.977996826172})
+CREATE (a1019:airport {id:'1019',code:'HLZ',icao:'NZHN',city:'Hamilton',desc:'Hamilton International Airport',region:'NZ-WKO',runways:5,longest:6430,elev:172,country:'NZ',continent:'OC',lat:-37.8666992188,lon:175.332000732})
+CREATE (a1020:airport {id:'1020',code:'KKE',icao:'NZKK',city:'Kerikeri',desc:'Kerikeri Airport',region:'NZ-NTL',runways:4,longest:3904,elev:492,country:'NZ',continent:'OC',lat:-35.2627983093262,lon:173.912002563477})
+CREATE (a1021:airport {id:'1021',code:'KAT',icao:'NZKT',city:'Kaitaia',desc:'Kaitaia Airport',region:'NZ-NTL',runways:2,longest:4600,elev:270,country:'NZ',continent:'OC',lat:-35.0699996948242,lon:173.285003662109})
+CREATE (a1022:airport {id:'1022',code:'NPL',icao:'NZNP',city:'New Plymouth',desc:'New Plymouth Airport',region:'NZ-TKI',runways:3,longest:4298,elev:97,country:'NZ',continent:'OC',lat:-39.0085983276367,lon:174.179000854492})
+CREATE (a1023:airport {id:'1023',code:'NPE',icao:'NZNR',city:'Napier',desc:'Napier Airport',region:'NZ-HKB',runways:5,longest:4298,elev:6,country:'NZ',continent:'OC',lat:-39.4658012390137,lon:176.869995117188})
+CREATE (a1024:airport {id:'1024',code:'NSN',icao:'NZNS',city:'Nelson',desc:'Nelson Airport',region:'NZ-NSN',runways:5,longest:4420,elev:17,country:'NZ',continent:'OC',lat:-41.2983016967773,lon:173.220993041992})
+CREATE (a1025:airport {id:'1025',code:'PMR',icao:'NZPM',city:'Palmerston North',desc:'Palmerston North Airport',region:'NZ-MWT',runways:3,longest:6240,elev:151,country:'NZ',continent:'OC',lat:-40.3205986022949,lon:175.617004394531})
+CREATE (a1026:airport {id:'1026',code:'PPQ',icao:'NZPP',city:'Paraparaumu',desc:'Paraparaumu Airport',region:'NZ-WGN',runways:5,longest:4429,elev:22,country:'NZ',continent:'OC',lat:-40.9047012329102,lon:174.988998413086})
+CREATE (a1027:airport {id:'1027',code:'ROT',icao:'NZRO',city:'Rotorua',desc:'Rotorua Regional Airport',region:'NZ-BOP',runways:3,longest:5321,elev:935,country:'NZ',continent:'OC',lat:-38.1091995239258,lon:176.317001342773})
+CREATE (a1028:airport {id:'1028',code:'TRG',icao:'NZTG',city:'Tauranga',desc:'Tauranga Airport',region:'NZ-BOP',runways:5,longest:5988,elev:13,country:'NZ',continent:'OC',lat:-37.6719017028809,lon:176.195999145508})
+CREATE (a1029:airport {id:'1029',code:'BHE',icao:'NZWB',city:'Blenheim',desc:'Woodbourne Airport',region:'NZ-MBH',runways:3,longest:4675,elev:109,country:'NZ',continent:'OC',lat:-41.5182991027832,lon:173.869995117188})
+CREATE (a1030:airport {id:'1030',code:'WHK',icao:'NZWK',city:'Whakatane',desc:'Whakatane Airport',region:'NZ-BOP',runways:3,longest:4200,elev:20,country:'NZ',continent:'OC',lat:-37.9206008911133,lon:176.914001464844})
+CREATE (a1031:airport {id:'1031',code:'WRE',icao:'NZWR',city:'Whangarei',desc:'Whangarei Airport',region:'NZ-NTL',runways:2,longest:3599,elev:133,country:'NZ',continent:'OC',lat:-35.7682991027832,lon:174.365005493164})
+CREATE (a1032:airport {id:'1032',code:'WAG',icao:'NZWU',city:'Wanganui',desc:'Wanganui Airport',region:'NZ-MWT',runways:1,longest:4521,elev:27,country:'NZ',continent:'OC',lat:-39.9622001647949,lon:175.024993896484})
+CREATE (a1033:airport {id:'1033',code:'HLD',icao:'ZBLA',city:'Hailar',desc:'Dongshan Airport',region:'CN-15',runways:1,longest:8530,elev:2169,country:'CN',continent:'AS',lat:49.2050018311,lon:119.824996948})
+CREATE (a1034:airport {id:'1034',code:'TAE',icao:'RKTN',city:'Daegu',desc:'Daegu Airport',region:'KR-27',runways:2,longest:9039,elev:116,country:'KR',continent:'AS',lat:35.8941001892,lon:128.658996582})
+CREATE (a1035:airport {id:'1035',code:'YKS',icao:'UEEE',city:'Yakutsk',desc:'Yakutsk Airport',region:'RU-SA',runways:2,longest:11155,elev:325,country:'RU',continent:'AS',lat:62.0932998657227,lon:129.77099609375})
+CREATE (a1036:airport {id:'1036',code:'MWX',icao:'RKJB',city:'Gwangju',desc:'Muan International Airport',region:'KR-U-A',runways:1,longest:9186,elev:51,country:'KR',continent:'AS',lat:34.991406,lon:126.382814})
+CREATE (a1037:airport {id:'1037',code:'CJJ',icao:'RKTU',city:'Cheongju',desc:'Cheongju International Airport',region:'KR-43',runways:2,longest:9000,elev:191,country:'KR',continent:'AS',lat:36.7165985107,lon:127.499000549})
+CREATE (a1038:airport {id:'1038',code:'IKT',icao:'UIII',city:'Irkutsk',desc:'Irkutsk Airport',region:'RU-IRK',runways:1,longest:10384,elev:1675,country:'RU',continent:'AS',lat:52.2680015563965,lon:104.388999938965})
+CREATE (a1039:airport {id:'1039',code:'UUD',icao:'UIUU',city:'Ulan Ude',desc:'Ulan-Ude Airport (Mukhino)',region:'RU-BU',runways:3,longest:9780,elev:1690,country:'RU',continent:'AS',lat:51.8078002929688,lon:107.438003540039})
+CREATE (a1040:airport {id:'1040',code:'KJA',icao:'UNKL',city:'Krasnoyarsk',desc:'Yemelyanovo Airport',region:'RU-KYA',runways:1,longest:12150,elev:942,country:'RU',continent:'AS',lat:56.1729011535645,lon:92.4933013916016})
+CREATE (a1041:airport {id:'1041',code:'FNJ',icao:'ZKPY',city:'Pyongyang',desc:'Sunan International Airport',region:'KP-PYO',runways:2,longest:12475,elev:117,country:'KP',continent:'AS',lat:39.2240982055664,lon:125.669998168945})
+CREATE (a1042:airport {id:'1042',code:'LHW',icao:'ZLLL',city:'Lanzhou',desc:'Lanzhou Zhongchuan Airport',region:'CN-62',runways:1,longest:11811,elev:6388,country:'CN',continent:'AS',lat:36.5152015686,lon:103.620002747})
+CREATE (a1043:airport {id:'1043',code:'LXA',icao:'ZULS',city:'Lhasa',desc:'Lhasa Gonggar Airport',region:'CN-54',runways:2,longest:13123,elev:11713,country:'CN',continent:'AS',lat:29.2978000641,lon:90.9119033813})
+CREATE (a1044:airport {id:'1044',code:'HRB',icao:'ZYHB',city:'Harbin',desc:'Taiping Airport',region:'CN-23',runways:1,longest:10500,elev:457,country:'CN',continent:'AS',lat:45.6234016418457,lon:126.25})
+CREATE (a1045:airport {id:'1045',code:'JMU',icao:'ZYJM',city:'Jiamusi',desc:'Jiamusi Airport',region:'CN-23',runways:1,longest:7218,elev:262,country:'CN',continent:'AS',lat:46.8433990479,lon:130.464996338})
+CREATE (a1046:airport {id:'1046',code:'MDG',icao:'ZYMD',city:'Mudanjiang',desc:'Mudanjiang Hailang International Airport',region:'CN-23',runways:1,longest:8530,elev:883,country:'CN',continent:'AS',lat:44.5241012573,lon:129.569000244})
+CREATE (a1047:airport {id:'1047',code:'NDG',icao:'ZYQQ',city:'Qiqihar',desc:'Qiqihar Sanjiazi Airport',region:'CN-23',runways:1,longest:8530,elev:477,country:'CN',continent:'AS',lat:47.2396011352539,lon:123.917999267578})
+CREATE (a1048:airport {id:'1048',code:'YNJ',icao:'ZYYJ',city:'Yanji',desc:'Yanji Chaoyangchuan Airport',region:'CN-22',runways:1,longest:8530,elev:624,country:'CN',continent:'AS',lat:42.8828010559,lon:129.451004028})
+CREATE (a1049:airport {id:'1049',code:'JGS',icao:'ZSJA',city:'Ji\'an',desc:'Jinggangshan Airport',region:'CN-36',runways:1,longest:10499,elev:281,country:'CN',continent:'AS',lat:26.8568992615,lon:114.736999512})
+CREATE (a1050:airport {id:'1050',code:'TLC',icao:'MMTO',city:'Toluca',desc:'Licenciado Adolfo Lopez Mateos International Airport',region:'MX-MEX',runways:1,longest:13780,elev:8466,country:'MX',continent:'NA',lat:19.3370990753,lon:-99.5660018921})
+CREATE (a1051:airport {id:'1051',code:'LBE',icao:'KLBE',city:'Latrobe',desc:'Arnold Palmer Regional Airport',region:'US-PA',runways:2,longest:7001,elev:1199,country:'US',continent:'NA',lat:40.27590179,lon:-79.40480042})
+CREATE (a1052:airport {id:'1052',code:'ORH',icao:'KORH',city:'Worcester',desc:'Worcester Regional Airport',region:'US-MA',runways:2,longest:7000,elev:1009,country:'US',continent:'NA',lat:42.2672996520996,lon:-71.8757019042969})
+CREATE (a1053:airport {id:'1053',code:'PBG',icao:'KPBG',city:'Plattsburgh',desc:'Plattsburgh International Airport',region:'US-NY',runways:1,longest:11758,elev:234,country:'US',continent:'NA',lat:44.6509017944336,lon:-73.4681015014648})
+CREATE (a1054:airport {id:'1054',code:'TCB',icao:'MYAT',city:'Treasure Cay',desc:'Treasure Cay Airport',region:'BS-MH',runways:1,longest:7001,elev:8,country:'BS',continent:'NA',lat:26.745300293,lon:-77.3912963867})
+CREATE (a1055:airport {id:'1055',code:'GHB',icao:'MYEM',city:'Governor\'s Harbour',desc:'Governor\'s Harbour Airport',region:'BS-GH',runways:1,longest:8024,elev:26,country:'BS',continent:'NA',lat:25.2847003937,lon:-76.3310012817})
+CREATE (a1056:airport {id:'1056',code:'ZSA',icao:'MYSM',city:'San Salvador',desc:'San Salvador Airport',region:'BS-SR',runways:1,longest:8000,elev:24,country:'BS',continent:'NA',lat:24.0632991790771,lon:-74.5240020751953})
+CREATE (a1057:airport {id:'1057',code:'AXM',icao:'SKAR',city:'Armenia',desc:'El Eden Airport',region:'CO-QUI',runways:1,longest:7045,elev:3990,country:'CO',continent:'SA',lat:4.45278,lon:-75.7664})
+CREATE (a1058:airport {id:'1058',code:'YQM',icao:'CYQM',city:'Moncton',desc:'Greater Moncton International Airport',region:'CA-NB',runways:2,longest:10001,elev:232,country:'CA',continent:'NA',lat:46.1122016906738,lon:-64.678596496582})
+CREATE (a1059:airport {id:'1059',code:'YTZ',icao:'CYTZ',city:'Toronto',desc:'Billy Bishop Toronto City Centre Airport',region:'CA-ON',runways:3,longest:3988,elev:252,country:'CA',continent:'NA',lat:43.6274986267,lon:-79.3962020874})
+CREATE (a1060:airport {id:'1060',code:'AOO',icao:'KAOO',city:'Altoona',desc:'Altoona Blair County Airport',region:'US-PA',runways:2,longest:5466,elev:1503,country:'US',continent:'NA',lat:40.29639816,lon:-78.31999969})
+CREATE (a1061:airport {id:'1061',code:'BGM',icao:'KBGM',city:'Binghamton',desc:'Greater Binghamton/Edwin A Link field',region:'US-NY',runways:2,longest:7100,elev:1636,country:'US',continent:'NA',lat:42.20869827,lon:-75.97979736})
+CREATE (a1062:airport {id:'1062',code:'BKW',icao:'KBKW',city:'Beckley',desc:'Raleigh County Memorial Airport',region:'US-WV',runways:2,longest:6750,elev:2504,country:'US',continent:'NA',lat:37.7873001099,lon:-81.1241989136})
+CREATE (a1063:airport {id:'1063',code:'HGR',icao:'KHGR',city:'Hagerstown',desc:'Hagerstown Regional Richard A Henson Field',region:'US-MD',runways:2,longest:5461,elev:703,country:'US',continent:'NA',lat:39.707901,lon:-77.72949982})
+CREATE (a1064:airport {id:'1064',code:'JST',icao:'KJST',city:'Johnstown',desc:'John Murtha Johnstown Cambria County Airport',region:'US-PA',runways:3,longest:7003,elev:2284,country:'US',continent:'NA',lat:40.3161010742188,lon:-78.8339004516602})
+CREATE (a1065:airport {id:'1065',code:'LNS',icao:'KLNS',city:'Lancaster',desc:'Lancaster Airport',region:'US-PA',runways:2,longest:6934,elev:403,country:'US',continent:'NA',lat:40.1217002868652,lon:-76.2960968017578})
+CREATE (a1066:airport {id:'1066',code:'MGW',icao:'KMGW',city:'Morgantown',desc:'Morgantown Municipal Walter L. Bill Hart Field',region:'US-WV',runways:2,longest:5199,elev:1248,country:'US',continent:'NA',lat:39.64289856,lon:-79.91629791})
+CREATE (a1067:airport {id:'1067',code:'SHD',icao:'KSHD',city:'Staunton/Waynesboro/Harrisonburg',desc:'Shenandoah Valley Regional Airport',region:'US-VA',runways:1,longest:6002,elev:1201,country:'US',continent:'NA',lat:38.2638015747,lon:-78.8964004517})
+CREATE (a1068:airport {id:'1068',code:'ITH',icao:'KITH',city:'Ithaca',desc:'Ithaca Tompkins Regional Airport',region:'US-NY',runways:2,longest:6601,elev:1099,country:'US',continent:'NA',lat:42.4910011291504,lon:-76.4583969116211})
+CREATE (a1069:airport {id:'1069',code:'GFK',icao:'KGFK',city:'Grand Forks',desc:'Grand Forks International Airport',region:'US-ND',runways:4,longest:7349,elev:845,country:'US',continent:'NA',lat:47.9492988586426,lon:-97.1761016845703})
+CREATE (a1070:airport {id:'1070',code:'AZA',icao:'KIWA',city:'Phoenix',desc:'Phoenix-Mesa-Gateway Airport',region:'US-AZ',runways:3,longest:10401,elev:1382,country:'US',continent:'NA',lat:33.30780029,lon:-111.6549988})
+CREATE (a1071:airport {id:'1071',code:'RFD',icao:'KRFD',city:'Chicago/Rockford',desc:'Chicago Rockford International Airport',region:'US-IL',runways:2,longest:10004,elev:742,country:'US',continent:'NA',lat:42.1954002380371,lon:-89.0971984863281})
+CREATE (a1072:airport {id:'1072',code:'ABR',icao:'KABR',city:'Aberdeen',desc:'Aberdeen Regional Airport',region:'US-SD',runways:2,longest:6901,elev:1302,country:'US',continent:'NA',lat:45.4491004943848,lon:-98.4217987060547})
+CREATE (a1073:airport {id:'1073',code:'APN',icao:'KAPN',city:'Alpena',desc:'Alpena County Regional Airport',region:'US-MI',runways:2,longest:9001,elev:690,country:'US',continent:'NA',lat:45.0780983,lon:-83.56030273})
+CREATE (a1074:airport {id:'1074',code:'ATY',icao:'KATY',city:'Watertown',desc:'Watertown Regional Airport',region:'US-SD',runways:2,longest:6900,elev:1749,country:'US',continent:'NA',lat:44.91400146,lon:-97.15470123})
+CREATE (a1075:airport {id:'1075',code:'BJI',icao:'KBJI',city:'Bemidji',desc:'Bemidji Regional Airport',region:'US-MN',runways:2,longest:6598,elev:1391,country:'US',continent:'NA',lat:47.50939941,lon:-94.93370056})
+CREATE (a1076:airport {id:'1076',code:'BRD',icao:'KBRD',city:'Brainerd',desc:'Brainerd Lakes Regional Airport',region:'US-MN',runways:4,longest:6500,elev:1232,country:'US',continent:'NA',lat:46.39830017,lon:-94.13809967})
+CREATE (a1077:airport {id:'1077',code:'HIB',icao:'KHIB',city:'Hibbing',desc:'Range Regional Airport',region:'US-MN',runways:2,longest:6758,elev:1354,country:'US',continent:'NA',lat:47.38660049,lon:-92.83899689})
+CREATE (a1078:airport {id:'1078',code:'IMT',icao:'KIMT',city:'Iron Mountain / Kingsford',desc:'Ford Airport',region:'US-MI',runways:2,longest:6500,elev:1182,country:'US',continent:'NA',lat:45.8184013367,lon:-88.1145019531})
+CREATE (a1079:airport {id:'1079',code:'INL',icao:'KINL',city:'International Falls',desc:'Falls International Airport',region:'US-MN',runways:2,longest:6508,elev:1185,country:'US',continent:'NA',lat:48.5662002563477,lon:-93.4030990600586})
+CREATE (a1080:airport {id:'1080',code:'RHI',icao:'KRHI',city:'Rhinelander',desc:'Rhinelander Oneida County Airport',region:'US-WI',runways:3,longest:6800,elev:1624,country:'US',continent:'NA',lat:45.6311988830566,lon:-89.4674987792969})
+CREATE (a1081:airport {id:'1081',code:'ACK',icao:'KACK',city:'Nantucket',desc:'Nantucket Memorial Airport',region:'US-MA',runways:3,longest:6303,elev:47,country:'US',continent:'NA',lat:41.25310135,lon:-70.06020355})
+CREATE (a1082:airport {id:'1082',code:'AUG',icao:'KAUG',city:'Augusta',desc:'Augusta State Airport',region:'US-ME',runways:2,longest:5001,elev:352,country:'US',continent:'NA',lat:44.3205986023,lon:-69.7973022461})
+CREATE (a1083:airport {id:'1083',code:'BHB',icao:'KBHB',city:'Bar Harbor',desc:'Hancock County-Bar Harbor Airport',region:'US-ME',runways:3,longest:5200,elev:83,country:'US',continent:'NA',lat:44.45000076,lon:-68.3615036})
+CREATE (a1084:airport {id:'1084',code:'HYA',icao:'KHYA',city:'Hyannis',desc:'Barnstable Municipal Boardman Polando Field',region:'US-MA',runways:2,longest:5425,elev:54,country:'US',continent:'NA',lat:41.66930008,lon:-70.28040314})
+CREATE (a1085:airport {id:'1085',code:'LEB',icao:'KLEB',city:'Lebanon',desc:'Lebanon Municipal Airport',region:'US-NH',runways:2,longest:5496,elev:603,country:'US',continent:'NA',lat:43.6260986328,lon:-72.3041992188})
+CREATE (a1086:airport {id:'1086',code:'MVY',icao:'KMVY',city:'Martha\'s Vineyard',desc:'Martha\'s Vineyard Airport',region:'US-MA',runways:3,longest:5504,elev:67,country:'US',continent:'NA',lat:41.3931007385,lon:-70.6143035889})
+CREATE (a1087:airport {id:'1087',code:'PQI',icao:'KPQI',city:'Presque Isle',desc:'Northern Maine Regional Airport at Presque Isle',region:'US-ME',runways:2,longest:7440,elev:534,country:'US',continent:'NA',lat:46.68899918,lon:-68.0447998})
+CREATE (a1088:airport {id:'1088',code:'PVC',icao:'KPVC',city:'Provincetown',desc:'Provincetown Municipal Airport',region:'US-MA',runways:1,longest:3500,elev:9,country:'US',continent:'NA',lat:42.0718994141,lon:-70.2213973999})
+CREATE (a1089:airport {id:'1089',code:'RKD',icao:'KRKD',city:'Rockland',desc:'Knox County Regional Airport',region:'US-ME',runways:2,longest:5007,elev:56,country:'US',continent:'NA',lat:44.06010056,lon:-69.09919739})
+CREATE (a1090:airport {id:'1090',code:'RUT',icao:'KRUT',city:'Rutland',desc:'Rutland - Southern Vermont Regional Airport',region:'US-VT',runways:2,longest:5000,elev:787,country:'US',continent:'NA',lat:43.52939987,lon:-72.94960022})
+CREATE (a1091:airport {id:'1091',code:'SLK',icao:'KSLK',city:'Saranac Lake',desc:'Adirondack Regional Airport',region:'US-NY',runways:2,longest:6573,elev:1663,country:'US',continent:'NA',lat:44.3852996826172,lon:-74.2061996459961})
+CREATE (a1092:airport {id:'1092',code:'BET',icao:'PABE',city:'Bethel',desc:'Bethel Airport',region:'US-AK',runways:3,longest:6400,elev:126,country:'US',continent:'NA',lat:60.77980042,lon:-161.8379974})
+CREATE (a1093:airport {id:'1093',code:'BRW',icao:'PABR',city:'Barrow',desc:'Wiley Post Will Rogers Memorial Airport',region:'US-AK',runways:1,longest:6500,elev:44,country:'US',continent:'NA',lat:71.285400390625,lon:-156.766006469727})
+CREATE (a1094:airport {id:'1094',code:'CDB',icao:'PACD',city:'Cold Bay',desc:'Cold Bay Airport',region:'US-AK',runways:2,longest:10415,elev:96,country:'US',continent:'NA',lat:55.2061004638672,lon:-162.725006103516})
+CREATE (a1095:airport {id:'1095',code:'CDV',icao:'PACV',city:'Cordova',desc:'Merle K (Mudhole) Smith Airport',region:'US-AK',runways:2,longest:7500,elev:54,country:'US',continent:'NA',lat:60.4917984,lon:-145.4779968})
+CREATE (a1096:airport {id:'1096',code:'ADK',icao:'PADK',city:'Adak Island',desc:'Adak Airport',region:'US-AK',runways:2,longest:7790,elev:18,country:'US',continent:'NA',lat:51.8779983520508,lon:-176.64599609375})
+CREATE (a1097:airport {id:'1097',code:'DLG',icao:'PADL',city:'Dillingham',desc:'Dillingham Airport',region:'US-AK',runways:1,longest:6400,elev:81,country:'US',continent:'NA',lat:59.04470062,lon:-158.5050049})
+CREATE (a1098:airport {id:'1098',code:'ADQ',icao:'PADQ',city:'Kodiak',desc:'Kodiak Airport',region:'US-AK',runways:3,longest:7542,elev:78,country:'US',continent:'NA',lat:57.75,lon:-152.4940033})
+CREATE (a1099:airport {id:'1099',code:'ENA',icao:'PAEN',city:'Kenai',desc:'Kenai Municipal Airport',region:'US-AK',runways:3,longest:7576,elev:99,country:'US',continent:'NA',lat:60.5731010437012,lon:-151.244995117188})
+CREATE (a1100:airport {id:'1100',code:'HOM',icao:'PAHO',city:'Homer',desc:'Homer Airport',region:'US-AK',runways:1,longest:6701,elev:84,country:'US',continent:'NA',lat:59.6455993652344,lon:-151.477005004883})
+CREATE (a1101:airport {id:'1101',code:'ILI',icao:'PAIL',city:'Iliamna',desc:'Iliamna Airport',region:'US-AK',runways:4,longest:5087,elev:192,country:'US',continent:'NA',lat:59.75439835,lon:-154.9109955})
+CREATE (a1102:airport {id:'1102',code:'JNU',icao:'PAJN',city:'Juneau',desc:'Juneau International Airport',region:'US-AK',runways:2,longest:8457,elev:21,country:'US',continent:'NA',lat:58.3549995422363,lon:-134.57600402832})
+CREATE (a1103:airport {id:'1103',code:'AKN',icao:'PAKN',city:'King Salmon',desc:'King Salmon Airport',region:'US-AK',runways:3,longest:8901,elev:73,country:'US',continent:'NA',lat:58.67679977,lon:-156.6490021})
+CREATE (a1104:airport {id:'1104',code:'MCG',icao:'PAMC',city:'McGrath',desc:'McGrath Airport',region:'US-AK',runways:2,longest:5936,elev:341,country:'US',continent:'NA',lat:62.95289993,lon:-155.6060028})
+CREATE (a1105:airport {id:'1105',code:'ANI',icao:'PANI',city:'Aniak',desc:'Aniak Airport',region:'US-AK',runways:2,longest:6000,elev:88,country:'US',continent:'NA',lat:61.581600189209,lon:-159.542999267578})
+CREATE (a1106:airport {id:'1106',code:'OME',icao:'PAOM',city:'Nome',desc:'Nome Airport',region:'US-AK',runways:2,longest:6001,elev:37,country:'US',continent:'NA',lat:64.5121994018555,lon:-165.445007324219})
+CREATE (a1107:airport {id:'1107',code:'OTZ',icao:'PAOT',city:'Kotzebue',desc:'Ralph Wien Memorial Airport',region:'US-AK',runways:2,longest:5900,elev:14,country:'US',continent:'NA',lat:66.88469696,lon:-162.598999})
+CREATE (a1108:airport {id:'1108',code:'STG',icao:'PAPB',city:'St George',desc:'St George Airport',region:'US-AK',runways:1,longest:5000,elev:125,country:'US',continent:'NA',lat:56.5783004761,lon:-169.662002563})
+CREATE (a1109:airport {id:'1109',code:'SCC',icao:'PASC',city:'Deadhorse',desc:'Deadhorse Airport',region:'US-AK',runways:1,longest:6500,elev:65,country:'US',continent:'NA',lat:70.19470215,lon:-148.4649963})
+CREATE (a1110:airport {id:'1110',code:'SDP',icao:'PASD',city:'Sand Point',desc:'Sand Point Airport',region:'US-AK',runways:1,longest:4000,elev:21,country:'US',continent:'NA',lat:55.314998626709,lon:-160.522994995117})
+CREATE (a1111:airport {id:'1111',code:'KSM',icao:'PASM',city:'St Mary\'s',desc:'St Mary\'s Airport',region:'US-AK',runways:2,longest:6003,elev:312,country:'US',continent:'NA',lat:62.0605011,lon:-163.302002})
+CREATE (a1112:airport {id:'1112',code:'SNP',icao:'PASN',city:'St Paul Island',desc:'St Paul Island Airport',region:'US-AK',runways:1,longest:6500,elev:63,country:'US',continent:'NA',lat:57.1673011779785,lon:-170.220001220703})
+CREATE (a1113:airport {id:'1113',code:'UNK',icao:'PAUN',city:'Unalakleet',desc:'Unalakleet Airport',region:'US-AK',runways:2,longest:6004,elev:27,country:'US',continent:'NA',lat:63.88840103,lon:-160.798996})
+CREATE (a1114:airport {id:'1114',code:'VDZ',icao:'PAVD',city:'Valdez',desc:'Valdez Pioneer Field',region:'US-AK',runways:1,longest:6508,elev:121,country:'US',continent:'NA',lat:61.13389969,lon:-146.2480011})
+CREATE (a1115:airport {id:'1115',code:'AHN',icao:'KAHN',city:'Athens',desc:'Athens Ben Epps Airport',region:'US-GA',runways:2,longest:5522,elev:808,country:'US',continent:'NA',lat:33.948600769043,lon:-83.326301574707})
+CREATE (a1116:airport {id:'1116',code:'MKL',icao:'KMKL',city:'Jackson',desc:'Mc Kellar Sipes Regional Airport',region:'US-TN',runways:2,longest:6006,elev:434,country:'US',continent:'NA',lat:35.59989929,lon:-88.91560364})
+CREATE (a1117:airport {id:'1117',code:'HOB',icao:'KHOB',city:'Hobbs',desc:'Lea County Regional Airport',region:'US-NM',runways:3,longest:7398,elev:3661,country:'US',continent:'NA',lat:32.6875,lon:-103.2170029})
+CREATE (a1118:airport {id:'1118',code:'VCT',icao:'KVCT',city:'Victoria',desc:'Victoria Regional Airport',region:'US-TX',runways:4,longest:9101,elev:115,country:'US',continent:'NA',lat:28.8526000976562,lon:-96.9185028076172})
+CREATE (a1119:airport {id:'1119',code:'ACA',icao:'MMAA',city:'Acapulco',desc:'General Juan N Alvarez International Airport',region:'MX-GRO',runways:2,longest:10832,elev:16,country:'MX',continent:'NA',lat:16.7570991516113,lon:-99.7539978027344})
+CREATE (a1120:airport {id:'1120',code:'HUX',icao:'MMBT',city:'Huatulco',desc:'Bahías de Huatulco International Airport',region:'MX-OAX',runways:1,longest:8858,elev:464,country:'MX',continent:'NA',lat:15.7753000259399,lon:-96.2626037597656})
+CREATE (a1121:airport {id:'1121',code:'CME',icao:'MMCE',city:'Ciudad del Carmen',desc:'Ciudad del Carmen International Airport',region:'MX-CAM',runways:1,longest:7218,elev:10,country:'MX',continent:'NA',lat:18.6536998748779,lon:-91.7990036010742})
+CREATE (a1122:airport {id:'1122',code:'SLW',icao:'MMIO',city:'Saltillo',desc:'Plan De Guadalupe International Airport',region:'MX-COA',runways:2,longest:9506,elev:4778,country:'MX',continent:'NA',lat:25.5494995117188,lon:-100.929000854492})
+CREATE (a1123:airport {id:'1123',code:'OAX',icao:'MMOX',city:'Oaxaca',desc:'Xoxocotlán International Airport',region:'MX-OAX',runways:1,longest:8038,elev:4989,country:'MX',continent:'NA',lat:16.9999008179,lon:-96.726600647})
+CREATE (a1124:airport {id:'1124',code:'TAM',icao:'MMTM',city:'Tampico',desc:'General Francisco Javier Mina International Airport',region:'MX-TAM',runways:3,longest:8366,elev:80,country:'MX',continent:'NA',lat:22.2964000702,lon:-97.8658981323})
+CREATE (a1125:airport {id:'1125',code:'VSA',icao:'MMVA',city:'Villahermosa',desc:'Carlos Rovirosa Pérez International Airport',region:'MX-TAB',runways:1,longest:7218,elev:46,country:'MX',continent:'NA',lat:17.9969997406006,lon:-92.8173980712891})
+CREATE (a1126:airport {id:'1126',code:'VER',icao:'MMVR',city:'Veracruz',desc:'General Heriberto Jara International Airport',region:'MX-VER',runways:2,longest:7874,elev:90,country:'MX',continent:'NA',lat:19.1459007263,lon:-96.1873016357})
+CREATE (a1127:airport {id:'1127',code:'FLG',icao:'KFLG',city:'Flagstaff',desc:'Flagstaff Pulliam Airport',region:'US-AZ',runways:1,longest:6999,elev:7014,country:'US',continent:'NA',lat:35.13850021,lon:-111.6709976})
+CREATE (a1128:airport {id:'1128',code:'SOW',icao:'KSOW',city:'Show Low',desc:'Show Low Regional Airport',region:'US-AZ',runways:2,longest:7200,elev:6415,country:'US',continent:'NA',lat:34.265499115,lon:-110.005996704})
+CREATE (a1129:airport {id:'1129',code:'SVC',icao:'KSVC',city:'Silver City',desc:'Grant County Airport',region:'US-NM',runways:4,longest:6802,elev:5446,country:'US',continent:'NA',lat:32.6365013122559,lon:-108.15599822998})
+CREATE (a1130:airport {id:'1130',code:'YAM',icao:'CYAM',city:'Sault Ste Marie',desc:'Sault Ste Marie Airport',region:'CA-ON',runways:2,longest:6000,elev:630,country:'CA',continent:'NA',lat:46.4850006103516,lon:-84.5093994140625})
+CREATE (a1131:airport {id:'1131',code:'YDF',icao:'CYDF',city:'Deer Lake',desc:'Deer Lake Airport',region:'CA-NL',runways:1,longest:8005,elev:72,country:'CA',continent:'NA',lat:49.2108001708984,lon:-57.3913993835449})
+CREATE (a1132:airport {id:'1132',code:'YFC',icao:'CYFC',city:'Fredericton',desc:'Fredericton Airport',region:'CA-NB',runways:2,longest:8005,elev:68,country:'CA',continent:'NA',lat:45.8689002990723,lon:-66.5372009277344})
+CREATE (a1133:airport {id:'1133',code:'YGK',icao:'CYGK',city:'Kingston',desc:'Kingston Norman Rogers Airport',region:'CA-ON',runways:2,longest:5000,elev:305,country:'CA',continent:'NA',lat:44.2252998352051,lon:-76.5969009399414})
+CREATE (a1134:airport {id:'1134',code:'YQG',icao:'CYQG',city:'Windsor',desc:'Windsor Airport',region:'CA-ON',runways:2,longest:9000,elev:622,country:'CA',continent:'NA',lat:42.2756004333496,lon:-82.9555969238281})
+CREATE (a1135:airport {id:'1135',code:'YQT',icao:'CYQT',city:'Thunder Bay',desc:'Thunder Bay Airport',region:'CA-ON',runways:2,longest:7318,elev:653,country:'CA',continent:'NA',lat:48.371898651123,lon:-89.3238983154297})
+CREATE (a1136:airport {id:'1136',code:'YQY',icao:'CYQY',city:'Sydney',desc:'Sydney / J.A. Douglas McCurdy Airport',region:'CA-NS',runways:2,longest:7070,elev:203,country:'CA',continent:'NA',lat:46.1613998413,lon:-60.0477981567})
+CREATE (a1137:airport {id:'1137',code:'YSB',icao:'CYSB',city:'Sudbury',desc:'Sudbury Airport',region:'CA-ON',runways:2,longest:6600,elev:1141,country:'CA',continent:'NA',lat:46.625,lon:-80.7988967895508})
+CREATE (a1138:airport {id:'1138',code:'YSJ',icao:'CYSJ',city:'Saint John',desc:'Saint John Airport',region:'CA-NB',runways:2,longest:7000,elev:357,country:'CA',continent:'NA',lat:45.3161010742188,lon:-65.8902969360352})
+CREATE (a1139:airport {id:'1139',code:'YTS',icao:'CYTS',city:'Timmins',desc:'Timmins/Victor M. Power',region:'CA-ON',runways:2,longest:6000,elev:967,country:'CA',continent:'NA',lat:48.5696983337,lon:-81.376701355})
+CREATE (a1140:airport {id:'1140',code:'YYB',icao:'CYYB',city:'North Bay',desc:'North Bay Airport',region:'CA-ON',runways:3,longest:10000,elev:1215,country:'CA',continent:'NA',lat:46.3636016845703,lon:-79.4227981567383})
+CREATE (a1141:airport {id:'1141',code:'YYG',icao:'CYYG',city:'Charlottetown',desc:'Charlottetown Airport',region:'CA-PE',runways:2,longest:7000,elev:160,country:'CA',continent:'NA',lat:46.2900009155273,lon:-63.1211013793945})
+CREATE (a1142:airport {id:'1142',code:'YZR',icao:'CYZR',city:'Sarnia',desc:'Chris Hadfield Airport',region:'CA-ON',runways:2,longest:5100,elev:594,country:'CA',continent:'NA',lat:42.9994010925293,lon:-82.3088989257812})
+CREATE (a1143:airport {id:'1143',code:'CMW',icao:'MUCM',city:'Camaguey',desc:'Ignacio Agramonte International Airport',region:'CU-09',runways:1,longest:9842,elev:413,country:'CU',continent:'NA',lat:21.4202995300293,lon:-77.8475036621094})
+CREATE (a1144:airport {id:'1144',code:'SNU',icao:'MUSC',city:'Santa Clara',desc:'Abel Santamaria Airport',region:'CU-05',runways:1,longest:9898,elev:338,country:'CU',continent:'NA',lat:22.4922008514404,lon:-79.943603515625})
+CREATE (a1145:airport {id:'1145',code:'VTZ',icao:'VOVZ',city:'Visakhapatnam',desc:'Vishakhapatnam Airport',region:'IN-AP',runways:2,longest:10000,elev:10,country:'IN',continent:'AS',lat:17.721200943,lon:83.2245025635})
+CREATE (a1146:airport {id:'1146',code:'MDC',icao:'WAMM',city:'Manado-Celebes Island',desc:'Sam Ratulangi Airport',region:'ID-SA',runways:1,longest:8693,elev:264,country:'ID',continent:'AS',lat:1.54926002025604,lon:124.926002502441})
+CREATE (a1147:airport {id:'1147',code:'RDN',icao:'WMPR',city:'Redang',desc:'LTS Pulau Redang Airport',region:'MY-11',runways:1,longest:3084,elev:36,country:'MY',continent:'AS',lat:5.76527976989746,lon:103.00700378418})
+CREATE (a1148:airport {id:'1148',code:'SWA',icao:'ZGOW',city:'Shantou',desc:'Shantou Waisha Airport',region:'CN-44',runways:1,longest:9186,elev:52,country:'CN',continent:'AS',lat:23.4269008636475,lon:116.762001037598})
+CREATE (a1149:airport {id:'1149',code:'LJG',icao:'ZPLJ',city:'Lijiang',desc:'Lijiang Airport',region:'CN-53',runways:1,longest:9843,elev:7359,country:'CN',continent:'AS',lat:26.6800003052,lon:100.246002197})
+CREATE (a1150:airport {id:'1150',code:'WUX',icao:'ZSWX',city:'Wuxi',desc:'Sunan Shuofang International Airport',region:'CN-32',runways:1,longest:10499,elev:16,country:'CN',continent:'AS',lat:31.4944000244,lon:120.429000854})
+CREATE (a1151:airport {id:'1151',code:'ERI',icao:'KERI',city:'Erie',desc:'Erie International Tom Ridge Field',region:'US-PA',runways:2,longest:8420,elev:732,country:'US',continent:'NA',lat:42.0831270134,lon:-80.1738667488})
+CREATE (a1152:airport {id:'1152',code:'HVN',icao:'KHVN',city:'New Haven',desc:'Tweed New Haven Airport',region:'US-CT',runways:2,longest:5600,elev:12,country:'US',continent:'NA',lat:41.26369858,lon:-72.88680267})
+CREATE (a1153:airport {id:'1153',code:'IPT',icao:'KIPT',city:'Williamsport',desc:'Williamsport Regional Airport',region:'US-PA',runways:2,longest:6474,elev:529,country:'US',continent:'NA',lat:41.2417984008789,lon:-76.9210968017578})
+CREATE (a1154:airport {id:'1154',code:'SBY',icao:'KSBY',city:'Salisbury',desc:'Salisbury Ocean City Wicomico Regional Airport',region:'US-MD',runways:2,longest:5500,elev:52,country:'US',continent:'NA',lat:38.3404998779297,lon:-75.5102996826172})
+CREATE (a1155:airport {id:'1155',code:'CIU',icao:'KCIU',city:'Sault Ste Marie',desc:'Chippewa County International Airport',region:'US-MI',runways:2,longest:7201,elev:800,country:'US',continent:'NA',lat:46.2508010864258,lon:-84.4723968505859})
+CREATE (a1156:airport {id:'1156',code:'ESC',icao:'KESC',city:'Escanaba',desc:'Delta County Airport',region:'US-MI',runways:2,longest:6501,elev:609,country:'US',continent:'NA',lat:45.7226982117,lon:-87.0936965942})
+CREATE (a1157:airport {id:'1157',code:'PLN',icao:'KPLN',city:'Pellston',desc:'Pellston Regional Airport of Emmet County',region:'US-MI',runways:2,longest:6512,elev:721,country:'US',continent:'NA',lat:45.57089996,lon:-84.79669952})
+CREATE (a1158:airport {id:'1158',code:'BFD',icao:'KBFD',city:'Bradford',desc:'Bradford Regional Airport',region:'US-PA',runways:2,longest:6309,elev:2143,country:'US',continent:'NA',lat:41.8031005859375,lon:-78.6400985717773})
+CREATE (a1159:airport {id:'1159',code:'DUJ',icao:'KDUJ',city:'Dubois',desc:'DuBois Regional Airport',region:'US-PA',runways:1,longest:5504,elev:1817,country:'US',continent:'NA',lat:41.17829895,lon:-78.8986969})
+CREATE (a1160:airport {id:'1160',code:'FKL',icao:'KFKL',city:'Franklin',desc:'Venango Regional Airport',region:'US-PA',runways:2,longest:5200,elev:1540,country:'US',continent:'NA',lat:41.3778991699,lon:-79.8603973389})
+CREATE (a1161:airport {id:'1161',code:'JHW',icao:'KJHW',city:'Jamestown',desc:'Chautauqua County-Jamestown Airport',region:'US-NY',runways:2,longest:5299,elev:1723,country:'US',continent:'NA',lat:42.15340042,lon:-79.25800323})
+CREATE (a1162:airport {id:'1162',code:'PKB',icao:'KPKB',city:'Parkersburg',desc:'Mid Ohio Valley Regional Airport',region:'US-WV',runways:2,longest:6781,elev:858,country:'US',continent:'NA',lat:39.345100402832,lon:-81.4392013549805})
+CREATE (a1163:airport {id:'1163',code:'YZF',icao:'CYZF',city:'Yellowknife',desc:'Yellowknife Airport',region:'CA-NT',runways:2,longest:7500,elev:675,country:'CA',continent:'NA',lat:62.4627990722656,lon:-114.440002441406})
+CREATE (a1164:airport {id:'1164',code:'KDH',icao:'OAKN',city:'Kandahar',desc:'Kandahar Airport',region:'AF-KAN',runways:1,longest:10532,elev:3337,country:'AF',continent:'AS',lat:31.5058002471924,lon:65.8478012084961})
+CREATE (a1165:airport {id:'1165',code:'AHB',icao:'OEAB',city:'Abha',desc:'Abha Regional Airport',region:'SA-14',runways:1,longest:10991,elev:6858,country:'SA',continent:'AS',lat:18.2404003143,lon:42.6566009521})
+CREATE (a1166:airport {id:'1166',code:'ELQ',icao:'OEGS',city:'Buraidah',desc:'Gassim/Prince Nayef bin Abdulaziz Regional Airport',region:'SA-05',runways:1,longest:9843,elev:2126,country:'SA',continent:'AS',lat:26.3027992248535,lon:43.7743988037109})
+CREATE (a1167:airport {id:'1167',code:'HAS',icao:'OEHL',city:'Ha\'il',desc:'Hail Regional Airport',region:'SA-06',runways:1,longest:12204,elev:3331,country:'SA',continent:'AS',lat:27.4379005432129,lon:41.6862983703613})
+CREATE (a1168:airport {id:'1168',code:'MED',icao:'OEMA',city:'Medina',desc:'Prince Mohammad Bin Abdulaziz Airport',region:'SA-03',runways:2,longest:14222,elev:2151,country:'SA',continent:'AS',lat:24.5534000396729,lon:39.7051010131836})
+CREATE (a1169:airport {id:'1169',code:'TUU',icao:'OETB',city:'Tabuk',desc:'Tabuk Airport',region:'SA-07',runways:2,longest:10991,elev:2551,country:'SA',continent:'AS',lat:28.3654003143311,lon:36.6189002990723})
+CREATE (a1170:airport {id:'1170',code:'TIF',icao:'OETF',city:'Ta’if',desc:'Ta’if Regional Airport',region:'SA-02',runways:2,longest:12254,elev:4848,country:'SA',continent:'AS',lat:21.4834003448486,lon:40.5443000793457})
+CREATE (a1171:airport {id:'1171',code:'YNB',icao:'OEYN',city:'Yenbo',desc:'Yenbo - Prince Abdul Mohsin Bin Airport',region:'SA-03',runways:1,longest:10532,elev:26,country:'SA',continent:'AS',lat:24.1441993713379,lon:38.0634002685547})
+CREATE (a1172:airport {id:'1172',code:'AWZ',icao:'OIAW',city:'Ahwaz',desc:'Ahwaz Airport',region:'IR-10',runways:1,longest:11149,elev:66,country:'IR',continent:'AS',lat:31.3374004364,lon:48.7620010376})
+CREATE (a1173:airport {id:'1173',code:'BUZ',icao:'OIBB',city:'Bushehr',desc:'Bushehr Airport',region:'IR-06',runways:2,longest:14664,elev:68,country:'IR',continent:'AS',lat:28.9447994232,lon:50.8345985413})
+CREATE (a1174:airport {id:'1174',code:'KIH',icao:'OIBK',city:'Kish Island',desc:'Kish International Airport',region:'IR-23',runways:2,longest:12004,elev:101,country:'IR',continent:'AS',lat:26.5261993408,lon:53.9802017212})
+CREATE (a1175:airport {id:'1175',code:'BDH',icao:'OIBL',city:'Bandar Lengeh',desc:'Bandar Lengeh Airport',region:'IR-23',runways:1,longest:8203,elev:67,country:'IR',continent:'AS',lat:26.531999588,lon:54.824798584})
+CREATE (a1176:airport {id:'1176',code:'IFN',icao:'OIFM',city:'Isfahan',desc:'Esfahan Shahid Beheshti International Airport',region:'IR-04',runways:2,longest:14425,elev:5059,country:'IR',continent:'AS',lat:32.7508010864258,lon:51.8613014221191})
+CREATE (a1177:airport {id:'1177',code:'BND',icao:'OIKB',city:'Bandar Abbas',desc:'Bandar Abbas International Airport',region:'IR-23',runways:2,longest:12008,elev:22,country:'IR',continent:'AS',lat:27.2182998657227,lon:56.377799987793})
+CREATE (a1178:airport {id:'1178',code:'MHD',icao:'OIMM',city:'Mashhad',desc:'Mashhad International Airport',region:'IR-30',runways:2,longest:12877,elev:3263,country:'IR',continent:'AS',lat:36.2351989746094,lon:59.640998840332})
+CREATE (a1179:airport {id:'1179',code:'LRR',icao:'OISL',city:'Lar',desc:'Lar Airport',region:'IR-14',runways:1,longest:10334,elev:2641,country:'IR',continent:'AS',lat:27.6746997833,lon:54.3833007812})
+CREATE (a1180:airport {id:'1180',code:'LFM',icao:'OISR',city:'Lamerd',desc:'Lamerd Airport',region:'IR-14',runways:1,longest:10020,elev:1337,country:'IR',continent:'AS',lat:27.3726997375,lon:53.1888008118})
+CREATE (a1181:airport {id:'1181',code:'SYZ',icao:'OISS',city:'Shiraz',desc:'Shiraz Shahid Dastghaib International Airport',region:'IR-14',runways:2,longest:14345,elev:4920,country:'IR',continent:'AS',lat:29.5391998291016,lon:52.5898017883301})
+CREATE (a1182:airport {id:'1182',code:'TBZ',icao:'OITT',city:'Tabriz',desc:'Tabriz International Airport',region:'IR-01',runways:2,longest:11825,elev:4459,country:'IR',continent:'AS',lat:38.1338996887207,lon:46.2350006103516})
+CREATE (a1183:airport {id:'1183',code:'ZBR',icao:'OIZC',city:'Chabahar',desc:'Konarak Airport',region:'IR-13',runways:2,longest:12514,elev:43,country:'IR',continent:'AS',lat:25.4433002472,lon:60.3820991516})
+CREATE (a1184:airport {id:'1184',code:'ZAH',icao:'OIZH',city:'Zahedan',desc:'Zahedan International Airport',region:'IR-13',runways:2,longest:13993,elev:4564,country:'IR',continent:'AS',lat:29.475700378418,lon:60.9062004089355})
+CREATE (a1185:airport {id:'1185',code:'AZI',icao:'OMAD',city:'Abu Dhabi',desc:'Bateen Airport',region:'AE-AZ',runways:1,longest:10499,elev:16,country:'AE',continent:'AS',lat:24.4283008575439,lon:54.4580993652344})
+CREATE (a1186:airport {id:'1186',code:'SLL',icao:'OOSA',city:'Salalah',desc:'Salalah Airport',region:'OM-JA',runways:2,longest:10965,elev:73,country:'OM',continent:'AS',lat:17.0387001037598,lon:54.0913009643555})
+CREATE (a1187:airport {id:'1187',code:'MUX',icao:'OPMT',city:'Multan',desc:'Multan International Airport',region:'PK-PB',runways:1,longest:9046,elev:403,country:'PK',continent:'AS',lat:30.2031993865967,lon:71.4190979003906})
+CREATE (a1188:airport {id:'1188',code:'PEW',icao:'OPPS',city:'Peshawar',desc:'Peshawar International Airport',region:'PK-NW',runways:1,longest:9000,elev:1158,country:'PK',continent:'AS',lat:33.9939002990723,lon:71.5146026611328})
+CREATE (a1189:airport {id:'1189',code:'SKT',icao:'OPST',city:'Sialkot',desc:'Sialkot Airport',region:'PK-PB',runways:1,longest:11811,elev:837,country:'PK',continent:'AS',lat:32.5355567932,lon:74.3638916016})
+CREATE (a1190:airport {id:'1190',code:'BGW',icao:'ORBI',city:'Baghdad',desc:'Baghdad International Airport',region:'IQ-BG',runways:2,longest:13124,elev:114,country:'IQ',continent:'AS',lat:33.2625007629,lon:44.2346000671})
+CREATE (a1191:airport {id:'1191',code:'BSR',icao:'ORMM',city:'Basrah',desc:'Basrah International Airport',region:'IQ-BA',runways:1,longest:13124,elev:11,country:'IQ',continent:'AS',lat:30.5491008758545,lon:47.6621017456055})
+CREATE (a1192:airport {id:'1192',code:'NJF',icao:'ORNI',city:'Najaf',desc:'Al Najaf International Airport',region:'IQ-NA',runways:1,longest:9843,elev:107,country:'IQ',continent:'AS',lat:31.989853,lon:44.404317})
+CREATE (a1193:airport {id:'1193',code:'ISU',icao:'ORSU',city:'Sulaymaniyah',desc:'Sulaymaniyah International Airport',region:'IQ-SW',runways:1,longest:11481,elev:2494,country:'IQ',continent:'AS',lat:35.5617485046,lon:45.3167381287})
+CREATE (a1194:airport {id:'1194',code:'RIY',icao:'OYRN',city:'Riyan',desc:'Mukalla International Airport',region:'YE-HD',runways:1,longest:9846,elev:54,country:'YE',continent:'AS',lat:14.6625995635986,lon:49.375})
+CREATE (a1195:airport {id:'1195',code:'FRU',icao:'UCFM',city:'Bishkek',desc:'Manas International Airport',region:'KG-C',runways:1,longest:13792,elev:2090,country:'KG',continent:'AS',lat:43.0612983704,lon:74.4776000977})
+CREATE (a1196:airport {id:'1196',code:'HRK',icao:'UKHH',city:'Kharkiv',desc:'Kharkiv International Airport',region:'UA-63',runways:1,longest:7285,elev:508,country:'UA',continent:'EU',lat:49.9248008728027,lon:36.2900009155273})
+CREATE (a1197:airport {id:'1197',code:'KRR',icao:'URKK',city:'Krasnodar',desc:'Krasnodar International Airport',region:'RU-KDA',runways:2,longest:9835,elev:118,country:'RU',continent:'EU',lat:45.0346984863281,lon:39.1705017089844})
+CREATE (a1198:airport {id:'1198',code:'MRV',icao:'URMM',city:'Mineralnyye Vody',desc:'Mineralnyye Vody Airport',region:'RU-STA',runways:1,longest:12795,elev:1054,country:'RU',continent:'EU',lat:44.2251014709473,lon:43.081901550293})
+CREATE (a1199:airport {id:'1199',code:'ROV',icao:'URRR',city:'Rostov-on-Don',desc:'Rostov-na-Donu Airport',region:'RU-ROS',runways:3,longest:8202,elev:280,country:'RU',continent:'EU',lat:47.2582015991,lon:39.8180999756})
+CREATE (a1200:airport {id:'1200',code:'VOG',icao:'URWW',city:'Volgograd',desc:'Volgograd International Airport',region:'RU-VGG',runways:3,longest:8101,elev:482,country:'RU',continent:'EU',lat:48.7825012207031,lon:44.3455009460449})
+CREATE (a1201:airport {id:'1201',code:'GOI',icao:'VOGO',city:'Vasco da Gama',desc:'Dabolim Airport',region:'IN-GA',runways:1,longest:11253,elev:187,country:'IN',continent:'AS',lat:15.3808002472,lon:73.8313980103})
+CREATE (a1202:airport {id:'1202',code:'CGP',icao:'VGEG',city:'Chittagong',desc:'Shah Amanat International Airport',region:'BD-2',runways:1,longest:9646,elev:12,country:'BD',continent:'AS',lat:22.2495994567871,lon:91.8133010864258})
+CREATE (a1203:airport {id:'1203',code:'LKO',icao:'VILK',city:'Lucknow',desc:'Chaudhary Charan Singh International Airport',region:'IN-UP',runways:1,longest:8996,elev:410,country:'IN',continent:'AS',lat:26.7605991364,lon:80.8892974854})
+CREATE (a1204:airport {id:'1204',code:'XSB',icao:'OMBY',city:'Sir Bani Yas Island',desc:'Sir Bani Yas Island Airport',region:'AE-AZ',runways:1,longest:8760,elev:21,country:'AE',continent:'AS',lat:24.2856083,lon:52.5783472})
+CREATE (a1205:airport {id:'1205',code:'DWC',icao:'OMDW',city:'Jebel Ali',desc:'Al Maktoum International Airport',region:'AE-DU',runways:1,longest:14764,elev:114,country:'AE',continent:'AS',lat:24.8966666667,lon:55.1613888889})
+CREATE (a1206:airport {id:'1206',code:'ATQ',icao:'VIAR',city:'Amritsar',desc:'Sri Guru Ram Dass Jee International Airport',region:'IN-PB',runways:1,longest:10791,elev:756,country:'IN',continent:'AS',lat:31.7096004486,lon:74.7973022461})
+CREATE (a1207:airport {id:'1207',code:'SSG',icao:'FGSL',city:'Malabo',desc:'Malabo Airport',region:'GQ-BN',runways:1,longest:9647,elev:76,country:'GQ',continent:'AF',lat:3.75527000427246,lon:8.70872020721436})
+CREATE (a1208:airport {id:'1208',code:'MLN',icao:'GEML',city:'Melilla',desc:'Melilla Airport',region:'ES-ML',runways:1,longest:4685,elev:156,country:'ES',continent:'EU',lat:35.279800415,lon:-2.9562599659})
+CREATE (a1209:airport {id:'1209',code:'BJZ',icao:'LEBZ',city:'Badajoz',desc:'Badajoz Airport',region:'ES-EX',runways:1,longest:9350,elev:609,country:'ES',continent:'EU',lat:38.891300201416,lon:-6.82133007049561})
+CREATE (a1210:airport {id:'1210',code:'RJL',icao:'LELO',city:'Logroño',desc:'Logroño-Agoncillo Airport',region:'ES-LO',runways:1,longest:6562,elev:1161,country:'ES',continent:'EU',lat:42.4609534888,lon:-2.32223510742})
+CREATE (a1211:airport {id:'1211',code:'PNA',icao:'LEPP',city:'Pamplona',desc:'Pamplona Airport',region:'ES-NA',runways:2,longest:7241,elev:1504,country:'ES',continent:'EU',lat:42.7700004577637,lon:-1.64632999897003})
+CREATE (a1212:airport {id:'1212',code:'EAS',icao:'LESO',city:'Hondarribia',desc:'San Sebastian Airport',region:'ES-PV',runways:1,longest:5755,elev:16,country:'ES',continent:'EU',lat:43.3564987182617,lon:-1.79060995578766})
+CREATE (a1213:airport {id:'1213',code:'SDR',icao:'LEXJ',city:'Santander',desc:'Santander Airport',region:'ES-S',runways:1,longest:7612,elev:16,country:'ES',continent:'EU',lat:43.4271011352539,lon:-3.82000994682312})
+CREATE (a1214:airport {id:'1214',code:'LDE',icao:'LFBT',city:'Tarbes/Lourdes/Pyrénées',desc:'Tarbes-Lourdes-Pyrénées Airport',region:'FR-N',runways:1,longest:9843,elev:1260,country:'FR',continent:'EU',lat:43.1786994934082,lon:-0.006438999902457})
+CREATE (a1215:airport {id:'1215',code:'AHO',icao:'LIEA',city:'Alghero',desc:'Alghero-Fertilia Airport',region:'IT-88',runways:1,longest:9843,elev:87,country:'IT',continent:'EU',lat:40.6320991516,lon:8.29076957703})
+CREATE (a1216:airport {id:'1216',code:'CAG',icao:'LIEE',city:'Cagliari',desc:'Cagliari Elmas Airport',region:'IT-88',runways:1,longest:9196,elev:13,country:'IT',continent:'EU',lat:39.251499176,lon:9.05428028107})
+CREATE (a1217:airport {id:'1217',code:'CLJ',icao:'LRCL',city:'Cluj-Napoca',desc:'Cluj-Napoca International Airport',region:'RO-CJ',runways:2,longest:6070,elev:1036,country:'RO',continent:'EU',lat:46.7851982116699,lon:23.6861991882324})
+CREATE (a1218:airport {id:'1218',code:'TSR',icao:'LRTR',city:'Timişoara',desc:'Timişoara Traian Vuia Airport',region:'RO-TM',runways:1,longest:11483,elev:348,country:'RO',continent:'EU',lat:45.8098983764648,lon:21.3379001617432})
+CREATE (a1219:airport {id:'1219',code:'SCU',icao:'MUCU',city:'Santiago',desc:'Antonio Maceo International Airport',region:'CU-13',runways:2,longest:13123,elev:249,country:'CU',continent:'NA',lat:19.9698009490967,lon:-75.8354034423828})
+CREATE (a1220:airport {id:'1220',code:'VVI',icao:'SLVR',city:'Santa Cruz',desc:'Viru Viru International Airport',region:'BO-S',runways:1,longest:11483,elev:1224,country:'BO',continent:'SA',lat:-17.6448001861572,lon:-63.1353988647461})
+CREATE (a1221:airport {id:'1221',code:'RMF',icao:'HEMA',city:'Marsa Alam',desc:'Marsa Alam International Airport',region:'EG-BA',runways:1,longest:9843,elev:251,country:'EG',continent:'AF',lat:25.557100296,lon:34.5836982727})
+CREATE (a1222:airport {id:'1222',code:'VOL',icao:'LGBL',city:'Nea Anchialos',desc:'Nea Anchialos Airport',region:'GR-43',runways:1,longest:9052,elev:83,country:'GR',continent:'EU',lat:39.2196006774902,lon:22.7943000793457})
+CREATE (a1223:airport {id:'1223',code:'KLU',icao:'LOWK',city:'Klagenfurt am Wörthersee',desc:'Klagenfurt Airport',region:'AT-2',runways:2,longest:8924,elev:1470,country:'AT',continent:'EU',lat:46.6425018311,lon:14.3376998901})
+CREATE (a1224:airport {id:'1224',code:'SJJ',icao:'LQSA',city:'Sarajevo',desc:'Sarajevo International Airport',region:'BA-BIH',runways:1,longest:8666,elev:1708,country:'BA',continent:'EU',lat:43.8246002197266,lon:18.3314990997314})
+CREATE (a1225:airport {id:'1225',code:'IAS',icao:'LRIA',city:'Iaşi',desc:'Iaşi Airport',region:'RO-IS',runways:1,longest:5841,elev:397,country:'RO',continent:'EU',lat:47.1785011291504,lon:27.6205997467041})
+CREATE (a1226:airport {id:'1226',code:'SBZ',icao:'LRSB',city:'Sibiu',desc:'Sibiu International Airport',region:'RO-SB',runways:1,longest:6562,elev:1496,country:'RO',continent:'EU',lat:45.7855987548828,lon:24.0912990570068})
+CREATE (a1227:airport {id:'1227',code:'ACH',icao:'LSZR',city:'Altenrhein',desc:'St Gallen Altenrhein Airport',region:'CH-SG',runways:3,longest:4922,elev:1306,country:'CH',continent:'EU',lat:47.4850006104,lon:9.56077003479})
+CREATE (a1228:airport {id:'1228',code:'KSC',icao:'LZKZ',city:'Košice',desc:'Košice Airport',region:'SK-KI',runways:1,longest:10171,elev:755,country:'SK',continent:'EU',lat:48.6631011962891,lon:21.2411003112793})
+CREATE (a1229:airport {id:'1229',code:'DNK',icao:'UKDD',city:'Dnipropetrovsk',desc:'Dnipropetrovsk International Airport',region:'UA-12',runways:1,longest:9320,elev:481,country:'UA',continent:'EU',lat:48.3572006225586,lon:35.1006011962891})
+CREATE (a1230:airport {id:'1230',code:'LWO',icao:'UKLL',city:'Lviv',desc:'Lviv International Airport',region:'UA-46',runways:1,longest:10843,elev:1071,country:'UA',continent:'EU',lat:49.8125,lon:23.9561004638672})
+CREATE (a1231:airport {id:'1231',code:'ODS',icao:'UKOO',city:'Odessa',desc:'Odessa International Airport',region:'UA-51',runways:3,longest:9183,elev:172,country:'UA',continent:'EU',lat:46.4267997741699,lon:30.6765003204346})
+CREATE (a1232:airport {id:'1232',code:'LIL',icao:'LFQQ',city:'Lille/Lesquin',desc:'Lille-Lesquin Airport',region:'FR-O',runways:2,longest:9268,elev:157,country:'FR',continent:'EU',lat:50.5619010925293,lon:3.08944010734558})
+CREATE (a1233:airport {id:'1233',code:'BDS',icao:'LIBR',city:'Brindisi',desc:'Brindisi – Salento Airport',region:'IT-75',runways:2,longest:8307,elev:47,country:'IT',continent:'EU',lat:40.6576004028,lon:17.9470005035})
+CREATE (a1234:airport {id:'1234',code:'LUG',icao:'LSZA',city:'Lugano',desc:'Lugano Airport',region:'CH-TI',runways:1,longest:4429,elev:915,country:'CH',continent:'EU',lat:46.0042991638,lon:8.9105796814})
+CREATE (a1235:airport {id:'1235',code:'EBA',icao:'LIRJ',city:'Marina  Di Campo',desc:'Marina Di Campo Airport',region:'IT-52',runways:1,longest:3114,elev:31,country:'IT',continent:'EU',lat:42.7602996826172,lon:10.2393999099731})
+CREATE (a1236:airport {id:'1236',code:'BNX',icao:'LQBK',city:'Banja Luka',desc:'Banja Luka International Airport',region:'BA-SRP',runways:1,longest:8213,elev:400,country:'BA',continent:'EU',lat:44.9413986206055,lon:17.2975006103516})
+CREATE (a1237:airport {id:'1237',code:'LIG',icao:'LFBL',city:'Limoges/Bellegarde',desc:'Limoges Airport',region:'FR-L',runways:1,longest:8202,elev:1300,country:'FR',continent:'EU',lat:45.8628005981445,lon:1.17944002151489})
+CREATE (a1238:airport {id:'1238',code:'ETZ',icao:'LFJL',city:'Metz / Nancy',desc:'Metz-Nancy-Lorraine Airport',region:'FR-M',runways:1,longest:8202,elev:870,country:'FR',continent:'EU',lat:48.9821014404,lon:6.25131988525})
+CREATE (a1239:airport {id:'1239',code:'FSC',icao:'LFKF',city:'Figari Sud-Corse',desc:'Figari Sud-Corse Airport',region:'FR-H',runways:1,longest:8136,elev:87,country:'FR',continent:'EU',lat:41.5005989074707,lon:9.09778022766113})
+CREATE (a1240:airport {id:'1240',code:'CFR',icao:'LFRK',city:'Caen/Carpiquet',desc:'Caen-Carpiquet Airport',region:'FR-P',runways:2,longest:6233,elev:256,country:'FR',continent:'EU',lat:49.1733016967773,lon:-0.449999988079071})
+CREATE (a1241:airport {id:'1241',code:'IPL',icao:'KIPL',city:'Imperial',desc:'Imperial County Airport',region:'US-CA',runways:2,longest:5304,elev:-54,country:'US',continent:'NA',lat:32.8342018127,lon:-115.57900238})
+CREATE (a1242:airport {id:'1242',code:'YZZ',icao:'CAD4',city:'Trail',desc:'Trail Airport',region:'CA-BC',runways:1,longest:4000,elev:1427,country:'CA',continent:'NA',lat:49.0555992126,lon:-117.60900116})
+CREATE (a1243:airport {id:'1243',code:'QBC',icao:'CYBD',city:'Bella Coola',desc:'Bella Coola Airport',region:'CA-BC',runways:1,longest:4200,elev:117,country:'CA',continent:'NA',lat:52.3875007629395,lon:-126.596000671387})
+CREATE (a1244:airport {id:'1244',code:'YBL',icao:'CYBL',city:'Campbell River',desc:'Campbell River Airport',region:'CA-BC',runways:1,longest:5000,elev:346,country:'CA',continent:'NA',lat:49.9508018493652,lon:-125.271003723145})
+CREATE (a1245:airport {id:'1245',code:'YCD',icao:'CYCD',city:'Nanaimo',desc:'Nanaimo Airport',region:'CA-BC',runways:1,longest:6602,elev:92,country:'CA',continent:'NA',lat:49.0549702249,lon:-123.869862556})
+CREATE (a1246:airport {id:'1246',code:'YCG',icao:'CYCG',city:'Castlegar',desc:'Castlegar/West Kootenay Regional Airport',region:'CA-BC',runways:1,longest:5300,elev:1624,country:'CA',continent:'NA',lat:49.2963981628,lon:-117.632003784})
+CREATE (a1247:airport {id:'1247',code:'YDQ',icao:'CYDQ',city:'Dawson Creek',desc:'Dawson Creek Airport',region:'CA-BC',runways:1,longest:5000,elev:2148,country:'CA',continent:'NA',lat:55.7422981262207,lon:-120.182998657227})
+CREATE (a1248:airport {id:'1248',code:'YKA',icao:'CYKA',city:'Kamloops',desc:'Kamloops Airport',region:'CA-BC',runways:2,longest:6000,elev:1133,country:'CA',continent:'NA',lat:50.7022018433,lon:-120.444000244})
+CREATE (a1249:airport {id:'1249',code:'YPR',icao:'CYPR',city:'Prince Rupert',desc:'Prince Rupert Airport',region:'CA-BC',runways:1,longest:6000,elev:116,country:'CA',continent:'NA',lat:54.2860984802,lon:-130.445007324})
+CREATE (a1250:airport {id:'1250',code:'YPW',icao:'CYPW',city:'Powell River',desc:'Powell River Airport',region:'CA-BC',runways:1,longest:3627,elev:425,country:'CA',continent:'NA',lat:49.8342018127441,lon:-124.5})
+CREATE (a1251:airport {id:'1251',code:'YQQ',icao:'CYQQ',city:'Comox',desc:'Comox Airport',region:'CA-BC',runways:2,longest:10000,elev:84,country:'CA',continent:'NA',lat:49.7108001708984,lon:-124.887001037598})
+CREATE (a1252:airport {id:'1252',code:'YQZ',icao:'CYQZ',city:'Quesnel',desc:'Quesnel Airport',region:'CA-BC',runways:1,longest:5500,elev:1789,country:'CA',continent:'NA',lat:53.0261001586914,lon:-122.51000213623})
+CREATE (a1253:airport {id:'1253',code:'YWL',icao:'CYWL',city:'Williams Lake',desc:'Williams Lake Airport',region:'CA-BC',runways:1,longest:7000,elev:3085,country:'CA',continent:'NA',lat:52.1831016541,lon:-122.054000854})
+CREATE (a1254:airport {id:'1254',code:'YXC',icao:'CYXC',city:'Cranbrook',desc:'Cranbrook Airport',region:'CA-BC',runways:1,longest:6000,elev:3082,country:'CA',continent:'NA',lat:49.6108016967773,lon:-115.781997680664})
+CREATE (a1255:airport {id:'1255',code:'YXJ',icao:'CYXJ',city:'Fort St.John',desc:'Fort St John Airport',region:'CA-BC',runways:2,longest:6900,elev:2280,country:'CA',continent:'NA',lat:56.2380981445312,lon:-120.73999786377})
+CREATE (a1256:airport {id:'1256',code:'YXS',icao:'CYXS',city:'Prince George',desc:'Prince George Airport',region:'CA-BC',runways:3,longest:11450,elev:2267,country:'CA',continent:'NA',lat:53.8894004822,lon:-122.679000854})
+CREATE (a1257:airport {id:'1257',code:'YXT',icao:'CYXT',city:'Terrace',desc:'Terrace Airport',region:'CA-BC',runways:2,longest:7497,elev:713,country:'CA',continent:'NA',lat:54.4684982299805,lon:-128.57600402832})
+CREATE (a1258:airport {id:'1258',code:'YXY',icao:'CYXY',city:'Whitehorse',desc:'Whitehorse / Erik Nielsen International Airport',region:'CA-YT',runways:3,longest:9497,elev:2317,country:'CA',continent:'NA',lat:60.7095985413,lon:-135.067001343})
+CREATE (a1259:airport {id:'1259',code:'YYD',icao:'CYYD',city:'Smithers',desc:'Smithers Airport',region:'CA-BC',runways:1,longest:5000,elev:1712,country:'CA',continent:'NA',lat:54.8246994018555,lon:-127.182998657227})
+CREATE (a1260:airport {id:'1260',code:'YYF',icao:'CYYF',city:'Penticton',desc:'Penticton Airport',region:'CA-BC',runways:1,longest:6000,elev:1129,country:'CA',continent:'NA',lat:49.4631004333496,lon:-119.601997375488})
+CREATE (a1261:airport {id:'1261',code:'YZP',icao:'CYZP',city:'Sandspit',desc:'Sandspit Airport',region:'CA-BC',runways:1,longest:5120,elev:21,country:'CA',continent:'NA',lat:53.2542991638,lon:-131.813995361})
+CREATE (a1262:airport {id:'1262',code:'YZT',icao:'CYZT',city:'Port Hardy',desc:'Port Hardy Airport',region:'CA-BC',runways:3,longest:5000,elev:71,country:'CA',continent:'NA',lat:50.6805992126465,lon:-127.366996765137})
+CREATE (a1263:airport {id:'1263',code:'ZMT',icao:'CZMT',city:'Masset',desc:'Masset Airport',region:'CA-BC',runways:1,longest:5000,elev:25,country:'CA',continent:'NA',lat:54.0275001525879,lon:-132.125})
+CREATE (a1264:airport {id:'1264',code:'HHN',icao:'EDFH',city:'Hahn',desc:'Frankfurt-Hahn Airport',region:'DE-RP',runways:1,longest:12467,elev:1649,country:'DE',continent:'EU',lat:49.9486999512,lon:7.26388978958})
+CREATE (a1265:airport {id:'1265',code:'FMM',icao:'EDJA',city:'Memmingen',desc:'Memmingen Allgau Airport',region:'DE-BY',runways:1,longest:9780,elev:2077,country:'DE',continent:'EU',lat:47.9888000488,lon:10.2395000458})
+CREATE (a1266:airport {id:'1266',code:'BOH',icao:'EGHH',city:'Bournemouth',desc:'Bournemouth Airport',region:'GB-ENG',runways:1,longest:7451,elev:38,country:'UK',continent:'EU',lat:50.7799987792969,lon:-1.84249997138977})
+CREATE (a1267:airport {id:'1267',code:'BLK',icao:'EGNH',city:'Blackpool',desc:'Blackpool International Airport',region:'GB-ENG',runways:3,longest:6132,elev:34,country:'UK',continent:'EU',lat:53.7717018127441,lon:-3.02860999107361})
+CREATE (a1268:airport {id:'1268',code:'PIK',icao:'EGPK',city:'Glasgow',desc:'Glasgow Prestwick Airport',region:'GB-SCT',runways:2,longest:9800,elev:65,country:'UK',continent:'EU',lat:55.5093994140625,lon:-4.586669921875})
+CREATE (a1269:airport {id:'1269',code:'CFN',icao:'EIDL',city:'Donegal',desc:'Donegal Airport',region:'IE-DL',runways:1,longest:4908,elev:30,country:'IE',continent:'EU',lat:55.0442008972168,lon:-8.34099960327148})
+CREATE (a1270:airport {id:'1270',code:'BZG',icao:'EPBY',city:'Bydgoszcz',desc:'Bydgoszcz Ignacy Jan Paderewski Airport',region:'PL-KP',runways:1,longest:8202,elev:235,country:'PL',continent:'EU',lat:53.0968017578,lon:17.9776992798})
+CREATE (a1271:airport {id:'1271',code:'SZZ',icao:'EPSC',city:'Goleniow',desc:'Szczecin-Goleniów Solidarność Airport',region:'PL-ZP',runways:1,longest:8202,elev:154,country:'PL',continent:'EU',lat:53.5847015381,lon:14.9021997452})
+CREATE (a1272:airport {id:'1272',code:'ALW',icao:'KALW',city:'Walla Walla',desc:'Walla Walla Regional Airport',region:'US-WA',runways:3,longest:6526,elev:1194,country:'US',continent:'NA',lat:46.09489822,lon:-118.288002})
+CREATE (a1273:airport {id:'1273',code:'EAT',icao:'KEAT',city:'Wenatchee',desc:'Pangborn Memorial Airport',region:'US-WA',runways:2,longest:5700,elev:1249,country:'US',continent:'NA',lat:47.3988990784,lon:-120.207000732})
+CREATE (a1274:airport {id:'1274',code:'PIE',icao:'KPIE',city:'St Petersburg-Clearwater',desc:'St Petersburg Clearwater International Airport',region:'US-FL',runways:4,longest:8800,elev:11,country:'US',continent:'NA',lat:27.91020012,lon:-82.68740082})
+CREATE (a1275:airport {id:'1275',code:'PUW',icao:'KPUW',city:'Pullman/Moscow',desc:'Pullman Moscow Regional Airport',region:'US-WA',runways:1,longest:6730,elev:2556,country:'US',continent:'NA',lat:46.7439002990723,lon:-117.110000610352})
+CREATE (a1276:airport {id:'1276',code:'YKM',icao:'KYKM',city:'Yakima',desc:'Yakima Air Terminal McAllister Field',region:'US-WA',runways:2,longest:7603,elev:1099,country:'US',continent:'NA',lat:46.56819916,lon:-120.5439987})
+CREATE (a1277:airport {id:'1277',code:'LRH',icao:'LFBH',city:'La Rochelle/Île de Ré',desc:'La Rochelle-Île de Ré Airport',region:'FR-T',runways:1,longest:7398,elev:74,country:'FR',continent:'EU',lat:46.17919921875,lon:-1.19527995586395})
+CREATE (a1278:airport {id:'1278',code:'RDZ',icao:'LFCR',city:'Rodez/Marcillac',desc:'Rodez-Marcillac Airport',region:'FR-N',runways:1,longest:6693,elev:1910,country:'FR',continent:'EU',lat:44.407901763916,lon:2.48267006874084})
+CREATE (a1279:airport {id:'1279',code:'CCF',icao:'LFMK',city:'Carcassonne/Salvaza',desc:'Carcassonne Airport',region:'FR-K',runways:1,longest:6726,elev:433,country:'FR',continent:'EU',lat:43.2159996032715,lon:2.30631995201111})
+CREATE (a1280:airport {id:'1280',code:'PGF',icao:'LFMP',city:'Perpignan/Rivesaltes',desc:'Perpignan-Rivesaltes (Llabanère) Airport',region:'FR-K',runways:2,longest:8202,elev:144,country:'FR',continent:'EU',lat:42.7403984069824,lon:2.87067008018494})
+CREATE (a1281:airport {id:'1281',code:'TUF',icao:'LFOT',city:'Tours/Val de Loire (Loire Valley)',desc:'Tours-Val-de-Loire Airport',region:'FR-F',runways:1,longest:7887,elev:357,country:'FR',continent:'EU',lat:47.4322013855,lon:0.727605998516})
+CREATE (a1282:airport {id:'1282',code:'CIY',icao:'LICB',city:'Comiso',desc:'Comiso Airport',region:'IT-82',runways:1,longest:8070,elev:623,country:'IT',continent:'EU',lat:36.9946010208,lon:14.6071815491})
+CREATE (a1283:airport {id:'1283',code:'KTN',icao:'PAKT',city:'Ketchikan',desc:'Ketchikan International Airport',region:'US-AK',runways:2,longest:9500,elev:89,country:'US',continent:'NA',lat:55.35559845,lon:-131.7140045})
+CREATE (a1284:airport {id:'1284',code:'DOM',icao:'TDPD',city:'Marigot',desc:'Melville Hall Airport',region:'DM-02',runways:1,longest:4777,elev:73,country:'DM',continent:'NA',lat:15.5469999313354,lon:-61.2999992370605})
+CREATE (a1285:airport {id:'1285',code:'SBH',icao:'TFFJ',city:'Gustavia',desc:'Gustaf III Airport',region:'BL-U-A',runways:1,longest:2119,elev:48,country:'BL',continent:'NA',lat:17.9043998718262,lon:-62.8436012268066})
+CREATE (a1286:airport {id:'1286',code:'CPX',icao:'TJCP',city:'Culebra Island',desc:'Benjamin Rivera Noriega Airport',region:'PR-U-A',runways:1,longest:2600,elev:49,country:'PR',continent:'NA',lat:18.313289,lon:-65.304324})
+CREATE (a1287:airport {id:'1287',code:'MAZ',icao:'TJMZ',city:'Mayaguez',desc:'Eugenio Maria De Hostos Airport',region:'PR-U-A',runways:1,longest:4998,elev:28,country:'PR',continent:'NA',lat:18.2556991577148,lon:-67.1484985351562})
+CREATE (a1288:airport {id:'1288',code:'VQS',icao:'TJVQ',city:'Vieques Island',desc:'Antonio Rivera Rodriguez Airport',region:'PR-U-A',runways:1,longest:4301,elev:49,country:'PR',continent:'NA',lat:18.1347999573,lon:-65.493598938})
+CREATE (a1289:airport {id:'1289',code:'NEV',icao:'TKPN',city:'Charlestown',desc:'Vance W. Amory International Airport',region:'KN-U-A',runways:1,longest:3996,elev:14,country:'KN',continent:'NA',lat:17.2056999206543,lon:-62.589900970459})
+CREATE (a1290:airport {id:'1290',code:'AXA',icao:'TQPF',city:'The Valley',desc:'Wallblake Airport',region:'AI-U-A',runways:1,longest:5462,elev:127,country:'AI',continent:'NA',lat:18.2047996520996,lon:-63.0550994873047})
+CREATE (a1291:airport {id:'1291',code:'EIS',icao:'TUPJ',city:'Road Town',desc:'Terrance B. Lettsome International Airport',region:'VG-U-A',runways:1,longest:4642,elev:15,country:'VG',continent:'NA',lat:18.4447994232178,lon:-64.5429992675781})
+CREATE (a1292:airport {id:'1292',code:'VIJ',icao:'TUPW',city:'Spanish Town',desc:'Virgin Gorda Airport',region:'VG-U-A',runways:1,longest:2500,elev:14,country:'VG',continent:'NA',lat:18.4463996887207,lon:-64.4274978637695})
+CREATE (a1293:airport {id:'1293',code:'YFB',icao:'CYFB',city:'Iqaluit',desc:'Iqaluit Airport',region:'CA-NU',runways:1,longest:8605,elev:110,country:'CA',continent:'NA',lat:63.756401062,lon:-68.5558013916})
+CREATE (a1294:airport {id:'1294',code:'SCK',icao:'KSCK',city:'Stockton',desc:'Stockton Metropolitan Airport',region:'US-CA',runways:2,longest:10650,elev:33,country:'US',continent:'NA',lat:37.8941993713379,lon:-121.237998962402})
+CREATE (a1295:airport {id:'1295',code:'PGD',icao:'KPGD',city:'Punta Gorda',desc:'Charlotte County Airport',region:'US-FL',runways:3,longest:6695,elev:26,country:'US',continent:'NA',lat:26.92020035,lon:-81.9905014})
+CREATE (a1296:airport {id:'1296',code:'TAY',icao:'EETU',city:'Tartu',desc:'Tartu Airport',region:'EE-7B',runways:1,longest:5902,elev:219,country:'EE',continent:'EU',lat:58.3074989319,lon:26.6903991699})
+CREATE (a1297:airport {id:'1297',code:'IVL',icao:'EFIV',city:'Ivalo',desc:'Ivalo Airport',region:'FI-LL',runways:2,longest:8199,elev:481,country:'FI',continent:'EU',lat:68.6072998046875,lon:27.4053001403809})
+CREATE (a1298:airport {id:'1298',code:'JOE',icao:'EFJO',city:'Joensuu / Liperi',desc:'Joensuu Airport',region:'FI-IS',runways:2,longest:8202,elev:398,country:'FI',continent:'EU',lat:62.662899017334,lon:29.6075000762939})
+CREATE (a1299:airport {id:'1299',code:'JYV',icao:'EFJY',city:'Jyväskylän Maalaiskunta',desc:'Jyvaskyla Airport',region:'FI-LS',runways:1,longest:8533,elev:459,country:'FI',continent:'EU',lat:62.3995018005371,lon:25.6783008575439})
+CREATE (a1300:airport {id:'1300',code:'KEM',icao:'EFKE',city:'Kemi / Tornio',desc:'Kemi-Tornio Airport',region:'FI-LL',runways:1,longest:8212,elev:61,country:'FI',continent:'EU',lat:65.7787017822266,lon:24.5820999145508})
+CREATE (a1301:airport {id:'1301',code:'KAJ',icao:'EFKI',city:'Kajaani',desc:'Kajaani Airport',region:'FI-OL',runways:1,longest:8199,elev:483,country:'FI',continent:'EU',lat:64.2854995727539,lon:27.6923999786377})
+CREATE (a1302:airport {id:'1302',code:'KOK',icao:'EFKK',city:'Kokkola / Kruunupyy',desc:'Kruunupyy Airport',region:'FI-LS',runways:2,longest:8202,elev:84,country:'FI',continent:'EU',lat:63.7211990356445,lon:23.1431007385254})
+CREATE (a1303:airport {id:'1303',code:'KAO',icao:'EFKS',city:'Kuusamo',desc:'Kuusamo Airport',region:'FI-OL',runways:1,longest:8202,elev:866,country:'FI',continent:'EU',lat:65.9876022338867,lon:29.2394008636475})
+CREATE (a1304:airport {id:'1304',code:'KUO',icao:'EFKU',city:'Kuopio / Siilinjärvi',desc:'Kuopio Airport',region:'FI-IS',runways:2,longest:9186,elev:323,country:'FI',continent:'EU',lat:63.0070991516113,lon:27.7978000640869})
+CREATE (a1305:airport {id:'1305',code:'MHQ',icao:'EFMA',city:'Mariehamn',desc:'Mariehamn Airport',region:'FI-AL',runways:1,longest:6243,elev:17,country:'FI',continent:'EU',lat:60.122200012207,lon:19.8981990814209})
+CREATE (a1306:airport {id:'1306',code:'OUL',icao:'EFOU',city:'Oulu / Oulunsalo',desc:'Oulu Airport',region:'FI-OL',runways:1,longest:8205,elev:47,country:'FI',continent:'EU',lat:64.9300994873047,lon:25.3546009063721})
+CREATE (a1307:airport {id:'1307',code:'POR',icao:'EFPO',city:'Pori',desc:'Pori Airport',region:'FI-LS',runways:2,longest:7713,elev:44,country:'FI',continent:'EU',lat:61.4617004394531,lon:21.7999992370605})
+CREATE (a1308:airport {id:'1308',code:'RVN',icao:'EFRO',city:'Rovaniemi',desc:'Rovaniemi Airport',region:'FI-LL',runways:1,longest:9849,elev:642,country:'FI',continent:'EU',lat:66.5647964477539,lon:25.8304004669189})
+CREATE (a1309:airport {id:'1309',code:'SVL',icao:'EFSA',city:'Savonlinna',desc:'Savonlinna Airport',region:'FI-IS',runways:1,longest:7546,elev:311,country:'FI',continent:'EU',lat:61.9430999755859,lon:28.9451007843018})
+CREATE (a1310:airport {id:'1310',code:'TMP',icao:'EFTP',city:'Tampere / Pirkkala',desc:'Tampere-Pirkkala Airport',region:'FI-LS',runways:1,longest:8858,elev:390,country:'FI',continent:'EU',lat:61.4141006469727,lon:23.6044006347656})
+CREATE (a1311:airport {id:'1311',code:'TKU',icao:'EFTU',city:'Turku',desc:'Turku Airport',region:'FI-LS',runways:1,longest:8202,elev:161,country:'FI',continent:'EU',lat:60.5140991210938,lon:22.2628002166748})
+CREATE (a1312:airport {id:'1312',code:'VAA',icao:'EFVA',city:'Vaasa',desc:'Vaasa Airport',region:'FI-LS',runways:1,longest:8727,elev:19,country:'FI',continent:'EU',lat:63.0507011413574,lon:21.7621994018555})
+CREATE (a1313:airport {id:'1313',code:'BMA',icao:'ESSB',city:'Stockholm',desc:'Stockholm-Bromma Airport',region:'SE-AB',runways:1,longest:5472,elev:47,country:'SE',continent:'EU',lat:59.3544006347656,lon:17.9416999816895})
+CREATE (a1314:airport {id:'1314',code:'NRK',icao:'ESSP',city:'Norrköping',desc:'Norrköping Airport',region:'SE-E',runways:2,longest:7228,elev:32,country:'SE',continent:'EU',lat:58.5862998962402,lon:16.2506008148193})
+CREATE (a1315:airport {id:'1315',code:'GZP',icao:'LTFG',city:'Gazipaşa',desc:'Gazipaşa Airport',region:'TR-07',runways:1,longest:7710,elev:86,country:'TR',continent:'AS',lat:36.2992172241,lon:32.3005981445})
+CREATE (a1316:airport {id:'1316',code:'CEE',icao:'ULWC',city:'Cherepovets',desc:'Cherepovets Airport',region:'RU-VLG',runways:1,longest:8277,elev:377,country:'RU',continent:'EU',lat:59.273601532,lon:38.0158004761})
+CREATE (a1317:airport {id:'1317',code:'HEA',icao:'OAHR',city:'Herat',desc:'Herat Airport',region:'AF-HER',runways:1,longest:8218,elev:3206,country:'AF',continent:'AS',lat:34.2099990844727,lon:62.2282981872559})
+CREATE (a1318:airport {id:'1318',code:'IXU',icao:'VAAU',city:'Aurangabad',desc:'Aurangabad Airport',region:'IN-MM',runways:1,longest:7713,elev:1911,country:'IN',continent:'AS',lat:19.862699508667,lon:75.3981018066406})
+CREATE (a1319:airport {id:'1319',code:'BDQ',icao:'VABO',city:'Vadodara',desc:'Vadodara Airport',region:'IN-GJ',runways:1,longest:8100,elev:129,country:'IN',continent:'AS',lat:22.3362007141,lon:73.2263031006})
+CREATE (a1320:airport {id:'1320',code:'BHO',icao:'VABP',city:'Bhopal',desc:'Raja Bhoj International Airport',region:'IN-MP',runways:2,longest:6700,elev:1711,country:'IN',continent:'AS',lat:23.2875003815,lon:77.3374023438})
+CREATE (a1321:airport {id:'1321',code:'IDR',icao:'VAID',city:'Indore',desc:'Devi Ahilyabai Holkar Airport',region:'IN-MP',runways:1,longest:7480,elev:1850,country:'IN',continent:'AS',lat:22.7217998505,lon:75.8011016846})
+CREATE (a1322:airport {id:'1322',code:'JLR',icao:'VAJB',city:'Jabalpur',desc:'Jabalpur Airport',region:'IN-MP',runways:1,longest:6522,elev:1624,country:'IN',continent:'AS',lat:23.1777992248535,lon:80.052001953125})
+CREATE (a1323:airport {id:'1323',code:'NAG',icao:'VANP',city:'Naqpur',desc:'Dr. Babasaheb Ambedkar International Airport',region:'IN-MM',runways:2,longest:10500,elev:1033,country:'IN',continent:'AS',lat:21.0921993255615,lon:79.0472030639648})
+CREATE (a1324:airport {id:'1324',code:'RPR',icao:'VARP',city:'Raipur',desc:'Raipur Airport',region:'IN-CT',runways:1,longest:6414,elev:1041,country:'IN',continent:'AS',lat:21.1804008484,lon:81.7388000488})
+CREATE (a1325:airport {id:'1325',code:'STV',icao:'VASU',city:'Magdalla',desc:'Surat Airport',region:'IN-GJ',runways:1,longest:7382,elev:16,country:'IN',continent:'AS',lat:21.1140995026,lon:72.7417984009})
+CREATE (a1326:airport {id:'1326',code:'UDR',icao:'VAUD',city:'Udaipur',desc:'Maharana Pratap Airport',region:'IN-RJ',runways:1,longest:7484,elev:1684,country:'IN',continent:'AS',lat:24.6177005768,lon:73.8961029053})
+CREATE (a1327:airport {id:'1327',code:'IXB',icao:'VEBD',city:'Siliguri',desc:'Bagdogra Airport',region:'IN-WB',runways:1,longest:9035,elev:412,country:'IN',continent:'AS',lat:26.6812000274658,lon:88.3285980224609})
+CREATE (a1328:airport {id:'1328',code:'BBI',icao:'VEBS',city:'Bhubaneswar',desc:'Biju Patnaik Airport',region:'IN-OR',runways:2,longest:7359,elev:138,country:'IN',continent:'AS',lat:20.2444000244,lon:85.8178024292})
+CREATE (a1329:airport {id:'1329',code:'GOP',icao:'VEGK',city:'Gorakhpur',desc:'Gorakhpur Airport',region:'IN-UP',runways:1,longest:9000,elev:259,country:'IN',continent:'AS',lat:26.7397003174,lon:83.4496994019})
+CREATE (a1330:airport {id:'1330',code:'GAU',icao:'VEGT',city:'Guwahati',desc:'Lokpriya Gopinath Bordoloi International Airport',region:'IN-AS',runways:1,longest:9000,elev:162,country:'IN',continent:'AS',lat:26.1061000823975,lon:91.5858993530273})
+CREATE (a1331:airport {id:'1331',code:'DIB',icao:'VEMN',city:'Dibrugarh',desc:'Dibrugarh Airport',region:'IN-AS',runways:1,longest:6000,elev:362,country:'IN',continent:'AS',lat:27.4839000702,lon:95.0168991089})
+CREATE (a1332:airport {id:'1332',code:'PAT',icao:'VEPT',city:'Patna',desc:'Lok Nayak Jayaprakash Airport',region:'IN-BR',runways:1,longest:6410,elev:170,country:'IN',continent:'AS',lat:25.591299057,lon:85.0879974365})
+CREATE (a1333:airport {id:'1333',code:'IXR',icao:'VERC',city:'Ranchi',desc:'Birsa Munda Airport',region:'IN-JH',runways:1,longest:8855,elev:2148,country:'IN',continent:'AS',lat:23.3143005371,lon:85.3217010498})
+CREATE (a1334:airport {id:'1334',code:'IXD',icao:'VIAL',city:'Allahabad',desc:'Allahabad Airport',region:'IN-UP',runways:2,longest:8110,elev:322,country:'IN',continent:'AS',lat:25.4400997161865,lon:81.7339019775391})
+CREATE (a1335:airport {id:'1335',code:'KUU',icao:'VIBR',city:'Bhuntar',desc:'Kullu Manali Airport',region:'IN-HP',runways:1,longest:3690,elev:3573,country:'IN',continent:'AS',lat:31.8766994476318,lon:77.1544036865234})
+CREATE (a1336:airport {id:'1336',code:'IXC',icao:'VICG',city:'Chandigarh',desc:'Chandigarh Airport',region:'IN-CH',runways:1,longest:9001,elev:1012,country:'IN',continent:'AS',lat:30.6735000610352,lon:76.7884979248047})
+CREATE (a1337:airport {id:'1337',code:'DED',icao:'VIDN',city:'Dehradun',desc:'Dehradun Airport',region:'IN-UP',runways:1,longest:3755,elev:1831,country:'IN',continent:'AS',lat:30.189699173,lon:78.1802978516})
+CREATE (a1338:airport {id:'1338',code:'DHM',icao:'VIGG',city:'Kangra',desc:'Kangra Airport',region:'IN-HP',runways:1,longest:4620,elev:2525,country:'IN',continent:'AS',lat:32.1651000976562,lon:76.2633972167969})
+CREATE (a1339:airport {id:'1339',code:'IXJ',icao:'VIJU',city:'Jammu',desc:'Jammu Airport',region:'IN-JK',runways:1,longest:6755,elev:1029,country:'IN',continent:'AS',lat:32.6890983582,lon:74.8374023438})
+CREATE (a1340:airport {id:'1340',code:'KNU',icao:'VIKA',city:'Kanpur',desc:'Kanpur Airport',region:'IN-UP',runways:1,longest:3685,elev:411,country:'IN',continent:'AS',lat:26.4414005279541,lon:80.3648986816406})
+CREATE (a1341:airport {id:'1341',code:'LUH',icao:'VILD',city:'Ludhiana',desc:'Ludhiana Airport',region:'IN-PB',runways:1,longest:4800,elev:834,country:'IN',continent:'AS',lat:30.854700088501,lon:75.9525985717773})
+CREATE (a1342:airport {id:'1342',code:'IXL',icao:'VILH',city:'Leh',desc:'Leh Kushok Bakula Rimpochee Airport',region:'IN-JK',runways:3,longest:9040,elev:10682,country:'IN',continent:'AS',lat:34.1358985901,lon:77.5465011597})
+CREATE (a1343:airport {id:'1343',code:'SXR',icao:'VISR',city:'Srinagar',desc:'Sheikh ul Alam Airport',region:'IN-JK',runways:1,longest:12090,elev:5429,country:'IN',continent:'AS',lat:33.9870986938477,lon:74.7742004394531})
+CREATE (a1344:airport {id:'1344',code:'ALH',icao:'YABA',city:'Albany',desc:'Albany Airport',region:'AU-WA',runways:2,longest:5906,elev:233,country:'AU',continent:'OC',lat:-34.9432983398438,lon:117.80899810791})
+CREATE (a1345:airport {id:'1345',code:'BQB',icao:'YBLN',city:'Busselton',desc:'Busselton Regional Airport',region:'AU-WA',runways:1,longest:5906,elev:55,country:'AU',continent:'OC',lat:-33.6884231567,lon:115.401596069})
+CREATE (a1346:airport {id:'1346',code:'DCN',icao:'YCIN',city:'Derby',desc:'RAAF Base Curtin',region:'AU-WA',runways:1,longest:10003,elev:300,country:'AU',continent:'OC',lat:-17.5813999176,lon:123.82800293})
+CREATE (a1347:airport {id:'1347',code:'EPR',icao:'YESP',city:'Esperance',desc:'Esperance Airport',region:'AU-WA',runways:2,longest:4921,elev:470,country:'AU',continent:'OC',lat:-33.684398651123,lon:121.822998046875})
+CREATE (a1348:airport {id:'1348',code:'GET',icao:'YGEL',city:'Geraldton',desc:'Geraldton Airport',region:'AU-WA',runways:3,longest:6499,elev:121,country:'AU',continent:'OC',lat:-28.7961006164551,lon:114.707000732422})
+CREATE (a1349:airport {id:'1349',code:'RVT',icao:'YNRV',city:'Ravensthorpe',desc:'Ravensthorpe Airport',region:'AU-WA',runways:2,longest:5512,elev:197,country:'AU',continent:'OC',lat:-33.7971992493,lon:120.208000183})
+CREATE (a1350:airport {id:'1350',code:'ZNE',icao:'YNWN',city:'Newman',desc:'Newman Airport',region:'AU-WA',runways:1,longest:6798,elev:1724,country:'AU',continent:'OC',lat:-23.4178009033,lon:119.803001404})
+CREATE (a1351:airport {id:'1351',code:'PBO',icao:'YBPO',city:'Paraburdoo',desc:'Paraburdoo Airport',region:'AU-WA',runways:1,longest:6995,elev:1406,country:'AU',continent:'OC',lat:-23.1711006165,lon:117.745002747})
+CREATE (a1352:airport {id:'1352',code:'KNX',icao:'YPKU',city:'Kununurra',desc:'Kununurra Airport',region:'AU-WA',runways:1,longest:6000,elev:145,country:'AU',continent:'OC',lat:-15.7781000137,lon:128.707992554})
+CREATE (a1353:airport {id:'1353',code:'LEA',icao:'YPLM',city:'Exmouth',desc:'Learmonth Airport',region:'AU-WA',runways:1,longest:9997,elev:19,country:'AU',continent:'OC',lat:-22.2355995178,lon:114.088996887})
+CREATE (a1354:airport {id:'1354',code:'XCH',icao:'YPXM',city:'Christmas Island',desc:'Christmas Island Airport',region:'CX-U-A',runways:1,longest:6900,elev:916,country:'CX',continent:'AS',lat:-10.4505996704102,lon:105.690002441406})
+CREATE (a1355:airport {id:'1355',code:'PAD',icao:'EDLP',city:'Paderborn',desc:'Paderborn Lippstadt Airport',region:'DE-NW',runways:1,longest:7152,elev:699,country:'DE',continent:'EU',lat:51.6141014099,lon:8.61631965637})
+CREATE (a1356:airport {id:'1356',code:'NRN',icao:'EDLV',city:'Weeze',desc:'Niederrhein Airport',region:'DE-NW',runways:1,longest:8005,elev:106,country:'DE',continent:'EU',lat:51.6024017334,lon:6.14216995239})
+CREATE (a1357:airport {id:'1357',code:'LDY',icao:'EGAE',city:'Derry',desc:'City of Derry Airport',region:'GB-NIR',runways:2,longest:6076,elev:22,country:'UK',continent:'EU',lat:55.0428009033203,lon:-7.16110992431641})
+CREATE (a1358:airport {id:'1358',code:'CAL',icao:'EGEC',city:'Campbeltown',desc:'Campbeltown Airport',region:'GB-SCT',runways:1,longest:10003,elev:42,country:'UK',continent:'EU',lat:55.437198638916,lon:-5.6863899230957})
+CREATE (a1359:airport {id:'1359',code:'KOI',icao:'EGPA',city:'Orkney Islands',desc:'Kirkwall Airport',region:'GB-SCT',runways:3,longest:4685,elev:50,country:'UK',continent:'EU',lat:58.9578018188477,lon:-2.90499997138977})
+CREATE (a1360:airport {id:'1360',code:'LSI',icao:'EGPB',city:'Lerwick',desc:'Sumburgh Airport, Shetland Islands',region:'GB-SCT',runways:3,longest:4678,elev:20,country:'UK',continent:'EU',lat:59.8788986206055,lon:-1.29556000232697})
+CREATE (a1361:airport {id:'1361',code:'WIC',icao:'EGPC',city:'Wick',desc:'Wick Airport',region:'GB-SCT',runways:2,longest:5988,elev:126,country:'UK',continent:'EU',lat:58.4589004516602,lon:-3.09306001663208})
+CREATE (a1362:airport {id:'1362',code:'ILY',icao:'EGPI',city:'Port Ellen',desc:'Islay Airport',region:'GB-SCT',runways:2,longest:5069,elev:56,country:'UK',continent:'EU',lat:55.6819000244141,lon:-6.25666999816895})
+CREATE (a1363:airport {id:'1363',code:'BEB',icao:'EGPL',city:'Balivanich',desc:'Benbecula Airport',region:'GB-SCT',runways:2,longest:6024,elev:19,country:'UK',continent:'EU',lat:57.4810981750488,lon:-7.36278009414673})
+CREATE (a1364:airport {id:'1364',code:'SYY',icao:'EGPO',city:'Stornoway',desc:'Stornoway Airport',region:'GB-SCT',runways:2,longest:7218,elev:26,country:'UK',continent:'EU',lat:58.2155990600586,lon:-6.33111000061035})
+CREATE (a1365:airport {id:'1365',code:'BRR',icao:'EGPR',city:'Eoligarry',desc:'Barra Airport',region:'GB-SCT',runways:3,longest:2776,elev:5,country:'UK',continent:'EU',lat:57.0228004455566,lon:-7.44305992126465})
+CREATE (a1366:airport {id:'1366',code:'TRE',icao:'EGPU',city:'Balemartine',desc:'Tiree Airport',region:'GB-SCT',runways:3,longest:4600,elev:38,country:'UK',continent:'EU',lat:56.4991989135742,lon:-6.86917018890381})
+CREATE (a1367:airport {id:'1367',code:'GSE',icao:'ESGP',city:'Gothenburg',desc:'Gothenburg City Airport',region:'SE-Q',runways:2,longest:6689,elev:59,country:'SE',continent:'EU',lat:57.7747001647949,lon:11.870400428772})
+CREATE (a1368:airport {id:'1368',code:'NYO',icao:'ESKN',city:'Stockholm / Nyköping',desc:'Stockholm Skavsta Airport',region:'SE-D',runways:2,longest:9442,elev:140,country:'SE',continent:'EU',lat:58.7886009216309,lon:16.9122009277344})
+CREATE (a1369:airport {id:'1369',code:'RLG',icao:'ETNL',city:'Rostock',desc:'Rostock-Laage Airport',region:'DE-MV',runways:1,longest:8202,elev:138,country:'DE',continent:'EU',lat:53.9182014465,lon:12.2783002853})
+CREATE (a1370:airport {id:'1370',code:'BJL',icao:'GBYD',city:'Banjul',desc:'Banjul International Airport',region:'GM-W',runways:1,longest:11811,elev:95,country:'GM',continent:'AF',lat:13.3380002975464,lon:-16.6522006988525})
+CREATE (a1371:airport {id:'1371',code:'FEZ',icao:'GMFF',city:'Fes',desc:'Saïss Airport',region:'MA-FES',runways:1,longest:10499,elev:1900,country:'MA',continent:'AF',lat:33.9272994995,lon:-4.97796010971})
+CREATE (a1372:airport {id:'1372',code:'OUD',icao:'GMFO',city:'Oujda',desc:'Angads Airport',region:'MA-OUJ',runways:1,longest:9843,elev:1535,country:'MA',continent:'AF',lat:34.7872009277344,lon:-1.92399001121521})
+CREATE (a1373:airport {id:'1373',code:'BJM',icao:'HBBA',city:'Bujumbura',desc:'Bujumbura International Airport',region:'BI-BJ',runways:2,longest:11811,elev:2582,country:'BI',continent:'AF',lat:-3.32401990890503,lon:29.3185005187988})
+CREATE (a1374:airport {id:'1374',code:'RGS',icao:'LEBG',city:'Burgos',desc:'Burgos Airport',region:'ES-CL',runways:1,longest:4393,elev:2945,country:'ES',continent:'EU',lat:42.3576011657715,lon:-3.62075996398926})
+CREATE (a1375:airport {id:'1375',code:'LEN',icao:'LELN',city:'León',desc:'Leon Airport',region:'ES-CL',runways:2,longest:6890,elev:3006,country:'ES',continent:'EU',lat:42.5890007019043,lon:-5.65556001663208})
+CREATE (a1376:airport {id:'1376',code:'SLM',icao:'LESA',city:'Salamanca',desc:'Salamanca Airport',region:'ES-CL',runways:2,longest:8202,elev:2595,country:'ES',continent:'EU',lat:40.9520988464355,lon:-5.50198984146118})
+CREATE (a1377:airport {id:'1377',code:'VLL',icao:'LEVD',city:'Valladolid',desc:'Valladolid Airport',region:'ES-CL',runways:2,longest:9843,elev:2776,country:'ES',continent:'EU',lat:41.7061004639,lon:-4.85194015503})
+CREATE (a1378:airport {id:'1378',code:'EGC',icao:'LFBE',city:'Bergerac/Roumanière',desc:'Bergerac-Roumanière Airport',region:'FR-B',runways:1,longest:7234,elev:171,country:'FR',continent:'EU',lat:44.8252983093262,lon:0.518611013889313})
+CREATE (a1379:airport {id:'1379',code:'PIS',icao:'LFBI',city:'Poitiers/Biard',desc:'Poitiers-Biard Airport',region:'FR-T',runways:1,longest:7710,elev:423,country:'FR',continent:'EU',lat:46.5876998901367,lon:0.306665986776352})
+CREATE (a1380:airport {id:'1380',code:'AOK',icao:'LGKP',city:'Karpathos Island',desc:'Karpathos Airport',region:'GR-81',runways:1,longest:7871,elev:66,country:'GR',continent:'EU',lat:35.4213981628418,lon:27.1459999084473})
+CREATE (a1381:airport {id:'1381',code:'KVA',icao:'LGKV',city:'Kavala',desc:'Alexander the Great International Airport',region:'GR-55',runways:1,longest:9844,elev:18,country:'GR',continent:'EU',lat:40.9132995605469,lon:24.6191997528076})
+CREATE (a1382:airport {id:'1382',code:'MJT',icao:'LGMT',city:'Mytilene',desc:'Mytilene International Airport',region:'GR-83',runways:1,longest:7894,elev:60,country:'GR',continent:'EU',lat:39.0567016602,lon:26.5983009338})
+CREATE (a1383:airport {id:'1383',code:'LMP',icao:'LICD',city:'Lampedusa',desc:'Lampedusa Airport',region:'IT-82',runways:1,longest:5906,elev:70,country:'IT',continent:'EU',lat:35.4978981018066,lon:12.6181001663208})
+CREATE (a1384:airport {id:'1384',code:'PNL',icao:'LICG',city:'Pantelleria',desc:'Pantelleria Airport',region:'IT-82',runways:2,longest:5495,elev:628,country:'IT',continent:'EU',lat:36.8165016174316,lon:11.9688997268677})
+CREATE (a1385:airport {id:'1385',code:'REG',icao:'LICR',city:'Reggio Calabria',desc:'Reggio Calabria Airport',region:'IT-78',runways:2,longest:6549,elev:96,country:'IT',continent:'EU',lat:38.0712013244629,lon:15.6515998840332})
+CREATE (a1386:airport {id:'1386',code:'TRS',icao:'LIPQ',city:'Trieste',desc:'Trieste–Friuli Venezia Giulia Airport',region:'IT-36',runways:1,longest:9843,elev:39,country:'IT',continent:'EU',lat:45.8274993896,lon:13.4722003937})
+CREATE (a1387:airport {id:'1387',code:'AOI',icao:'LIPY',city:'Ancona',desc:'Ancona Falconara Airport',region:'IT-57',runways:1,longest:9718,elev:49,country:'IT',continent:'EU',lat:43.6162986755,lon:13.3622999191})
+CREATE (a1388:airport {id:'1388',code:'AOE',icao:'LTBY',city:'Eskişehir',desc:'Anadolu University Airport',region:'TR-26',runways:1,longest:8261,elev:2588,country:'TR',continent:'AS',lat:39.8098983765,lon:30.5193996429})
+CREATE (a1389:airport {id:'1389',code:'DOK',icao:'UKCC',city:'Donetsk',desc:'Donetsk International Airport',region:'UA-14',runways:1,longest:13123,elev:791,country:'UA',continent:'EU',lat:48.073600769043,lon:37.7397003173828})
+CREATE (a1390:airport {id:'1390',code:'IEV',icao:'UKKK',city:'Kiev',desc:'Kiev Zhuliany International Airport',region:'UA-32',runways:1,longest:5905,elev:586,country:'UA',continent:'EU',lat:50.4016990661621,lon:30.4496994018555})
+CREATE (a1391:airport {id:'1391',code:'CEK',icao:'USCC',city:'Chelyabinsk',desc:'Chelyabinsk Balandino Airport',region:'RU-CHE',runways:1,longest:10499,elev:769,country:'RU',continent:'AS',lat:55.3058013916016,lon:61.5032997131348})
+CREATE (a1392:airport {id:'1392',code:'PEE',icao:'USPP',city:'Perm',desc:'Bolshoye Savino Airport',region:'RU-PER',runways:1,longest:10520,elev:404,country:'RU',continent:'EU',lat:57.9145011901855,lon:56.0211982727051})
+CREATE (a1393:airport {id:'1393',code:'VOZ',icao:'UUOO',city:'Voronezh',desc:'Voronezh International Airport',region:'RU-VOR',runways:1,longest:7546,elev:514,country:'RU',continent:'EU',lat:51.8142013549805,lon:39.2295989990234})
+CREATE (a1394:airport {id:'1394',code:'RTW',icao:'UWSS',city:'Saratov',desc:'Saratov Central Airport',region:'RU-SAR',runways:1,longest:7485,elev:499,country:'RU',continent:'EU',lat:51.564998626709,lon:46.0466995239258})
+CREATE (a1395:airport {id:'1395',code:'UFA',icao:'UWUU',city:'Ufa',desc:'Ufa International Airport',region:'RU-BA',runways:5,longest:12339,elev:449,country:'RU',continent:'EU',lat:54.5574989318848,lon:55.8744010925293})
+CREATE (a1396:airport {id:'1396',code:'BZO',icao:'LIPB',city:'Bolzano',desc:'Bolzano Airport',region:'IT-32',runways:2,longest:4255,elev:789,country:'IT',continent:'EU',lat:46.4602012634277,lon:11.3263998031616})
+CREATE (a1397:airport {id:'1397',code:'AAR',icao:'EKAH',city:'Aarhus',desc:'Aarhus Airport',region:'DK-82',runways:2,longest:9111,elev:82,country:'DK',continent:'EU',lat:56.2999992371,lon:10.6190004349})
+CREATE (a1398:airport {id:'1398',code:'ALF',icao:'ENAT',city:'Alta',desc:'Alta Airport',region:'NO-20',runways:1,longest:7165,elev:9,country:'NO',continent:'EU',lat:69.9760971069336,lon:23.3717002868652})
+CREATE (a1399:airport {id:'1399',code:'FDE',icao:'ENBL',city:'Førde',desc:'Bringeland Airport',region:'NO-14',runways:1,longest:3084,elev:1046,country:'NO',continent:'EU',lat:61.3911018371582,lon:5.75693988800049})
+CREATE (a1400:airport {id:'1400',code:'BNN',icao:'ENBN',city:'Brønnøy',desc:'Brønnøysund Airport',region:'NO-18',runways:1,longest:3937,elev:25,country:'NO',continent:'EU',lat:65.4610977172852,lon:12.2174997329712})
+CREATE (a1401:airport {id:'1401',code:'BOO',icao:'ENBO',city:'Bodø',desc:'Bodø Airport',region:'NO-18',runways:1,longest:11136,elev:42,country:'NO',continent:'EU',lat:67.2692031860352,lon:14.3653001785278})
+CREATE (a1402:airport {id:'1402',code:'BDU',icao:'ENDU',city:'Målselv',desc:'Bardufoss Airport',region:'NO-19',runways:1,longest:8015,elev:252,country:'NO',continent:'EU',lat:69.0558013916016,lon:18.5403995513916})
+CREATE (a1403:airport {id:'1403',code:'EVE',icao:'ENEV',city:'Evenes',desc:'Harstad/Narvik Airport, Evenes',region:'NO-18',runways:1,longest:9236,elev:84,country:'NO',continent:'EU',lat:68.4913024902344,lon:16.6781005859375})
+CREATE (a1404:airport {id:'1404',code:'VDB',icao:'ENFG',city:'Leirin',desc:'Leirin Airport',region:'NO-05',runways:1,longest:6722,elev:2697,country:'NO',continent:'EU',lat:61.0155982971191,lon:9.28806018829346})
+CREATE (a1405:airport {id:'1405',code:'FRO',icao:'ENFL',city:'Florø',desc:'Florø Airport',region:'NO-14',runways:1,longest:3934,elev:37,country:'NO',continent:'EU',lat:61.5835990905762,lon:5.02472019195557})
+CREATE (a1406:airport {id:'1406',code:'HAU',icao:'ENHD',city:'Karmøy',desc:'Haugesund Airport',region:'NO-11',runways:1,longest:6957,elev:86,country:'NO',continent:'EU',lat:59.3452987670898,lon:5.20836019515991})
+CREATE (a1407:airport {id:'1407',code:'KSU',icao:'ENKB',city:'Kvernberget',desc:'Kristiansund Airport, Kvernberget',region:'NO-15',runways:1,longest:6037,elev:204,country:'NO',continent:'EU',lat:63.1118011474609,lon:7.82452011108398})
+CREATE (a1408:airport {id:'1408',code:'KKN',icao:'ENKR',city:'Kirkenes',desc:'Kirkenes Airport, Høybuktmoen',region:'NO-15',runways:1,longest:6939,elev:283,country:'NO',continent:'EU',lat:69.7257995605469,lon:29.891300201416})
+CREATE (a1409:airport {id:'1409',code:'MOL',icao:'ENML',city:'Årø',desc:'Molde Airport',region:'NO-15',runways:1,longest:6922,elev:10,country:'NO',continent:'EU',lat:62.744701385498,lon:7.26249980926514})
+CREATE (a1410:airport {id:'1410',code:'OLA',icao:'ENOL',city:'Ørland',desc:'Ørland Airport',region:'NO-16',runways:1,longest:8904,elev:28,country:'NO',continent:'EU',lat:63.6988983154297,lon:9.60400009155273})
+CREATE (a1411:airport {id:'1411',code:'HOV',icao:'ENOV',city:'Ørsta',desc:'Ørsta-Volda Airport, Hovden',region:'NO-15',runways:1,longest:2920,elev:243,country:'NO',continent:'EU',lat:62.1800003051758,lon:6.07410001754761})
+CREATE (a1412:airport {id:'1412',code:'RRS',icao:'ENRO',city:'Røros',desc:'Røros Airport',region:'NO-16',runways:1,longest:5643,elev:2054,country:'NO',continent:'EU',lat:62.5783996582031,lon:11.3423004150391})
+CREATE (a1413:airport {id:'1413',code:'LYR',icao:'ENSB',city:'Longyearbyen',desc:'Svalbard Airport, Longyear',region:'NO-21',runways:1,longest:7608,elev:88,country:'NO',continent:'EU',lat:78.2461013793945,lon:15.4656000137329})
+CREATE (a1414:airport {id:'1414',code:'SDN',icao:'ENSD',city:'Sandane',desc:'Sandane Airport, Anda',region:'NO-14',runways:1,longest:2756,elev:196,country:'NO',continent:'EU',lat:61.8300018310547,lon:6.10583019256592})
+CREATE (a1415:airport {id:'1415',code:'SOG',icao:'ENSG',city:'Sogndal',desc:'Sogndal Airport',region:'NO-14',runways:1,longest:3150,elev:1633,country:'NO',continent:'EU',lat:61.1561012268066,lon:7.13778018951416})
+CREATE (a1416:airport {id:'1416',code:'SRP',icao:'ENSO',city:'Leirvik',desc:'Stord Airport',region:'NO-12',runways:1,longest:3937,elev:160,country:'NO',continent:'EU',lat:59.7919006347656,lon:5.34084987640381})
+CREATE (a1417:airport {id:'1417',code:'SSJ',icao:'ENST',city:'Alstahaug',desc:'Sandnessjøen Airport, Stokka',region:'NO-14',runways:1,longest:3563,elev:56,country:'NO',continent:'EU',lat:65.9568023681641,lon:12.4688997268677})
+CREATE (a1418:airport {id:'1418',code:'PLQ',icao:'EYPA',city:'Palanga',desc:'Palanga International Airport',region:'LT-KL',runways:1,longest:6562,elev:33,country:'LT',continent:'EU',lat:55.973201751709,lon:21.093900680542})
+CREATE (a1419:airport {id:'1419',code:'FKB',icao:'EDSB',city:'Baden-Baden',desc:'Karlsruhe Baden-Baden Airport',region:'DE-BW',runways:1,longest:9787,elev:408,country:'DE',continent:'EU',lat:48.7793998718,lon:8.08049964905})
+CREATE (a1420:airport {id:'1420',code:'DND',icao:'EGPN',city:'Dundee',desc:'Dundee Airport',region:'GB-SCT',runways:1,longest:4593,elev:17,country:'UK',continent:'EU',lat:56.4524993896484,lon:-3.02583003044128})
+CREATE (a1421:airport {id:'1421',code:'MMX',icao:'ESMS',city:'Malmö',desc:'Malmö Sturup Airport',region:'SE-M',runways:2,longest:9186,elev:236,country:'SE',continent:'EU',lat:55.536305364,lon:13.3761978149})
+CREATE (a1422:airport {id:'1422',code:'SFT',icao:'ESNS',city:'Skellefteå',desc:'Skellefteå Airport',region:'SE-AC',runways:1,longest:6890,elev:157,country:'SE',continent:'EU',lat:64.6248016357422,lon:21.0769004821777})
+CREATE (a1423:airport {id:'1423',code:'VST',icao:'ESOW',city:'Stockholm / Västerås',desc:'Stockholm Västerås Airport',region:'SE-U',runways:1,longest:8468,elev:21,country:'SE',continent:'EU',lat:59.5894012451172,lon:16.6336002349854})
+CREATE (a1424:airport {id:'1424',code:'PDV',icao:'LBPD',city:'Plovdiv',desc:'Plovdiv International Airport',region:'BG-16',runways:1,longest:8202,elev:597,country:'BG',continent:'EU',lat:42.067798614502,lon:24.8507995605469})
+CREATE (a1425:airport {id:'1425',code:'OSI',icao:'LDOS',city:'Osijek',desc:'Osijek Airport',region:'HR-14',runways:1,longest:8199,elev:290,country:'HR',continent:'EU',lat:45.4626998901367,lon:18.8101997375488})
+CREATE (a1426:airport {id:'1426',code:'ZAZ',icao:'LEZG',city:'Zaragoza',desc:'Zaragoza Air Base',region:'ES-AR',runways:2,longest:12198,elev:863,country:'ES',continent:'EU',lat:41.6661987304688,lon:-1.04155004024506})
+CREATE (a1427:airport {id:'1427',code:'DNR',icao:'LFRD',city:'Dinard/Pleurtuit/Saint-Malo',desc:'Dinard-Pleurtuit-Saint-Malo Airport',region:'FR-E',runways:2,longest:7218,elev:219,country:'FR',continent:'EU',lat:48.5876998901367,lon:-2.07996010780334})
+CREATE (a1428:airport {id:'1428',code:'TLN',icao:'LFTH',city:'Toulon/Hyères/Le Palyvestre',desc:'Toulon-Hyères Airport',region:'FR-U',runways:2,longest:6955,elev:7,country:'FR',continent:'EU',lat:43.0973014832,lon:6.14602994919})
+CREATE (a1429:airport {id:'1429',code:'PSR',icao:'LIBP',city:'Pescara',desc:'Pescara International Airport',region:'IT-65',runways:1,longest:7933,elev:48,country:'IT',continent:'EU',lat:42.4317016601562,lon:14.1810998916626})
+CREATE (a1430:airport {id:'1430',code:'PMF',icao:'LIMP',city:'Parma',desc:'Parma Airport',region:'IT-45',runways:1,longest:6962,elev:161,country:'IT',continent:'EU',lat:44.8245010375977,lon:10.2964000701904})
+CREATE (a1431:airport {id:'1431',code:'PEG',icao:'LIRZ',city:'Perugia',desc:'Perugia San Francesco d\'Assisi – Umbria International Airport',region:'IT-55',runways:1,longest:5564,elev:697,country:'IT',continent:'EU',lat:43.0959014893,lon:12.5131998062})
+CREATE (a1432:airport {id:'1432',code:'BRQ',icao:'LKTB',city:'Brno',desc:'Brno-Tuřany Airport',region:'CZ-JM',runways:1,longest:8694,elev:778,country:'CZ',continent:'EU',lat:49.1512985229492,lon:16.6944007873535})
+CREATE (a1433:airport {id:'1433',code:'HIR',icao:'AGGH',city:'Honiara',desc:'Honiara International Airport',region:'SB-CT',runways:1,longest:7218,elev:28,country:'SB',continent:'OC',lat:-9.42800045013428,lon:160.054992675781})
+CREATE (a1434:airport {id:'1434',code:'YBC',icao:'CYBC',city:'Baie-Comeau',desc:'Baie Comeau Airport',region:'CA-QC',runways:1,longest:6000,elev:71,country:'CA',continent:'NA',lat:49.1324996948242,lon:-68.2043991088867})
+CREATE (a1435:airport {id:'1435',code:'YBG',icao:'CYBG',city:'Bagotville',desc:'CFB Bagotville',region:'CA-QC',runways:2,longest:10000,elev:522,country:'CA',continent:'NA',lat:48.3306007385254,lon:-70.9963989257812})
+CREATE (a1436:airport {id:'1436',code:'YGL',icao:'CYGL',city:'La Grande Rivière',desc:'La Grande Rivière Airport',region:'CA-QC',runways:1,longest:6500,elev:639,country:'CA',continent:'NA',lat:53.625301361084,lon:-77.7042007446289})
+CREATE (a1437:airport {id:'1437',code:'YGW',icao:'CYGW',city:'Kuujjuarapik',desc:'Kuujjuarapik Airport',region:'CA-QC',runways:1,longest:5052,elev:34,country:'CA',continent:'NA',lat:55.2818984985352,lon:-77.7652969360352})
+CREATE (a1438:airport {id:'1438',code:'YHM',icao:'CYHM',city:'Hamilton',desc:'John C. Munro Hamilton International Airport',region:'CA-ON',runways:2,longest:10000,elev:780,country:'CA',continent:'NA',lat:43.1735992432,lon:-79.9349975586})
+CREATE (a1439:airport {id:'1439',code:'YHY',icao:'CYHY',city:'Hay River',desc:'Hay River / Merlyn Carter Airport',region:'CA-NT',runways:2,longest:6000,elev:541,country:'CA',continent:'NA',lat:60.8396987915,lon:-115.782997131})
+CREATE (a1440:airport {id:'1440',code:'YMT',icao:'CYMT',city:'Chibougamau',desc:'Chapais Airport',region:'CA-QC',runways:1,longest:6496,elev:1270,country:'CA',continent:'NA',lat:49.771900177002,lon:-74.5280990600586})
+CREATE (a1441:airport {id:'1441',code:'YOJ',icao:'CYOJ',city:'High Level',desc:'High Level Airport',region:'CA-AB',runways:1,longest:5000,elev:1110,country:'CA',continent:'NA',lat:58.6213989257812,lon:-117.165000915527})
+CREATE (a1442:airport {id:'1442',code:'YOP',icao:'CYOP',city:'Rainbow Lake',desc:'Rainbow Lake Airport',region:'CA-AB',runways:1,longest:4539,elev:1759,country:'CA',continent:'NA',lat:58.4914016723633,lon:-119.407997131348})
+CREATE (a1443:airport {id:'1443',code:'YQU',icao:'CYQU',city:'Grande Prairie',desc:'Grande Prairie Airport',region:'CA-AB',runways:2,longest:6500,elev:2195,country:'CA',continent:'NA',lat:55.1796989441,lon:-118.885002136})
+CREATE (a1444:airport {id:'1444',code:'YSM',icao:'CYSM',city:'Fort Smith',desc:'Fort Smith Airport',region:'CA-NT',runways:2,longest:6000,elev:671,country:'CA',continent:'NA',lat:60.0203018188477,lon:-111.96199798584})
+CREATE (a1445:airport {id:'1445',code:'YUY',icao:'CYUY',city:'Rouyn-Noranda',desc:'Rouyn Noranda Airport',region:'CA-QC',runways:1,longest:7485,elev:988,country:'CA',continent:'NA',lat:48.2061004638672,lon:-78.8356018066406})
+CREATE (a1446:airport {id:'1446',code:'YVO',icao:'CYVO',city:'Val-d\'Or',desc:'Val-d\'Or Airport',region:'CA-QC',runways:1,longest:10000,elev:1107,country:'CA',continent:'NA',lat:48.0532989502,lon:-77.7827987671})
+CREATE (a1447:airport {id:'1447',code:'YVP',icao:'CYVP',city:'Kuujjuaq',desc:'Kuujjuaq Airport',region:'CA-QC',runways:2,longest:6000,elev:129,country:'CA',continent:'NA',lat:58.0960998535156,lon:-68.4269027709961})
+CREATE (a1448:airport {id:'1448',code:'YWK',icao:'CYWK',city:'Wabush',desc:'Wabush Airport',region:'CA-NL',runways:1,longest:6002,elev:1808,country:'CA',continent:'NA',lat:52.9219017028809,lon:-66.8644027709961})
+CREATE (a1449:airport {id:'1449',code:'YXX',icao:'CYXX',city:'Abbotsford',desc:'Abbotsford Airport',region:'CA-BC',runways:3,longest:9600,elev:195,country:'CA',continent:'NA',lat:49.0252990722656,lon:-122.361000061035})
+CREATE (a1450:airport {id:'1450',code:'YYY',icao:'CYYY',city:'Mont-Joli',desc:'Mont Joli Airport',region:'CA-QC',runways:2,longest:6000,elev:172,country:'CA',continent:'NA',lat:48.6086006164551,lon:-68.2080993652344})
+CREATE (a1451:airport {id:'1451',code:'YZV',icao:'CYZV',city:'Sept-Îles',desc:'Sept-Îles Airport',region:'CA-QC',runways:3,longest:6552,elev:180,country:'CA',continent:'NA',lat:50.2233009338379,lon:-66.2656021118164})
+CREATE (a1452:airport {id:'1452',code:'ZBF',icao:'CZBF',city:'Bathurst',desc:'Bathurst Airport',region:'CA-NB',runways:1,longest:4500,elev:193,country:'CA',continent:'NA',lat:47.629699707,lon:-65.738899231})
+CREATE (a1453:airport {id:'1453',code:'SDL',icao:'ESNN',city:'Sundsvall/ Härnösand',desc:'Sundsvall-Härnösand Airport',region:'SE-Y',runways:1,longest:6857,elev:16,country:'SE',continent:'EU',lat:62.5280990600586,lon:17.4438991546631})
+CREATE (a1454:airport {id:'1454',code:'BLE',icao:'ESSD',city:'Borlange',desc:'Borlange Airport',region:'SE-W',runways:1,longest:7579,elev:503,country:'SE',continent:'EU',lat:60.4220008850098,lon:15.5151996612549})
+CREATE (a1455:airport {id:'1455',code:'FSP',icao:'LFVP',city:'Saint-Pierre',desc:'St Pierre Airport',region:'PM-SP',runways:1,longest:5900,elev:27,country:'PM',continent:'NA',lat:46.7629013061523,lon:-56.1730995178223})
+CREATE (a1456:airport {id:'1456',code:'TIJ',icao:'MMTJ',city:'Tijuana',desc:'General Abelardo L. Rodríguez International Airport',region:'MX-BCN',runways:1,longest:9711,elev:489,country:'MX',continent:'NA',lat:32.5410995483398,lon:-116.970001220703})
+CREATE (a1457:airport {id:'1457',code:'CYO',icao:'MUCL',city:'Cayo Largo del Sur',desc:'Vilo Acuña International Airport',region:'CU-99',runways:1,longest:9869,elev:10,country:'CU',continent:'NA',lat:21.6165008545,lon:-81.5459976196})
+CREATE (a1458:airport {id:'1458',code:'SON',icao:'NVSS',city:'Luganville',desc:'Santo Pekoa International Airport',region:'VU-SAM',runways:1,longest:6523,elev:184,country:'VU',continent:'OC',lat:-15.5050001144,lon:167.220001221})
+CREATE (a1459:airport {id:'1459',code:'HKK',icao:'NZHK',city:'Hokitika',desc:'Hokitika Airfield',region:'NZ-WTC',runways:2,longest:4311,elev:146,country:'NZ',continent:'OC',lat:-42.7136001586914,lon:170.985000610352})
+CREATE (a1460:airport {id:'1460',code:'IVC',icao:'NZNV',city:'Invercargill',desc:'Invercargill Airport',region:'NZ-STL',runways:4,longest:7251,elev:5,country:'NZ',continent:'OC',lat:-46.4123992919922,lon:168.313003540039})
+CREATE (a1461:airport {id:'1461',code:'TIU',icao:'NZTU',city:'Timaru',desc:'Timaru Airport',region:'NZ-CAN',runways:3,longest:4200,elev:89,country:'NZ',continent:'OC',lat:-44.3027992248535,lon:171.225006103516})
+CREATE (a1462:airport {id:'1462',code:'WSZ',icao:'NZWS',city:'Westport',desc:'Westport Airport',region:'NZ-WTC',runways:1,longest:4200,elev:13,country:'NZ',continent:'OC',lat:-41.7380981445312,lon:171.580993652344})
+CREATE (a1463:airport {id:'1463',code:'BCI',icao:'YBAR',city:'Barcaldine',desc:'Barcaldine Airport',region:'AU-QLD',runways:2,longest:5591,elev:878,country:'AU',continent:'OC',lat:-23.5652999878,lon:145.307006836})
+CREATE (a1464:airport {id:'1464',code:'BKQ',icao:'YBCK',city:'Blackall',desc:'Blackall Airport',region:'AU-QLD',runways:2,longest:5538,elev:928,country:'AU',continent:'OC',lat:-24.4277992249,lon:145.429000854})
+CREATE (a1465:airport {id:'1465',code:'CTL',icao:'YBCV',city:'Charleville',desc:'Charleville Airport',region:'AU-QLD',runways:2,longest:5000,elev:1003,country:'AU',continent:'OC',lat:-26.4132995605,lon:146.261993408})
+CREATE (a1466:airport {id:'1466',code:'ISA',icao:'YBMA',city:'Mount Isa',desc:'Mount Isa Airport',region:'AU-QLD',runways:2,longest:8399,elev:1121,country:'AU',continent:'OC',lat:-20.6639003754,lon:139.488998413})
+CREATE (a1467:airport {id:'1467',code:'ROK',icao:'YBRK',city:'Rockhampton',desc:'Rockhampton Airport',region:'AU-QLD',runways:2,longest:8622,elev:34,country:'AU',continent:'OC',lat:-23.3819007874,lon:150.475006104})
+CREATE (a1468:airport {id:'1468',code:'BDB',icao:'YBUD',city:'Bundaberg',desc:'Bundaberg Airport',region:'AU-QLD',runways:2,longest:5030,elev:107,country:'AU',continent:'OC',lat:-24.9039001465,lon:152.319000244})
+CREATE (a1469:airport {id:'1469',code:'CNJ',icao:'YCCY',city:'Cloncurry',desc:'Cloncurry Airport',region:'AU-QLD',runways:2,longest:6562,elev:616,country:'AU',continent:'OC',lat:-20.6686000824,lon:140.503997803})
+CREATE (a1470:airport {id:'1470',code:'EMD',icao:'YEML',city:'Emerald',desc:'Emerald Airport',region:'AU-QLD',runways:2,longest:6234,elev:624,country:'AU',continent:'OC',lat:-23.5674991608,lon:148.179000854})
+CREATE (a1471:airport {id:'1471',code:'LRE',icao:'YLRE',city:'Longreach',desc:'Longreach Airport',region:'AU-QLD',runways:2,longest:6352,elev:627,country:'AU',continent:'OC',lat:-23.4342002869,lon:144.279998779})
+CREATE (a1472:airport {id:'1472',code:'MOV',icao:'YMRB',city:'Moranbah',desc:'Moranbah Airport',region:'AU-QLD',runways:1,longest:5000,elev:770,country:'AU',continent:'OC',lat:-22.057800293,lon:148.07699585})
+CREATE (a1473:airport {id:'1473',code:'RMA',icao:'YROM',city:'Roma',desc:'Roma Airport',region:'AU-QLD',runways:2,longest:4934,elev:1032,country:'AU',continent:'OC',lat:-26.5450000763,lon:148.774993896})
+CREATE (a1474:airport {id:'1474',code:'DOY',icao:'ZSDY',city:'Dongying',desc:'Dongying Shengli Airport',region:'CN-37',runways:1,longest:6890,elev:15,country:'CN',continent:'AS',lat:37.5085983276,lon:118.788002014})
+CREATE (a1475:airport {id:'1475',code:'DDG',icao:'ZYDD',city:'Dandong',desc:'Dandong Airport',region:'CN-21',runways:1,longest:8530,elev:18,country:'CN',continent:'AS',lat:40.0247001648,lon:124.286003113})
+CREATE (a1476:airport {id:'1476',code:'NTG',icao:'ZSNT',city:'Nantong',desc:'Nantong Airport',region:'CN-32',runways:1,longest:11155,elev:16,country:'CN',continent:'AS',lat:32.0708007812,lon:120.975997925})
+CREATE (a1477:airport {id:'1477',code:'DQA',icao:'ZYDQ',city:'Daqing Shi',desc:'Saertu Airport',region:'CN-23',runways:1,longest:8530,elev:496,country:'CN',continent:'AS',lat:46.7463888889,lon:125.140555556})
+CREATE (a1478:airport {id:'1478',code:'HIA',icao:'ZSSH',city:'Huai\'an',desc:'Lianshui Airport',region:'CN-32',runways:1,longest:7874,elev:28,country:'CN',continent:'AS',lat:33.7908333333,lon:119.125})
+CREATE (a1479:airport {id:'1479',code:'JIQ',icao:'ZUQJ',city:'Qianjiang',desc:'Qianjiang Wulingshan Airport',region:'CN-50',runways:1,longest:7874,elev:2075,country:'CN',continent:'AS',lat:29.5133333333,lon:108.831111111})
+CREATE (a1480:airport {id:'1480',code:'NBS',icao:'ZYBS',city:'Baishan',desc:'Changbaishan Airport',region:'CN-22',runways:1,longest:8530,elev:2874,country:'CN',continent:'AS',lat:42.0669444444,lon:127.602222222})
+CREATE (a1481:airport {id:'1481',code:'CIF',icao:'ZBCF',city:'Chifeng',desc:'Chifeng Airport',region:'CN-15',runways:1,longest:5774,elev:1902,country:'CN',continent:'AS',lat:42.2350006103516,lon:118.907997131348})
+CREATE (a1482:airport {id:'1482',code:'CIH',icao:'ZBCZ',city:'Changzhi',desc:'Changzhi Airport',region:'CN-14',runways:1,longest:8530,elev:3015,country:'CN',continent:'AS',lat:36.247501373291,lon:113.125999450684})
+CREATE (a1483:airport {id:'1483',code:'DSN',icao:'ZBDS',city:'Ordos',desc:'Ordos Ejin Horo Airport',region:'CN-15',runways:1,longest:9186,elev:4557,country:'CN',continent:'AS',lat:39.49,lon:109.861388889})
+CREATE (a1484:airport {id:'1484',code:'DAT',icao:'ZBDT',city:'Datong',desc:'Datong Airport',region:'CN-14',runways:1,longest:7874,elev:3442,country:'CN',continent:'AS',lat:40.0602989196777,lon:113.482002258301})
+CREATE (a1485:airport {id:'1485',code:'ERL',icao:'ZBER',city:'Erenhot,',desc:'Erenhot Saiwusu International Airport',region:'CN-15',runways:1,longest:7874,elev:3301,country:'CN',continent:'AS',lat:43.4225,lon:112.096666667})
+CREATE (a1486:airport {id:'1486',code:'HET',icao:'ZBHH',city:'Hohhot',desc:'Baita International Airport',region:'CN-15',runways:2,longest:11811,elev:3556,country:'CN',continent:'AS',lat:40.851398468,lon:111.823997498})
+CREATE (a1487:airport {id:'1487',code:'BAV',icao:'ZBOW',city:'Baotou',desc:'Baotou Airport',region:'CN-15',runways:1,longest:8038,elev:3321,country:'CN',continent:'AS',lat:40.560001373291,lon:109.997001647949})
+CREATE (a1488:airport {id:'1488',code:'TGO',icao:'ZBTL',city:'Tongliao',desc:'Tongliao Airport',region:'CN-15',runways:1,longest:7546,elev:584,country:'CN',continent:'AS',lat:43.5567016601562,lon:122.199996948242})
+CREATE (a1489:airport {id:'1489',code:'WUA',icao:'ZBUH',city:'Wuhai',desc:'Wuhai Airport',region:'CN-15',runways:1,longest:7546,elev:3650,country:'CN',continent:'AS',lat:39.7934,lon:106.7993})
+CREATE (a1490:airport {id:'1490',code:'HLH',icao:'ZBUL',city:'Ulanhot',desc:'Ulanhot Airport',region:'CN-15',runways:1,longest:5906,elev:981,country:'CN',continent:'AS',lat:46.195333,lon:122.008333})
+CREATE (a1491:airport {id:'1491',code:'XIL',icao:'ZBXH',city:'Xilinhot',desc:'Xilinhot Airport',region:'CN-15',runways:1,longest:5906,elev:3316,country:'CN',continent:'AS',lat:43.915599822998,lon:115.963996887207})
+CREATE (a1492:airport {id:'1492',code:'YCU',icao:'ZBYC',city:'Yuncheng',desc:'Yuncheng Guangong Airport',region:'CN-61',runways:1,longest:9843,elev:1242,country:'CN',continent:'AS',lat:35.116391,lon:111.031388889})
+CREATE (a1493:airport {id:'1493',code:'BHY',icao:'ZGBH',city:'Beihai',desc:'Beihai Airport',region:'CN-45',runways:1,longest:10499,elev:75,country:'CN',continent:'AS',lat:21.539400100708,lon:109.293998718262})
+CREATE (a1494:airport {id:'1494',code:'CGD',icao:'ZGCD',city:'Changde',desc:'Changde Airport',region:'CN-43',runways:1,longest:8366,elev:128,country:'CN',continent:'AS',lat:28.9188995361,lon:111.63999939})
+CREATE (a1495:airport {id:'1495',code:'DYG',icao:'ZGDY',city:'Dayong',desc:'Dayong Airport',region:'CN-43',runways:1,longest:8530,elev:692,country:'CN',continent:'AS',lat:29.1028003692627,lon:110.443000793457})
+CREATE (a1496:airport {id:'1496',code:'KWL',icao:'ZGKL',city:'Guilin City',desc:'Guilin Liangjiang International Airport',region:'CN-45',runways:1,longest:9186,elev:570,country:'CN',continent:'AS',lat:25.2180995941162,lon:110.039001464844})
+CREATE (a1497:airport {id:'1497',code:'ZUH',icao:'ZGSD',city:'Zhuhai',desc:'Zhuhai Airport',region:'CN-44',runways:1,longest:13123,elev:18,country:'CN',continent:'AS',lat:22.0063991546631,lon:113.375999450684})
+CREATE (a1498:airport {id:'1498',code:'LZH',icao:'ZGZH',city:'Liuzhou',desc:'Bailian Airport',region:'CN-45',runways:1,longest:8202,elev:295,country:'CN',continent:'AS',lat:24.2075004577637,lon:109.390998840332})
+CREATE (a1499:airport {id:'1499',code:'ZHA',icao:'ZGZJ',city:'Zhanjiang',desc:'Zhanjiang Airport',region:'CN-44',runways:1,longest:7546,elev:121,country:'CN',continent:'AS',lat:21.2143993377686,lon:110.358001708984})
+CREATE (a1500:airport {id:'1500',code:'LYA',icao:'ZHLY',city:'Luoyang',desc:'Luoyang Airport',region:'CN-41',runways:1,longest:8202,elev:840,country:'CN',continent:'AS',lat:34.7411003113,lon:112.388000488})
+CREATE (a1501:airport {id:'1501',code:'XFN',icao:'ZHXF',city:'Xiangfan',desc:'Xiangfan Airport',region:'CN-42',runways:1,longest:7808,elev:219,country:'CN',continent:'AS',lat:32.1506004333496,lon:112.291000366211})
+CREATE (a1502:airport {id:'1502',code:'YIH',icao:'ZHYC',city:'Yichang',desc:'Yichang Airport',region:'CN-42',runways:1,longest:8500,elev:643,country:'CN',continent:'AS',lat:30.556549722,lon:111.479988333})
+CREATE (a1503:airport {id:'1503',code:'INC',icao:'ZLIC',city:'Yinchuan',desc:'Yinchuan Airport',region:'CN-64',runways:1,longest:10499,elev:3763,country:'CN',continent:'AS',lat:38.4818992614746,lon:106.009002685547})
+CREATE (a1504:airport {id:'1504',code:'JNG',icao:'ZLJN',city:'Jining',desc:'Jining Qufu Airport',region:'CN-37',runways:1,longest:9186,elev:134,country:'CN',continent:'AS',lat:35.2927777778,lon:116.346666667})
+CREATE (a1505:airport {id:'1505',code:'XNN',icao:'ZLXN',city:'Xining',desc:'Xining Caojiabu Airport',region:'CN-63',runways:1,longest:9843,elev:7112,country:'CN',continent:'AS',lat:36.5275001525879,lon:102.042999267578})
+CREATE (a1506:airport {id:'1506',code:'ENY',icao:'ZLYA',city:'Yan\'an',desc:'Yan\'an Airport',region:'CN-61',runways:1,longest:9186,elev:3087,country:'CN',continent:'AS',lat:36.6369018554688,lon:109.554000854492})
+CREATE (a1507:airport {id:'1507',code:'UYN',icao:'ZLYL',city:'Yulin',desc:'Yulin Airport',region:'CN-61',runways:1,longest:9186,elev:3865,country:'CN',continent:'AS',lat:38.2691993713379,lon:109.731002807617})
+CREATE (a1508:airport {id:'1508',code:'ZHY',icao:'ZLZW',city:'Zhongwei',desc:'Zhongwei Shapotou Airport',region:'CN-64',runways:1,longest:9186,elev:4040,country:'CN',continent:'AS',lat:37.573125,lon:105.154454})
+CREATE (a1509:airport {id:'1509',code:'LUM',icao:'ZPLX',city:'Luxi',desc:'Mangshi Airport',region:'CN-53',runways:1,longest:7218,elev:2890,country:'CN',continent:'AS',lat:24.4011001586914,lon:98.5317001342773})
+CREATE (a1510:airport {id:'1510',code:'AQG',icao:'ZSAQ',city:'Anqing',desc:'Anqing Airport',region:'CN-34',runways:1,longest:9186,elev:46,country:'CN',continent:'AS',lat:30.5821990966797,lon:117.050003051758})
+CREATE (a1511:airport {id:'1511',code:'CZX',icao:'ZSCG',city:'Changzhou',desc:'Changzhou Airport',region:'CN-32',runways:1,longest:9186,elev:19,country:'CN',continent:'AS',lat:31.9197006225586,lon:119.778999328613})
+CREATE (a1512:airport {id:'1512',code:'FUG',icao:'ZSFY',city:'Fuyang',desc:'Fuyang Xiguan Airport',region:'CN-U-A',runways:1,longest:7874,elev:104,country:'CN',continent:'AS',lat:32.882157,lon:115.734364})
+CREATE (a1513:airport {id:'1513',code:'KOW',icao:'ZSGZ',city:'Ganzhou',desc:'Ganzhou Airport',region:'CN-36',runways:1,longest:8530,elev:387,country:'CN',continent:'AS',lat:25.853333,lon:114.778889})
+CREATE (a1514:airport {id:'1514',code:'JDZ',icao:'ZSJD',city:'Jingdezhen',desc:'Jingdezhen Airport',region:'CN-36',runways:1,longest:7874,elev:112,country:'CN',continent:'AS',lat:29.3386001587,lon:117.176002502})
+CREATE (a1515:airport {id:'1515',code:'JIU',icao:'ZSJJ',city:'Jiujiang',desc:'Jiujiang Lushan Airport',region:'CN-36',runways:1,longest:9186,elev:142,country:'CN',continent:'AS',lat:29.476944,lon:115.801111})
+CREATE (a1516:airport {id:'1516',code:'LYG',icao:'ZSLG',city:'Lianyungang',desc:'Lianyungang Airport',region:'CN-32',runways:1,longest:8202,elev:46,country:'CN',continent:'AS',lat:34.571667,lon:118.873611})
+CREATE (a1517:airport {id:'1517',code:'HYN',icao:'ZSLQ',city:'Huangyan',desc:'Huangyan Luqiao Airport',region:'CN-33',runways:1,longest:8202,elev:10,country:'CN',continent:'AS',lat:28.5622005462646,lon:121.429000854492})
+CREATE (a1518:airport {id:'1518',code:'LYI',icao:'ZSLY',city:'Linyi',desc:'Shubuling Airport',region:'CN-37',runways:1,longest:7546,elev:203,country:'CN',continent:'AS',lat:35.0461006164551,lon:118.412002563477})
+CREATE (a1519:airport {id:'1519',code:'HFE',icao:'ZSOF',city:'Hefei',desc:'Hefei Luogang International Airport',region:'CN-34',runways:1,longest:11155,elev:108,country:'CN',continent:'AS',lat:31.7800006866455,lon:117.297996520996})
+CREATE (a1520:airport {id:'1520',code:'JJN',icao:'ZSQZ',city:'Quanzhou',desc:'Quanzhou Airport',region:'CN-35',runways:1,longest:8465,elev:20,country:'CN',continent:'AS',lat:24.7964000701904,lon:118.589996337891})
+CREATE (a1521:airport {id:'1521',code:'TXN',icao:'ZSTX',city:'Huangshan',desc:'Tunxi International Airport',region:'CN-34',runways:1,longest:8530,elev:446,country:'CN',continent:'AS',lat:29.7332992553711,lon:118.255996704102})
+CREATE (a1522:airport {id:'1522',code:'WEF',icao:'ZSWF',city:'Weifang',desc:'Weifang Airport',region:'CN-37',runways:1,longest:8530,elev:125,country:'CN',continent:'AS',lat:36.6467018127441,lon:119.119003295898})
+CREATE (a1523:airport {id:'1523',code:'WUS',icao:'ZSWY',city:'Wuyishan',desc:'Nanping Wuyishan Airport',region:'CN-35',runways:1,longest:6890,elev:614,country:'CN',continent:'AS',lat:27.7019004821777,lon:118.000999450684})
+CREATE (a1524:airport {id:'1524',code:'WNZ',icao:'ZSWZ',city:'Wenzhou',desc:'Wenzhou Yongqiang Airport',region:'CN-33',runways:1,longest:7874,elev:10,country:'CN',continent:'AS',lat:27.9122009277344,lon:120.851997375488})
+CREATE (a1525:airport {id:'1525',code:'YNZ',icao:'ZSYN',city:'Yancheng',desc:'Yancheng Airport',region:'CN-32',runways:1,longest:7218,elev:10,country:'CN',continent:'AS',lat:33.425833,lon:120.203056})
+CREATE (a1526:airport {id:'1526',code:'YIW',icao:'ZSYW',city:'Yiwu',desc:'Yiwu Airport',region:'CN-33',runways:1,longest:8202,elev:262,country:'CN',continent:'AS',lat:29.3446998596,lon:120.031997681})
+CREATE (a1527:airport {id:'1527',code:'HSN',icao:'ZSZS',city:'Zhoushan',desc:'Zhoushan Airport',region:'CN-33',runways:1,longest:7546,elev:3,country:'CN',continent:'AS',lat:29.9342002869,lon:122.361999512})
+CREATE (a1528:airport {id:'1528',code:'DAX',icao:'ZUDX',city:'Dazhou',desc:'Dachuan Airport',region:'CN-51',runways:1,longest:6562,elev:919,country:'CN',continent:'AS',lat:31.1302,lon:107.4295})
+CREATE (a1529:airport {id:'1529',code:'GYS',icao:'ZUGU',city:'Guangyuan',desc:'Guangyuan Airport',region:'CN-51',runways:1,longest:8202,elev:2018,country:'CN',continent:'AS',lat:32.3911018371582,lon:105.702003479004})
+CREATE (a1530:airport {id:'1530',code:'LZO',icao:'ZULZ',city:'Luzhou',desc:'Luzhou Airport',region:'CN-51',runways:1,longest:7874,elev:807,country:'CN',continent:'AS',lat:28.8521995544434,lon:105.392997741699})
+CREATE (a1531:airport {id:'1531',code:'MXZ',icao:'ZGMX',city:'Meixian',desc:'Meixian Airport',region:'CN-44',runways:1,longest:7874,elev:321,country:'CN',continent:'AS',lat:24.3500003814697,lon:116.133003234863})
+CREATE (a1532:airport {id:'1532',code:'YYE',icao:'CYYE',city:'Fort Nelson',desc:'Fort Nelson Airport',region:'CA-BC',runways:3,longest:6400,elev:1253,country:'CA',continent:'NA',lat:58.8363990784,lon:-122.597000122})
+CREATE (a1533:airport {id:'1533',code:'NAY',icao:'ZBNY',city:'Beijing',desc:'Beijing Nanyuan Airport',region:'CN-11',runways:1,longest:9514,elev:131,country:'CN',continent:'AS',lat:39.7827987670898,lon:116.388000488281})
+CREATE (a1534:airport {id:'1534',code:'CUL',icao:'MMCL',city:'Culiacán',desc:'Bachigualato Federal International Airport',region:'MX-SIN',runways:1,longest:7546,elev:108,country:'MX',continent:'NA',lat:24.7644996643,lon:-107.474998474})
+CREATE (a1535:airport {id:'1535',code:'CTM',icao:'MMCM',city:'Chetumal',desc:'Chetumal International Airport',region:'MX-ROO',runways:1,longest:7244,elev:39,country:'MX',continent:'NA',lat:18.5046997070312,lon:-88.3267974853516})
+CREATE (a1536:airport {id:'1536',code:'CEN',icao:'MMCN',city:'Ciudad Obregón',desc:'Ciudad Obregón International Airport',region:'MX-SON',runways:1,longest:7546,elev:243,country:'MX',continent:'NA',lat:27.392599105835,lon:-109.833000183105})
+CREATE (a1537:airport {id:'1537',code:'CPE',icao:'MMCP',city:'Campeche',desc:'Ingeniero Alberto Acuña Ongay International Airport',region:'MX-CAM',runways:1,longest:8202,elev:34,country:'MX',continent:'NA',lat:19.8167991638,lon:-90.5002975464})
+CREATE (a1538:airport {id:'1538',code:'CJS',icao:'MMCS',city:'Ciudad Juárez',desc:'Abraham González International Airport',region:'MX-CHH',runways:2,longest:8858,elev:3904,country:'MX',continent:'NA',lat:31.636100769043,lon:-106.429000854492})
+CREATE (a1539:airport {id:'1539',code:'CVM',icao:'MMCV',city:'Ciudad Victoria',desc:'General Pedro Jose Mendez International Airport',region:'MX-TAM',runways:2,longest:7218,elev:761,country:'MX',continent:'NA',lat:23.7033004761,lon:-98.9564971924})
+CREATE (a1540:airport {id:'1540',code:'TPQ',icao:'MMEP',city:'Tepic',desc:'Amado Nervo National Airport',region:'MX-NAY',runways:1,longest:7546,elev:3020,country:'MX',continent:'NA',lat:21.4195003509521,lon:-104.843002319336})
+CREATE (a1541:airport {id:'1541',code:'CLQ',icao:'MMIA',city:'Colima',desc:'Licenciado Miguel de la Madrid Airport',region:'MX-COL',runways:1,longest:7546,elev:2467,country:'MX',continent:'NA',lat:19.2770004272,lon:-103.577003479})
+CREATE (a1542:airport {id:'1542',code:'JAL',icao:'MMJA',city:'Xalapa',desc:'El Lencero Airport',region:'MX-VER',runways:1,longest:5577,elev:3127,country:'MX',continent:'NA',lat:19.4750995636,lon:-96.7975006104})
+CREATE (a1543:airport {id:'1543',code:'LZC',icao:'MMLC',city:'Lázaro Cárdenas',desc:'Lázaro Cárdenas Airport',region:'MX-MIC',runways:1,longest:4900,elev:39,country:'MX',continent:'NA',lat:18.0016994476,lon:-102.221000671})
+CREATE (a1544:airport {id:'1544',code:'LMM',icao:'MMLM',city:'Los Mochis',desc:'Valle del Fuerte International Airport',region:'MX-SIN',runways:1,longest:6562,elev:16,country:'MX',continent:'NA',lat:25.6851997375,lon:-109.081001282})
+CREATE (a1545:airport {id:'1545',code:'LAP',icao:'MMLP',city:'La Paz',desc:'Manuel Márquez de León International Airport',region:'MX-BCS',runways:1,longest:8202,elev:69,country:'MX',continent:'NA',lat:24.0727005005,lon:-110.361999512})
+CREATE (a1546:airport {id:'1546',code:'MAM',icao:'MMMA',city:'Matamoros',desc:'General Servando Canales International Airport',region:'MX-TAM',runways:1,longest:7546,elev:25,country:'MX',continent:'NA',lat:25.7698993683,lon:-97.5252990723})
+CREATE (a1547:airport {id:'1547',code:'MXL',icao:'MMML',city:'Mexicali',desc:'General Rodolfo Sánchez Taboada International Airport',region:'MX-BCN',runways:1,longest:8530,elev:74,country:'MX',continent:'NA',lat:32.6305999756,lon:-115.241996765})
+CREATE (a1548:airport {id:'1548',code:'MTT',icao:'MMMT',city:'Minatitlán',desc:'Minatitlán/Coatzacoalcos National Airport',region:'MX-VER',runways:1,longest:6890,elev:36,country:'MX',continent:'NA',lat:18.1033992767,lon:-94.5807037354})
+CREATE (a1549:airport {id:'1549',code:'NLD',icao:'MMNL',city:'Nuevo Laredo',desc:'Quetzalcóatl International Airport',region:'MX-TAM',runways:1,longest:6562,elev:484,country:'MX',continent:'NA',lat:27.4438991547,lon:-99.5705032349})
+CREATE (a1550:airport {id:'1550',code:'PAZ',icao:'MMPA',city:'Poza Rica',desc:'El Tajín National Airport',region:'MX-VER',runways:1,longest:5906,elev:497,country:'MX',continent:'NA',lat:20.6026992798,lon:-97.4608001709})
+CREATE (a1551:airport {id:'1551',code:'PDS',icao:'MMPG',city:'Piedras Negras',desc:'Piedras Negras International Airport',region:'MX-COA',runways:1,longest:6655,elev:901,country:'MX',continent:'NA',lat:28.6273994445801,lon:-100.535003662109})
+CREATE (a1552:airport {id:'1552',code:'PQM',icao:'MMPQ',city:'Palenque',desc:'Palenque International Airport',region:'MX-CHP',runways:1,longest:4888,elev:200,country:'MX',continent:'NA',lat:17.5333995819092,lon:-91.9844970703125})
+CREATE (a1553:airport {id:'1553',code:'PXM',icao:'MMPS',city:'Puerto Escondido',desc:'Puerto Escondido International Airport',region:'MX-OAX',runways:1,longest:7546,elev:294,country:'MX',continent:'NA',lat:15.8768997192,lon:-97.0891036987})
+CREATE (a1554:airport {id:'1554',code:'REX',icao:'MMRX',city:'Reynosa',desc:'General Lucio Blanco International Airport',region:'MX-TAM',runways:1,longest:6243,elev:139,country:'MX',continent:'NA',lat:26.0088996887,lon:-98.2285003662})
+CREATE (a1555:airport {id:'1555',code:'TGZ',icao:'MMTG',city:'Tuxtla Gutiérrez',desc:'Angel Albino Corzo International Airport',region:'MX-CHP',runways:3,longest:8202,elev:1499,country:'MX',continent:'NA',lat:16.5636005402,lon:-93.0224990845})
+CREATE (a1556:airport {id:'1556',code:'TAP',icao:'MMTP',city:'Tapachula',desc:'Tapachula International Airport',region:'MX-CHP',runways:1,longest:6562,elev:97,country:'MX',continent:'NA',lat:14.7943000793,lon:-92.3700027466})
+CREATE (a1557:airport {id:'1557',code:'ROS',icao:'SAAR',city:'Rosario',desc:'Islas Malvinas Airport',region:'AR-S',runways:1,longest:9842,elev:85,country:'AR',continent:'SA',lat:-32.9036,lon:-60.785})
+CREATE (a1558:airport {id:'1558',code:'AEP',icao:'SABE',city:'Buenos Aires',desc:'Jorge Newbery Airpark',region:'AR-C',runways:1,longest:6890,elev:18,country:'AR',continent:'SA',lat:-34.5592,lon:-58.4156})
+CREATE (a1559:airport {id:'1559',code:'COR',icao:'SACO',city:'Cordoba',desc:'Ingeniero Ambrosio Taravella Airport',region:'AR-X',runways:2,longest:10499,elev:1604,country:'AR',continent:'SA',lat:-31.323600769,lon:-64.2080001831})
+CREATE (a1560:airport {id:'1560',code:'MDZ',icao:'SAME',city:'Mendoza',desc:'El Plumerillo Airport',region:'AR-M',runways:1,longest:9301,elev:2310,country:'AR',continent:'SA',lat:-32.8316993713,lon:-68.7929000854})
+CREATE (a1561:airport {id:'1561',code:'IGR',icao:'SARI',city:'Puerto Iguazu',desc:'Cataratas Del Iguazú International Airport',region:'AR-N',runways:1,longest:10827,elev:916,country:'AR',continent:'SA',lat:-25.7373008728,lon:-54.473400116})
+CREATE (a1562:airport {id:'1562',code:'REL',icao:'SAVT',city:'Rawson',desc:'Almirante Marco Andres Zar Airport',region:'AR-U',runways:1,longest:8399,elev:141,country:'AR',continent:'SA',lat:-43.2105,lon:-65.2703})
+CREATE (a1563:airport {id:'1563',code:'FTE',icao:'SAWC',city:'El Calafate',desc:'El Calafate Airport',region:'AR-Z',runways:1,longest:8366,elev:669,country:'AR',continent:'SA',lat:-50.2803001404,lon:-72.0531005859})
+CREATE (a1564:airport {id:'1564',code:'USH',icao:'SAWH',city:'Ushuahia',desc:'Malvinas Argentinas Airport',region:'AR-V',runways:1,longest:9186,elev:102,country:'AR',continent:'SA',lat:-54.8433,lon:-68.2958})
+CREATE (a1565:airport {id:'1565',code:'BRC',icao:'SAZS',city:'San Carlos de Bariloche',desc:'San Carlos De Bariloche Airport',region:'AR-R',runways:1,longest:7703,elev:2774,country:'AR',continent:'SA',lat:-41.1511993408,lon:-71.1575012207})
+CREATE (a1566:airport {id:'1566',code:'AJU',icao:'SBAR',city:'Aracaju',desc:'Santa Maria Airport',region:'BR-SE',runways:1,longest:7218,elev:23,country:'BR',continent:'SA',lat:-10.984000206,lon:-37.0703010559})
+CREATE (a1567:airport {id:'1567',code:'ARU',icao:'SBAU',city:'Araçatuba',desc:'Araçatuba Airport',region:'BR-SP',runways:1,longest:6955,elev:1361,country:'BR',continent:'SA',lat:-21.1413002014,lon:-50.4247016907})
+CREATE (a1568:airport {id:'1568',code:'PLU',icao:'SBBH',city:'Belo Horizonte',desc:'Pampulha - Carlos Drummond de Andrade Airport',region:'BR-MG',runways:1,longest:8333,elev:2589,country:'BR',continent:'SA',lat:-19.8512001037598,lon:-43.9505996704102})
+CREATE (a1569:airport {id:'1569',code:'CAC',icao:'SBCA',city:'Cascavel',desc:'Cascavel Airport',region:'BR-PR',runways:1,longest:5299,elev:2473,country:'BR',continent:'SA',lat:-25.0002994537,lon:-53.5008010864})
+CREATE (a1570:airport {id:'1570',code:'CGR',icao:'SBCG',city:'Campo Grande',desc:'Campo Grande Airport',region:'BR-MS',runways:1,longest:8530,elev:1833,country:'BR',continent:'SA',lat:-20.4687004089,lon:-54.6725006104})
+CREATE (a1571:airport {id:'1571',code:'CGB',icao:'SBCY',city:'Cuiabá',desc:'Marechal Rondon Airport',region:'BR-MT',runways:1,longest:7546,elev:617,country:'BR',continent:'SA',lat:-15.6528997421,lon:-56.1166992188})
+CREATE (a1572:airport {id:'1572',code:'IGU',icao:'SBFI',city:'Foz Do Iguaçu',desc:'Cataratas International Airport',region:'BR-PR',runways:1,longest:7201,elev:786,country:'BR',continent:'SA',lat:-25.6002788543701,lon:-54.4850006103516})
+CREATE (a1573:airport {id:'1573',code:'FLN',icao:'SBFL',city:'Florianópolis',desc:'Hercílio Luz International Airport',region:'BR-SC',runways:2,longest:7546,elev:16,country:'BR',continent:'SA',lat:-27.6702785491943,lon:-48.5525016784668})
+CREATE (a1574:airport {id:'1574',code:'FOR',icao:'SBFZ',city:'Fortaleza',desc:'Pinto Martins International Airport',region:'BR-CE',runways:1,longest:8350,elev:82,country:'BR',continent:'SA',lat:-3.77627992630005,lon:-38.532600402832})
+CREATE (a1575:airport {id:'1575',code:'GYN',icao:'SBGO',city:'Goiânia',desc:'Santa Genoveva Airport',region:'BR-GO',runways:1,longest:8202,elev:2450,country:'BR',continent:'SA',lat:-16.6319999694824,lon:-49.2206993103027})
+CREATE (a1576:airport {id:'1576',code:'IOS',icao:'SBIL',city:'Ilhéus',desc:'Bahia - Jorge Amado Airport',region:'BR-BA',runways:1,longest:5174,elev:15,country:'BR',continent:'SA',lat:-14.8159999847412,lon:-39.0331993103027})
+CREATE (a1577:airport {id:'1577',code:'IPN',icao:'SBIP',city:'Ipatinga',desc:'Usiminas Airport',region:'BR-MG',runways:1,longest:6575,elev:784,country:'BR',continent:'SA',lat:-19.4706993103027,lon:-42.4875984191895})
+CREATE (a1578:airport {id:'1578',code:'JPA',icao:'SBJP',city:'João Pessoa',desc:'Presidente Castro Pinto International Airport',region:'BR-PB',runways:1,longest:8251,elev:217,country:'BR',continent:'SA',lat:-7.14583301544,lon:-34.9486122131})
+CREATE (a1579:airport {id:'1579',code:'JDO',icao:'SBJU',city:'Juazeiro Do Norte',desc:'Orlando Bezerra de Menezes Airport',region:'BR-CE',runways:1,longest:5906,elev:1392,country:'BR',continent:'SA',lat:-7.21895980835,lon:-39.2700996399})
+CREATE (a1580:airport {id:'1580',code:'JOI',icao:'SBJV',city:'Joinville',desc:'Lauro Carneiro de Loyola Airport',region:'BR-SC',runways:1,longest:5381,elev:15,country:'BR',continent:'SA',lat:-26.2245006561279,lon:-48.7974014282227})
+CREATE (a1581:airport {id:'1581',code:'VCP',icao:'SBKP',city:'Campinas',desc:'Viracopos International Airport',region:'BR-SP',runways:1,longest:10630,elev:2170,country:'BR',continent:'SA',lat:-23.0074005127,lon:-47.1344985962})
+CREATE (a1582:airport {id:'1582',code:'LDB',icao:'SBLO',city:'Londrina',desc:'Governador José Richa Airport',region:'BR-PR',runways:1,longest:6890,elev:1867,country:'BR',continent:'SA',lat:-23.3335990906,lon:-51.1301002502})
+CREATE (a1583:airport {id:'1583',code:'MGF',icao:'SBMG',city:'Maringá',desc:'Regional de Maringá - Sílvio Nane Junior Airport',region:'BR-PR',runways:1,longest:6890,elev:1788,country:'BR',continent:'SA',lat:-23.4794445038,lon:-52.01222229})
+CREATE (a1584:airport {id:'1584',code:'MCZ',icao:'SBMO',city:'Maceió',desc:'Zumbi dos Palmares Airport',region:'BR-AL',runways:1,longest:8537,elev:387,country:'BR',continent:'SA',lat:-9.51080989837646,lon:-35.7916984558105})
+CREATE (a1585:airport {id:'1585',code:'NVT',icao:'SBNF',city:'Navegantes',desc:'Ministro Victor Konder International Airport',region:'BR-SC',runways:1,longest:5581,elev:18,country:'BR',continent:'SA',lat:-26.8799991607666,lon:-48.6514015197754})
+CREATE (a1586:airport {id:'1586',code:'POA',icao:'SBPA',city:'Porto Alegre',desc:'Salgado Filho Airport',region:'BR-RS',runways:1,longest:7480,elev:11,country:'BR',continent:'SA',lat:-29.9944000244141,lon:-51.1713981628418})
+CREATE (a1587:airport {id:'1587',code:'PFB',icao:'SBPF',city:'Passo Fundo',desc:'Lauro Kurtz Airport',region:'BR-RS',runways:1,longest:5577,elev:2376,country:'BR',continent:'SA',lat:-28.2439994812012,lon:-52.3265991210938})
+CREATE (a1588:airport {id:'1588',code:'BPS',icao:'SBPS',city:'Porto Seguro',desc:'Porto Seguro Airport',region:'BR-BA',runways:1,longest:6562,elev:168,country:'BR',continent:'SA',lat:-16.4386005401611,lon:-39.0808982849121})
+CREATE (a1589:airport {id:'1589',code:'VDC',icao:'SBQV',city:'Vitória Da Conquista',desc:'Vitória da Conquista Airport',region:'BR-BA',runways:1,longest:5823,elev:3002,country:'BR',continent:'SA',lat:-14.8627996445,lon:-40.8630981445})
+CREATE (a1590:airport {id:'1590',code:'SDU',icao:'SBRJ',city:'Rio De Janeiro',desc:'Santos Dumont Airport',region:'BR-RJ',runways:2,longest:4341,elev:11,country:'BR',continent:'SA',lat:-22.9104995728,lon:-43.1631011963})
+CREATE (a1591:airport {id:'1591',code:'RAO',icao:'SBRP',city:'Ribeirão Preto',desc:'Leite Lopes Airport',region:'BR-SP',runways:1,longest:6890,elev:1806,country:'BR',continent:'SA',lat:-21.1363887786865,lon:-47.776668548584})
+CREATE (a1592:airport {id:'1592',code:'NAT',icao:'SBSG',city:'Natal',desc:'Governador Aluízio Alves International Airport',region:'BR-RN',runways:1,longest:9843,elev:272,country:'BR',continent:'SA',lat:-5.768056,lon:-35.376111})
+CREATE (a1593:airport {id:'1593',code:'SLZ',icao:'SBSL',city:'São Luís',desc:'Marechal Cunha Machado International Airport',region:'BR-MA',runways:2,longest:7828,elev:178,country:'BR',continent:'SA',lat:-2.58536005020142,lon:-44.2341003417969})
+CREATE (a1594:airport {id:'1594',code:'CGH',icao:'SBSP',city:'São Paulo',desc:'Congonhas Airport',region:'BR-SP',runways:2,longest:6365,elev:2631,country:'BR',continent:'SA',lat:-23.6261100769043,lon:-46.6563873291016})
+CREATE (a1595:airport {id:'1595',code:'SJP',icao:'SBSR',city:'São José Do Rio Preto',desc:'Prof. Eribelto Manoel Reino State Airport',region:'BR-SP',runways:1,longest:5381,elev:1784,country:'BR',continent:'SA',lat:-20.8166007996,lon:-49.40650177})
+CREATE (a1596:airport {id:'1596',code:'THE',icao:'SBTE',city:'Teresina',desc:'Senador Petrônio Portela Airport',region:'BR-PI',runways:1,longest:7218,elev:219,country:'BR',continent:'SA',lat:-5.0599398613,lon:-42.8235015869})
+CREATE (a1597:airport {id:'1597',code:'UDI',icao:'SBUL',city:'Uberlândia',desc:'Ten. Cel. Aviador César Bombonato Airport',region:'BR-MG',runways:1,longest:6398,elev:3094,country:'BR',continent:'SA',lat:-18.8836116790771,lon:-48.2252769470215})
+CREATE (a1598:airport {id:'1598',code:'UBA',icao:'SBUR',city:'Uberaba',desc:'Mário de Almeida Franco Airport',region:'BR-MG',runways:1,longest:5771,elev:2655,country:'BR',continent:'SA',lat:-19.7647228240967,lon:-47.9661102294922})
+CREATE (a1599:airport {id:'1599',code:'VIX',icao:'SBVT',city:'Vitória',desc:'Eurico de Aguiar Salles Airport',region:'BR-ES',runways:1,longest:5741,elev:11,country:'BR',continent:'SA',lat:-20.258056640625,lon:-40.2863883972168})
+CREATE (a1600:airport {id:'1600',code:'ARI',icao:'SCAR',city:'Arica',desc:'Chacalluta Airport',region:'CL-AP',runways:1,longest:7119,elev:167,country:'CL',continent:'SA',lat:-18.3484992980957,lon:-70.3386993408203})
+CREATE (a1601:airport {id:'1601',code:'CPO',icao:'SCAT',city:'Copiapo',desc:'Desierto de Atacama Airport',region:'CL-AT',runways:1,longest:7218,elev:670,country:'CL',continent:'SA',lat:-27.2611999512,lon:-70.7791976929})
+CREATE (a1602:airport {id:'1602',code:'BBA',icao:'SCBA',city:'Balmaceda',desc:'Balmaceda Airport',region:'CL-AI',runways:1,longest:8205,elev:1722,country:'CL',continent:'SA',lat:-45.9160995483398,lon:-71.6894989013672})
+CREATE (a1603:airport {id:'1603',code:'CJC',icao:'SCCF',city:'Calama',desc:'El Loa Airport',region:'CL-AN',runways:1,longest:9478,elev:7543,country:'CL',continent:'SA',lat:-22.4981994628906,lon:-68.9036026000977})
+CREATE (a1604:airport {id:'1604',code:'PUQ',icao:'SCCI',city:'Punta Arenas',desc:'Pdte. Carlos Ibañez del Campo Airport',region:'CL-MA',runways:3,longest:9154,elev:139,country:'CL',continent:'SA',lat:-53.0026016235352,lon:-70.8545989990234})
+CREATE (a1605:airport {id:'1605',code:'IQQ',icao:'SCDA',city:'Iquique',desc:'Diego Aracena Airport',region:'CL-TA',runways:1,longest:10991,elev:155,country:'CL',continent:'SA',lat:-20.5352001190186,lon:-70.1812973022461})
+CREATE (a1606:airport {id:'1606',code:'ANF',icao:'SCFA',city:'Antofagasta',desc:'Cerro Moreno Airport',region:'CL-AN',runways:1,longest:8527,elev:455,country:'CL',continent:'SA',lat:-23.4444999694824,lon:-70.4450988769531})
+CREATE (a1607:airport {id:'1607',code:'CCP',icao:'SCIE',city:'Concepcion',desc:'Carriel Sur Airport',region:'CL-BI',runways:1,longest:7540,elev:26,country:'CL',continent:'SA',lat:-36.7727012634277,lon:-73.063102722168})
+CREATE (a1608:airport {id:'1608',code:'IPC',icao:'SCIP',city:'Isla de Pascua (Easter Island)',desc:'Mataveri Airport',region:'CL-VS',runways:1,longest:10827,elev:227,country:'CL',continent:'SA',lat:-27.1648006439,lon:-109.42199707})
+CREATE (a1609:airport {id:'1609',code:'ZOS',icao:'SCJO',city:'Osorno',desc:'Cañal Bajo Carlos - Hott Siebert Airport',region:'CL-LL',runways:1,longest:5578,elev:187,country:'CL',continent:'SA',lat:-40.611198425293,lon:-73.0609970092773})
+CREATE (a1610:airport {id:'1610',code:'LSC',icao:'SCSE',city:'La Serena-Coquimbo',desc:'La Florida Airport',region:'CL-CO',runways:1,longest:6358,elev:481,country:'CL',continent:'SA',lat:-29.9162006378,lon:-71.1995010376})
+CREATE (a1611:airport {id:'1611',code:'ZCO',icao:'SCTC',city:'Temuco',desc:'Maquehue Airport',region:'CL-AR',runways:1,longest:5577,elev:304,country:'CL',continent:'SA',lat:-38.7667999267578,lon:-72.6371002197266})
+CREATE (a1612:airport {id:'1612',code:'PMC',icao:'SCTE',city:'Puerto Montt',desc:'El Tepual Airport',region:'CL-LL',runways:1,longest:8694,elev:294,country:'CL',continent:'SA',lat:-41.4388999938965,lon:-73.0940017700195})
+CREATE (a1613:airport {id:'1613',code:'AGT',icao:'SGES',city:'Ciudad del Este',desc:'Guarani International Airport',region:'PY-10',runways:1,longest:11154,elev:846,country:'PY',continent:'SA',lat:-25.4599990844727,lon:-54.8400001525879})
+CREATE (a1614:airport {id:'1614',code:'CBB',icao:'SLCB',city:'Cochabamba',desc:'Jorge Wilsterman International Airport',region:'BO-C',runways:2,longest:12460,elev:8360,country:'BO',continent:'SA',lat:-17.4211006164551,lon:-66.1771011352539})
+CREATE (a1615:airport {id:'1615',code:'PCL',icao:'SPCL',city:'Pucallpa',desc:'Cap FAP David Abenzur Rengifo International Airport',region:'PE-UCA',runways:1,longest:9186,elev:513,country:'PE',continent:'SA',lat:-8.37794017791748,lon:-74.5743026733398})
+CREATE (a1616:airport {id:'1616',code:'TGI',icao:'SPGM',city:'Tingo Maria',desc:'Tingo Maria Airport',region:'PE-HUC',runways:1,longest:6890,elev:2010,country:'PE',continent:'SA',lat:-9.13300037384033,lon:-75.9499969482422})
+CREATE (a1617:airport {id:'1617',code:'CIX',icao:'SPHI',city:'Chiclayo',desc:'Capitan FAP Jose A Quinones Gonzales International Airport',region:'PE-LAM',runways:1,longest:8266,elev:97,country:'PE',continent:'SA',lat:-6.78747987747192,lon:-79.8281021118164})
+CREATE (a1618:airport {id:'1618',code:'AYP',icao:'SPHO',city:'Ayacucho',desc:'Coronel FAP Alfredo Mendivil Duarte Airport',region:'PE-AYA',runways:1,longest:9186,elev:8917,country:'PE',continent:'SA',lat:-13.1548004150391,lon:-74.2043991088867})
+CREATE (a1619:airport {id:'1619',code:'ANS',icao:'SPHY',city:'Andahuaylas',desc:'Andahuaylas Airport',region:'PE-APU',runways:1,longest:8202,elev:11300,country:'PE',continent:'SA',lat:-13.7063999176025,lon:-73.3504028320312})
+CREATE (a1620:airport {id:'1620',code:'ATA',icao:'SPHZ',city:'Anta',desc:'Comandante FAP German Arias Graziani Airport',region:'PE-ANC',runways:1,longest:10007,elev:9097,country:'PE',continent:'SA',lat:-9.34743976593018,lon:-77.5983963012695})
+CREATE (a1621:airport {id:'1621',code:'JAU',icao:'SPJJ',city:'Jauja',desc:'Francisco Carle Airport',region:'PE-JUN',runways:1,longest:9220,elev:11034,country:'PE',continent:'SA',lat:-11.7831001282,lon:-75.4733963013})
+CREATE (a1622:airport {id:'1622',code:'JUL',icao:'SPJL',city:'Juliaca',desc:'Inca Manco Capac International Airport',region:'PE-PUN',runways:1,longest:13779,elev:12552,country:'PE',continent:'SA',lat:-15.4671001434326,lon:-70.158203125})
+CREATE (a1623:airport {id:'1623',code:'CJA',icao:'SPJR',city:'Cajamarca',desc:'Mayor General FAP Armando Revoredo Iglesias Airport',region:'PE-CAJ',runways:1,longest:8201,elev:8781,country:'PE',continent:'SA',lat:-7.13918018341064,lon:-78.4894027709961})
+CREATE (a1624:airport {id:'1624',code:'TBP',icao:'SPME',city:'Tumbes',desc:'Capitan FAP Pedro Canga Rodriguez Airport',region:'PE-TUM',runways:1,longest:8202,elev:115,country:'PE',continent:'SA',lat:-3.55253005027771,lon:-80.3814010620117})
+CREATE (a1625:airport {id:'1625',code:'HUU',icao:'SPNC',city:'Huánuco',desc:'Alferez Fap David Figueroa Fernandini Airport',region:'PE-HUC',runways:1,longest:8202,elev:6070,country:'PE',continent:'SA',lat:-9.87880992889404,lon:-76.2048034667969})
+CREATE (a1626:airport {id:'1626',code:'IQT',icao:'SPQT',city:'Iquitos',desc:'Coronel FAP Francisco Secada Vignetta International Airport',region:'PE-LOR',runways:1,longest:8202,elev:306,country:'PE',continent:'SA',lat:-3.78473997116089,lon:-73.3087997436523})
+CREATE (a1627:airport {id:'1627',code:'AQP',icao:'SPQU',city:'Arequipa',desc:'Rodríguez Ballón International Airport',region:'PE-ARE',runways:1,longest:9777,elev:8405,country:'PE',continent:'SA',lat:-16.3411006927,lon:-71.5830993652})
+CREATE (a1628:airport {id:'1628',code:'TRU',icao:'SPRU',city:'Trujillo',desc:'Capitan FAP Carlos Martinez De Pinillos International Airport',region:'PE-LAL',runways:1,longest:9920,elev:106,country:'PE',continent:'SA',lat:-8.08141040802002,lon:-79.1088027954102})
+CREATE (a1629:airport {id:'1629',code:'TPP',icao:'SPST',city:'Tarapoto',desc:'Cadete FAP Guillermo Del Castillo Paredes Airport',region:'PE-SAM',runways:1,longest:8530,elev:869,country:'PE',continent:'SA',lat:-6.50873994827271,lon:-76.3731994628906})
+CREATE (a1630:airport {id:'1630',code:'TCQ',icao:'SPTN',city:'Tacna',desc:'Coronel FAP Carlos Ciriani Santa Rosa International Airport',region:'PE-TAC',runways:1,longest:8202,elev:1538,country:'PE',continent:'SA',lat:-18.0533008575,lon:-70.2758026123})
+CREATE (a1631:airport {id:'1631',code:'PEM',icao:'SPTU',city:'Puerto Maldonado',desc:'Padre Aldamiz International Airport',region:'PE-MDD',runways:1,longest:11482,elev:659,country:'PE',continent:'SA',lat:-12.6135997772,lon:-69.2285995483})
+CREATE (a1632:airport {id:'1632',code:'PIU',icao:'SPUR',city:'Piura',desc:'Capitán FAP Guillermo Concha Iberico International Airport',region:'PE-PIU',runways:1,longest:8202,elev:120,country:'PE',continent:'SA',lat:-5.20574998856,lon:-80.6164016724})
+CREATE (a1633:airport {id:'1633',code:'CUZ',icao:'SPZO',city:'Cusco',desc:'Alejandro Velasco Astete International Airport',region:'PE-CUS',runways:1,longest:11146,elev:10860,country:'PE',continent:'SA',lat:-13.5356998444,lon:-71.9387969971})
+CREATE (a1634:airport {id:'1634',code:'DOU',icao:'SBDO',city:'Dourados',desc:'Dourados Airport',region:'BR-MS',runways:1,longest:6374,elev:1503,country:'BR',continent:'SA',lat:-22.2019004822,lon:-54.9266014099})
+CREATE (a1635:airport {id:'1635',code:'YBR',icao:'CYBR',city:'Brandon',desc:'Brandon Municipal Airport',region:'CA-MB',runways:3,longest:6500,elev:1343,country:'CA',continent:'NA',lat:49.9099998474121,lon:-99.9518966674805})
+CREATE (a1636:airport {id:'1636',code:'YLL',icao:'CYLL',city:'Lloydminster',desc:'Lloydminster Airport',region:'CA-AB',runways:2,longest:5577,elev:2193,country:'CA',continent:'NA',lat:53.3092002868652,lon:-110.072998046875})
+CREATE (a1637:airport {id:'1637',code:'YQF',icao:'CYQF',city:'Red Deer',desc:'Red Deer Regional Airport',region:'CA-AB',runways:2,longest:5528,elev:2968,country:'CA',continent:'NA',lat:52.182201385498,lon:-113.893997192383})
+CREATE (a1638:airport {id:'1638',code:'YQL',icao:'CYQL',city:'Lethbridge',desc:'Lethbridge County Airport',region:'CA-AB',runways:2,longest:6500,elev:3048,country:'CA',continent:'NA',lat:49.6302986145,lon:-112.800003052})
+CREATE (a1639:airport {id:'1639',code:'YXH',icao:'CYXH',city:'Medicine Hat',desc:'Medicine Hat Airport',region:'CA-AB',runways:2,longest:5000,elev:2352,country:'CA',continent:'NA',lat:50.0189018249512,lon:-110.721000671387})
+CREATE (a1640:airport {id:'1640',code:'RNB',icao:'ESDF',city:'Ronneby',desc:'Ronneby Airport',region:'SE-K',runways:1,longest:7648,elev:191,country:'SE',continent:'EU',lat:56.2667007446289,lon:15.2650003433228})
+CREATE (a1641:airport {id:'1641',code:'JKG',icao:'ESGJ',city:'Jönköping',desc:'Jönköping Airport',region:'SE-F',runways:2,longest:7228,elev:741,country:'SE',continent:'EU',lat:57.7575988769531,lon:14.068699836731})
+CREATE (a1642:airport {id:'1642',code:'MXX',icao:'ESKM',city:'Mora',desc:'Mora Airport',region:'SE-W',runways:1,longest:5951,elev:634,country:'SE',continent:'EU',lat:60.9579010009766,lon:14.5114002227783})
+CREATE (a1643:airport {id:'1643',code:'KID',icao:'ESMK',city:'Kristianstad',desc:'Kristianstad Airport',region:'SE-M',runways:1,longest:7267,elev:76,country:'SE',continent:'EU',lat:55.9216995239258,lon:14.0854997634888})
+CREATE (a1644:airport {id:'1644',code:'KLR',icao:'ESMQ',city:'Kalmar',desc:'Kalmar Airport',region:'SE-H',runways:2,longest:6726,elev:17,country:'SE',continent:'EU',lat:56.6855010986328,lon:16.2875995635986})
+CREATE (a1645:airport {id:'1645',code:'HAD',icao:'ESMT',city:'Halmstad',desc:'Halmstad Airport',region:'SE-N',runways:1,longest:7419,elev:101,country:'SE',continent:'EU',lat:56.6911010742188,lon:12.8201999664307})
+CREATE (a1646:airport {id:'1646',code:'EVG',icao:'ESND',city:'Sveg',desc:'Sveg Airport',region:'SE-Z',runways:1,longest:5579,elev:1178,country:'SE',continent:'EU',lat:62.0477981567383,lon:14.4229001998901})
+CREATE (a1647:airport {id:'1647',code:'GEV',icao:'ESNG',city:'Gällivare',desc:'Gällivare Airport',region:'SE-BD',runways:1,longest:5623,elev:1027,country:'SE',continent:'EU',lat:67.1324005126953,lon:20.8145999908447})
+CREATE (a1648:airport {id:'1648',code:'KRF',icao:'ESNK',city:'Kramfors / Sollefteå',desc:'Kramfors Sollefteå Airport',region:'SE-Y',runways:1,longest:6565,elev:34,country:'SE',continent:'EU',lat:63.0485992431641,lon:17.7688999176025})
+CREATE (a1649:airport {id:'1649',code:'LYC',icao:'ESNL',city:'Lycksele',desc:'Lycksele Airport',region:'SE-AC',runways:1,longest:6564,elev:705,country:'SE',continent:'EU',lat:64.5483016967773,lon:18.7161998748779})
+CREATE (a1650:airport {id:'1650',code:'OER',icao:'ESNO',city:'Örnsköldsvik',desc:'Örnsköldsvik Airport',region:'SE-Y',runways:1,longest:6607,elev:354,country:'SE',continent:'EU',lat:63.4082984924316,lon:18.9899997711182})
+CREATE (a1651:airport {id:'1651',code:'KRN',icao:'ESNQ',city:'Kiruna',desc:'Kiruna Airport',region:'SE-BD',runways:1,longest:8209,elev:1508,country:'SE',continent:'EU',lat:67.8219985961914,lon:20.336799621582})
+CREATE (a1652:airport {id:'1652',code:'UME',icao:'ESNU',city:'Umeå',desc:'Umeå Airport',region:'SE-AC',runways:1,longest:7551,elev:24,country:'SE',continent:'EU',lat:63.7918014526367,lon:20.2828006744385})
+CREATE (a1653:airport {id:'1653',code:'VHM',icao:'ESNV',city:'Vilhelmina',desc:'Vilhelmina Airport',region:'SE-AC',runways:1,longest:4928,elev:1140,country:'SE',continent:'EU',lat:64.5791015625,lon:16.8335990905762})
+CREATE (a1654:airport {id:'1654',code:'OSD',icao:'ESNZ',city:'Östersund',desc:'Östersund Airport',region:'SE-Z',runways:2,longest:8202,elev:1233,country:'SE',continent:'EU',lat:63.1944007873535,lon:14.5003004074097})
+CREATE (a1655:airport {id:'1655',code:'HFS',icao:'ESOH',city:'Hagfors',desc:'Hagfors Airport',region:'SE-S',runways:1,longest:4951,elev:474,country:'SE',continent:'EU',lat:60.0200996398926,lon:13.5789003372192})
+CREATE (a1656:airport {id:'1656',code:'KSD',icao:'ESOK',city:'Karlstad',desc:'Karlstad Airport',region:'SE-S',runways:2,longest:8255,elev:352,country:'SE',continent:'EU',lat:59.4446983337,lon:13.3374004364})
+CREATE (a1657:airport {id:'1657',code:'LLA',icao:'ESPA',city:'Luleå',desc:'Luleå Airport',region:'SE-BD',runways:1,longest:10990,elev:65,country:'SE',continent:'EU',lat:65.5438003540039,lon:22.1219997406006})
+CREATE (a1658:airport {id:'1658',code:'VBY',icao:'ESSV',city:'Visby',desc:'Visby Airport',region:'SE-I',runways:2,longest:6562,elev:164,country:'SE',continent:'EU',lat:57.6627998352051,lon:18.3462009429932})
+CREATE (a1659:airport {id:'1659',code:'AGH',icao:'ESTA',city:'Ängelholm',desc:'Ängelholm-Helsingborg Airport',region:'SE-M',runways:2,longest:6552,elev:68,country:'SE',continent:'EU',lat:56.2961006164551,lon:12.8471002578735})
+CREATE (a1660:airport {id:'1660',code:'ZAL',icao:'SCVD',city:'Valdivia',desc:'Pichoy Airport',region:'CL-LR',runways:1,longest:6870,elev:59,country:'CL',continent:'SA',lat:-39.6500015259,lon:-73.0860977173})
+CREATE (a1661:airport {id:'1661',code:'CDR',icao:'KCDR',city:'Chadron',desc:'Chadron Municipal Airport',region:'US-NE',runways:2,longest:6001,elev:3297,country:'US',continent:'NA',lat:42.837600708,lon:-103.095001221})
+CREATE (a1662:airport {id:'1662',code:'KTT',icao:'EFKT',city:'Kittila',desc:'Kittila Airport',region:'FI-LL',runways:1,longest:8202,elev:644,country:'FI',continent:'EU',lat:67.7009963989258,lon:24.8467998504639})
+CREATE (a1663:airport {id:'1663',code:'WIN',icao:'YWTN',city:'Winton',desc:'Winton Airport',region:'AU-QLD',runways:2,longest:4600,elev:638,country:'AU',continent:'OC',lat:-22.3635997772217,lon:143.085998535156})
+CREATE (a1664:airport {id:'1664',code:'BJA',icao:'DAAE',city:'Béjaïa',desc:'Soummam Airport',region:'DZ-06',runways:1,longest:7874,elev:20,country:'DZ',continent:'AF',lat:36.7120018005,lon:5.06992006302})
+CREATE (a1665:airport {id:'1665',code:'QSF',icao:'DAAS',city:'Sétif',desc:'Ain Arnat Airport',region:'DZ-19',runways:1,longest:9495,elev:3360,country:'DZ',continent:'AF',lat:36.1781005859,lon:5.32449007034})
+CREATE (a1666:airport {id:'1666',code:'BLJ',icao:'DABT',city:'Batna',desc:'Batna Airport',region:'DZ-05',runways:1,longest:9843,elev:2697,country:'DZ',continent:'AF',lat:35.7521018982,lon:6.3085899353})
+CREATE (a1667:airport {id:'1667',code:'TLM',icao:'DAON',city:'Tlemcen',desc:'Zenata – Messali El Hadj Airport',region:'DZ-13',runways:1,longest:8530,elev:814,country:'DZ',continent:'AF',lat:35.0167007446,lon:-1.45000004768})
+CREATE (a1668:airport {id:'1668',code:'BSK',icao:'DAUB',city:'Biskra',desc:'Biskra Airport',region:'DZ-07',runways:1,longest:9469,elev:289,country:'DZ',continent:'AF',lat:34.7933006287,lon:5.73823022842})
+CREATE (a1669:airport {id:'1669',code:'TOE',icao:'DTTZ',city:'Tozeur',desc:'Tozeur Nefta International Airport',region:'TN-72',runways:1,longest:10581,elev:287,country:'TN',continent:'AF',lat:33.9397010803223,lon:8.11056041717529})
+CREATE (a1670:airport {id:'1670',code:'DZA',icao:'FMCZ',city:'Dzaoudzi',desc:'Dzaoudzi Pamandzi International Airport',region:'YT-U-A',runways:1,longest:6330,elev:23,country:'YT',continent:'AF',lat:-12.8046998977661,lon:45.2811012268066})
+CREATE (a1671:airport {id:'1671',code:'ESU',icao:'GMMI',city:'Essaouira',desc:'Mogador Airport',region:'MA-ESI',runways:1,longest:6890,elev:384,country:'MA',continent:'AF',lat:31.3974990845,lon:-9.6816701889})
+CREATE (a1672:airport {id:'1672',code:'OZZ',icao:'GMMZ',city:'Ouarzazate',desc:'Ouarzazate Airport',region:'MA-OUA',runways:1,longest:9842,elev:3782,country:'MA',continent:'AF',lat:30.9391002655,lon:-6.90943002701})
+CREATE (a1673:airport {id:'1673',code:'AGF',icao:'LFBA',city:'Agen/La Garenne',desc:'Agen-La Garenne Airport',region:'FR-B',runways:1,longest:7103,elev:204,country:'FR',continent:'EU',lat:44.1747016906738,lon:0.590556025505066})
+CREATE (a1674:airport {id:'1674',code:'PGX',icao:'LFBX',city:'Périgueux/Bassillac',desc:'Périgueux-Bassillac Airport',region:'FR-B',runways:1,longest:5741,elev:328,country:'FR',continent:'EU',lat:45.1981010437012,lon:0.815555989742279})
+CREATE (a1675:airport {id:'1675',code:'DCM',icao:'LFCK',city:'Castres/Mazamet',desc:'Castres-Mazamet Airport',region:'FR-N',runways:1,longest:5988,elev:788,country:'FR',continent:'EU',lat:43.5563011169434,lon:2.2891800403595})
+CREATE (a1676:airport {id:'1676',code:'LPY',icao:'LFHP',city:'Le Puy/Loudes',desc:'Le Puy-Loudes Airport',region:'FR-C',runways:2,longest:4741,elev:2731,country:'FR',continent:'EU',lat:45.0806999206543,lon:3.76289010047913})
+CREATE (a1677:airport {id:'1677',code:'AUR',icao:'LFLW',city:'Aurillac',desc:'Aurillac Airport',region:'FR-C',runways:1,longest:5577,elev:2096,country:'FR',continent:'EU',lat:44.8913993835449,lon:2.42194008827209})
+CREATE (a1678:airport {id:'1678',code:'LRT',icao:'LFRH',city:'Lorient/Lann/Bihoué',desc:'Lorient South Brittany (Bretagne Sud) Airport',region:'FR-E',runways:2,longest:7884,elev:160,country:'FR',continent:'EU',lat:47.7606010437012,lon:-3.44000005722046})
+CREATE (a1679:airport {id:'1679',code:'LAI',icao:'LFRO',city:'Lannion',desc:'Lannion-Côte de Granit Airport',region:'FR-E',runways:1,longest:5577,elev:290,country:'FR',continent:'EU',lat:48.7543983459473,lon:-3.47165989875793})
+CREATE (a1680:airport {id:'1680',code:'UIP',icao:'LFRQ',city:'Quimper/Pluguffan',desc:'Quimper-Cornouaille Airport',region:'FR-E',runways:2,longest:7054,elev:297,country:'FR',continent:'EU',lat:47.9749984741211,lon:-4.16778993606567})
+CREATE (a1681:airport {id:'1681',code:'CAY',icao:'SOCA',city:'Cayenne / Rochambeau',desc:'Cayenne-Rochambeau Airport',region:'GF-CY',runways:1,longest:10486,elev:26,country:'GF',continent:'SA',lat:4.81980991364,lon:-52.3604011536})
+CREATE (a1682:airport {id:'1682',code:'BHJ',icao:'VABJ',city:'Bhuj',desc:'Bhuj Airport',region:'IN-GJ',runways:1,longest:8205,elev:268,country:'IN',continent:'AS',lat:23.2877998352,lon:69.6701965332})
+CREATE (a1683:airport {id:'1683',code:'BHU',icao:'VABV',city:'Bhavnagar',desc:'Bhavnagar Airport',region:'IN-GJ',runways:1,longest:6300,elev:44,country:'IN',continent:'AS',lat:21.752199173,lon:72.1852035522})
+CREATE (a1684:airport {id:'1684',code:'HBX',icao:'VOHB',city:'Hubli',desc:'Hubli Airport',region:'IN-KA',runways:1,longest:5495,elev:2171,country:'IN',continent:'AS',lat:15.361700058,lon:75.0848999023})
+CREATE (a1685:airport {id:'1685',code:'JGA',icao:'VAJM',city:'Jamnagar',desc:'Jamnagar Airport',region:'IN-GJ',runways:2,longest:8242,elev:69,country:'IN',continent:'AS',lat:22.4654998779297,lon:70.0126037597656})
+CREATE (a1686:airport {id:'1686',code:'RAJ',icao:'VARK',city:'Rajkot',desc:'Rajkot Airport',region:'IN-GJ',runways:1,longest:6040,elev:441,country:'IN',continent:'AS',lat:22.3092002869,lon:70.7795028687})
+CREATE (a1687:airport {id:'1687',code:'GWL',icao:'VIGR',city:'Gwalior',desc:'Gwalior Airport',region:'IN-MP',runways:1,longest:9000,elev:617,country:'IN',continent:'AS',lat:26.2933006286621,lon:78.2277984619141})
+CREATE (a1688:airport {id:'1688',code:'BFN',icao:'FABL',city:'Bloemfontain',desc:'Bram Fischer International Airport',region:'ZA-FS',runways:2,longest:8396,elev:4458,country:'ZA',continent:'AF',lat:-29.0926990509,lon:26.302400589})
+CREATE (a1689:airport {id:'1689',code:'ELS',icao:'FAEL',city:'East London',desc:'Ben Schoeman Airport',region:'ZA-EC',runways:2,longest:6362,elev:435,country:'ZA',continent:'AF',lat:-33.0355987549,lon:27.8258991241})
+CREATE (a1690:airport {id:'1690',code:'ELL',icao:'FAER',city:'Ellisras',desc:'Ellisras Matimba Airport',region:'ZA-NP',runways:1,longest:5902,elev:2799,country:'ZA',continent:'AF',lat:-23.7266998291016,lon:27.6882991790771})
+CREATE (a1691:airport {id:'1691',code:'GRJ',icao:'FAGG',city:'George',desc:'George Airport',region:'ZA-WC',runways:1,longest:6562,elev:648,country:'ZA',continent:'AF',lat:-34.0055999756,lon:22.378900528})
+CREATE (a1692:airport {id:'1692',code:'HDS',icao:'FAHS',city:'Hoedspruit',desc:'Hoedspruit Air Force Base Airport',region:'ZA-NP',runways:2,longest:13095,elev:1743,country:'ZA',continent:'AF',lat:-24.3686008453,lon:31.0487003326})
+CREATE (a1693:airport {id:'1693',code:'KIM',icao:'FAKM',city:'Kimberley',desc:'Kimberley Airport',region:'ZA-NC',runways:2,longest:9843,elev:3950,country:'ZA',continent:'AF',lat:-28.8027992249,lon:24.7651996613})
+CREATE (a1694:airport {id:'1694',code:'MQP',icao:'FAKN',city:'Mpumalanga',desc:'Kruger Mpumalanga International Airport',region:'ZA-MP',runways:1,longest:10171,elev:2829,country:'ZA',continent:'AF',lat:-25.3831996918,lon:31.1056003571})
+CREATE (a1695:airport {id:'1695',code:'HLA',icao:'FALA',city:'Johannesburg',desc:'Lanseria Airport',region:'ZA-GT',runways:2,longest:10000,elev:4517,country:'ZA',continent:'AF',lat:-25.9384994507,lon:27.9260997772})
+CREATE (a1696:airport {id:'1696',code:'MGH',icao:'FAMG',city:'Margate',desc:'Margate Airport',region:'ZA-NL',runways:1,longest:4495,elev:495,country:'ZA',continent:'AF',lat:-30.8574008942,lon:30.343000412})
+CREATE (a1697:airport {id:'1697',code:'PLZ',icao:'FAPE',city:'Port Elizabeth',desc:'Port Elizabeth Airport',region:'ZA-EC',runways:3,longest:6496,elev:226,country:'ZA',continent:'AF',lat:-33.9849014282,lon:25.6173000336})
+CREATE (a1698:airport {id:'1698',code:'PBZ',icao:'FAPG',city:'Plettenberg Bay',desc:'Plettenberg Bay Airport',region:'ZA-WC',runways:1,longest:4003,elev:465,country:'ZA',continent:'AF',lat:-34.0881601675,lon:23.3287234306})
+CREATE (a1699:airport {id:'1699',code:'PHW',icao:'FAPH',city:'Phalaborwa',desc:'Hendrik Van Eck Airport',region:'ZA-NP',runways:1,longest:4491,elev:1432,country:'ZA',continent:'AF',lat:-23.9372005463,lon:31.1553993225})
+CREATE (a1700:airport {id:'1700',code:'PZB',icao:'FAPM',city:'Pietermaritzburg',desc:'Pietermaritzburg Airport',region:'ZA-NL',runways:1,longest:5043,elev:2423,country:'ZA',continent:'AF',lat:-29.6490001678,lon:30.3987007141})
+CREATE (a1701:airport {id:'1701',code:'PTG',icao:'FAPP',city:'Potgietersrus',desc:'Polokwane International Airport',region:'ZA-NP',runways:2,longest:8400,elev:4076,country:'ZA',continent:'AF',lat:-23.8453006744,lon:29.4585990906})
+CREATE (a1702:airport {id:'1702',code:'RCB',icao:'FARB',city:'Richards Bay',desc:'Richards Bay Airport',region:'ZA-NL',runways:1,longest:4265,elev:109,country:'ZA',continent:'AF',lat:-28.7409992218,lon:32.0920982361})
+CREATE (a1703:airport {id:'1703',code:'UTN',icao:'FAUP',city:'Upington',desc:'Pierre Van Ryneveld Airport',region:'ZA-NC',runways:2,longest:16076,elev:2782,country:'ZA',continent:'AF',lat:-28.39909935,lon:21.2602005005})
+CREATE (a1704:airport {id:'1704',code:'UTT',icao:'FAUT',city:'Mthatha',desc:'K. D. Matanzima Airport',region:'ZA-EC',runways:2,longest:6562,elev:2400,country:'ZA',continent:'AF',lat:-31.5463631849,lon:28.6733551025})
+CREATE (a1705:airport {id:'1705',code:'FRW',icao:'FBFT',city:'Francistown',desc:'Francistown Airport',region:'BW-NE',runways:2,longest:7218,elev:3283,country:'BW',continent:'AF',lat:-21.1595993041992,lon:27.4745006561279})
+CREATE (a1706:airport {id:'1706',code:'BBK',icao:'FBKE',city:'Kasane',desc:'Kasane Airport',region:'BW-NW',runways:1,longest:6562,elev:3289,country:'BW',continent:'AF',lat:-17.8328990936279,lon:25.1623992919922})
+CREATE (a1707:airport {id:'1707',code:'MUB',icao:'FBMN',city:'Maun',desc:'Maun Airport',region:'BW-NW',runways:1,longest:6562,elev:3093,country:'BW',continent:'AF',lat:-19.9726009368896,lon:23.4311008453369})
+CREATE (a1708:airport {id:'1708',code:'GBE',icao:'FBSK',city:'Gaborone',desc:'Sir Seretse Khama International Airport',region:'BW-SE',runways:1,longest:9843,elev:3299,country:'BW',continent:'AF',lat:-24.5552005767822,lon:25.9181995391846})
+CREATE (a1709:airport {id:'1709',code:'MTS',icao:'FDMS',city:'Manzini',desc:'Matsapha Airport',region:'SZ-MA',runways:1,longest:8530,elev:2075,country:'SZ',continent:'AF',lat:-26.5289993286133,lon:31.3075008392334})
+CREATE (a1710:airport {id:'1710',code:'LVI',icao:'FLLI',city:'Livingstone',desc:'Livingstone Airport',region:'ZM-07',runways:2,longest:7520,elev:3302,country:'ZM',continent:'AF',lat:-17.8218002319336,lon:25.8227005004883})
+CREATE (a1711:airport {id:'1711',code:'NLA',icao:'FLND',city:'Ndola',desc:'Ndola Airport',region:'ZM-08',runways:2,longest:8250,elev:4167,country:'ZM',continent:'AF',lat:-12.9981002807617,lon:28.6648998260498})
+CREATE (a1712:airport {id:'1712',code:'BEW',icao:'FQBR',city:'Beira',desc:'Beira Airport',region:'MZ-S',runways:3,longest:7874,elev:33,country:'MZ',continent:'AF',lat:-19.7964000701904,lon:34.907600402832})
+CREATE (a1713:airport {id:'1713',code:'INH',icao:'FQIN',city:'Inhambabe',desc:'Inhambane Airport',region:'MZ-I',runways:2,longest:4921,elev:30,country:'MZ',continent:'AF',lat:-23.8763999938965,lon:35.4085006713867})
+CREATE (a1714:airport {id:'1714',code:'MPM',icao:'FQMA',city:'Maputo',desc:'Maputo Airport',region:'MZ-MPM',runways:2,longest:12008,elev:145,country:'MZ',continent:'AF',lat:-25.9207992553711,lon:32.5726013183594})
+CREATE (a1715:airport {id:'1715',code:'APL',icao:'FQNP',city:'Nampula',desc:'Nampula Airport',region:'MZ-N',runways:2,longest:6562,elev:1444,country:'MZ',continent:'AF',lat:-15.1056003570557,lon:39.2817993164062})
+CREATE (a1716:airport {id:'1716',code:'POL',icao:'FQPB',city:'Pemba / Porto Amelia',desc:'Pemba Airport',region:'MZ-P',runways:2,longest:5905,elev:331,country:'MZ',continent:'AF',lat:-12.9917621612549,lon:40.5240135192871})
+CREATE (a1717:airport {id:'1717',code:'TET',icao:'FQTT',city:'Tete',desc:'Chingozi Airport',region:'MZ-T',runways:1,longest:8225,elev:525,country:'MZ',continent:'AF',lat:-16.1047992706299,lon:33.6402015686035})
+CREATE (a1718:airport {id:'1718',code:'VNX',icao:'FQVL',city:'Vilanculo',desc:'Vilankulo Airport',region:'MZ-I',runways:2,longest:4823,elev:46,country:'MZ',continent:'AF',lat:-22.0184001922607,lon:35.3133010864258})
+CREATE (a1719:airport {id:'1719',code:'BUQ',icao:'FVBU',city:'Bulawayo',desc:'Joshua Mqabuko Nkomo International Airport',region:'ZW-BU',runways:2,longest:8491,elev:4359,country:'ZW',continent:'AF',lat:-20.0174007415771,lon:28.6179008483887})
+CREATE (a1720:airport {id:'1720',code:'VFA',icao:'FVFA',city:'Victoria Falls',desc:'Victoria Falls International Airport',region:'ZW-MN',runways:1,longest:7708,elev:3490,country:'ZW',continent:'AF',lat:-18.0958995819092,lon:25.8390007019043})
+CREATE (a1721:airport {id:'1721',code:'BLZ',icao:'FWCL',city:'Blantyre',desc:'Chileka International Airport',region:'MW-BL',runways:2,longest:7628,elev:2555,country:'MW',continent:'AF',lat:-15.6791000366211,lon:34.9739990234375})
+CREATE (a1722:airport {id:'1722',code:'LLW',icao:'FWKI',city:'Lilongwe',desc:'Lilongwe International Airport',region:'MW-LI',runways:1,longest:11614,elev:4035,country:'MW',continent:'AF',lat:-13.7894001007,lon:33.78099823})
+CREATE (a1723:airport {id:'1723',code:'MSU',icao:'FXMM',city:'Maseru',desc:'Moshoeshoe I International Airport',region:'LS-A',runways:2,longest:10498,elev:5348,country:'LS',continent:'AF',lat:-29.4622993469238,lon:27.5524997711182})
+CREATE (a1724:airport {id:'1724',code:'WVB',icao:'FYWB',city:'Walvis Bay',desc:'Walvis Bay Airport',region:'NA-ER',runways:1,longest:7001,elev:299,country:'NA',continent:'AF',lat:-22.9799003601074,lon:14.645299911499})
+CREATE (a1725:airport {id:'1725',code:'FBM',icao:'FZQA',city:'Lubumbashi',desc:'Lubumbashi International Airport',region:'CD-KA',runways:1,longest:10623,elev:4295,country:'CD',continent:'AF',lat:-11.5913000107,lon:27.5308990479})
+CREATE (a1726:airport {id:'1726',code:'ZNZ',icao:'HTZA',city:'Zanzibar',desc:'Abeid Amani Karume International Airport',region:'TZ-07',runways:1,longest:8077,elev:54,country:'TZ',continent:'AF',lat:-6.22202014923,lon:39.224899292})
+CREATE (a1727:airport {id:'1727',code:'GAF',icao:'DTTF',city:'Gafsa',desc:'Gafsa Ksar International Airport',region:'TN-71',runways:1,longest:9514,elev:1060,country:'TN',continent:'AF',lat:34.4220008850098,lon:8.82250022888184})
+CREATE (a1728:airport {id:'1728',code:'GAE',icao:'DTTG',city:'Gabès',desc:'Gabès Matmata International Airport',region:'TN-81',runways:1,longest:3702,elev:26,country:'TN',continent:'AF',lat:33.8768997192383,lon:10.1033000946045})
+CREATE (a1729:airport {id:'1729',code:'LGG',icao:'EBLG',city:'Liège',desc:'Liège Airport',region:'BE-WLG',runways:2,longest:10784,elev:659,country:'BE',continent:'EU',lat:50.6374015808105,lon:5.4432201385498})
+CREATE (a1730:airport {id:'1730',code:'OST',icao:'EBOS',city:'Ostend',desc:'Ostend-Bruges International Airport',region:'BE-VWV',runways:2,longest:10499,elev:13,country:'BE',continent:'EU',lat:51.1988983154,lon:2.8622200489})
+CREATE (a1731:airport {id:'1731',code:'SCN',icao:'EDDR',city:'Saarbrücken',desc:'Saarbrücken Airport',region:'DE-SL',runways:2,longest:6562,elev:1058,country:'DE',continent:'EU',lat:49.2145996094,lon:7.10950994492})
+CREATE (a1732:airport {id:'1732',code:'LBC',icao:'EDHL',city:'Lübeck',desc:'Lübeck Blankensee Airport',region:'DE-SH',runways:1,longest:6896,elev:53,country:'DE',continent:'EU',lat:53.8054008484,lon:10.7192001343})
+CREATE (a1733:airport {id:'1733',code:'ZQW',icao:'EDRZ',city:'Zweibrücken',desc:'Zweibrücken Airport',region:'DE-RP',runways:1,longest:9677,elev:1132,country:'DE',continent:'EU',lat:49.209400177002,lon:7.40055990219116})
+CREATE (a1734:airport {id:'1734',code:'KSF',icao:'EDVK',city:'Kassel',desc:'Kassel-Calden Airport',region:'DE-HE',runways:2,longest:4921,elev:909,country:'DE',continent:'EU',lat:51.408332824707,lon:9.3774995803833})
+CREATE (a1735:airport {id:'1735',code:'DSA',icao:'EGCN',city:'Doncaster',desc:'Robin Hood Doncaster Sheffield Airport',region:'GB-ENG',runways:1,longest:9491,elev:55,country:'UK',continent:'EU',lat:53.4805378105,lon:-1.01065635681})
+CREATE (a1736:airport {id:'1736',code:'MST',icao:'EHBK',city:'Maastricht',desc:'Maastricht Aachen Airport',region:'NL-LI',runways:1,longest:8202,elev:375,country:'NL',continent:'EU',lat:50.9117012024,lon:5.77014017105})
+CREATE (a1737:airport {id:'1737',code:'GRQ',icao:'EHGG',city:'Groningen',desc:'Eelde Airport',region:'NL-DR',runways:2,longest:8202,elev:17,country:'NL',continent:'EU',lat:53.1197013855,lon:6.57944011688})
+CREATE (a1738:airport {id:'1738',code:'TMS',icao:'FPST',city:'São Tomé',desc:'São Tomé International Airport',region:'ST-S',runways:1,longest:7283,elev:33,country:'ST',continent:'AF',lat:0.378174990415573,lon:6.71215009689331})
+CREATE (a1739:airport {id:'1739',code:'SRX',icao:'HLGD',city:'Sirt',desc:'Gardabya Airport',region:'LY-SR',runways:2,longest:11807,elev:267,country:'LY',continent:'AF',lat:31.0634994507,lon:16.5949993134})
+CREATE (a1740:airport {id:'1740',code:'TOB',icao:'HLGN',city:'Tobruk',desc:'Gamal Abdel Nasser Airport',region:'LY-BU',runways:3,longest:9895,elev:519,country:'LY',continent:'AF',lat:31.8610000610352,lon:23.9069995880127})
+CREATE (a1741:airport {id:'1741',code:'BEN',icao:'HLLB',city:'Benghazi',desc:'Benina International Airport',region:'LY-BA',runways:2,longest:11732,elev:433,country:'LY',continent:'AF',lat:32.0968017578,lon:20.2695007324})
+CREATE (a1742:airport {id:'1742',code:'LAQ',icao:'HLLQ',city:'Al Bayda',desc:'La Abraq Airport',region:'LY-JA',runways:2,longest:11824,elev:2157,country:'LY',continent:'AF',lat:32.7887001037598,lon:21.9643001556396})
+CREATE (a1743:airport {id:'1743',code:'ILD',icao:'LEDA',city:'Lleida',desc:'Lleida-Alguaire Airport',region:'ES-CT',runways:1,longest:8202,elev:1170,country:'ES',continent:'EU',lat:41.728185,lon:0.535023})
+CREATE (a1744:airport {id:'1744',code:'DLE',icao:'LFGJ',city:'Dole/Tavaux',desc:'Dole-Tavaux Airport',region:'FR-I',runways:1,longest:7318,elev:645,country:'FR',continent:'EU',lat:47.0390014648438,lon:5.42724990844727})
+CREATE (a1745:airport {id:'1745',code:'AXD',icao:'LGAL',city:'Alexandroupolis',desc:'Dimokritos Airport',region:'GR-71',runways:1,longest:8471,elev:24,country:'GR',continent:'EU',lat:40.855899810791,lon:25.9563007354736})
+CREATE (a1746:airport {id:'1746',code:'JIK',icao:'LGIK',city:'Ikaria Island',desc:'Ikaria Airport',region:'GR-84',runways:1,longest:4530,elev:79,country:'GR',continent:'EU',lat:37.6827011108,lon:26.3470993042})
+CREATE (a1747:airport {id:'1747',code:'IOA',icao:'LGIO',city:'Ioannina',desc:'Ioannina Airport',region:'GR-33',runways:1,longest:7874,elev:1558,country:'GR',continent:'EU',lat:39.6963996887207,lon:20.8225002288818})
+CREATE (a1748:airport {id:'1748',code:'KSO',icao:'LGKA',city:'Kastoria',desc:'Kastoria National Airport',region:'GR-56',runways:1,longest:8852,elev:2167,country:'GR',continent:'EU',lat:40.4463005066,lon:21.2821998596})
+CREATE (a1749:airport {id:'1749',code:'KZS',icao:'LGKJ',city:'Kastelorizo Island',desc:'Kastelorizo Airport',region:'GR-81',runways:1,longest:2618,elev:489,country:'GR',continent:'EU',lat:36.1417007446,lon:29.5764007568})
+CREATE (a1750:airport {id:'1750',code:'JKL',icao:'LGKY',city:'Kalymnos Island',desc:'Kalymnos Airport',region:'GR-81',runways:1,longest:3330,elev:771,country:'GR',continent:'EU',lat:36.9632987976,lon:26.9405994415})
+CREATE (a1751:airport {id:'1751',code:'KZI',icao:'LGKZ',city:'Kozani',desc:'Filippos Airport',region:'GR-58',runways:1,longest:5978,elev:2059,country:'GR',continent:'EU',lat:40.2860984802246,lon:21.840799331665})
+CREATE (a1752:airport {id:'1752',code:'LRS',icao:'LGLE',city:'Leros Island',desc:'Leros Airport',region:'GR-81',runways:1,longest:3320,elev:39,country:'GR',continent:'EU',lat:37.1848983765,lon:26.8003005981})
+CREATE (a1753:airport {id:'1753',code:'LXS',icao:'LGLM',city:'Limnos Island',desc:'Limnos Airport',region:'GR-83',runways:1,longest:9895,elev:14,country:'GR',continent:'EU',lat:39.917098999,lon:25.2362995148})
+CREATE (a1754:airport {id:'1754',code:'MLO',icao:'LGML',city:'Milos Island',desc:'Milos Airport',region:'GR-82',runways:1,longest:2608,elev:10,country:'GR',continent:'EU',lat:36.6968994141,lon:24.4769001007})
+CREATE (a1755:airport {id:'1755',code:'JNX',icao:'LGNX',city:'Naxos Island',desc:'Naxos Airport',region:'GR-82',runways:1,longest:2953,elev:10,country:'GR',continent:'EU',lat:37.0811004639,lon:25.3680992126})
+CREATE (a1756:airport {id:'1756',code:'PAS',icao:'LGPA',city:'Paros Island',desc:'Paros Airport',region:'GR-82',runways:1,longest:2329,elev:131,country:'GR',continent:'EU',lat:37.0102996826,lon:25.1280994415})
+CREATE (a1757:airport {id:'1757',code:'JTY',icao:'LGPL',city:'Astypalaia Island',desc:'Astypalaia Airport',region:'GR-81',runways:1,longest:3245,elev:165,country:'GR',continent:'EU',lat:36.5798988342,lon:26.3757991791})
+CREATE (a1758:airport {id:'1758',code:'JSI',icao:'LGSK',city:'Skiathos',desc:'Skiathos Island National Airport',region:'GR-43',runways:1,longest:5341,elev:54,country:'GR',continent:'EU',lat:39.1771011352539,lon:23.5037002563477})
+CREATE (a1759:airport {id:'1759',code:'JSY',icao:'LGSO',city:'Syros Island',desc:'Syros Airport',region:'GR-82',runways:1,longest:3542,elev:236,country:'GR',continent:'EU',lat:37.4227981567,lon:24.9508991241})
+CREATE (a1760:airport {id:'1760',code:'JSH',icao:'LGST',city:'Crete Island',desc:'Sitia Airport',region:'GR-92',runways:1,longest:6804,elev:376,country:'GR',continent:'EU',lat:35.2160987854004,lon:26.1012992858887})
+CREATE (a1761:airport {id:'1761',code:'SKU',icao:'LGSY',city:'Skiros Island',desc:'Skiros Airport',region:'GR-04',runways:1,longest:9849,elev:44,country:'GR',continent:'EU',lat:38.9676017761,lon:24.4871997833})
+CREATE (a1762:airport {id:'1762',code:'SMA',icao:'LPAZ',city:'Vila do Porto',desc:'Santa Maria Airport',region:'PT-20',runways:3,longest:10000,elev:308,country:'PT',continent:'EU',lat:36.9714012145996,lon:-25.1706008911133})
+CREATE (a1763:airport {id:'1763',code:'HOR',icao:'LPHR',city:'Horta',desc:'Horta Airport',region:'PT-20',runways:1,longest:5233,elev:118,country:'PT',continent:'EU',lat:38.5199012756348,lon:-28.7159004211426})
+CREATE (a1764:airport {id:'1764',code:'TER',icao:'LPLA',city:'Lajes',desc:'Lajes Field',region:'PT-20',runways:1,longest:10870,elev:180,country:'PT',continent:'EU',lat:38.7617988586,lon:-27.0907993317})
+CREATE (a1765:airport {id:'1765',code:'PIX',icao:'LPPI',city:'Pico Island',desc:'Pico Airport',region:'PT-20',runways:1,longest:5725,elev:109,country:'PT',continent:'EU',lat:38.5542984008789,lon:-28.4412994384766})
+CREATE (a1766:airport {id:'1766',code:'PXO',icao:'LPPS',city:'Vila Baleira',desc:'Porto Santo Airport',region:'PT-30',runways:2,longest:9861,elev:341,country:'PT',continent:'EU',lat:33.0733985901,lon:-16.3500003815})
+CREATE (a1767:airport {id:'1767',code:'MRA',icao:'HLMS',city:'Misratah',desc:'Misratah Airport',region:'LY-MI',runways:1,longest:11154,elev:60,country:'LY',continent:'AF',lat:32.3250007629395,lon:15.0609998703003})
+CREATE (a1768:airport {id:'1768',code:'ATT',icao:'none',city:'Atmautluak',desc:'Atmautluak Airport',region:'US-AK',runways:1,longest:3000,elev:17,country:'US',continent:'NA',lat:60.8666992188,lon:-162.272994995})
+CREATE (a1769:airport {id:'1769',code:'KOZ',icao:'none',city:'Ouzinkie',desc:'Ouzinkie Airport',region:'US-AK',runways:1,longest:3300,elev:55,country:'US',continent:'NA',lat:57.9229011536,lon:-152.50100708})
+CREATE (a1770:airport {id:'1770',code:'CHU',icao:'PACH',city:'Chuathbaluk',desc:'Chuathbaluk Airport',region:'US-AK',runways:1,longest:3401,elev:244,country:'US',continent:'NA',lat:61.57910156,lon:-159.2160034})
+CREATE (a1771:airport {id:'1771',code:'KLL',icao:'none',city:'Levelock',desc:'Levelock Airport',region:'US-AK',runways:1,longest:3284,elev:39,country:'US',continent:'NA',lat:59.1281013489,lon:-156.85899353})
+CREATE (a1772:airport {id:'1772',code:'WTL',icao:'none',city:'Tuntutuliak',desc:'Tuntutuliak Airport',region:'US-AK',runways:1,longest:3025,elev:16,country:'US',continent:'NA',lat:60.3353004456,lon:-162.667007446})
+CREATE (a1773:airport {id:'1773',code:'RNA',icao:'AGAR',city:'Arona',desc:'Ulawa Airport',region:'SB-MK',runways:1,longest:2822,elev:40,country:'SB',continent:'OC',lat:-9.86054358262,lon:161.979546547})
+CREATE (a1774:airport {id:'1774',code:'ATD',icao:'AGAT',city:'Atoifi',desc:'Uru Harbour Airport',region:'SB-ML',runways:1,longest:2769,elev:17,country:'SB',continent:'OC',lat:-8.87333011627197,lon:161.011001586914})
+CREATE (a1775:airport {id:'1775',code:'BNY',icao:'AGGB',city:'Anua',desc:'Bellona/Anua Airport',region:'SB-RB',runways:1,longest:2187,elev:60,country:'SB',continent:'OC',lat:-11.3022222222,lon:159.798333333})
+CREATE (a1776:airport {id:'1776',code:'CHY',icao:'AGGC',city:'Choiseul Bay',desc:'Choiseul Bay/Taro Island Airport',region:'SB-CH',runways:1,longest:2164,elev:5,country:'SB',continent:'OC',lat:-6.711944,lon:156.396111})
+CREATE (a1777:airport {id:'1777',code:'FRE',icao:'AGGF',city:'Fera Island',desc:'Fera/Maringe Airport',region:'SB-IS',runways:1,longest:1854,elev:9,country:'SB',continent:'OC',lat:-8.10750007629395,lon:159.576995849609})
+CREATE (a1778:airport {id:'1778',code:'IRA',icao:'AGGK',city:'Kirakira',desc:'Ngorangora Airport',region:'SB-MK',runways:1,longest:4377,elev:54,country:'SB',continent:'OC',lat:-10.4497003555,lon:161.897994995})
+CREATE (a1779:airport {id:'1779',code:'SCZ',icao:'AGGL',city:'Santa Cruz/Graciosa Bay/Luova',desc:'Santa Cruz/Graciosa Bay/Luova Airport',region:'SB-TE',runways:1,longest:2999,elev:18,country:'SB',continent:'OC',lat:-10.7202997207642,lon:165.794998168945})
+CREATE (a1780:airport {id:'1780',code:'MUA',icao:'AGGM',city:'Munda',desc:'Munda Airport',region:'SB-WE',runways:1,longest:4593,elev:10,country:'SB',continent:'OC',lat:-8.32796955108643,lon:157.263000488281})
+CREATE (a1781:airport {id:'1781',code:'GZO',icao:'AGGN',city:'Gizo',desc:'Nusatupe Airport',region:'SB-WE',runways:1,longest:3609,elev:13,country:'SB',continent:'OC',lat:-8.09778022766,lon:156.863998413})
+CREATE (a1782:airport {id:'1782',code:'RNL',icao:'AGGR',city:'Rennell Island',desc:'Rennell/Tingoa Airport',region:'SB-RB',runways:1,longest:2206,elev:82,country:'SB',continent:'OC',lat:-11.5339002609253,lon:160.063003540039})
+CREATE (a1783:airport {id:'1783',code:'EGM',icao:'AGGS',city:'Sege',desc:'Sege Airport',region:'SB-WE',runways:1,longest:3002,elev:11,country:'SB',continent:'OC',lat:-8.57888984680176,lon:157.876007080078})
+CREATE (a1784:airport {id:'1784',code:'NNB',icao:'AGGT',city:'Santa Ana Island',desc:'Santa Ana Airport',region:'SB-MK',runways:1,longest:2655,elev:3,country:'SB',continent:'OC',lat:-10.847994,lon:162.454108})
+CREATE (a1785:airport {id:'1785',code:'RUS',icao:'AGGU',city:'Marau',desc:'Marau Airport',region:'SB-GU',runways:1,longest:2001,elev:3,country:'SB',continent:'OC',lat:-9.86166954041,lon:160.824996948})
+CREATE (a1786:airport {id:'1786',code:'VAO',icao:'AGGV',city:'Suavanao',desc:'Suavanao Airport',region:'SB-IS',runways:1,longest:2789,elev:20,country:'SB',continent:'OC',lat:-7.5855598449707,lon:158.731002807617})
+CREATE (a1787:airport {id:'1787',code:'KGE',icao:'AGKG',city:'Kagau Island',desc:'Kaghau Airport',region:'SB-CH',runways:1,longest:2428,elev:30,country:'SB',continent:'OC',lat:-7.3305,lon:157.585})
+CREATE (a1788:airport {id:'1788',code:'RBV',icao:'AGRM',city:'Ramata',desc:'Ramata Airport',region:'SB-WE',runways:1,longest:3950,elev:46,country:'SB',continent:'OC',lat:-8.16806030273438,lon:157.643005371094})
+CREATE (a1789:airport {id:'1789',code:'BUA',icao:'AYBK',city:'Buka Island',desc:'Buka Airport',region:'PG-NSB',runways:1,longest:5125,elev:11,country:'PG',continent:'OC',lat:-5.4223198890686,lon:154.673004150391})
+CREATE (a1790:airport {id:'1790',code:'CMU',icao:'AYCH',city:'Kundiawa',desc:'Chimbu Airport',region:'PG-CPK',runways:1,longest:3330,elev:4974,country:'PG',continent:'OC',lat:-6.02429008483887,lon:144.970993041992})
+CREATE (a1791:airport {id:'1791',code:'DAU',icao:'AYDU',city:'Daru',desc:'Daru Airport',region:'PG-WPD',runways:1,longest:4593,elev:20,country:'PG',continent:'OC',lat:-9.08675956726,lon:143.207992554})
+CREATE (a1792:airport {id:'1792',code:'GKA',icao:'AYGA',city:'Goronka',desc:'Goroka Airport',region:'PG-EHG',runways:2,longest:5400,elev:5282,country:'PG',continent:'OC',lat:-6.08168983459,lon:145.391998291})
+CREATE (a1793:airport {id:'1793',code:'GUR',icao:'AYGN',city:'Gurney',desc:'Gurney Airport',region:'PG-MBA',runways:1,longest:5546,elev:88,country:'PG',continent:'OC',lat:-10.3114995956,lon:150.333999634})
+CREATE (a1794:airport {id:'1794',code:'PNP',icao:'AYGR',city:'Popondetta',desc:'Girua Airport',region:'PG-NPP',runways:1,longest:5485,elev:311,country:'PG',continent:'OC',lat:-8.80453968048,lon:148.309005737})
+CREATE (a1795:airport {id:'1795',code:'HKN',icao:'AYHK',city:'Hoskins',desc:'Kimbe Airport',region:'PG-WBK',runways:1,longest:5212,elev:66,country:'PG',continent:'OC',lat:-5.46217012405396,lon:150.404998779297})
+CREATE (a1796:airport {id:'1796',code:'UNG',icao:'AYKI',city:'Kiunga',desc:'Kiunga Airport',region:'PG-WPD',runways:1,longest:3691,elev:88,country:'PG',continent:'OC',lat:-6.12571001052856,lon:141.281997680664})
+CREATE (a1797:airport {id:'1797',code:'KVG',icao:'AYKV',city:'Kavieng',desc:'Kavieng Airport',region:'PG-NIK',runways:1,longest:5592,elev:7,country:'PG',continent:'OC',lat:-2.57940006256,lon:150.807998657})
+CREATE (a1798:airport {id:'1798',code:'LNV',icao:'AYKY',city:'Londolovit',desc:'Londolovit Airport',region:'PG-NIK',runways:1,longest:3937,elev:167,country:'PG',continent:'OC',lat:-3.04361009598,lon:152.628997803})
+CREATE (a1799:airport {id:'1799',code:'MAG',icao:'AYMD',city:'Madang',desc:'Madang Airport',region:'PG-MPM',runways:1,longest:5174,elev:20,country:'PG',continent:'OC',lat:-5.20707988739,lon:145.789001465})
+CREATE (a1800:airport {id:'1800',code:'HGU',icao:'AYMH',city:'Mount Hagen',desc:'Mount Hagen Kagamuga Airport',region:'PG-WHM',runways:2,longest:7185,elev:5388,country:'PG',continent:'OC',lat:-5.82678985595703,lon:144.296005249023})
+CREATE (a1801:airport {id:'1801',code:'MDU',icao:'AYMN',city:'Mendi',desc:'Mendi Airport',region:'PG-SHM',runways:1,longest:4411,elev:5680,country:'PG',continent:'OC',lat:-6.14773988723755,lon:143.656997680664})
+CREATE (a1802:airport {id:'1802',code:'MAS',icao:'AYMO',city:'Momote',desc:'Momote Airport',region:'PG-MRL',runways:1,longest:6136,elev:12,country:'PG',continent:'OC',lat:-2.06188988685608,lon:147.42399597168})
+CREATE (a1803:airport {id:'1803',code:'MXH',icao:'AYMR',city:'Moro',desc:'Moro Airport',region:'PG-SHM',runways:1,longest:5774,elev:2740,country:'PG',continent:'OC',lat:-6.36332988739,lon:143.238006592})
+CREATE (a1804:airport {id:'1804',code:'LAE',icao:'AYNZ',city:'Nadzab',desc:'Lae Nadzab Airport',region:'PG-MPL',runways:1,longest:8004,elev:239,country:'PG',continent:'OC',lat:-6.5698299408,lon:146.725997925})
+CREATE (a1805:airport {id:'1805',code:'TIZ',icao:'AYTA',city:'Tari',desc:'Tari Airport',region:'PG-HE',runways:1,longest:5197,elev:5500,country:'PG',continent:'OC',lat:-5.84499979019,lon:142.947998047})
+CREATE (a1806:airport {id:'1806',code:'TBG',icao:'AYTB',city:'Tabubil',desc:'Tabubil Airport',region:'PG-WPD',runways:1,longest:4232,elev:1570,country:'PG',continent:'OC',lat:-5.27861022949219,lon:141.225997924805})
+CREATE (a1807:airport {id:'1807',code:'RAB',icao:'AYTK',city:'Tokua',desc:'Tokua Airport',region:'PG-EBR',runways:1,longest:5643,elev:32,country:'PG',continent:'OC',lat:-4.34045982361,lon:152.380004883})
+CREATE (a1808:airport {id:'1808',code:'VAI',icao:'AYVN',city:'Vanimo',desc:'Vanimo Airport',region:'PG-SAN',runways:1,longest:5775,elev:10,country:'PG',continent:'OC',lat:-2.69717001914978,lon:141.302001953125})
+CREATE (a1809:airport {id:'1809',code:'WBM',icao:'AYWD',city:'Wapenamanda',desc:'Wapenamanda Airport',region:'PG-EPW',runways:1,longest:5052,elev:5889,country:'PG',continent:'OC',lat:-5.64330005645752,lon:143.895004272461})
+CREATE (a1810:airport {id:'1810',code:'WWK',icao:'AYWK',city:'Wewak',desc:'Wewak International Airport',region:'PG-ESW',runways:1,longest:5234,elev:19,country:'PG',continent:'OC',lat:-3.58383011818,lon:143.669006348})
+CREATE (a1811:airport {id:'1811',code:'GOH',icao:'BGGH',city:'Nuuk',desc:'Godthaab / Nuuk Airport',region:'GL-U-A',runways:1,longest:3117,elev:283,country:'GL',continent:'NA',lat:64.19090271,lon:-51.6781005859})
+CREATE (a1812:airport {id:'1812',code:'SFJ',icao:'BGSF',city:'Kangerlussuaq',desc:'Kangerlussuaq Airport',region:'GL-U-A',runways:1,longest:9219,elev:165,country:'GL',continent:'NA',lat:67.0122218992,lon:-50.7116031647})
+CREATE (a1813:airport {id:'1813',code:'RBQ',icao:'SLRQ',city:'Rurenabaque',desc:'Rurenabaque Airport',region:'BO-B',runways:1,longest:6141,elev:899,country:'BO',continent:'SA',lat:-14.4279003143,lon:-67.4968032837})
+CREATE (a1814:airport {id:'1814',code:'BUL',icao:'AYBU',city:'Bulolo',desc:'Bulolo Airport',region:'PG-MPL',runways:1,longest:4373,elev:2240,country:'PG',continent:'OC',lat:-7.21628667141,lon:146.649541855})
+CREATE (a1815:airport {id:'1815',code:'BCV',icao:'MZBP',city:'Belmopan',desc:'Belmopan Airport',region:'BZ-CY',runways:1,longest:3609,elev:200,country:'BZ',continent:'NA',lat:17.2695999145508,lon:-88.776496887207})
+CREATE (a1816:airport {id:'1816',code:'CUK',icao:'MZCK',city:'Caye Caulker',desc:'Caye Caulker Airport',region:'BZ-BZ',runways:1,longest:2610,elev:1,country:'BZ',continent:'NA',lat:17.7346992492676,lon:-88.0325012207031})
+CREATE (a1817:airport {id:'1817',code:'DGA',icao:'MZPB',city:'Dangriga',desc:'Dangriga Airport',region:'BZ-SC',runways:1,longest:2090,elev:508,country:'BZ',continent:'NA',lat:16.9825096130371,lon:-88.2309875488281})
+CREATE (a1818:airport {id:'1818',code:'PLJ',icao:'MZPL',city:'Placencia',desc:'Placencia Airport',region:'BZ-SC',runways:1,longest:2135,elev:42,country:'BZ',continent:'NA',lat:16.5369567871094,lon:-88.3615112304688})
+CREATE (a1819:airport {id:'1819',code:'SPR',icao:'MZSP',city:'San Pedro',desc:'San Pedro Airport',region:'BZ-CY',runways:1,longest:3501,elev:3,country:'BZ',continent:'NA',lat:17.9139003753662,lon:-87.9710998535156})
+CREATE (a1820:airport {id:'1820',code:'SQS',icao:'MZCF',city:'San Ignacio',desc:'Matthew Spain Airport',region:'BZ-CY',runways:1,longest:2231,elev:416,country:'BZ',continent:'NA',lat:17.1859,lon:-89.0098})
+CREATE (a1821:airport {id:'1821',code:'TZA',icao:'MZBE',city:'Belize City',desc:'Belize City Municipal Airport',region:'BZ-BZ',runways:1,longest:1825,elev:16,country:'BZ',continent:'NA',lat:17.5163898468018,lon:-88.1944427490234})
+CREATE (a1822:airport {id:'1822',code:'YAA',icao:'CAJ4',city:'Anahim Lake',desc:'Anahim Lake Airport',region:'CA-BC',runways:2,longest:3930,elev:3635,country:'CA',continent:'NA',lat:52.4524993896484,lon:-125.303001403809})
+CREATE (a1823:airport {id:'1823',code:'YLE',icao:'CEM3',city:'Whatì',desc:'Whatì Airport',region:'CA-NT',runways:1,longest:2991,elev:882,country:'CA',continent:'NA',lat:63.1316986083984,lon:-117.246002197266})
+CREATE (a1824:airport {id:'1824',code:'TVS',icao:'ZBTS',city:'Tangshan',desc:'Tangshan Sannühe Airport',region:'CN-13',runways:1,longest:8858,elev:50,country:'CN',continent:'AS',lat:39.7178001404,lon:118.002624512})
+CREATE (a1825:airport {id:'1825',code:'OHE',icao:'ZYMH',city:'Mohe',desc:'Gu-Lian Airport',region:'CN-23',runways:1,longest:7218,elev:1836,country:'CN',continent:'AS',lat:52.9127777778,lon:122.43})
+CREATE (a1826:airport {id:'1826',code:'BSD',icao:'ZPBS',city:'Baoshan',desc:'Baoshan Yunduan Airport',region:'CN-53',runways:1,longest:7874,elev:5453,country:'CN',continent:'AS',lat:25.0533008575,lon:99.168296814})
+CREATE (a1827:airport {id:'1827',code:'LNJ',icao:'ZPLC',city:'Lincang',desc:'Lintsang Airfield',region:'CN-53',runways:1,longest:7874,elev:6230,country:'CN',continent:'AS',lat:23.7381000519,lon:100.025001526})
+CREATE (a1828:airport {id:'1828',code:'PZI',icao:'ZUZH',city:'Panzhihua',desc:'Bao\'anying Airport',region:'CN-51',runways:1,longest:9186,elev:6483,country:'CN',continent:'AS',lat:26.54,lon:101.79852})
+CREATE (a1829:airport {id:'1829',code:'FUO',icao:'ZGFS',city:'Foshan',desc:'Foshan Shadi Airport',region:'CN-44',runways:1,longest:9186,elev:6,country:'CN',continent:'AS',lat:23.0832996368,lon:113.069999695})
+CREATE (a1830:airport {id:'1830',code:'AEB',icao:'ZGBS',city:'Baise',desc:'Baise Youjiang Airport',region:'CN-45',runways:1,longest:8202,elev:148,country:'CN',continent:'AS',lat:23.7206001282,lon:106.959999084})
+CREATE (a1831:airport {id:'1831',code:'YZY',icao:'ZLZY',city:'Zhangye',desc:'Zhangye Southeast Air Base',region:'CN-62',runways:2,longest:9843,elev:2264,country:'CN',continent:'AS',lat:38.8018989563,lon:100.675003052})
+CREATE (a1832:airport {id:'1832',code:'LDS',icao:'ZYLD',city:'Yichun',desc:'Lindu Airport',region:'CN-23',runways:1,longest:7546,elev:791,country:'CN',continent:'AS',lat:47.7520555556,lon:129.019125})
+CREATE (a1833:airport {id:'1833',code:'YKU',icao:'CSU2',city:'Chisasibi',desc:'Chisasibi Airport',region:'CA-QC',runways:1,longest:3792,elev:43,country:'CA',continent:'NA',lat:53.8055992126465,lon:-78.9169006347656})
+CREATE (a1834:airport {id:'1834',code:'YAG',icao:'CYAG',city:'Fort Frances',desc:'Fort Frances Municipal Airport',region:'CA-ON',runways:2,longest:4500,elev:1125,country:'CA',continent:'NA',lat:48.6542015075684,lon:-93.439697265625})
+CREATE (a1835:airport {id:'1835',code:'YKG',icao:'CYAS',city:'Kangirsuk',desc:'Kangirsuk Airport',region:'CA-QC',runways:1,longest:3521,elev:403,country:'CA',continent:'NA',lat:60.0271987915039,lon:-69.9991989135742})
+CREATE (a1836:airport {id:'1836',code:'YAY',icao:'CYAY',city:'St. Anthony',desc:'St. Anthony Airport',region:'CA-NL',runways:1,longest:4000,elev:108,country:'CA',continent:'NA',lat:51.3918991089,lon:-56.0830993652})
+CREATE (a1837:airport {id:'1837',code:'YCB',icao:'CYCB',city:'Cambridge Bay',desc:'Cambridge Bay Airport',region:'CA-NU',runways:1,longest:5000,elev:90,country:'CA',continent:'NA',lat:69.1081008911,lon:-105.138000488})
+CREATE (a1838:airport {id:'1838',code:'YCL',icao:'CYCL',city:'Charlo',desc:'Charlo Airport',region:'CA-NB',runways:1,longest:6000,elev:132,country:'CA',continent:'NA',lat:47.9907989501953,lon:-66.3302993774414})
+CREATE (a1839:airport {id:'1839',code:'YCO',icao:'CYCO',city:'Kugluktuk',desc:'Kugluktuk Airport',region:'CA-NU',runways:1,longest:5500,elev:74,country:'CA',continent:'NA',lat:67.8167037964,lon:-115.143997192})
+CREATE (a1840:airport {id:'1840',code:'YCY',icao:'CYCY',city:'Clyde River',desc:'Clyde River Airport',region:'CA-NU',runways:1,longest:3500,elev:87,country:'CA',continent:'NA',lat:70.4860992432,lon:-68.5167007446})
+CREATE (a1841:airport {id:'1841',code:'YFH',icao:'CYFH',city:'Fort Hope',desc:'Fort Hope Airport',region:'CA-ON',runways:1,longest:3500,elev:899,country:'CA',continent:'NA',lat:51.5619010925293,lon:-87.9077987670898})
+CREATE (a1842:airport {id:'1842',code:'YFO',icao:'CYFO',city:'Flin Flon',desc:'Flin Flon Airport',region:'CA-MB',runways:1,longest:5000,elev:997,country:'CA',continent:'NA',lat:54.6781005859375,lon:-101.681999206543})
+CREATE (a1843:airport {id:'1843',code:'YFS',icao:'CYFS',city:'Fort Simpson',desc:'Fort Simpson Airport',region:'CA-NT',runways:1,longest:6000,elev:555,country:'CA',continent:'NA',lat:61.7602005004883,lon:-121.236999511719})
+CREATE (a1844:airport {id:'1844',code:'YGP',icao:'CYGP',city:'Gaspé',desc:'Gaspé (Michel-Pouliot) Airport',region:'CA-QC',runways:1,longest:4500,elev:112,country:'CA',continent:'NA',lat:48.7752990723,lon:-64.4785995483})
+CREATE (a1845:airport {id:'1845',code:'YGR',icao:'CYGR',city:'Îles-de-la-Madeleine',desc:'Îles-de-la-Madeleine Airport',region:'CA-QC',runways:2,longest:4500,elev:35,country:'CA',continent:'NA',lat:47.4247016906738,lon:-61.7780990600586})
+CREATE (a1846:airport {id:'1846',code:'YGT',icao:'CYGT',city:'Igloolik',desc:'Igloolik Airport',region:'CA-NU',runways:1,longest:3800,elev:174,country:'CA',continent:'NA',lat:69.3647003174,lon:-81.8161010742})
+CREATE (a1847:airport {id:'1847',code:'YGV',icao:'CYGV',city:'Havre St-Pierre',desc:'Havre St Pierre Airport',region:'CA-QC',runways:1,longest:4500,elev:124,country:'CA',continent:'NA',lat:50.2818984985352,lon:-63.611400604248})
+CREATE (a1848:airport {id:'1848',code:'YGX',icao:'CYGX',city:'Gillam',desc:'Gillam Airport',region:'CA-MB',runways:1,longest:5000,elev:476,country:'CA',continent:'NA',lat:56.3574981689453,lon:-94.7106018066406})
+CREATE (a1849:airport {id:'1849',code:'YNS',icao:'CYHH',city:'Nemiscau',desc:'Nemiscau Airport',region:'CA-QC',runways:1,longest:5000,elev:802,country:'CA',continent:'NA',lat:51.6911010742188,lon:-76.1355972290039})
+CREATE (a1850:airport {id:'1850',code:'YHK',icao:'CYHK',city:'Gjoa Haven',desc:'Gjoa Haven Airport',region:'CA-NU',runways:1,longest:4400,elev:152,country:'CA',continent:'NA',lat:68.635597229,lon:-95.8497009277})
+CREATE (a1851:airport {id:'1851',code:'YHU',icao:'CYHU',city:'Montréal',desc:'Montréal / Saint-Hubert Airport',region:'CA-QC',runways:3,longest:7840,elev:90,country:'CA',continent:'NA',lat:45.5175018311,lon:-73.4169006348})
+CREATE (a1852:airport {id:'1852',code:'ZEL',icao:'CYJQ',city:'Bella Bella',desc:'Denny Island Airport',region:'CA-BC',runways:1,longest:2954,elev:162,country:'CA',continent:'NA',lat:52.1397018433,lon:-128.063995361})
+CREATE (a1853:airport {id:'1853',code:'YJT',icao:'CYJT',city:'Stephenville',desc:'Stephenville Airport',region:'CA-NL',runways:2,longest:10000,elev:84,country:'CA',continent:'NA',lat:48.5442008972168,lon:-58.5499992370605})
+CREATE (a1854:airport {id:'1854',code:'YKL',icao:'CYKL',city:'Schefferville',desc:'Schefferville Airport',region:'CA-QC',runways:1,longest:5000,elev:1709,country:'CA',continent:'NA',lat:54.8053016662598,lon:-66.8052978515625})
+CREATE (a1855:airport {id:'1855',code:'YKQ',icao:'CYKQ',city:'Waskaganish',desc:'Waskaganish Airport',region:'CA-QC',runways:1,longest:3500,elev:80,country:'CA',continent:'NA',lat:51.4733009338379,lon:-78.75830078125})
+CREATE (a1856:airport {id:'1856',code:'YPJ',icao:'CYLA',city:'Aupaluk',desc:'Aupaluk Airport',region:'CA-QC',runways:2,longest:3521,elev:119,country:'CA',continent:'NA',lat:59.2966995239258,lon:-69.5997009277344})
+CREATE (a1857:airport {id:'1857',code:'YLC',icao:'CYLC',city:'Kimmirut',desc:'Kimmirut Airport',region:'CA-NU',runways:1,longest:1900,elev:175,country:'CA',continent:'NA',lat:62.8499984741,lon:-69.8833007812})
+CREATE (a1858:airport {id:'1858',code:'YSG',icao:'CYLK',city:'Lutselk\'e',desc:'Lutselk\'e Airport',region:'CA-NT',runways:1,longest:2996,elev:596,country:'CA',continent:'NA',lat:62.4183006286621,lon:-110.681999206543})
+CREATE (a1859:airport {id:'1859',code:'XGR',icao:'CYLU',city:'Kangiqsualujjuaq',desc:'Kangiqsualujjuaq (Georges River) Airport',region:'CA-QC',runways:1,longest:3521,elev:215,country:'CA',continent:'NA',lat:58.7113990783691,lon:-65.9927978515625})
+CREATE (a1860:airport {id:'1860',code:'YMO',icao:'CYMO',city:'Moosonee',desc:'Moosonee Airport',region:'CA-ON',runways:2,longest:4000,elev:30,country:'CA',continent:'NA',lat:51.2910995483398,lon:-80.6078033447266})
+CREATE (a1861:airport {id:'1861',code:'YUD',icao:'CYMU',city:'Umiujaq',desc:'Umiujaq Airport',region:'CA-QC',runways:1,longest:3500,elev:250,country:'CA',continent:'NA',lat:56.5360984802246,lon:-76.5183029174805})
+CREATE (a1862:airport {id:'1862',code:'YNA',icao:'CYNA',city:'Natashquan',desc:'Natashquan Airport',region:'CA-QC',runways:1,longest:4494,elev:39,country:'CA',continent:'NA',lat:50.189998626709,lon:-61.7891998291016})
+CREATE (a1863:airport {id:'1863',code:'YPH',icao:'CYPH',city:'Inukjuak',desc:'Inukjuak Airport',region:'CA-QC',runways:1,longest:3500,elev:83,country:'CA',continent:'NA',lat:58.4719009399414,lon:-78.0768966674805})
+CREATE (a1864:airport {id:'1864',code:'YPN',icao:'CYPN',city:'Port-Menier',desc:'Port Menier Airport',region:'CA-QC',runways:1,longest:4886,elev:167,country:'CA',continent:'NA',lat:49.8363990783691,lon:-64.2885971069336})
+CREATE (a1865:airport {id:'1865',code:'YPX',icao:'CYPX',city:'Puvirnituq',desc:'Puvirnituq Airport',region:'CA-QC',runways:1,longest:5013,elev:74,country:'CA',continent:'NA',lat:60.0505981445312,lon:-77.2869033813477})
+CREATE (a1866:airport {id:'1866',code:'YPY',icao:'CYPY',city:'Fort Chipewyan',desc:'Fort Chipewyan Airport',region:'CA-AB',runways:1,longest:5000,elev:761,country:'CA',continent:'NA',lat:58.7672004699707,lon:-111.116996765137})
+CREATE (a1867:airport {id:'1867',code:'YQD',icao:'CYQD',city:'The Pas',desc:'The Pas Airport',region:'CA-MB',runways:1,longest:5901,elev:887,country:'CA',continent:'NA',lat:53.9714012145996,lon:-101.091003417969})
+CREATE (a1868:airport {id:'1868',code:'YQK',icao:'CYQK',city:'Kenora',desc:'Kenora Airport',region:'CA-ON',runways:1,longest:5800,elev:1332,country:'CA',continent:'NA',lat:49.7882995605469,lon:-94.3630981445312})
+CREATE (a1869:airport {id:'1869',code:'YQX',icao:'CYQX',city:'Gander',desc:'Gander International Airport',region:'CA-NL',runways:3,longest:10200,elev:496,country:'CA',continent:'NA',lat:48.9369010925293,lon:-54.5680999755859})
+CREATE (a1870:airport {id:'1870',code:'YRA',icao:'CYRA',city:'Gamètì',desc:'Rae Lakes Airport',region:'CA-NT',runways:1,longest:3000,elev:723,country:'CA',continent:'NA',lat:64.116096496582,lon:-117.309997558594})
+CREATE (a1871:airport {id:'1871',code:'YRL',icao:'CYRL',city:'Red Lake',desc:'Red Lake Airport',region:'CA-ON',runways:1,longest:5000,elev:1265,country:'CA',continent:'NA',lat:51.0668983459473,lon:-93.793098449707})
+CREATE (a1872:airport {id:'1872',code:'YRT',icao:'CYRT',city:'Rankin Inlet',desc:'Rankin Inlet Airport',region:'CA-NU',runways:1,longest:6000,elev:94,country:'CA',continent:'NA',lat:62.8114013672,lon:-92.1157989502})
+CREATE (a1873:airport {id:'1873',code:'YSK',icao:'CYSK',city:'Sanikiluaq',desc:'Sanikiluaq Airport',region:'CA-NU',runways:1,longest:3800,elev:104,country:'CA',continent:'NA',lat:56.5377998352,lon:-79.2466964722})
+CREATE (a1874:airport {id:'1874',code:'YTE',icao:'CYTE',city:'Cape Dorset',desc:'Cape Dorset Airport',region:'CA-NU',runways:1,longest:4000,elev:164,country:'CA',continent:'NA',lat:64.2300033569,lon:-76.5267028809})
+CREATE (a1875:airport {id:'1875',code:'YTH',icao:'CYTH',city:'Thompson',desc:'Thompson Airport',region:'CA-MB',runways:2,longest:5800,elev:729,country:'CA',continent:'NA',lat:55.8011016845703,lon:-97.8641967773438})
+CREATE (a1876:airport {id:'1876',code:'YTQ',icao:'CYTQ',city:'Tasiujaq',desc:'Tasiujaq Airport',region:'CA-QC',runways:1,longest:3519,elev:122,country:'CA',continent:'NA',lat:58.6678009033203,lon:-69.9558029174805})
+CREATE (a1877:airport {id:'1877',code:'YUX',icao:'CYUX',city:'Hall Beach',desc:'Hall Beach Airport',region:'CA-NU',runways:1,longest:5410,elev:30,country:'CA',continent:'NA',lat:68.7761001587,lon:-81.2425})
+CREATE (a1878:airport {id:'1878',code:'YVB',icao:'CYVB',city:'Bonaventure',desc:'Bonaventure Airport',region:'CA-QC',runways:1,longest:5985,elev:123,country:'CA',continent:'NA',lat:48.0710983276367,lon:-65.4602966308594})
+CREATE (a1879:airport {id:'1879',code:'YVQ',icao:'CYVQ',city:'Norman Wells',desc:'Norman Wells Airport',region:'CA-NT',runways:1,longest:5997,elev:238,country:'CA',continent:'NA',lat:65.2816009521484,lon:-126.797996520996})
+CREATE (a1880:airport {id:'1880',code:'YWJ',icao:'CYWJ',city:'Déline',desc:'Déline Airport',region:'CA-NT',runways:1,longest:3933,elev:703,country:'CA',continent:'NA',lat:65.2110977172852,lon:-123.435997009277})
+CREATE (a1881:airport {id:'1881',code:'YWP',icao:'CYWP',city:'Webequie',desc:'Webequie Airport',region:'CA-ON',runways:1,longest:3500,elev:685,country:'CA',continent:'NA',lat:52.9593933975,lon:-87.3748683929})
+CREATE (a1882:airport {id:'1882',code:'YXL',icao:'CYXL',city:'Sioux Lookout',desc:'Sioux Lookout Airport',region:'CA-ON',runways:2,longest:5300,elev:1258,country:'CA',continent:'NA',lat:50.113899230957,lon:-91.9052963256836})
+CREATE (a1883:airport {id:'1883',code:'YXP',icao:'CYXP',city:'Pangnirtung',desc:'Pangnirtung Airport',region:'CA-NU',runways:1,longest:2920,elev:75,country:'CA',continent:'NA',lat:66.1449966431,lon:-65.7136001587})
+CREATE (a1884:airport {id:'1884',code:'YYH',icao:'CYYH',city:'Taloyoak',desc:'Taloyoak Airport',region:'CA-NU',runways:1,longest:4020,elev:92,country:'CA',continent:'NA',lat:69.5466995239,lon:-93.5766983032})
+CREATE (a1885:airport {id:'1885',code:'YYQ',icao:'CYYQ',city:'Churchill',desc:'Churchill Airport',region:'CA-MB',runways:2,longest:9200,elev:94,country:'CA',continent:'NA',lat:58.739200592041,lon:-94.0650024414062})
+CREATE (a1886:airport {id:'1886',code:'YYR',icao:'CYYR',city:'Goose Bay',desc:'Goose Bay Airport',region:'CA-NL',runways:2,longest:11046,elev:160,country:'CA',continent:'NA',lat:53.3191986084,lon:-60.4258003235})
+CREATE (a1887:airport {id:'1887',code:'YYU',icao:'CYYU',city:'Kapuskasing',desc:'Kapuskasing Airport',region:'CA-ON',runways:2,longest:5500,elev:743,country:'CA',continent:'NA',lat:49.4138984680176,lon:-82.4674987792969})
+CREATE (a1888:airport {id:'1888',code:'ZUM',icao:'CZUM',city:'Churchill Falls',desc:'Churchill Falls Airport',region:'CA-NL',runways:1,longest:5500,elev:1442,country:'CA',continent:'NA',lat:53.5619010925293,lon:-64.1063995361328})
+CREATE (a1889:airport {id:'1889',code:'DJG',icao:'DAAJ',city:'Djanet',desc:'Djanet Inedbirene Airport',region:'DZ-33',runways:2,longest:9843,elev:3176,country:'DZ',continent:'AF',lat:24.2928009033,lon:9.45244026184})
+CREATE (a1890:airport {id:'1890',code:'MZW',icao:'DAAY',city:'Mecheria',desc:'Mecheria Airport',region:'DZ-45',runways:2,longest:11780,elev:3855,country:'DZ',continent:'AF',lat:33.535900116,lon:-0.242353007197})
+CREATE (a1891:airport {id:'1891',code:'TEE',icao:'DABS',city:'Tébessi',desc:'Cheikh Larbi Tébessi Airport',region:'DZ-12',runways:2,longest:9843,elev:2661,country:'DZ',continent:'AF',lat:35.4315986633,lon:8.12071990967})
+CREATE (a1892:airport {id:'1892',code:'HRM',icao:'DAFH',city:'Hassi R\'Mel',desc:'Hassi R\'Mel Airport',region:'DZ-03',runways:2,longest:9835,elev:2540,country:'DZ',continent:'AF',lat:32.9304008483887,lon:3.31153988838196})
+CREATE (a1893:airport {id:'1893',code:'TID',icao:'DAOB',city:'Tiaret',desc:'Bou Chekif Airport',region:'DZ-14',runways:1,longest:9843,elev:3245,country:'DZ',continent:'AF',lat:35.3410987854,lon:1.46315002441})
+CREATE (a1894:airport {id:'1894',code:'CFK',icao:'DAOI',city:'Chlef',desc:'Ech Cheliff Airport',region:'DZ-02',runways:1,longest:5413,elev:463,country:'DZ',continent:'AF',lat:36.2126998901,lon:1.33176994324})
+CREATE (a1895:airport {id:'1895',code:'CBH',icao:'DAOR',city:'Béchar',desc:'Béchar Boudghene Ben Ali Lotfi Airport',region:'DZ-08',runways:2,longest:12245,elev:2661,country:'DZ',continent:'AF',lat:31.6457004547119,lon:-2.26986002922058})
+CREATE (a1896:airport {id:'1896',code:'MUW',icao:'DAOV',city:'Mascara',desc:'Ghriss/Mascara Airport',region:'DZ-29',runways:1,longest:5577,elev:1686,country:'DZ',continent:'AF',lat:35.2076988220215,lon:0.147141993045807})
+CREATE (a1897:airport {id:'1897',code:'EBH',icao:'DAOY',city:'El Bayadh',desc:'El Bayadh Airport',region:'DZ-32',runways:1,longest:9843,elev:4482,country:'DZ',continent:'AF',lat:33.7216666667,lon:1.0925})
+CREATE (a1898:airport {id:'1898',code:'AZR',icao:'DAUA',city:'Adrar',desc:'Touat Cheikh Sidi Mohamed Belkebir Airport',region:'DZ-01',runways:1,longest:9843,elev:919,country:'DZ',continent:'AF',lat:27.8376007080078,lon:-0.186414003372192})
+CREATE (a1899:airport {id:'1899',code:'GHA',icao:'DAUG',city:'Ghardaïa',desc:'Noumérat - Moufdi Zakaria Airport',region:'DZ-47',runways:2,longest:10171,elev:1512,country:'DZ',continent:'AF',lat:32.3841018676758,lon:3.79411005973816})
+CREATE (a1900:airport {id:'1900',code:'INZ',icao:'DAUI',city:'In Salah',desc:'In Salah Airport',region:'DZ-11',runways:1,longest:9843,elev:896,country:'DZ',continent:'AF',lat:27.2509994507,lon:2.51202011108})
+CREATE (a1901:airport {id:'1901',code:'TGR',icao:'DAUK',city:'Touggourt',desc:'Touggourt Sidi Madhi Airport',region:'DZ-30',runways:1,longest:9843,elev:279,country:'DZ',continent:'AF',lat:33.067798614502,lon:6.0886697769165})
+CREATE (a1902:airport {id:'1902',code:'ELU',icao:'DAUO',city:'Guemar',desc:'Guemar Airport',region:'DZ-39',runways:2,longest:9843,elev:203,country:'DZ',continent:'AF',lat:33.5113983154,lon:6.77679014206})
+CREATE (a1903:airport {id:'1903',code:'OGX',icao:'DAUU',city:'Ouargla',desc:'Ain el Beida Airport',region:'DZ-30',runways:2,longest:10171,elev:492,country:'DZ',continent:'AF',lat:31.917200088501,lon:5.41277980804443})
+CREATE (a1904:airport {id:'1904',code:'IAM',icao:'DAUZ',city:'Aménas',desc:'In Aménas Airport',region:'DZ-33',runways:2,longest:9843,elev:1847,country:'DZ',continent:'AF',lat:28.0515003204,lon:9.64291000366})
+CREATE (a1905:airport {id:'1905',code:'BOY',icao:'DFOO',city:'Bobo Dioulasso',desc:'Bobo Dioulasso Airport',region:'BF-HOU',runways:1,longest:10826,elev:1511,country:'BF',continent:'AF',lat:11.1600999832153,lon:-4.33096981048584})
+CREATE (a1906:airport {id:'1906',code:'TML',icao:'DGLE',city:'Tamale',desc:'Tamale Airport',region:'GH-NP',runways:1,longest:7999,elev:553,country:'GH',continent:'AF',lat:9.55718994140625,lon:-0.863214015960693})
+CREATE (a1907:airport {id:'1907',code:'KMS',icao:'DGSI',city:'Kumasi',desc:'Kumasi Airport',region:'GH-AH',runways:1,longest:6502,elev:942,country:'GH',continent:'AF',lat:6.71456003189087,lon:-1.59081995487213})
+CREATE (a1908:airport {id:'1908',code:'NYI',icao:'DGSN',city:'Sunyani',desc:'Sunyani Airport',region:'GH-BA',runways:1,longest:4227,elev:1014,country:'GH',continent:'AF',lat:7.36183023452759,lon:-2.32875990867615})
+CREATE (a1909:airport {id:'1909',code:'TKD',icao:'DGTK',city:'Sekondi-Takoradi',desc:'Takoradi Airport',region:'GH-WP',runways:1,longest:5745,elev:21,country:'GH',continent:'AF',lat:4.8960599899292,lon:-1.77476000785828})
+CREATE (a1910:airport {id:'1910',code:'QUO',icao:'DNAI',city:'Uyo',desc:'Akwa Ibom International Airport',region:'NG-AK',runways:1,longest:11811,elev:170,country:'NG',continent:'AF',lat:4.8725,lon:8.093})
+CREATE (a1911:airport {id:'1911',code:'ABB',icao:'DNAS',city:'Asaba',desc:'Asaba International Airport',region:'NG-DE',runways:1,longest:11155,elev:20,country:'NG',continent:'AF',lat:6.20333333333,lon:6.65888888889})
+CREATE (a1912:airport {id:'1912',code:'BNI',icao:'DNBE',city:'Benin',desc:'Benin Airport',region:'NG-ED',runways:1,longest:7870,elev:258,country:'NG',continent:'AF',lat:6.31697988510132,lon:5.59950017929077})
+CREATE (a1913:airport {id:'1913',code:'CBQ',icao:'DNCA',city:'Calabar',desc:'Margaret Ekpo International Airport',region:'NG-CR',runways:1,longest:8040,elev:210,country:'NG',continent:'AF',lat:4.97601985931396,lon:8.34720039367676})
+CREATE (a1914:airport {id:'1914',code:'ENU',icao:'DNEN',city:'Enegu',desc:'Akanu Ibiam International Airport',region:'NG-EN',runways:1,longest:7879,elev:466,country:'NG',continent:'AF',lat:6.47426986694336,lon:7.56196022033691})
+CREATE (a1915:airport {id:'1915',code:'IBA',icao:'DNIB',city:'Ibadan',desc:'Ibadan Airport',region:'NG-OY',runways:1,longest:7875,elev:725,country:'NG',continent:'AF',lat:7.36246013641357,lon:3.97832989692688})
+CREATE (a1916:airport {id:'1916',code:'ILR',icao:'DNIL',city:'Ilorin',desc:'Ilorin International Airport',region:'NG-KW',runways:1,longest:10169,elev:1126,country:'NG',continent:'AF',lat:8.44021034240723,lon:4.49391984939575})
+CREATE (a1917:airport {id:'1917',code:'QOW',icao:'DNIM',city:'Owerri',desc:'Sam Mbakwe International Airport',region:'NG-IM',runways:1,longest:8858,elev:373,country:'NG',continent:'AF',lat:5.4270601272583,lon:7.20602989196777})
+CREATE (a1918:airport {id:'1918',code:'JOS',icao:'DNJO',city:'Jos',desc:'Yakubu Gowon Airport',region:'NG-PL',runways:1,longest:9845,elev:4232,country:'NG',continent:'AF',lat:9.63982963562012,lon:8.86905002593994})
+CREATE (a1919:airport {id:'1919',code:'KAD',icao:'DNKA',city:'Kaduna',desc:'Kaduna Airport',region:'NG-KD',runways:1,longest:9843,elev:2073,country:'NG',continent:'AF',lat:10.6960000991821,lon:7.32010984420776})
+CREATE (a1920:airport {id:'1920',code:'KAN',icao:'DNKN',city:'Kano',desc:'Mallam Aminu International Airport',region:'NG-KN',runways:2,longest:10831,elev:1562,country:'NG',continent:'AF',lat:12.0475997924805,lon:8.52462005615234})
+CREATE (a1921:airport {id:'1921',code:'PHC',icao:'DNPO',city:'Port Harcourt',desc:'Port Harcourt International Airport',region:'NG-RI',runways:1,longest:9846,elev:87,country:'NG',continent:'AF',lat:5.01549005508423,lon:6.94959020614624})
+CREATE (a1922:airport {id:'1922',code:'SKO',icao:'DNSO',city:'Sokoto',desc:'Sadiq Abubakar III International Airport',region:'NG-SO',runways:1,longest:9844,elev:1010,country:'NG',continent:'AF',lat:12.9162998199463,lon:5.20719003677368})
+CREATE (a1923:airport {id:'1923',code:'YOL',icao:'DNYO',city:'Yola',desc:'Yola Airport',region:'NG-AD',runways:2,longest:9840,elev:599,country:'NG',continent:'AF',lat:9.25755023956299,lon:12.4303998947144})
+CREATE (a1924:airport {id:'1924',code:'MHG',icao:'EDFM',city:'Mannheim',desc:'Mannheim-City Airport',region:'DE-BW',runways:2,longest:3497,elev:308,country:'DE',continent:'EU',lat:49.4730567932129,lon:8.51416683197021})
+CREATE (a1925:airport {id:'1925',code:'XFW',icao:'EDHI',city:'Hamburg',desc:'Hamburg-Finkenwerder Airport',region:'DE-HH',runways:1,longest:8629,elev:23,country:'DE',continent:'EU',lat:53.5352783203125,lon:9.83555603027344})
+CREATE (a1926:airport {id:'1926',code:'AGB',icao:'EDMA',city:'Augsburg',desc:'Augsburg Airport',region:'DE-BY',runways:2,longest:4199,elev:1516,country:'DE',continent:'EU',lat:48.4252777099609,lon:10.9316673278809})
+CREATE (a1927:airport {id:'1927',code:'URE',icao:'EEKE',city:'Kuressaare',desc:'Kuressaare Airport',region:'EE-74',runways:2,longest:4980,elev:14,country:'EE',continent:'EU',lat:58.2299003601074,lon:22.50950050354})
+CREATE (a1928:airport {id:'1928',code:'LPP',icao:'EFLP',city:'Lappeenranta',desc:'Lappeenranta Airport',region:'FI-ES',runways:1,longest:8202,elev:349,country:'FI',continent:'EU',lat:61.0446014404297,lon:28.1443996429443})
+CREATE (a1929:airport {id:'1929',code:'GLO',icao:'EGBJ',city:'Staverton',desc:'Gloucestershire Airport',region:'GB-ENG',runways:3,longest:4656,elev:101,country:'UK',continent:'EU',lat:51.8941993713379,lon:-2.16722011566162})
+CREATE (a1930:airport {id:'1930',code:'EOI',icao:'EGED',city:'Eday',desc:'Eday Airport',region:'GB-SCT',runways:2,longest:1896,elev:10,country:'UK',continent:'EU',lat:59.190601348877,lon:-2.77221989631653})
+CREATE (a1931:airport {id:'1931',code:'NRL',icao:'EGEN',city:'North Ronaldsay',desc:'North Ronaldsay Airport',region:'GB-SCT',runways:3,longest:1729,elev:40,country:'UK',continent:'EU',lat:59.3675003052,lon:-2.43443989754})
+CREATE (a1932:airport {id:'1932',code:'PPW',icao:'EGEP',city:'Papa Westray',desc:'Papa Westray Airport',region:'GB-SCT',runways:3,longest:1729,elev:91,country:'UK',continent:'EU',lat:59.3516998291,lon:-2.90027999878})
+CREATE (a1933:airport {id:'1933',code:'SOY',icao:'EGER',city:'Stronsay',desc:'Stronsay Airport',region:'GB-SCT',runways:3,longest:1689,elev:39,country:'UK',continent:'EU',lat:59.1553001404,lon:-2.64139008522})
+CREATE (a1934:airport {id:'1934',code:'NDY',icao:'EGES',city:'Sanday',desc:'Sanday Airport',region:'GB-SCT',runways:3,longest:1532,elev:68,country:'UK',continent:'EU',lat:59.250301361084,lon:-2.57666993141174})
+CREATE (a1935:airport {id:'1935',code:'WRY',icao:'EGEW',city:'Westray',desc:'Westray Airport',region:'GB-SCT',runways:3,longest:1729,elev:29,country:'UK',continent:'EU',lat:59.3502998352,lon:-2.95000004768})
+CREATE (a1936:airport {id:'1936',code:'ISC',icao:'EGHE',city:'St. Mary\'s',desc:'St. Mary\'s Airport',region:'GB-ENG',runways:3,longest:1968,elev:116,country:'UK',continent:'EU',lat:49.9132995605469,lon:-6.29166984558105})
+CREATE (a1937:airport {id:'1937',code:'ACI',icao:'EGJA',city:'Saint Anne',desc:'Alderney Airport',region:'GG-U-A',runways:3,longest:2887,elev:290,country:'GG',continent:'EU',lat:49.7061004638672,lon:-2.21472001075745})
+CREATE (a1938:airport {id:'1938',code:'CEG',icao:'EGNR',city:'Hawarden',desc:'Hawarden Airport',region:'GB-WLS',runways:1,longest:6702,elev:45,country:'UK',continent:'EU',lat:53.1781005859375,lon:-2.97778010368347})
+CREATE (a1939:airport {id:'1939',code:'VLY',icao:'EGOV',city:'Angelsey',desc:'Anglesey Airport',region:'GB-WLS',runways:3,longest:7513,elev:37,country:'UK',continent:'EU',lat:53.2481002808,lon:-4.53533983231})
+CREATE (a1940:airport {id:'1940',code:'EBJ',icao:'EKEB',city:'Esbjerg',desc:'Esbjerg Airport',region:'DK-83',runways:1,longest:8527,elev:97,country:'DK',continent:'EU',lat:55.5259017944336,lon:8.55340003967285})
+CREATE (a1941:airport {id:'1941',code:'KRP',icao:'EKKA',city:'Karup',desc:'Karup Airport',region:'DK-82',runways:5,longest:9816,elev:170,country:'DK',continent:'EU',lat:56.2975006103516,lon:9.12462997436523})
+CREATE (a1942:airport {id:'1942',code:'RNN',icao:'EKRN',city:'Rønne',desc:'Bornholm Airport',region:'DK-84',runways:1,longest:6568,elev:52,country:'DK',continent:'EU',lat:55.0633010864258,lon:14.7595996856689})
+CREATE (a1943:airport {id:'1943',code:'SGD',icao:'EKSB',city:'Sønderborg',desc:'Sønderborg Airport',region:'DK-83',runways:1,longest:5895,elev:24,country:'DK',continent:'EU',lat:54.9644012451172,lon:9.79172992706299})
+CREATE (a1944:airport {id:'1944',code:'FAE',icao:'EKVG',city:'Vagar',desc:'Vagar Airport',region:'FO-U-A',runways:1,longest:5902,elev:280,country:'FO',continent:'EU',lat:62.0635986328125,lon:-7.27721977233887})
+CREATE (a1945:airport {id:'1945',code:'ANX',icao:'ENAN',city:'Andenes',desc:'Andøya Airport',region:'NO-18',runways:2,longest:8097,elev:43,country:'NO',continent:'EU',lat:69.2925033569336,lon:16.1441993713379})
+CREATE (a1946:airport {id:'1946',code:'HFT',icao:'ENHF',city:'Hammerfest',desc:'Hammerfest Airport',region:'NO-20',runways:1,longest:2894,elev:266,country:'NO',continent:'EU',lat:70.6797027587891,lon:23.6686000823975})
+CREATE (a1947:airport {id:'1947',code:'HAA',icao:'ENHK',city:'Hasvik',desc:'Hasvik Airport',region:'NO-20',runways:1,longest:3179,elev:21,country:'NO',continent:'EU',lat:70.486701965332,lon:22.1396999359131})
+CREATE (a1948:airport {id:'1948',code:'LKN',icao:'ENLK',city:'Leknes',desc:'Leknes Airport',region:'NO-18',runways:1,longest:2881,elev:78,country:'NO',continent:'EU',lat:68.1524963378906,lon:13.6093997955322})
+CREATE (a1949:airport {id:'1949',code:'MJF',icao:'ENMS',city:'Mosjøen',desc:'Mosjøen Airport, Kjærstad',region:'NO-18',runways:1,longest:3015,elev:237,country:'NO',continent:'EU',lat:65.7839965820312,lon:13.2149000167847})
+CREATE (a1950:airport {id:'1950',code:'LKL',icao:'ENNA',city:'Lakselv',desc:'Banak Airport',region:'NO-20',runways:1,longest:9147,elev:25,country:'NO',continent:'EU',lat:70.0688018798828,lon:24.9734992980957})
+CREATE (a1951:airport {id:'1951',code:'NVK',icao:'ENNK',city:'Narvik',desc:'Narvik Framnes Airport',region:'NO-18',runways:1,longest:2982,elev:95,country:'NO',continent:'EU',lat:68.436897277832,lon:17.3866996765137})
+CREATE (a1952:airport {id:'1952',code:'OSY',icao:'ENNM',city:'Namsos',desc:'Namsos Høknesøra Airport',region:'NO-17',runways:1,longest:2749,elev:7,country:'NO',continent:'EU',lat:64.4721984863281,lon:11.5785999298096})
+CREATE (a1953:airport {id:'1953',code:'MQN',icao:'ENRA',city:'Mo i Rana',desc:'Mo i Rana Airport, Røssvoll',region:'NO-18',runways:1,longest:2759,elev:229,country:'NO',continent:'EU',lat:66.363899230957,lon:14.3014001846313})
+CREATE (a1954:airport {id:'1954',code:'RVK',icao:'ENRM',city:'Rørvik',desc:'Rørvik Airport, Ryum',region:'NO-17',runways:1,longest:2887,elev:14,country:'NO',continent:'EU',lat:64.8383026123047,lon:11.1461000442505})
+CREATE (a1955:airport {id:'1955',code:'RET',icao:'ENRS',city:'Røst',desc:'Røst Airport',region:'NO-18',runways:1,longest:2887,elev:7,country:'NO',continent:'EU',lat:67.5278015136719,lon:12.1033000946045})
+CREATE (a1956:airport {id:'1956',code:'SVJ',icao:'ENSH',city:'Svolvær',desc:'Svolvær Helle Airport',region:'NO-18',runways:1,longest:2812,elev:27,country:'NO',continent:'EU',lat:68.2433013916016,lon:14.6691999435425})
+CREATE (a1957:airport {id:'1957',code:'SKN',icao:'ENSK',city:'Hadsel',desc:'Stokmarknes Skagen Airport',region:'NO-18',runways:1,longest:2848,elev:11,country:'NO',continent:'EU',lat:68.5788269042969,lon:15.0334167480469})
+CREATE (a1958:airport {id:'1958',code:'SKE',icao:'ENSN',city:'Geiteryggen',desc:'Skien Airport',region:'NO-08',runways:1,longest:4596,elev:463,country:'NO',continent:'EU',lat:59.185001373291,lon:9.56694030761719})
+CREATE (a1959:airport {id:'1959',code:'SOJ',icao:'ENSR',city:'Sørkjosen',desc:'Sørkjosen Airport',region:'NO-19',runways:1,longest:3015,elev:16,country:'NO',continent:'EU',lat:69.7867965698242,lon:20.959400177002})
+CREATE (a1960:airport {id:'1960',code:'VAW',icao:'ENSS',city:'Vardø',desc:'Vardø Airport, Svartnes',region:'NO-20',runways:1,longest:3707,elev:42,country:'NO',continent:'EU',lat:70.3554000854492,lon:31.044900894165})
+CREATE (a1961:airport {id:'1961',code:'VDS',icao:'ENVD',city:'Vadsø',desc:'Vadsø Airport',region:'NO-20',runways:1,longest:3271,elev:127,country:'NO',continent:'EU',lat:70.065299987793,lon:29.8446998596191})
+CREATE (a1962:airport {id:'1962',code:'THN',icao:'ESGT',city:'Trollhättan',desc:'Trollhättan-Vänersborg Airport',region:'SE-Q',runways:1,longest:5610,elev:137,country:'SE',continent:'EU',lat:58.3180999755859,lon:12.3450002670288})
+CREATE (a1963:airport {id:'1963',code:'AJR',icao:'ESNX',city:'Arvidsjaur',desc:'Arvidsjaur Airport',region:'SE-BD',runways:1,longest:8201,elev:1245,country:'SE',continent:'EU',lat:65.5903015136719,lon:19.2819004058838})
+CREATE (a1964:airport {id:'1964',code:'ORB',icao:'ESOE',city:'Örebro',desc:'Örebro Airport',region:'SE-T',runways:1,longest:8535,elev:188,country:'SE',continent:'EU',lat:59.2237014770508,lon:15.0380001068115})
+CREATE (a1965:airport {id:'1965',code:'TYF',icao:'ESST',city:'Torsby',desc:'Torsby Airport',region:'SE-S',runways:1,longest:5219,elev:393,country:'SE',continent:'EU',lat:60.1576004028,lon:12.9912996292})
+CREATE (a1966:airport {id:'1966',code:'PJA',icao:'ESUP',city:'Pajala',desc:'Pajala Airport',region:'SE-BD',runways:1,longest:4659,elev:542,country:'SE',continent:'EU',lat:67.2455978393555,lon:23.0688991546631})
+CREATE (a1967:airport {id:'1967',code:'HMV',icao:'ESUT',city:'Hemavan',desc:'Hemavan Airport',region:'SE-AC',runways:1,longest:5254,elev:1503,country:'SE',continent:'EU',lat:65.8060989379883,lon:15.082799911499})
+CREATE (a1968:airport {id:'1968',code:'BSG',icao:'FGBT',city:'Bata',desc:'Bata Airport',region:'GQ-LI',runways:2,longest:7001,elev:13,country:'GQ',continent:'AF',lat:1.90547001361847,lon:9.80568027496338})
+CREATE (a1969:airport {id:'1969',code:'RRG',icao:'FIMR',city:'Port Mathurin',desc:'Sir Charles Gaetan Duval Airport',region:'MU-RO',runways:1,longest:4223,elev:95,country:'MU',continent:'AF',lat:-19.7576999664307,lon:63.3610000610352})
+CREATE (a1970:airport {id:'1970',code:'MVR',icao:'FKKL',city:'Maroua',desc:'Salak Airport',region:'CM-EN',runways:1,longest:6890,elev:1390,country:'CM',continent:'AF',lat:10.4513998031616,lon:14.257399559021})
+CREATE (a1971:airport {id:'1971',code:'NGE',icao:'FKKN',city:'N\'Gaoundéré',desc:'N\'Gaoundéré Airport',region:'CM-AD',runways:1,longest:8858,elev:3655,country:'CM',continent:'AF',lat:7.35700988769531,lon:13.5592002868652})
+CREATE (a1972:airport {id:'1972',code:'GOU',icao:'FKKR',city:'Garoua',desc:'Garoua International Airport',region:'CM-NO',runways:1,longest:11032,elev:794,country:'CM',continent:'AF',lat:9.33588981628418,lon:13.3701000213623})
+CREATE (a1973:airport {id:'1973',code:'CIP',icao:'FLCP',city:'Chipata',desc:'Chipata Airport',region:'ZM-03',runways:1,longest:4823,elev:3360,country:'ZM',continent:'AF',lat:-13.5583000183105,lon:32.5872001647949})
+CREATE (a1974:airport {id:'1974',code:'KAA',icao:'FLKS',city:'Kasama',desc:'Kasama Airport',region:'ZM-05',runways:1,longest:6148,elev:4541,country:'ZM',continent:'AF',lat:-10.2166996002197,lon:31.13330078125})
+CREATE (a1975:airport {id:'1975',code:'MNS',icao:'FLMA',city:'Mansa',desc:'Mansa Airport',region:'ZM-04',runways:1,longest:5610,elev:4100,country:'ZM',continent:'AF',lat:-11.1370000839233,lon:28.8726005554199})
+CREATE (a1976:airport {id:'1976',code:'MFU',icao:'FLMF',city:'Mfuwe',desc:'Mfuwe Airport',region:'ZM-03',runways:1,longest:7218,elev:1853,country:'ZM',continent:'AF',lat:-13.2588996887207,lon:31.9365997314453})
+CREATE (a1977:airport {id:'1977',code:'SLI',icao:'FLSW',city:'Solwesi',desc:'Solwesi Airport',region:'ZM-06',runways:1,longest:4400,elev:4547,country:'ZM',continent:'AF',lat:-12.1737003326416,lon:26.3651008605957})
+CREATE (a1978:airport {id:'1978',code:'HAH',icao:'FMCH',city:'Moroni',desc:'Prince Said Ibrahim International Airport',region:'KM-G',runways:1,longest:9514,elev:93,country:'KM',continent:'AF',lat:-11.5336999893188,lon:43.271900177002})
+CREATE (a1979:airport {id:'1979',code:'ZSE',icao:'FMEP',city:'St Pierre',desc:'Pierrefonds Airport',region:'RE-U-A',runways:1,longest:4965,elev:59,country:'RE',continent:'AF',lat:-21.3208999633789,lon:55.4249992370605})
+CREATE (a1980:airport {id:'1980',code:'SMS',icao:'FMMS',city:'Sainte Marie',desc:'Sainte Marie Airport',region:'MG-A',runways:1,longest:3451,elev:7,country:'MG',continent:'AF',lat:-17.093900680542,lon:49.8157997131348})
+CREATE (a1981:airport {id:'1981',code:'TMM',icao:'FMMT',city:'Toamasina',desc:'Toamasina Airport',region:'MG-A',runways:1,longest:7218,elev:22,country:'MG',continent:'AF',lat:-18.1095008850098,lon:49.3925018310547})
+CREATE (a1982:airport {id:'1982',code:'MOQ',icao:'FMMV',city:'Morondava',desc:'Morondava Airport',region:'MG-U',runways:2,longest:4921,elev:30,country:'MG',continent:'AF',lat:-20.2847003936768,lon:44.3176002502441})
+CREATE (a1983:airport {id:'1983',code:'DIE',icao:'FMNA',city:'Antsiranana',desc:'Arrachart Airport',region:'MG-D',runways:1,longest:4921,elev:374,country:'MG',continent:'AF',lat:-12.3493995666504,lon:49.2916984558105})
+CREATE (a1984:airport {id:'1984',code:'ANM',icao:'FMNH',city:'Antalaha',desc:'Antsirabato Airport',region:'MG-D',runways:1,longest:3914,elev:20,country:'MG',continent:'AF',lat:-14.999400138855,lon:50.3202018737793})
+CREATE (a1985:airport {id:'1985',code:'MJN',icao:'FMNM',city:'Mahajanga',desc:'Philibert Tsiranana (Amborovy) Airport',region:'MG-M',runways:1,longest:7218,elev:87,country:'MG',continent:'AF',lat:-15.6668417421,lon:46.3512325287})
+CREATE (a1986:airport {id:'1986',code:'NOS',icao:'FMNN',city:'Nosy Be',desc:'Fascene Airport',region:'MG-D',runways:1,longest:7185,elev:36,country:'MG',continent:'AF',lat:-13.3121004105,lon:48.3148002625})
+CREATE (a1987:airport {id:'1987',code:'WMN',icao:'FMNR',city:'Maroantsetra',desc:'Maroantsetra Airport',region:'MG-A',runways:1,longest:4265,elev:13,country:'MG',continent:'AF',lat:-15.4366998672485,lon:49.6883010864258})
+CREATE (a1988:airport {id:'1988',code:'SVB',icao:'FMNS',city:'Sambava',desc:'Sambava Airport',region:'MG-D',runways:1,longest:4577,elev:20,country:'MG',continent:'AF',lat:-14.2785997390747,lon:50.1747016906738})
+CREATE (a1989:airport {id:'1989',code:'FTU',icao:'FMSD',city:'Tôlanaro',desc:'Tôlanaro Airport',region:'MG-U',runways:1,longest:4916,elev:29,country:'MG',continent:'AF',lat:-25.0380992889404,lon:46.9561004638672})
+CREATE (a1990:airport {id:'1990',code:'TLE',icao:'FMST',city:'Tulear',desc:'Toliara Airport',region:'MG-U',runways:2,longest:6562,elev:29,country:'MG',continent:'AF',lat:-23.3833999633789,lon:43.7285003662109})
+CREATE (a1991:airport {id:'1991',code:'SSY',icao:'FNBC',city:'Mbanza Congo',desc:'Mbanza Congo Airport',region:'AO-ZAI',runways:1,longest:5905,elev:1860,country:'AO',continent:'AF',lat:-6.26989984512329,lon:14.2469997406006})
+CREATE (a1992:airport {id:'1992',code:'CAB',icao:'FNCA',city:'Cabinda',desc:'Cabinda Airport',region:'AO-CAB',runways:1,longest:8202,elev:66,country:'AO',continent:'AF',lat:-5.59699010848999,lon:12.1884002685547})
+CREATE (a1993:airport {id:'1993',code:'CBT',icao:'FNCT',city:'Catumbela',desc:'Catumbela Airport',region:'AO-BGU',runways:1,longest:12139,elev:124,country:'AO',continent:'AF',lat:-12.4792003631592,lon:13.4869003295898})
+CREATE (a1994:airport {id:'1994',code:'VPE',icao:'FNGI',city:'Ngiva',desc:'Ngjiva Pereira Airport',region:'AO-CNN',runways:1,longest:10640,elev:3566,country:'AO',continent:'AF',lat:-17.0435009003,lon:15.6837997437})
+CREATE (a1995:airport {id:'1995',code:'NOV',icao:'FNHU',city:'Huambo',desc:'Nova Lisboa Airport',region:'AO-HUA',runways:2,longest:8727,elev:5587,country:'AO',continent:'AF',lat:-12.8088998794556,lon:15.7604999542236})
+CREATE (a1996:airport {id:'1996',code:'SVP',icao:'FNKU',city:'Kuito',desc:'Kuito Airport',region:'AO-BIE',runways:1,longest:8202,elev:5618,country:'AO',continent:'AF',lat:-12.4046001434326,lon:16.9473991394043})
+CREATE (a1997:airport {id:'1997',code:'MEG',icao:'FNMA',city:'Malanje',desc:'Malanje Airport',region:'AO-MAL',runways:1,longest:7283,elev:3868,country:'AO',continent:'AF',lat:-9.52509021759033,lon:16.3124008178711})
+CREATE (a1998:airport {id:'1998',code:'SPP',icao:'FNME',city:'Menongue',desc:'Menongue Airport',region:'AO-CCU',runways:1,longest:11483,elev:4469,country:'AO',continent:'AF',lat:-14.657600402832,lon:17.7198009490967})
+CREATE (a1999:airport {id:'1999',code:'MSZ',icao:'FNMO',city:'Namibe',desc:'Namibe Airport',region:'AO-NAM',runways:1,longest:8202,elev:210,country:'AO',continent:'AF',lat:-15.2611999511719,lon:12.1468000411987})
+CREATE (a2000:airport {id:'2000',code:'VHC',icao:'FNSA',city:'Saurimo',desc:'Saurimo Airport',region:'AO-LSU',runways:1,longest:11155,elev:3584,country:'AO',continent:'AF',lat:-9.6890697479248,lon:20.4319000244141})
+CREATE (a2001:airport {id:'2001',code:'SZA',icao:'FNSO',city:'Soyo',desc:'Soyo Airport',region:'AO-ZAI',runways:1,longest:6857,elev:15,country:'AO',continent:'AF',lat:-6.14108991622925,lon:12.3718004226685})
+CREATE (a2002:airport {id:'2002',code:'SDD',icao:'FNUB',city:'Lubango',desc:'Lubango Airport',region:'AO-HUI',runways:1,longest:9570,elev:5778,country:'AO',continent:'AF',lat:-14.9246997833252,lon:13.5749998092651})
+CREATE (a2003:airport {id:'2003',code:'LUO',icao:'FNUE',city:'Luena',desc:'Luena Airport',region:'AO-MOX',runways:1,longest:7875,elev:4360,country:'AO',continent:'AF',lat:-11.7680997848511,lon:19.8976993560791})
+CREATE (a2004:airport {id:'2004',code:'POG',icao:'FOOG',city:'Port Gentil',desc:'Port Gentil Airport',region:'GA-8',runways:1,longest:6234,elev:13,country:'GA',continent:'AF',lat:-0.711739003658295,lon:8.75438022613525})
+CREATE (a2005:airport {id:'2005',code:'VPY',icao:'FQCH',city:'Chimoio',desc:'Chimoio Airport',region:'MZ-B',runways:1,longest:7874,elev:2287,country:'MZ',continent:'AF',lat:-19.1513004302979,lon:33.4290008544922})
+CREATE (a2006:airport {id:'2006',code:'VXC',icao:'FQLC',city:'Lichinga',desc:'Lichinga Airport',region:'MZ-A',runways:1,longest:8300,elev:4505,country:'MZ',continent:'AF',lat:-13.2740001678467,lon:35.266300201416})
+CREATE (a2007:airport {id:'2007',code:'UEL',icao:'FQQL',city:'Quelimane',desc:'Quelimane Airport',region:'MZ-Q',runways:2,longest:5905,elev:36,country:'MZ',continent:'AF',lat:-17.8554992675781,lon:36.8690986633301})
+CREATE (a2008:airport {id:'2008',code:'PRI',icao:'FSPP',city:'Praslin Island',desc:'Praslin Airport',region:'SC-14',runways:1,longest:4318,elev:10,country:'SC',continent:'AF',lat:-4.31929016113281,lon:55.6913986206055})
+CREATE (a2009:airport {id:'2009',code:'LUD',icao:'FYLZ',city:'Luderitz',desc:'Luderitz Airport',region:'NA-KA',runways:2,longest:6004,elev:457,country:'NA',continent:'AF',lat:-26.6874008178711,lon:15.2428998947144})
+CREATE (a2010:airport {id:'2010',code:'MDK',icao:'FZEA',city:'Mbandaka',desc:'Mbandaka Airport',region:'CD-EQ',runways:1,longest:7223,elev:1040,country:'CD',continent:'AF',lat:0.0226000007242,lon:18.2887001038})
+CREATE (a2011:airport {id:'2011',code:'BNB',icao:'FZGN',city:'Boende',desc:'Boende Airport',region:'CD-EQ',runways:1,longest:4593,elev:1168,country:'CD',continent:'AF',lat:-0.216999992728233,lon:20.8500003814697})
+CREATE (a2012:airport {id:'2012',code:'FKI',icao:'FZIC',city:'Kisangani',desc:'Bangoka International Airport',region:'CD-OR',runways:1,longest:11483,elev:1417,country:'CD',continent:'AF',lat:0.481638997793,lon:25.3379993439})
+CREATE (a2013:airport {id:'2013',code:'KND',icao:'FZOA',city:'Kindu',desc:'Kindu Airport',region:'CD-MA',runways:1,longest:7218,elev:1630,country:'CD',continent:'AF',lat:-2.91917991638,lon:25.9153995514})
+CREATE (a2014:airport {id:'2014',code:'KGA',icao:'FZUA',city:'Kananga',desc:'Kananga Airport',region:'CD-KW',runways:1,longest:7218,elev:2139,country:'CD',continent:'AF',lat:-5.90005016327,lon:22.4692001343})
+CREATE (a2015:airport {id:'2015',code:'TSH',icao:'FZUK',city:'Tshikapa',desc:'Tshikapa Airport',region:'CD-KW',runways:1,longest:5249,elev:1595,country:'CD',continent:'AF',lat:-6.43833017349243,lon:20.7947006225586})
+CREATE (a2016:airport {id:'2016',code:'MJM',icao:'FZWA',city:'Mbuji Mayi',desc:'Mbuji Mayi Airport',region:'CD-KE',runways:1,longest:6558,elev:2221,country:'CD',continent:'AF',lat:-6.12124013901,lon:23.5690002441})
+CREATE (a2017:airport {id:'2017',code:'GMZ',icao:'GCGM',city:'Alajero, La Gomera Island',desc:'La Gomera Airport',region:'ES-CN',runways:1,longest:4921,elev:716,country:'ES',continent:'EU',lat:28.0296001434326,lon:-17.214599609375})
+CREATE (a2018:airport {id:'2018',code:'VDE',icao:'GCHI',city:'El Hierro Island',desc:'Hierro Airport',region:'ES-CN',runways:1,longest:4101,elev:103,country:'ES',continent:'EU',lat:27.8148002624512,lon:-17.8871002197266})
+CREATE (a2019:airport {id:'2019',code:'OXB',icao:'GGOV',city:'Bissau',desc:'Osvaldo Vieira International Airport',region:'GW-BS',runways:1,longest:10499,elev:129,country:'GW',continent:'AF',lat:11.8948001861572,lon:-15.6536998748779})
+CREATE (a2020:airport {id:'2020',code:'MLW',icao:'GLMR',city:'Monrovia',desc:'Spriggs Payne Airport',region:'LR-MO',runways:1,longest:6000,elev:25,country:'LR',continent:'AF',lat:6.28906011581421,lon:-10.7587003707886})
+CREATE (a2021:airport {id:'2021',code:'VIL',icao:'GMMH',city:'Dakhla',desc:'Dakhla Airport',region:'EH-U-A',runways:1,longest:9842,elev:36,country:'EH',continent:'AF',lat:23.7182998657227,lon:-15.9320001602173})
+CREATE (a2022:airport {id:'2022',code:'EUN',icao:'GMML',city:'El Aaiún',desc:'Hassan I Airport',region:'EH-U-A',runways:2,longest:8861,elev:207,country:'EH',continent:'AF',lat:27.1516990661621,lon:-13.2192001342773})
+CREATE (a2023:airport {id:'2023',code:'TTU',icao:'GMTN',city:'Tetuan',desc:'Saniat Rmel Airport',region:'MA-TET',runways:1,longest:7546,elev:10,country:'MA',continent:'AF',lat:35.5942993164062,lon:-5.32002019882202})
+CREATE (a2024:airport {id:'2024',code:'GNU',icao:'none',city:'Goodnews',desc:'Goodnews Airport',region:'US-AK',runways:1,longest:3300,elev:18,country:'US',continent:'NA',lat:59.117401123,lon:-161.57699585})
+CREATE (a2025:airport {id:'2025',code:'ZIG',icao:'GOGG',city:'Ziguinchor',desc:'Ziguinchor Airport',region:'SN-ZG',runways:1,longest:5069,elev:75,country:'SN',continent:'AF',lat:12.5556001663208,lon:-16.2817993164062})
+CREATE (a2026:airport {id:'2026',code:'NDB',icao:'GQPP',city:'Nouadhibou',desc:'Nouadhibou International Airport',region:'MR-08',runways:1,longest:7961,elev:24,country:'MR',continent:'AF',lat:20.9330997467041,lon:-17.0300006866455})
+CREATE (a2027:airport {id:'2027',code:'OUZ',icao:'GQPZ',city:'Zouérate',desc:'Tazadit Airport',region:'MR-11',runways:1,longest:7874,elev:1129,country:'MR',continent:'AF',lat:22.7563991546631,lon:-12.4835996627808})
+CREATE (a2028:airport {id:'2028',code:'MMO',icao:'GVMA',city:'Vila do Maio',desc:'Maio Airport',region:'CV-S',runways:2,longest:3924,elev:36,country:'CV',continent:'AF',lat:15.1559000015259,lon:-23.2136993408203})
+CREATE (a2029:airport {id:'2029',code:'SFL',icao:'GVSF',city:'São Filipe',desc:'São Filipe Airport',region:'CV-S',runways:1,longest:3937,elev:617,country:'CV',continent:'AF',lat:14.8850002289,lon:-24.4799995422})
+CREATE (a2030:airport {id:'2030',code:'SNE',icao:'GVSN',city:'Preguiça',desc:'Preguiça Airport',region:'CV-B',runways:1,longest:4593,elev:669,country:'CV',continent:'AF',lat:16.588399887085,lon:-24.2847003936768})
+CREATE (a2031:airport {id:'2031',code:'AMH',icao:'HAAM',city:'Arba Minch',desc:'Arba Minch Airport',region:'ET-SN',runways:1,longest:9170,elev:3901,country:'ET',continent:'AF',lat:6.03939008712769,lon:37.5904998779297})
+CREATE (a2032:airport {id:'2032',code:'AXU',icao:'HAAX',city:'Axum',desc:'Axum Airport',region:'ET-TI',runways:1,longest:7874,elev:6959,country:'ET',continent:'AF',lat:14.1468000411987,lon:38.7728004455566})
+CREATE (a2033:airport {id:'2033',code:'BJR',icao:'HABD',city:'Bahir Dar',desc:'Bahir Dar Airport',region:'ET-AM',runways:1,longest:9842,elev:5978,country:'ET',continent:'AF',lat:11.608099937439,lon:37.3216018676758})
+CREATE (a2034:airport {id:'2034',code:'DIR',icao:'HADR',city:'Dire Dawa',desc:'Aba Tenna Dejazmach Yilma International Airport',region:'ET-DD',runways:1,longest:8791,elev:3827,country:'ET',continent:'AF',lat:9.62469959259033,lon:41.8541984558105})
+CREATE (a2035:airport {id:'2035',code:'GMB',icao:'HAGM',city:'Gambela',desc:'Gambella Airport',region:'ET-GA',runways:1,longest:8248,elev:1614,country:'ET',continent:'AF',lat:8.12876033782959,lon:34.5630989074707})
+CREATE (a2036:airport {id:'2036',code:'GDQ',icao:'HAGN',city:'Gondar',desc:'Gonder Airport',region:'ET-AM',runways:1,longest:9072,elev:6449,country:'ET',continent:'AF',lat:12.5199003219604,lon:37.4339981079102})
+CREATE (a2037:airport {id:'2037',code:'JIJ',icao:'HAJJ',city:'Jijiga',desc:'Wilwal International Airport',region:'ET-SO',runways:1,longest:8060,elev:5954,country:'ET',continent:'AF',lat:9.3325,lon:42.9121})
+CREATE (a2038:airport {id:'2038',code:'JIM',icao:'HAJM',city:'Jimma',desc:'Jimma Airport',region:'ET-OR',runways:1,longest:6562,elev:5500,country:'ET',continent:'AF',lat:7.66609001159668,lon:36.8166007995605})
+CREATE (a2039:airport {id:'2039',code:'MQX',icao:'HAMK',city:'Makale',desc:'Alula Aba Nega Airport',region:'ET-TI',runways:1,longest:11825,elev:7396,country:'ET',continent:'AF',lat:13.467399597168,lon:39.5335006713867})
+CREATE (a2040:airport {id:'2040',code:'ASO',icao:'HASO',city:'Asosa',desc:'Asosa Airport',region:'ET-BE',runways:1,longest:6398,elev:5100,country:'ET',continent:'AF',lat:10.018500328064,lon:34.5862998962402})
+CREATE (a2041:airport {id:'2041',code:'BSA',icao:'HCMF',city:'Bosaso',desc:'Bosaso Airport',region:'SO-BR',runways:1,longest:5873,elev:3,country:'SO',continent:'AF',lat:11.2753000259399,lon:49.1493988037109})
+CREATE (a2042:airport {id:'2042',code:'MGQ',icao:'HCMM',city:'Mogadishu',desc:'Aden Adde International Airport',region:'SO-BN',runways:1,longest:10335,elev:29,country:'SO',continent:'AF',lat:2.01444005966187,lon:45.3046989440918})
+CREATE (a2043:airport {id:'2043',code:'GLK',icao:'HCMR',city:'Galkayo',desc:'Galcaio Airport',region:'SO-MU',runways:1,longest:9843,elev:975,country:'SO',continent:'AF',lat:6.78082990646,lon:47.45470047})
+CREATE (a2044:airport {id:'2044',code:'ATZ',icao:'HEAT',city:'Assiut',desc:'Assiut International Airport',region:'EG-WAD',runways:1,longest:9905,elev:772,country:'EG',continent:'AF',lat:27.0464992523,lon:31.0119991302})
+CREATE (a2045:airport {id:'2045',code:'HMB',icao:'HEMK',city:'Sohag',desc:'Sohag International Airport',region:'EG-SHG',runways:1,longest:9843,elev:859,country:'EG',continent:'AF',lat:26.3427777778,lon:31.7427777778})
+CREATE (a2046:airport {id:'2046',code:'ASW',icao:'HESN',city:'Aswan',desc:'Aswan International Airport',region:'EG-ASN',runways:1,longest:11161,elev:662,country:'EG',continent:'AF',lat:23.9643993378,lon:32.8199996948})
+CREATE (a2047:airport {id:'2047',code:'ASM',icao:'HHAS',city:'Asmara',desc:'Asmara International Airport',region:'ER-SK',runways:2,longest:9842,elev:7661,country:'ER',continent:'AF',lat:15.2918996810913,lon:38.910701751709})
+CREATE (a2048:airport {id:'2048',code:'HKB',icao:'PAHV',city:'Healy',desc:'Healy River Airport',region:'US-AK',runways:1,longest:2910,elev:1180,country:'US',continent:'NA',lat:63.9958,lon:-144.6926})
+CREATE (a2049:airport {id:'2049',code:'EDL',icao:'HKEL',city:'Eldoret',desc:'Eldoret International Airport',region:'KE-700',runways:1,longest:11480,elev:6941,country:'KE',continent:'AF',lat:0.404457986354828,lon:35.238899230957})
+CREATE (a2050:airport {id:'2050',code:'KIS',icao:'HKKI',city:'Kisumu',desc:'Kisumu Airport',region:'KE-600',runways:1,longest:6511,elev:3734,country:'KE',continent:'AF',lat:-0.0861390009522438,lon:34.7289009094238})
+CREATE (a2051:airport {id:'2051',code:'LOK',icao:'HKLO',city:'Lodwar',desc:'Lodwar Airport',region:'KE-700',runways:3,longest:3281,elev:1715,country:'KE',continent:'AF',lat:3.1219699382782,lon:35.608699798584})
+CREATE (a2052:airport {id:'2052',code:'MYD',icao:'HKML',city:'Malindi',desc:'Malindi Airport',region:'KE-300',runways:2,longest:4600,elev:80,country:'KE',continent:'AF',lat:-3.22931003570557,lon:40.1016998291016})
+CREATE (a2053:airport {id:'2053',code:'WIL',icao:'HKNW',city:'Nairobi',desc:'Nairobi Wilson Airport',region:'KE-110',runways:2,longest:5052,elev:5536,country:'KE',continent:'AF',lat:-1.32172000408173,lon:36.8148002624512})
+CREATE (a2054:airport {id:'2054',code:'WJR',icao:'HKWJ',city:'Wajir',desc:'Wajir Airport',region:'KE-500',runways:1,longest:9193,elev:770,country:'KE',continent:'AF',lat:1.73324000835419,lon:40.0915985107422})
+CREATE (a2055:airport {id:'2055',code:'GHT',icao:'HLGT',city:'Ghat',desc:'Ghat Airport',region:'LY-GT',runways:2,longest:11811,elev:2296,country:'LY',continent:'AF',lat:25.1455993652,lon:10.1426000595})
+CREATE (a2056:airport {id:'2056',code:'AKF',icao:'HLKF',city:'Kufra',desc:'Kufra Airport',region:'LY-KF',runways:2,longest:12007,elev:1367,country:'LY',continent:'AF',lat:24.1786994934082,lon:23.3139991760254})
+CREATE (a2057:airport {id:'2057',code:'LTD',icao:'HLTD',city:'Ghadames',desc:'Ghadames East Airport',region:'LY-NL',runways:2,longest:11811,elev:1122,country:'LY',continent:'AF',lat:30.1516990661621,lon:9.71531009674072})
+CREATE (a2058:airport {id:'2058',code:'KME',icao:'HRZA',city:'Kamembe',desc:'Kamembe Airport',region:'RW-04',runways:1,longest:4921,elev:5192,country:'RW',continent:'AF',lat:-2.46223998069763,lon:28.9078998565674})
+CREATE (a2059:airport {id:'2059',code:'ELF',icao:'HSFS',city:'El Fasher',desc:'El Fasher Airport',region:'SD-02',runways:2,longest:9744,elev:2393,country:'SD',continent:'AF',lat:13.6148996353149,lon:25.3246002197266})
+CREATE (a2060:airport {id:'2060',code:'EGN',icao:'HSGN',city:'Geneina',desc:'Geneina Airport',region:'SD-12',runways:2,longest:6194,elev:2650,country:'SD',continent:'AF',lat:13.4816999435425,lon:22.4671993255615})
+CREATE (a2061:airport {id:'2061',code:'UYL',icao:'HSNN',city:'Nyala',desc:'Nyala Airport',region:'SD-11',runways:1,longest:9880,elev:2106,country:'SD',continent:'AF',lat:12.0535001754761,lon:24.9561996459961})
+CREATE (a2062:airport {id:'2062',code:'ARK',icao:'HTAR',city:'Arusha',desc:'Arusha Airport',region:'TZ-01',runways:1,longest:5377,elev:4550,country:'TZ',continent:'AF',lat:-3.36778998374939,lon:36.63330078125})
+CREATE (a2063:airport {id:'2063',code:'MBI',icao:'HTMB',city:'Mbeya',desc:'Mbeya Airport',region:'TZ-14',runways:1,longest:4921,elev:5600,country:'TZ',continent:'AF',lat:-8.91699981689453,lon:33.4669990539551})
+CREATE (a2064:airport {id:'2064',code:'MYW',icao:'HTMT',city:'Mtwara',desc:'Mtwara Airport',region:'TZ-17',runways:2,longest:7410,elev:371,country:'TZ',continent:'AF',lat:-10.3390998840332,lon:40.1818008422852})
+CREATE (a2065:airport {id:'2065',code:'MWZ',icao:'HTMW',city:'Mwanza',desc:'Mwanza Airport',region:'TZ-18',runways:1,longest:10212,elev:3763,country:'TZ',continent:'AF',lat:-2.4444899559021,lon:32.9327011108398})
+CREATE (a2066:airport {id:'2066',code:'RUA',icao:'HUAR',city:'Arua',desc:'Arua Airport',region:'UG-303',runways:1,longest:5600,elev:3951,country:'UG',continent:'AF',lat:3.04999995231628,lon:30.9169998168945})
+CREATE (a2067:airport {id:'2067',code:'KSE',icao:'HUKS',city:'Kasese',desc:'Kasese Airport',region:'UG-406',runways:1,longest:5151,elev:3146,country:'UG',continent:'AF',lat:0.18299999833107,lon:30.1000003814697})
+CREATE (a2068:airport {id:'2068',code:'PAF',icao:'HUPA',city:'Pakuba',desc:'Pakuba Airport',region:'UG-U-A',runways:1,longest:5528,elev:2365,country:'UG',continent:'AF',lat:2.202222,lon:31.554444})
+CREATE (a2069:airport {id:'2069',code:'PUM',icao:'WAWP',city:'Kolaka/Pomala Tambea-Celebes Island',desc:'Pomala Airport',region:'ID-SG',runways:1,longest:3177,elev:88,country:'ID',continent:'AS',lat:-4.18108987808228,lon:121.61799621582})
+CREATE (a2070:airport {id:'2070',code:'JGD',icao:'ZYJD',city:'Jiagedaqi',desc:'Jiagedaqi Airport',region:'CN-23',runways:1,longest:7546,elev:1205,country:'CN',continent:'AS',lat:50.375,lon:124.116666667})
+CREATE (a2071:airport {id:'2071',code:'JIC',icao:'ZLJC',city:'Jinchang',desc:'Jinchuan Airport',region:'CN-62',runways:1,longest:9843,elev:4740,country:'CN',continent:'AS',lat:38.5422222222,lon:102.348333333})
+CREATE (a2072:airport {id:'2072',code:'JUH',icao:'ZSJH',city:'Chizhou',desc:'Jiuhuashan Airport',region:'CN-34',runways:1,longest:7874,elev:60,country:'CN',continent:'AS',lat:30.7403,lon:117.6856})
+CREATE (a2073:airport {id:'2073',code:'BLV',icao:'KBLV',city:'Belleville',desc:'Scott AFB/Midamerica Airport',region:'US-IL',runways:2,longest:10000,elev:459,country:'US',continent:'NA',lat:38.54520035,lon:-89.83519745})
+CREATE (a2074:airport {id:'2074',code:'CGI',icao:'KCGI',city:'Cape Girardeau',desc:'Cape Girardeau Regional Airport',region:'US-MO',runways:2,longest:6499,elev:342,country:'US',continent:'NA',lat:37.2252998352051,lon:-89.57080078125})
+CREATE (a2075:airport {id:'2075',code:'CKB',icao:'KCKB',city:'Clarksburg',desc:'North Central West Virginia Airport',region:'US-WV',runways:1,longest:7000,elev:1217,country:'US',continent:'NA',lat:39.2966003418,lon:-80.2281036377})
+CREATE (a2076:airport {id:'2076',code:'CNM',icao:'KCNM',city:'Carlsbad',desc:'Cavern City Air Terminal',region:'US-NM',runways:4,longest:7854,elev:3295,country:'US',continent:'NA',lat:32.3375015258789,lon:-104.263000488281})
+CREATE (a2077:airport {id:'2077',code:'ELD',icao:'KELD',city:'El Dorado',desc:'South Arkansas Regional At Goodwin Field',region:'US-AR',runways:3,longest:6600,elev:277,country:'US',continent:'NA',lat:33.2210006713867,lon:-92.8133010864258})
+CREATE (a2078:airport {id:'2078',code:'EWB',icao:'KEWB',city:'New Bedford',desc:'New Bedford Regional Airport',region:'US-MA',runways:2,longest:5000,elev:80,country:'US',continent:'NA',lat:41.6761016845703,lon:-70.956901550293})
+CREATE (a2079:airport {id:'2079',code:'GCN',icao:'KGCN',city:'Grand Canyon',desc:'Grand Canyon National Park Airport',region:'US-AZ',runways:1,longest:8999,elev:6609,country:'US',continent:'NA',lat:35.9524002075195,lon:-112.147003173828})
+CREATE (a2080:airport {id:'2080',code:'GDV',icao:'KGDV',city:'Glendive',desc:'Dawson Community Airport',region:'US-MT',runways:2,longest:5704,elev:2458,country:'US',continent:'NA',lat:47.13869858,lon:-104.8069992})
+CREATE (a2081:airport {id:'2081',code:'GGW',icao:'KGGW',city:'Glasgow',desc:'Wokal Field Glasgow International Airport',region:'US-MT',runways:2,longest:5001,elev:2296,country:'US',continent:'NA',lat:48.2125015258789,lon:-106.61499786377})
+CREATE (a2082:airport {id:'2082',code:'GLH',icao:'KGLH',city:'Greenville',desc:'Mid Delta Regional Airport',region:'US-MS',runways:2,longest:8001,elev:131,country:'US',continent:'NA',lat:33.4828987121582,lon:-90.9856033325195})
+CREATE (a2083:airport {id:'2083',code:'HON',icao:'KHON',city:'Huron',desc:'Huron Regional Airport',region:'US-SD',runways:2,longest:7201,elev:1289,country:'US',continent:'NA',lat:44.3852005004883,lon:-98.2285003662109})
+CREATE (a2084:airport {id:'2084',code:'HOT',icao:'KHOT',city:'Hot Springs',desc:'Memorial Field',region:'US-AR',runways:2,longest:6595,elev:540,country:'US',continent:'NA',lat:34.4780006408691,lon:-93.0961990356445})
+CREATE (a2085:airport {id:'2085',code:'HTS',icao:'KHTS',city:'Huntington',desc:'Tri-State/Milton J. Ferguson Field',region:'US-WV',runways:2,longest:6509,elev:828,country:'US',continent:'NA',lat:38.36669922,lon:-82.55799866})
+CREATE (a2086:airport {id:'2086',code:'HVR',icao:'KHVR',city:'Havre',desc:'Havre City County Airport',region:'US-MT',runways:2,longest:5205,elev:2591,country:'US',continent:'NA',lat:48.54299927,lon:-109.762001})
+CREATE (a2087:airport {id:'2087',code:'IRK',icao:'KIRK',city:'Kirksville',desc:'Kirksville Regional Airport',region:'US-MO',runways:2,longest:6005,elev:966,country:'US',continent:'NA',lat:40.0934982299805,lon:-92.5448989868164})
+CREATE (a2088:airport {id:'2088',code:'JBR',icao:'KJBR',city:'Jonesboro',desc:'Jonesboro Municipal Airport',region:'US-AR',runways:2,longest:6200,elev:262,country:'US',continent:'NA',lat:35.8316993713379,lon:-90.6464004516602})
+CREATE (a2089:airport {id:'2089',code:'LAM',icao:'KLAM',city:'Los Alamos',desc:'Los Alamos Airport',region:'US-NM',runways:1,longest:5550,elev:7171,country:'US',continent:'NA',lat:35.8797988892,lon:-106.268997192})
+CREATE (a2090:airport {id:'2090',code:'LCK',icao:'KLCK',city:'Columbus',desc:'Rickenbacker International Airport',region:'US-OH',runways:3,longest:12102,elev:744,country:'US',continent:'NA',lat:39.8138008118,lon:-82.9278030396})
+CREATE (a2091:airport {id:'2091',code:'LUK',icao:'KLUK',city:'Cincinnati',desc:'Cincinnati Municipal Airport Lunken Field',region:'US-OH',runways:3,longest:6101,elev:483,country:'US',continent:'NA',lat:39.10329819,lon:-84.41860199})
+CREATE (a2092:airport {id:'2092',code:'LYH',icao:'KLYH',city:'Lynchburg',desc:'Lynchburg Regional Preston Glenn Field',region:'US-VA',runways:2,longest:5799,elev:938,country:'US',continent:'NA',lat:37.3266983032227,lon:-79.2004013061523})
+CREATE (a2093:airport {id:'2093',code:'MBL',icao:'KMBL',city:'Manistee',desc:'Manistee Co Blacker Airport',region:'US-MI',runways:2,longest:5502,elev:621,country:'US',continent:'NA',lat:44.2723999,lon:-86.24690247})
+CREATE (a2094:airport {id:'2094',code:'MMU',icao:'KMMU',city:'Morristown',desc:'Morristown Municipal Airport',region:'US-NJ',runways:2,longest:5999,elev:187,country:'US',continent:'NA',lat:40.7994003295898,lon:-74.4149017333984})
+CREATE (a2095:airport {id:'2095',code:'MSS',icao:'KMSS',city:'Massena',desc:'Massena International Richards Field',region:'US-NY',runways:2,longest:4998,elev:215,country:'US',continent:'NA',lat:44.9357986450195,lon:-74.8455963134766})
+CREATE (a2096:airport {id:'2096',code:'MWA',icao:'KMWA',city:'Marion',desc:'Williamson County Regional Airport',region:'US-IL',runways:2,longest:8012,elev:472,country:'US',continent:'NA',lat:37.75500107,lon:-89.01110077})
+CREATE (a2097:airport {id:'2097',code:'OGS',icao:'KOGS',city:'Ogdensburg',desc:'Ogdensburg International Airport',region:'US-NY',runways:1,longest:5200,elev:297,country:'US',continent:'NA',lat:44.6819000244,lon:-75.4654998779})
+CREATE (a2098:airport {id:'2098',code:'OLF',icao:'KOLF',city:'Wolf Point',desc:'L M Clayton Airport',region:'US-MT',runways:1,longest:5089,elev:1986,country:'US',continent:'NA',lat:48.0945014954,lon:-105.574996948})
+CREATE (a2099:airport {id:'2099',code:'OWB',icao:'KOWB',city:'Owensboro',desc:'Owensboro Daviess County Airport',region:'US-KY',runways:2,longest:6494,elev:407,country:'US',continent:'NA',lat:37.74010086,lon:-87.16680145})
+CREATE (a2100:airport {id:'2100',code:'PDT',icao:'KPDT',city:'Pendleton',desc:'Eastern Oregon Regional At Pendleton Airport',region:'US-OR',runways:3,longest:6300,elev:1497,country:'US',continent:'NA',lat:45.695098877,lon:-118.841003418})
+CREATE (a2101:airport {id:'2101',code:'PGV',icao:'KPGV',city:'Greenville',desc:'Pitt Greenville Airport',region:'US-NC',runways:3,longest:6500,elev:26,country:'US',continent:'NA',lat:35.6352005,lon:-77.38529968})
+CREATE (a2102:airport {id:'2102',code:'PSM',icao:'KPSM',city:'Portsmouth',desc:'Portsmouth International at Pease Airport',region:'US-NH',runways:1,longest:11321,elev:100,country:'US',continent:'NA',lat:43.0778999329,lon:-70.8233032227})
+CREATE (a2103:airport {id:'2103',code:'SDY',icao:'KSDY',city:'Sidney',desc:'Sidney Richland Municipal Airport',region:'US-MT',runways:2,longest:5705,elev:1985,country:'US',continent:'NA',lat:47.70690155,lon:-104.1930008})
+CREATE (a2104:airport {id:'2104',code:'TBN',icao:'KTBN',city:'Fort Leonard Wood',desc:'Waynesville-St. Robert Regional Forney field',region:'US-MO',runways:1,longest:6038,elev:1159,country:'US',continent:'NA',lat:37.74160004,lon:-92.14070129})
+CREATE (a2105:airport {id:'2105',code:'TEB',icao:'KTEB',city:'Teterboro',desc:'Teterboro Airport',region:'US-NJ',runways:2,longest:7000,elev:9,country:'US',continent:'NA',lat:40.8501014709,lon:-74.060798645})
+CREATE (a2106:airport {id:'2106',code:'TVF',icao:'KTVF',city:'Thief River Falls',desc:'Thief River Falls Regional Airport',region:'US-MN',runways:2,longest:6503,elev:1119,country:'US',continent:'NA',lat:48.06570053,lon:-96.18499756})
+CREATE (a2107:airport {id:'2107',code:'UIN',icao:'KUIN',city:'Quincy',desc:'Quincy Regional Baldwin Field',region:'US-IL',runways:3,longest:7098,elev:768,country:'US',continent:'NA',lat:39.94269943,lon:-91.19460297})
+CREATE (a2108:airport {id:'2108',code:'WRL',icao:'KWRL',city:'Worland',desc:'Worland Municipal Airport',region:'US-WY',runways:3,longest:7005,elev:4227,country:'US',continent:'NA',lat:43.9656982421875,lon:-107.950996398926})
+CREATE (a2109:airport {id:'2109',code:'YNG',icao:'KYNG',city:'Youngstown/Warren',desc:'Youngstown Warren Regional Airport',region:'US-OH',runways:3,longest:9003,elev:1192,country:'US',continent:'NA',lat:41.26070023,lon:-80.67910004})
+CREATE (a2110:airport {id:'2110',code:'DZN',icao:'UAKD',city:'Dzhezkazgan',desc:'Dzhezkazgan Airport',region:'KZ-KAR',runways:1,longest:8530,elev:1134,country:'KZ',continent:'AS',lat:47.7708015441895,lon:67.6734008789062})
+CREATE (a2111:airport {id:'2111',code:'ECN',icao:'LCEN',city:'Nicosia',desc:'Ercan International Airport',region:'CY-02',runways:1,longest:9039,elev:404,country:'CY',continent:'AS',lat:35.1547012329102,lon:33.4961013793945})
+CREATE (a2112:airport {id:'2112',code:'BWK',icao:'LDSB',city:'Brač Island',desc:'Bol Airport',region:'HR-17',runways:1,longest:4724,elev:1776,country:'HR',continent:'EU',lat:43.285701751709,lon:16.6797008514404})
+CREATE (a2113:airport {id:'2113',code:'EBU',icao:'LFMH',city:'Saint-Étienne/Bouthéon',desc:'Saint-Étienne-Bouthéon Airport',region:'FR-V',runways:1,longest:7546,elev:1325,country:'FR',continent:'EU',lat:45.540599822998,lon:4.29639005661011})
+CREATE (a2114:airport {id:'2114',code:'AVN',icao:'LFMV',city:'Avignon/Caumont',desc:'Avignon-Caumont Airport',region:'FR-U',runways:1,longest:6168,elev:124,country:'FR',continent:'EU',lat:43.907299041748,lon:4.90183019638062})
+CREATE (a2115:airport {id:'2115',code:'LEH',icao:'LFOH',city:'Le Havre/Octeville',desc:'Le Havre Octeville Airport',region:'FR-Q',runways:1,longest:7546,elev:313,country:'FR',continent:'EU',lat:49.5339012145996,lon:0.0880559980869293})
+CREATE (a2116:airport {id:'2116',code:'XCR',icao:'LFOK',city:'Châlons/Vatry',desc:'Châlons-Vatry Air Base',region:'FR-G',runways:1,longest:12664,elev:587,country:'FR',continent:'EU',lat:48.7761001586914,lon:4.18449020385742})
+CREATE (a2117:airport {id:'2117',code:'DIJ',icao:'LFSD',city:'Dijon/Longvic',desc:'Dijon-Bourgogne Airport',region:'FR-D',runways:2,longest:7874,elev:726,country:'FR',continent:'EU',lat:47.268901825,lon:5.09000015259})
+CREATE (a2118:airport {id:'2118',code:'KSJ',icao:'LGKS',city:'Kasos Island',desc:'Kasos Airport',region:'GR-81',runways:1,longest:3221,elev:35,country:'GR',continent:'EU',lat:35.4213981628,lon:26.9099998474})
+CREATE (a2119:airport {id:'2119',code:'DEB',icao:'LHDC',city:'Debrecen',desc:'Debrecen International Airport',region:'HU-HB',runways:2,longest:8196,elev:359,country:'HU',continent:'EU',lat:47.488899230957,lon:21.6152992248535})
+CREATE (a2120:airport {id:'2120',code:'CUF',icao:'LIMZ',city:'Cuneo',desc:'Cuneo International Airport',region:'IT-21',runways:1,longest:6903,elev:1267,country:'IT',continent:'EU',lat:44.547000885,lon:7.62321996689})
+CREATE (a2121:airport {id:'2121',code:'RMI',icao:'LIPR',city:'Rimini',desc:'Federico Fellini International Airport',region:'IT-45',runways:1,longest:9828,elev:40,country:'IT',continent:'EU',lat:44.0203018188,lon:12.611700058})
+CREATE (a2122:airport {id:'2122',code:'KLV',icao:'LKKV',city:'Karlovy Vary',desc:'Karlovy Vary International Airport',region:'CZ-KA',runways:1,longest:7054,elev:1989,country:'CZ',continent:'EU',lat:50.2029991149902,lon:12.914999961853})
+CREATE (a2123:airport {id:'2123',code:'PED',icao:'LKPD',city:'Pardubice',desc:'Pardubice Airport',region:'CZ-PA',runways:1,longest:8203,elev:741,country:'CZ',continent:'EU',lat:50.0134010314941,lon:15.7385997772217})
+CREATE (a2124:airport {id:'2124',code:'ETH',icao:'LLET',city:'Eilat',desc:'Eilat Airport',region:'IL-D',runways:1,longest:6234,elev:42,country:'IL',continent:'AS',lat:29.56130027771,lon:34.9600982666016})
+CREATE (a2125:airport {id:'2125',code:'CVU',icao:'LPCR',city:'Corvo',desc:'Corvo Airport',region:'PT-20',runways:1,longest:2756,elev:19,country:'PT',continent:'EU',lat:39.671501159668,lon:-31.1135997772217})
+CREATE (a2126:airport {id:'2126',code:'FLW',icao:'LPFL',city:'Santa Cruz das Flores',desc:'Flores Airport',region:'PT-20',runways:1,longest:4593,elev:112,country:'PT',continent:'EU',lat:39.4552993774414,lon:-31.1313991546631})
+CREATE (a2127:airport {id:'2127',code:'GRW',icao:'LPGR',city:'Santa Cruz da Graciosa',desc:'Graciosa Airport',region:'PT-20',runways:1,longest:4529,elev:86,country:'PT',continent:'EU',lat:39.0922012329102,lon:-28.0298004150391})
+CREATE (a2128:airport {id:'2128',code:'SJZ',icao:'LPSJ',city:'Velas',desc:'São Jorge Airport',region:'PT-20',runways:1,longest:4508,elev:311,country:'PT',continent:'EU',lat:38.6655006408691,lon:-28.1758003234863})
+CREATE (a2129:airport {id:'2129',code:'OMO',icao:'LQMO',city:'Mostar',desc:'Mostar International Airport',region:'BA-BIH',runways:1,longest:7874,elev:156,country:'BA',continent:'EU',lat:43.282901763916,lon:17.8458995819092})
+CREATE (a2130:airport {id:'2130',code:'TZL',icao:'LQTZ',city:'Tuzla',desc:'Tuzla International Airport',region:'BA-BIH',runways:1,longest:8152,elev:784,country:'BA',continent:'EU',lat:44.4586982727051,lon:18.7248001098633})
+CREATE (a2131:airport {id:'2131',code:'ARW',icao:'LRAR',city:'Arad',desc:'Arad International Airport',region:'RO-AR',runways:1,longest:6562,elev:352,country:'RO',continent:'EU',lat:46.1766014099121,lon:21.261999130249})
+CREATE (a2132:airport {id:'2132',code:'BAY',icao:'LRBM',city:'Baia Mare',desc:'Tautii Magheraus Airport',region:'RO-MM',runways:1,longest:5905,elev:605,country:'RO',continent:'EU',lat:47.6584014892578,lon:23.4699993133545})
+CREATE (a2133:airport {id:'2133',code:'CND',icao:'LRCK',city:'Constanţa',desc:'Mihail Kogălniceanu International Airport',region:'RO-CT',runways:1,longest:11483,elev:353,country:'RO',continent:'EU',lat:44.3622016906738,lon:28.4883003234863})
+CREATE (a2134:airport {id:'2134',code:'CRA',icao:'LRCV',city:'Craiova',desc:'Craiova Airport',region:'RO-DJ',runways:1,longest:8203,elev:626,country:'RO',continent:'EU',lat:44.3180999755859,lon:23.888599395752})
+CREATE (a2135:airport {id:'2135',code:'OMR',icao:'LROD',city:'Oradea',desc:'Oradea International Airport',region:'RO-BH',runways:1,longest:5906,elev:465,country:'RO',continent:'EU',lat:47.0252990722656,lon:21.9025001525879})
+CREATE (a2136:airport {id:'2136',code:'SUJ',icao:'LRSM',city:'Satu Mare',desc:'Satu Mare Airport',region:'RO-SM',runways:1,longest:8160,elev:405,country:'RO',continent:'EU',lat:47.7033004760742,lon:22.8857002258301})
+CREATE (a2137:airport {id:'2137',code:'TGM',icao:'LRTM',city:'Târgu Mureş',desc:'Transilvania Târgu Mureş International Airport',region:'RO-MS',runways:1,longest:6562,elev:963,country:'RO',continent:'EU',lat:46.467700958252,lon:24.4125003814697})
+CREATE (a2138:airport {id:'2138',code:'ADA',icao:'LTAF',city:'Adana',desc:'Adana Airport',region:'TR-01',runways:1,longest:9022,elev:65,country:'TR',continent:'AS',lat:36.9822006226,lon:35.2803993225})
+CREATE (a2139:airport {id:'2139',code:'GZT',icao:'LTAJ',city:'Gaziantep',desc:'Gaziantep International Airport',region:'TR-27',runways:2,longest:9843,elev:2315,country:'TR',continent:'AS',lat:36.9472007751,lon:37.4786987305})
+CREATE (a2140:airport {id:'2140',code:'KFS',icao:'LTAL',city:'Kastamonu',desc:'Kastamonu Airport',region:'TR-37',runways:1,longest:7382,elev:3524,country:'TR',continent:'AS',lat:41.3142013549805,lon:33.7957992553711})
+CREATE (a2141:airport {id:'2141',code:'MZH',icao:'LTAP',city:'Amasya',desc:'Amasya Merzifon Airport',region:'TR-05',runways:1,longest:9600,elev:1758,country:'TR',continent:'AS',lat:40.8293991089,lon:35.5219993591})
+CREATE (a2142:airport {id:'2142',code:'VAS',icao:'LTAR',city:'Sivas',desc:'Sivas Airport',region:'TR-58',runways:1,longest:12503,elev:5236,country:'TR',continent:'AS',lat:39.8138008117676,lon:36.9034996032715})
+CREATE (a2143:airport {id:'2143',code:'ONQ',icao:'LTAS',city:'Zonguldak',desc:'Zonguldak Airport',region:'TR-67',runways:1,longest:5906,elev:44,country:'TR',continent:'AS',lat:41.506401062,lon:32.0886001587})
+CREATE (a2144:airport {id:'2144',code:'MLX',icao:'LTAT',city:'Malatya',desc:'Malatya Erhaç Airport',region:'TR-44',runways:1,longest:10990,elev:2828,country:'TR',continent:'AS',lat:38.4352989197,lon:38.0909996033})
+CREATE (a2145:airport {id:'2145',code:'DNZ',icao:'LTAY',city:'Denizli',desc:'Çardak Airport',region:'TR-20',runways:1,longest:9842,elev:2795,country:'TR',continent:'AS',lat:37.7855987549,lon:29.7012996674})
+CREATE (a2146:airport {id:'2146',code:'NAV',icao:'LTAZ',city:'Nevşehir',desc:'Nevşehir Kapadokya International Airport',region:'TR-50',runways:1,longest:9842,elev:3100,country:'TR',continent:'AS',lat:38.771900177,lon:34.5345001221})
+CREATE (a2147:airport {id:'2147',code:'CKZ',icao:'LTBH',city:'Çanakkale',desc:'Çanakkale Airport',region:'TR-17',runways:1,longest:5905,elev:23,country:'TR',continent:'AS',lat:40.1376991272,lon:26.4267997742})
+CREATE (a2148:airport {id:'2148',code:'KCO',icao:'LTBQ',city:'Kosekoy',desc:'Cengiz Topel Airport',region:'TR-41',runways:1,longest:9842,elev:182,country:'TR',continent:'AS',lat:40.7350006103516,lon:30.0832996368408})
+CREATE (a2149:airport {id:'2149',code:'TEQ',icao:'LTBU',city:'Çorlu',desc:'Tekirdağ Çorlu Airport',region:'TR-59',runways:1,longest:9844,elev:574,country:'TR',continent:'EU',lat:41.1381988525391,lon:27.9190998077393})
+CREATE (a2150:airport {id:'2150',code:'EZS',icao:'LTCA',city:'Elazığ',desc:'Elazığ Airport',region:'TR-23',runways:1,longest:5643,elev:2927,country:'TR',continent:'AS',lat:38.6068992615,lon:39.2914009094})
+CREATE (a2151:airport {id:'2151',code:'DIY',icao:'LTCC',city:'Diyarbakir',desc:'Diyarbakir Airport',region:'TR-21',runways:1,longest:11644,elev:2251,country:'TR',continent:'AS',lat:37.893901825,lon:40.2010002136})
+CREATE (a2152:airport {id:'2152',code:'ERC',icao:'LTCD',city:'Erzincan',desc:'Erzincan Airport',region:'TR-24',runways:2,longest:9842,elev:3783,country:'TR',continent:'AS',lat:39.7102012634,lon:39.5270004272})
+CREATE (a2153:airport {id:'2153',code:'ERZ',icao:'LTCE',city:'Erzurum',desc:'Erzurum International Airport',region:'TR-25',runways:3,longest:12500,elev:5763,country:'TR',continent:'AS',lat:39.9565010071,lon:41.1702003479})
+CREATE (a2154:airport {id:'2154',code:'KSY',icao:'LTCF',city:'Kars',desc:'Kars Airport',region:'TR-36',runways:1,longest:11483,elev:5889,country:'TR',continent:'AS',lat:40.562198638916,lon:43.1150016784668})
+CREATE (a2155:airport {id:'2155',code:'TZX',icao:'LTCG',city:'Trabzon',desc:'Trabzon International Airport',region:'TR-61',runways:1,longest:8661,elev:104,country:'TR',continent:'AS',lat:40.9950981140137,lon:39.7896995544434})
+CREATE (a2156:airport {id:'2156',code:'VAN',icao:'LTCI',city:'Van',desc:'Van Ferit Melen Airport',region:'TR-65',runways:1,longest:9022,elev:5480,country:'TR',continent:'AS',lat:38.4682006835938,lon:43.3322982788086})
+CREATE (a2157:airport {id:'2157',code:'BAL',icao:'LTCJ',city:'Batman',desc:'Batman Airport',region:'TR-72',runways:1,longest:10000,elev:1822,country:'TR',continent:'AS',lat:37.9290008545,lon:41.1166000366})
+CREATE (a2158:airport {id:'2158',code:'MSR',icao:'LTCK',city:'Muş',desc:'Muş Airport',region:'TR-49',runways:1,longest:11649,elev:4157,country:'TR',continent:'AS',lat:38.7477989196777,lon:41.6612014770508})
+CREATE (a2159:airport {id:'2159',code:'KCM',icao:'LTCN',city:'Kahramanmaraş',desc:'Kahramanmaraş Airport',region:'TR-46',runways:1,longest:7546,elev:1723,country:'TR',continent:'AS',lat:37.5388259888,lon:36.9535217285})
+CREATE (a2160:airport {id:'2160',code:'AJI',icao:'LTCO',city:'Agri',desc:'Ağrı Airport',region:'TR-04',runways:1,longest:6562,elev:5462,country:'TR',continent:'AS',lat:39.654541015625,lon:43.0259780883789})
+CREATE (a2161:airport {id:'2161',code:'ADF',icao:'LTCP',city:'Adıyaman',desc:'Adıyaman Airport',region:'TR-02',runways:1,longest:8212,elev:2216,country:'TR',continent:'AS',lat:37.7313995361,lon:38.4688987732})
+CREATE (a2162:airport {id:'2162',code:'MQM',icao:'LTCR',city:'Mardin',desc:'Mardin Airport',region:'TR-47',runways:1,longest:8204,elev:1729,country:'TR',continent:'AS',lat:37.2233009338,lon:40.6316986084})
+CREATE (a2163:airport {id:'2163',code:'GNY',icao:'LTCS',city:'Şanlıurfa',desc:'Şanlıurfa GAP Airport',region:'TR-63',runways:1,longest:13123,elev:2708,country:'TR',continent:'AS',lat:37.4456634521484,lon:38.8955917358398})
+CREATE (a2164:airport {id:'2164',code:'HTY',icao:'LTDA',city:'Hatay',desc:'Hatay Airport',region:'TR-31',runways:1,longest:9843,elev:269,country:'TR',continent:'AS',lat:36.36277771,lon:36.2822227478})
+CREATE (a2165:airport {id:'2165',code:'ISE',icao:'LTFC',city:'Isparta',desc:'Süleyman Demirel International Airport',region:'TR-32',runways:1,longest:9843,elev:2835,country:'TR',continent:'AS',lat:37.8554000854,lon:30.3684005737})
+CREATE (a2166:airport {id:'2166',code:'EDO',icao:'LTFD',city:'Edremit',desc:'Balıkesir Körfez Airport',region:'TR-10',runways:1,longest:9842,elev:50,country:'TR',continent:'AS',lat:39.554599762,lon:27.0137996674})
+CREATE (a2167:airport {id:'2167',code:'QUB',icao:'HLUB',city:'Ubari',desc:'Ubari Airport',region:'LY-SH',runways:1,longest:9349,elev:1387,country:'LY',continent:'AF',lat:26.5674991608,lon:12.82310009})
+CREATE (a2168:airport {id:'2168',code:'GLN',icao:'GMAG',city:'Goulimime',desc:'Goulimime Airport',region:'MA-TIZ',runways:1,longest:10007,elev:984,country:'MA',continent:'AF',lat:29.0266990662,lon:-10.0502996445})
+CREATE (a2169:airport {id:'2169',code:'GDT',icao:'MBGT',city:'Cockburn Town',desc:'JAGS McCartney International Airport',region:'TC-GT',runways:1,longest:6362,elev:13,country:'TC',continent:'NA',lat:21.4444999694824,lon:-71.1423034667969})
+CREATE (a2170:airport {id:'2170',code:'XSC',icao:'MBSC',city:'South Caicos Island',desc:'South Caicos Airport',region:'TC-SC',runways:1,longest:5991,elev:6,country:'TC',continent:'NA',lat:21.5156993866,lon:-71.528503418})
+CREATE (a2171:airport {id:'2171',code:'JBQ',icao:'MDJB',city:'La Isabela',desc:'La Isabela International Airport',region:'DO-01',runways:1,longest:5412,elev:98,country:'DO',continent:'NA',lat:18.5725002288818,lon:-69.9856033325195})
+CREATE (a2172:airport {id:'2172',code:'FRS',icao:'MGMM',city:'San Benito',desc:'Mundo Maya International Airport',region:'GT-PE',runways:1,longest:9842,elev:427,country:'GT',continent:'NA',lat:16.9137992859,lon:-89.8664016724})
+CREATE (a2173:airport {id:'2173',code:'LCE',icao:'MHLC',city:'La Ceiba',desc:'Goloson International Airport',region:'HN-AT',runways:1,longest:9875,elev:49,country:'HN',continent:'NA',lat:15.7425003051758,lon:-86.8529968261719})
+CREATE (a2174:airport {id:'2174',code:'PEU',icao:'MHPL',city:'Puerto Lempira',desc:'Puerto Lempira Airport',region:'HN-GD',runways:1,longest:5006,elev:25,country:'HN',continent:'NA',lat:15.2622003555298,lon:-83.7811965942383})
+CREATE (a2175:airport {id:'2175',code:'JXA',icao:'ZYJX',city:'Jixi',desc:'Jixi Xingkaihu Airport',region:'CN-23',runways:1,longest:7546,elev:760,country:'CN',continent:'AS',lat:45.293,lon:131.193})
+CREATE (a2176:airport {id:'2176',code:'BOC',icao:'MPBO',city:'Isla Colón',desc:'Bocas Del Toro International Airport',region:'PA-1',runways:1,longest:4921,elev:10,country:'PA',continent:'NA',lat:9.34084987640381,lon:-82.2508010864258})
+CREATE (a2177:airport {id:'2177',code:'DAV',icao:'MPDA',city:'David',desc:'Enrique Malek International Airport',region:'PA-4',runways:1,longest:6890,elev:89,country:'PA',continent:'NA',lat:8.39099979400635,lon:-82.4349975585938})
+CREATE (a2178:airport {id:'2178',code:'FON',icao:'MRAN',city:'La Fortuna/San Carlos',desc:'Arenal Airport',region:'CR-A',runways:1,longest:2625,elev:377,country:'CR',continent:'NA',lat:10.4779996871948,lon:-84.6344985961914})
+CREATE (a2179:airport {id:'2179',code:'TTQ',icao:'MRAO',city:'Roxana',desc:'Aerotortuguero Airport',region:'CR-L',runways:1,longest:3118,elev:82,country:'CR',continent:'NA',lat:10.5690002441406,lon:-83.5148010253906})
+CREATE (a2180:airport {id:'2180',code:'HEK',icao:'ZYHE',city:'Heihe',desc:'Heihe Airport',region:'CN-23',runways:1,longest:8202,elev:8530,country:'CN',continent:'AS',lat:50.1716209371,lon:127.308883667})
+CREATE (a2181:airport {id:'2181',code:'DRK',icao:'MRDK',city:'Puntarenas',desc:'Drake Bay Airport',region:'CR-P',runways:1,longest:2461,elev:13,country:'CR',continent:'NA',lat:8.71889019012,lon:-83.6417007446})
+CREATE (a2182:airport {id:'2182',code:'GLF',icao:'MRGF',city:'Golfito',desc:'Golfito Airport',region:'CR-P',runways:1,longest:4593,elev:49,country:'CR',continent:'NA',lat:8.65400981903076,lon:-83.1821975708008})
+CREATE (a2183:airport {id:'2183',code:'NOB',icao:'MRNS',city:'Nicoya',desc:'Nosara Airport',region:'CR-G',runways:1,longest:3281,elev:33,country:'CR',continent:'NA',lat:9.97649002075,lon:-85.6529998779})
+CREATE (a2184:airport {id:'2184',code:'PJM',icao:'MRPJ',city:'Puerto Jimenez',desc:'Puerto Jimenez Airport',region:'CR-P',runways:1,longest:2707,elev:7,country:'CR',continent:'NA',lat:8.53332996368408,lon:-83.3000030517578})
+CREATE (a2185:airport {id:'2185',code:'PMZ',icao:'MRPM',city:'Palmar Sur',desc:'Palmar Sur Airport',region:'CR-P',runways:1,longest:4593,elev:49,country:'CR',continent:'NA',lat:8.95102977752686,lon:-83.4685974121094})
+CREATE (a2186:airport {id:'2186',code:'SYQ',icao:'MRPV',city:'San Jose',desc:'Tobias Bolanos International Airport',region:'CR-SJ',runways:1,longest:5250,elev:3287,country:'CR',continent:'NA',lat:9.95705032348633,lon:-84.1398010253906})
+CREATE (a2187:airport {id:'2187',code:'XQP',icao:'MRQP',city:'Quepos',desc:'Quepos Managua Airport',region:'CR-P',runways:1,longest:3609,elev:85,country:'CR',continent:'NA',lat:9.44316005706787,lon:-84.1297988891602})
+CREATE (a2188:airport {id:'2188',code:'TNO',icao:'MRTM',city:'Santa Cruz',desc:'Tamarindo De Santa Cruz Airport',region:'CR-G',runways:1,longest:2625,elev:41,country:'CR',continent:'NA',lat:10.3135004043579,lon:-85.8154983520508})
+CREATE (a2189:airport {id:'2189',code:'TMU',icao:'MRTR',city:'Nicoya',desc:'Tambor Airport',region:'CR-P',runways:1,longest:2297,elev:33,country:'CR',continent:'NA',lat:9.7385196685791,lon:-85.013801574707})
+CREATE (a2190:airport {id:'2190',code:'CAP',icao:'MTCH',city:'Cap Haitien',desc:'Cap Haitien International Airport',region:'HT-ND',runways:1,longest:4886,elev:10,country:'HT',continent:'NA',lat:19.7329998016357,lon:-72.1947021484375})
+CREATE (a2191:airport {id:'2191',code:'GAO',icao:'MUGT',city:'Guantánamo',desc:'Mariana Grajales Airport',region:'CU-14',runways:1,longest:8025,elev:56,country:'CU',continent:'NA',lat:20.0853004455566,lon:-75.1583023071289})
+CREATE (a2192:airport {id:'2192',code:'LYB',icao:'MWCL',city:'Little Cayman',desc:'Edward Bodden Airfield',region:'KY-U-A',runways:1,longest:3300,elev:3,country:'KY',continent:'NA',lat:19.6669998168945,lon:-80.0999984741211})
+CREATE (a2193:airport {id:'2193',code:'AXP',icao:'MYAP',city:'Spring Point',desc:'Spring Point Airport',region:'BS-AC',runways:1,longest:5000,elev:11,country:'BS',continent:'NA',lat:22.4417991638,lon:-73.9709014893})
+CREATE (a2194:airport {id:'2194',code:'ATC',icao:'MYCA',city:'Arthur\'s Town',desc:'Arthur\'s Town Airport',region:'BS-CI',runways:2,longest:7015,elev:18,country:'BS',continent:'NA',lat:24.6294002533,lon:-75.6737976074})
+CREATE (a2195:airport {id:'2195',code:'CRI',icao:'MYCI',city:'Colonel Hill',desc:'Colonel Hill Airport',region:'BS-AC',runways:1,longest:4061,elev:5,country:'BS',continent:'NA',lat:22.7455997467,lon:-74.1824035645})
+CREATE (a2196:airport {id:'2196',code:'RSD',icao:'MYER',city:'Rock Sound',desc:'Rock Sound Airport',region:'BS-RS',runways:1,longest:7213,elev:10,country:'BS',continent:'NA',lat:24.8950787333,lon:-76.1768817902})
+CREATE (a2197:airport {id:'2197',code:'IGA',icao:'MYIG',city:'Matthew Town',desc:'Inagua Airport',region:'BS-IN',runways:2,longest:7020,elev:8,country:'BS',continent:'NA',lat:20.9750003814697,lon:-73.6669006347656})
+CREATE (a2198:airport {id:'2198',code:'LGI',icao:'MYLD',city:'Deadman\'s Cay',desc:'Deadman\'s Cay Airport',region:'BS-LI',runways:1,longest:4000,elev:9,country:'BS',continent:'NA',lat:23.1790008545,lon:-75.0935974121})
+CREATE (a2199:airport {id:'2199',code:'SML',icao:'MYLS',city:'Stella Maris',desc:'Stella Maris Airport',region:'BS-LI',runways:1,longest:4000,elev:10,country:'BS',continent:'NA',lat:23.5823168043,lon:-75.2686214447})
+CREATE (a2200:airport {id:'2200',code:'MYG',icao:'MYMM',city:'Mayaguana',desc:'Mayaguana Airport',region:'BS-MG',runways:1,longest:7297,elev:11,country:'BS',continent:'NA',lat:22.3794994354,lon:-73.0134963989})
+CREATE (a2201:airport {id:'2201',code:'RCY',icao:'MYRP',city:'Port Nelson',desc:'Rum Cay Airport',region:'BS-SR',runways:1,longest:4500,elev:15,country:'BS',continent:'NA',lat:23.6844005584717,lon:-74.8361968994141})
+CREATE (a2202:airport {id:'2202',code:'AIT',icao:'NCAI',city:'Aitutaki',desc:'Aitutaki Airport',region:'CK-U-A',runways:2,longest:5920,elev:14,country:'CK',continent:'OC',lat:-18.8309001922607,lon:-159.764007568359})
+CREATE (a2203:airport {id:'2203',code:'AIU',icao:'NCAT',city:'Atiu Island',desc:'Enua Airport',region:'CK-U-A',runways:1,longest:3947,elev:36,country:'CK',continent:'OC',lat:-19.9678001403809,lon:-158.119003295898})
+CREATE (a2204:airport {id:'2204',code:'MGS',icao:'NCMG',city:'Mangaia Island',desc:'Mangaia Island Airport',region:'CK-U-A',runways:1,longest:3274,elev:45,country:'CK',continent:'OC',lat:-21.8959865570068,lon:-157.906661987305})
+CREATE (a2205:airport {id:'2205',code:'MUK',icao:'NCMK',city:'Mauke Island',desc:'Mauke Airport',region:'CK-U-A',runways:1,longest:4921,elev:26,country:'CK',continent:'OC',lat:-20.136100769043,lon:-157.345001220703})
+CREATE (a2206:airport {id:'2206',code:'MOI',icao:'NCMR',city:'Mitiaro Island',desc:'Mitiaro Island Airport',region:'CK-U-A',runways:1,longest:5000,elev:25,country:'CK',continent:'OC',lat:-19.8425006866455,lon:-157.703002929688})
+CREATE (a2207:airport {id:'2207',code:'ICI',icao:'NFCI',city:'Cicia',desc:'Cicia Airport',region:'FJ-E',runways:1,longest:2500,elev:13,country:'FJ',continent:'OC',lat:-17.7432994843,lon:-179.341995239})
+CREATE (a2208:airport {id:'2208',code:'BFJ',icao:'ZUBJ',city:'Bijie',desc:'Bijie Feixiong Airport',region:'CN-52',runways:1,longest:8530,elev:4751,country:'CN',continent:'AS',lat:27.300278,lon:105.301389})
+CREATE (a2209:airport {id:'2209',code:'KDV',icao:'NFKD',city:'Vunisea',desc:'Vunisea Airport',region:'FJ-E',runways:1,longest:3005,elev:6,country:'FJ',continent:'OC',lat:-19.0580997467,lon:178.156997681})
+CREATE (a2210:airport {id:'2210',code:'LKB',icao:'NFNK',city:'Lakeba Island',desc:'Lakeba Island Airport',region:'FJ-E',runways:1,longest:2372,elev:280,country:'FJ',continent:'OC',lat:-18.1991996765,lon:-178.817001343})
+CREATE (a2211:airport {id:'2211',code:'LBS',icao:'NFNL',city:'Labasa',desc:'Labasa Airport',region:'FJ-N',runways:1,longest:3521,elev:44,country:'FJ',continent:'OC',lat:-16.4666996002197,lon:179.339996337891})
+CREATE (a2212:airport {id:'2212',code:'TVU',icao:'NFNM',city:'Matei',desc:'Matei Airport',region:'FJ-N',runways:1,longest:3281,elev:60,country:'FJ',continent:'OC',lat:-16.6905994415,lon:-179.876998901})
+CREATE (a2213:airport {id:'2213',code:'RTA',icao:'NFNR',city:'Rotuma',desc:'Rotuma Airport',region:'FJ-R',runways:1,longest:4806,elev:22,country:'FJ',continent:'OC',lat:-12.4825000762939,lon:177.070999145508})
+CREATE (a2214:airport {id:'2214',code:'SVU',icao:'NFNS',city:'Savusavu',desc:'Savusavu Airport',region:'FJ-N',runways:1,longest:2526,elev:17,country:'FJ',continent:'OC',lat:-16.8027992249,lon:179.341003418})
+CREATE (a2215:airport {id:'2215',code:'VBV',icao:'NFVB',city:'Vanua Balavu',desc:'Vanua Balavu Airport',region:'FJ-E',runways:1,longest:2480,elev:156,country:'FJ',continent:'OC',lat:-17.2689990997314,lon:-178.975997924805})
+CREATE (a2216:airport {id:'2216',code:'GMO',icao:'DNGO',city:'Gombe',desc:'Gombe Lawanti International Airport',region:'NG-GO',runways:1,longest:10827,elev:1590,country:'NG',continent:'AF',lat:10.2983333333,lon:10.8963888889})
+CREATE (a2217:airport {id:'2217',code:'QRW',icao:'DNSU',city:'Warri',desc:'Warri Airport',region:'NG-DE',runways:1,longest:6890,elev:242,country:'NG',continent:'AF',lat:5.59610986709595,lon:5.81778001785278})
+CREATE (a2218:airport {id:'2218',code:'FUN',icao:'NGFU',city:'Funafuti',desc:'Funafuti International Airport',region:'TV-FUN',runways:1,longest:5000,elev:9,country:'TV',continent:'OC',lat:-8.525,lon:179.195999})
+CREATE (a2219:airport {id:'2219',code:'WLS',icao:'NLWW',city:'Wallis Island',desc:'Hihifo Airport',region:'WF-U-A',runways:1,longest:6890,elev:79,country:'WF',continent:'OC',lat:-13.2383003235,lon:-176.199005127})
+CREATE (a2220:airport {id:'2220',code:'RMT',icao:'NTAM',city:'Rimatara Island',desc:'Rimatara Airport',region:'PF-U-A',runways:1,longest:4593,elev:60,country:'PF',continent:'OC',lat:-22.63725,lon:-152.8059})
+CREATE (a2221:airport {id:'2221',code:'RUR',icao:'NTAR',city:'Rurutu',desc:'Rurutu Airport',region:'PF-U-A',runways:1,longest:4757,elev:18,country:'PF',continent:'OC',lat:-22.4340991973877,lon:-151.360992431641})
+CREATE (a2222:airport {id:'2222',code:'TUB',icao:'NTAT',city:'Tubai',desc:'Tubuai Airport',region:'PF-U-A',runways:1,longest:4921,elev:7,country:'PF',continent:'OC',lat:-23.3654003143311,lon:-149.524002075195})
+CREATE (a2223:airport {id:'2223',code:'RVV',icao:'NTAV',city:'Raivavae',desc:'Raivavae Airport',region:'PF-U-A',runways:1,longest:4592,elev:7,country:'PF',continent:'OC',lat:-23.8852005005,lon:-147.662002563})
+CREATE (a2224:airport {id:'2224',code:'TIH',icao:'NTGC',city:'Tikehau',desc:'Tikehau Airport',region:'PF-U-A',runways:1,longest:3937,elev:6,country:'PF',continent:'OC',lat:-15.1196002960205,lon:-148.231002807617})
+CREATE (a2225:airport {id:'2225',code:'FAV',icao:'NTGF',city:'Fakarava',desc:'Fakarava Airport',region:'PF-U-A',runways:1,longest:3871,elev:13,country:'PF',continent:'OC',lat:-16.0541000366211,lon:-145.656997680664})
+CREATE (a2226:airport {id:'2226',code:'XMH',icao:'NTGI',city:'Manihi',desc:'Manihi Airport',region:'PF-U-A',runways:1,longest:3051,elev:14,country:'PF',continent:'OC',lat:-14.4368000030518,lon:-146.070007324219})
+CREATE (a2227:airport {id:'2227',code:'AXR',icao:'NTGU',city:'Arutua',desc:'Arutua Airport',region:'PF-U-A',runways:1,longest:4268,elev:9,country:'PF',continent:'OC',lat:-15.2482995986938,lon:-146.617004394531})
+CREATE (a2228:airport {id:'2228',code:'MVT',icao:'NTGV',city:'Mataiva',desc:'Mataiva Airport',region:'PF-U-A',runways:1,longest:3937,elev:11,country:'PF',continent:'OC',lat:-14.8681001663208,lon:-148.716995239258})
+CREATE (a2229:airport {id:'2229',code:'AHE',icao:'NTHE',city:'Ahe Atoll',desc:'Ahe Airport',region:'PF-U-A',runways:1,longest:4068,elev:11,country:'PF',continent:'OC',lat:-14.4280996322632,lon:-146.25700378418})
+CREATE (a2230:airport {id:'2230',code:'RKA',icao:'NTKK',city:'Aratika',desc:'Aratika Nord Airport',region:'PF-U-A',runways:1,longest:4150,elev:10,country:'PF',continent:'OC',lat:-15.4853000641,lon:-145.470001221})
+CREATE (a2231:airport {id:'2231',code:'TKX',icao:'NTKR',city:'Takaroa',desc:'Takaroa Airport',region:'PF-U-A',runways:1,longest:3452,elev:13,country:'PF',continent:'OC',lat:-14.4558000564575,lon:-145.024993896484})
+CREATE (a2232:airport {id:'2232',code:'NHV',icao:'NTMD',city:'Nuku Hiva',desc:'Nuku Hiva Airport',region:'PF-U-A',runways:1,longest:5578,elev:220,country:'PF',continent:'OC',lat:-8.79559993743896,lon:-140.22900390625})
+CREATE (a2233:airport {id:'2233',code:'AUQ',icao:'NTMN',city:'Hiva Oa Island',desc:'Hiva Oa-Atuona Airport',region:'PF-U-A',runways:1,longest:3986,elev:1481,country:'PF',continent:'OC',lat:-9.76879024506,lon:-139.011001587})
+CREATE (a2234:airport {id:'2234',code:'BOB',icao:'NTTB',city:'Motu Mute',desc:'Bora Bora Airport',region:'PF-U-A',runways:2,longest:4921,elev:10,country:'PF',continent:'OC',lat:-16.4444007873535,lon:-151.751007080078})
+CREATE (a2235:airport {id:'2235',code:'RGI',icao:'NTTG',city:'Rangiroa',desc:'Rangiroa Airport',region:'PF-U-A',runways:1,longest:6890,elev:10,country:'PF',continent:'OC',lat:-14.9542999267578,lon:-147.660995483398})
+CREATE (a2236:airport {id:'2236',code:'HUH',icao:'NTTH',city:'Fare',desc:'Huahine-Fare Airport',region:'PF-U-A',runways:1,longest:4921,elev:7,country:'PF',continent:'OC',lat:-16.6872005462646,lon:-151.022003173828})
+CREATE (a2237:airport {id:'2237',code:'MOZ',icao:'NTTM',city:'Moorea',desc:'Moorea Airport',region:'PF-U-A',runways:1,longest:3871,elev:9,country:'PF',continent:'OC',lat:-17.4899997711182,lon:-149.761993408203})
+CREATE (a2238:airport {id:'2238',code:'HOI',icao:'NTTO',city:'Hao',desc:'Hao Airport',region:'PF-U-A',runways:1,longest:11089,elev:10,country:'PF',continent:'OC',lat:-18.074800491333,lon:-140.945999145508})
+CREATE (a2239:airport {id:'2239',code:'MAU',icao:'NTTP',city:'Maupiti',desc:'Maupiti Airport',region:'PF-U-A',runways:1,longest:3135,elev:15,country:'PF',continent:'OC',lat:-16.4265003204346,lon:-152.244003295898})
+CREATE (a2240:airport {id:'2240',code:'RFP',icao:'NTTR',city:'Uturoa',desc:'Raiatea Airport',region:'PF-U-A',runways:1,longest:4593,elev:3,country:'PF',continent:'OC',lat:-16.722900390625,lon:-151.466003417969})
+CREATE (a2241:airport {id:'2241',code:'SLH',icao:'NVSC',city:'Sola',desc:'Sola Airport',region:'VU-TOB',runways:1,longest:2723,elev:7,country:'VU',continent:'OC',lat:-13.8516998291,lon:167.537002563})
+CREATE (a2242:airport {id:'2242',code:'EAE',icao:'NVSE',city:'Emae Island',desc:'Siwo Airport',region:'VU-SEE',runways:1,longest:2307,elev:7,country:'VU',continent:'OC',lat:-17.0902996063,lon:168.343002319})
+CREATE (a2243:airport {id:'2243',code:'CCV',icao:'NVSF',city:'Craig Cove',desc:'Craig Cove Airport',region:'VU-MAP',runways:1,longest:2674,elev:69,country:'VU',continent:'OC',lat:-16.2649993896484,lon:167.92399597168})
+CREATE (a2244:airport {id:'2244',code:'LOD',icao:'NVSG',city:'Longana',desc:'Longana Airport',region:'VU-PAM',runways:1,longest:2887,elev:167,country:'VU',continent:'OC',lat:-15.3066997528,lon:167.966995239})
+CREATE (a2245:airport {id:'2245',code:'SSR',icao:'NVSH',city:'Pentecost Island',desc:'Sara Airport',region:'VU-PAM',runways:1,longest:1600,elev:493,country:'VU',continent:'OC',lat:-15.4708003998,lon:168.151992798})
+CREATE (a2246:airport {id:'2246',code:'PBJ',icao:'NVSI',city:'Paama Island',desc:'Tavie Airport',region:'VU-MAP',runways:1,longest:1968,elev:160,country:'VU',continent:'OC',lat:-16.438999176,lon:168.257003784})
+CREATE (a2247:airport {id:'2247',code:'LPM',icao:'NVSL',city:'Lamap',desc:'Lamap Airport',region:'VU-MAP',runways:1,longest:2755,elev:7,country:'VU',continent:'OC',lat:-16.4540004730225,lon:167.822998046875})
+CREATE (a2248:airport {id:'2248',code:'LNB',icao:'NVSM',city:'Lamen Bay',desc:'Lamen Bay Airport',region:'VU-SEE',runways:1,longest:2789,elev:7,country:'VU',continent:'OC',lat:-16.5841999054,lon:168.158996582})
+CREATE (a2249:airport {id:'2249',code:'MWF',icao:'NVSN',city:'Maewo Island',desc:'Maewo-Naone Airport',region:'VU-PAM',runways:1,longest:2789,elev:509,country:'VU',continent:'OC',lat:-15,lon:168.082992554})
+CREATE (a2250:airport {id:'2250',code:'LNE',icao:'NVSO',city:'Lonorore',desc:'Lonorore Airport',region:'VU-PAM',runways:1,longest:2175,elev:43,country:'VU',continent:'OC',lat:-15.8655996323,lon:168.17199707})
+CREATE (a2251:airport {id:'2251',code:'NUS',icao:'NVSP',city:'Norsup',desc:'Norsup Airport',region:'VU-MAP',runways:1,longest:2972,elev:23,country:'VU',continent:'OC',lat:-16.0797004699707,lon:167.401000976562})
+CREATE (a2252:airport {id:'2252',code:'ZGU',icao:'NVSQ',city:'Gaua Island',desc:'Gaua Island Airport',region:'VU-TOB',runways:1,longest:2802,elev:100,country:'VU',continent:'OC',lat:-14.2180995941,lon:167.587005615})
+CREATE (a2253:airport {id:'2253',code:'TGH',icao:'NVST',city:'Tongoa Island',desc:'Tongoa Airport',region:'VU-SEE',runways:1,longest:2329,elev:443,country:'VU',continent:'OC',lat:-16.8910999298,lon:168.550994873})
+CREATE (a2254:airport {id:'2254',code:'VLS',icao:'NVSV',city:'Epi Island',desc:'Valesdir Airport',region:'VU-SEE',runways:1,longest:2625,elev:10,country:'VU',continent:'OC',lat:-16.7961006165,lon:168.177001953})
+CREATE (a2255:airport {id:'2255',code:'WLH',icao:'NVSW',city:'Walaha',desc:'Walaha Airport',region:'VU-PAM',runways:1,longest:2379,elev:151,country:'VU',continent:'OC',lat:-15.4119997025,lon:167.690994263})
+CREATE (a2256:airport {id:'2256',code:'SWJ',icao:'NVSX',city:'Malekula Island',desc:'Southwest Bay Airport',region:'VU-MAP',runways:1,longest:2674,elev:68,country:'VU',continent:'OC',lat:-16.4864,lon:167.4472})
+CREATE (a2257:airport {id:'2257',code:'DLY',icao:'NVVD',city:'Dillon\'s Bay',desc:'Dillon\'s Bay Airport',region:'VU-TAE',runways:1,longest:2428,elev:630,country:'VU',continent:'OC',lat:-18.7693996429,lon:169.00100708})
+CREATE (a2258:airport {id:'2258',code:'IPA',icao:'NVVI',city:'Ipota',desc:'Ipota Airport',region:'VU-TAE',runways:1,longest:2995,elev:23,country:'VU',continent:'OC',lat:-18.856389,lon:169.283333})
+CREATE (a2259:airport {id:'2259',code:'TAH',icao:'NVVW',city:'Tanna',desc:'Tanna Airport',region:'VU-TAE',runways:1,longest:4035,elev:19,country:'VU',continent:'OC',lat:-19.455099105835,lon:169.223999023438})
+CREATE (a2260:airport {id:'2260',code:'KRL',icao:'ZWKL',city:'Korla',desc:'Korla Airport',region:'CN-65',runways:1,longest:9121,elev:3051,country:'CN',continent:'AS',lat:41.6977996826172,lon:86.1288986206055})
+CREATE (a2261:airport {id:'2261',code:'MZR',icao:'OAMS',city:'Mazar-i-Sharif Airport',desc:'Mazar I Sharif Airport',region:'AF-BAL',runways:2,longest:10437,elev:1284,country:'AF',continent:'AS',lat:36.706901550293,lon:67.2097015380859})
+CREATE (a2262:airport {id:'2262',code:'HOF',icao:'OEAH',city:'Al Ahsa',desc:'Al Ahsa Airport',region:'SA-04',runways:1,longest:10039,elev:588,country:'SA',continent:'AS',lat:25.2852993011475,lon:49.4851989746094})
+CREATE (a2263:airport {id:'2263',code:'ABT',icao:'OEBA',city:'Al Baha',desc:'Al Baha Airport',region:'SA-11',runways:1,longest:10991,elev:5486,country:'SA',continent:'AS',lat:20.2961006165,lon:41.6343002319})
+CREATE (a2264:airport {id:'2264',code:'BHH',icao:'OEBH',city:'Bisha',desc:'Bisha Airport',region:'SA-14',runways:1,longest:10007,elev:3887,country:'SA',continent:'AS',lat:19.9843997955322,lon:42.6208992004395})
+CREATE (a2265:airport {id:'2265',code:'DWD',icao:'OEDW',city:'Dawadmi',desc:'Dawadmi Domestic Airport',region:'SA-01',runways:1,longest:10007,elev:3429,country:'SA',continent:'AS',lat:24.5,lon:44.4000015258789})
+CREATE (a2266:airport {id:'2266',code:'GIZ',icao:'OEGN',city:'Jizan',desc:'Jizan Regional Airport',region:'SA-09',runways:1,longest:10006,elev:20,country:'SA',continent:'AS',lat:16.9011001586914,lon:42.5858001708984})
+CREATE (a2267:airport {id:'2267',code:'URY',icao:'OEGT',city:'Guriat',desc:'Guriat Domestic Airport',region:'SA-08',runways:1,longest:10007,elev:1672,country:'SA',continent:'AS',lat:31.4118995666504,lon:37.2794990539551})
+CREATE (a2268:airport {id:'2268',code:'EAM',icao:'OENG',city:'Nejran',desc:'Nejran Airport',region:'SA-10',runways:1,longest:10007,elev:3982,country:'SA',continent:'AS',lat:17.611400604248,lon:44.4192008972168})
+CREATE (a2269:airport {id:'2269',code:'AQI',icao:'OEPA',city:'Qaisumah',desc:'Qaisumah Domestic Airport',region:'SA-04',runways:1,longest:9843,elev:1174,country:'SA',continent:'AS',lat:28.3351993561,lon:46.1250991821})
+CREATE (a2270:airport {id:'2270',code:'RAH',icao:'OERF',city:'Rafha',desc:'Rafha Domestic Airport',region:'SA-08',runways:1,longest:9834,elev:1474,country:'SA',continent:'AS',lat:29.6263999938965,lon:43.4906005859375})
+CREATE (a2271:airport {id:'2271',code:'RAE',icao:'OERR',city:'Arar',desc:'Arar Domestic Airport',region:'SA-08',runways:1,longest:10007,elev:1813,country:'SA',continent:'AS',lat:30.9066009521484,lon:41.1381988525391})
+CREATE (a2272:airport {id:'2272',code:'SHW',icao:'OESH',city:'Sharurah',desc:'Sharurah Airport',region:'SA-10',runways:1,longest:11975,elev:2363,country:'SA',continent:'AS',lat:17.4668998718262,lon:47.1213989257812})
+CREATE (a2273:airport {id:'2273',code:'AJF',icao:'OESK',city:'Al-Jawf',desc:'Al-Jawf Domestic Airport',region:'SA-12',runways:1,longest:12011,elev:2261,country:'SA',continent:'AS',lat:29.7851009368896,lon:40.0999984741211})
+CREATE (a2274:airport {id:'2274',code:'TUI',icao:'OETR',city:'Turaif',desc:'Turaif Domestic Airport',region:'SA-08',runways:1,longest:9843,elev:2803,country:'SA',continent:'AS',lat:31.692699432373,lon:38.731201171875})
+CREATE (a2275:airport {id:'2275',code:'WAE',icao:'OEWD',city:'Wadi al-Dawasir',desc:'Wadi al-Dawasir Airport',region:'SA-01',runways:1,longest:10007,elev:2062,country:'SA',continent:'AS',lat:20.5042991638,lon:45.1996002197})
+CREATE (a2276:airport {id:'2276',code:'EJH',icao:'OEWJ',city:'Al Wajh',desc:'Al Wajh Domestic Airport',region:'SA-07',runways:1,longest:10007,elev:66,country:'SA',continent:'AS',lat:26.198600769043,lon:36.4763984680176})
+CREATE (a2277:airport {id:'2277',code:'YUS',icao:'ZYLS',city:'Yushu',desc:'Yushu Batang Airport',region:'CN-63',runways:1,longest:12467,elev:12816,country:'CN',continent:'AS',lat:32.8363888889,lon:97.0363888889})
+CREATE (a2278:airport {id:'2278',code:'ABD',icao:'OIAA',city:'Abadan',desc:'Abadan Airport',region:'IR-10',runways:2,longest:10169,elev:10,country:'IR',continent:'AS',lat:30.371099472,lon:48.2282981873})
+CREATE (a2279:airport {id:'2279',code:'MRX',icao:'OIAM',city:'Bandar Mahshahr',desc:'Mahshahr Airport',region:'IR-10',runways:1,longest:8874,elev:8,country:'IR',continent:'AS',lat:30.5562000274658,lon:49.1519012451172})
+CREATE (a2280:airport {id:'2280',code:'SXI',icao:'OIBS',city:'Sirri Island',desc:'Sirri Island Airport',region:'IR-23',runways:1,longest:8345,elev:43,country:'IR',continent:'AS',lat:25.908899307251,lon:54.5393981933594})
+CREATE (a2281:airport {id:'2281',code:'KSH',icao:'OICC',city:'Kermanshah',desc:'Shahid Ashrafi Esfahani Airport',region:'IR-17',runways:1,longest:11213,elev:4307,country:'IR',continent:'AS',lat:34.3459014893,lon:47.1581001282})
+CREATE (a2282:airport {id:'2282',code:'RAS',icao:'OIGG',city:'Rasht',desc:'Sardar-e-Jangal Airport',region:'IR-19',runways:1,longest:9571,elev:-40,country:'IR',continent:'AS',lat:37.323333,lon:49.617778})
+CREATE (a2283:airport {id:'2283',code:'HDM',icao:'OIHH',city:'Hamadan',desc:'Hamadan Airport',region:'IR-24',runways:1,longest:10611,elev:5755,country:'IR',continent:'AS',lat:34.8692016601562,lon:48.5525016784668})
+CREATE (a2284:airport {id:'2284',code:'THR',icao:'OIII',city:'Tehran',desc:'Mehrabad International Airport',region:'IR-07',runways:3,longest:13248,elev:3962,country:'IR',continent:'AS',lat:35.6892013549805,lon:51.3134002685547})
+CREATE (a2285:airport {id:'2285',code:'KER',icao:'OIKK',city:'Kerman',desc:'Kerman Airport',region:'IR-15',runways:2,longest:12620,elev:5741,country:'IR',continent:'AS',lat:30.2744007111,lon:56.9510993958})
+CREATE (a2286:airport {id:'2286',code:'XBJ',icao:'OIMB',city:'Birjand',desc:'Birjand Airport',region:'IR-29',runways:2,longest:9521,elev:4952,country:'IR',continent:'AS',lat:32.8981018066406,lon:59.2661018371582})
+CREATE (a2287:airport {id:'2287',code:'GBT',icao:'OING',city:'Gorgan',desc:'Gorgan Airport',region:'IR-27',runways:1,longest:7540,elev:-24,country:'IR',continent:'AS',lat:36.9094009399,lon:54.4012985229})
+CREATE (a2288:airport {id:'2288',code:'NSH',icao:'OINN',city:'Now Shahr',desc:'Now Shahr Airport',region:'IR-21',runways:1,longest:6182,elev:-61,country:'IR',continent:'AS',lat:36.6632995605469,lon:51.4646987915039})
+CREATE (a2289:airport {id:'2289',code:'RZR',icao:'OINR',city:'Ramsar',desc:'Ramsar Airport',region:'IR-21',runways:1,longest:4920,elev:-70,country:'IR',continent:'AS',lat:36.9099006652832,lon:50.6795997619629})
+CREATE (a2290:airport {id:'2290',code:'SRY',icao:'OINZ',city:'Sari',desc:'Dasht-e Naz Airport',region:'IR-21',runways:1,longest:8688,elev:35,country:'IR',continent:'AS',lat:36.635799408,lon:53.1935997009})
+CREATE (a2291:airport {id:'2291',code:'ADU',icao:'OITL',city:'Ardabil',desc:'Ardabil Airport',region:'IR-03',runways:1,longest:10823,elev:4315,country:'IR',continent:'AS',lat:38.3256988525,lon:48.4244003296})
+CREATE (a2292:airport {id:'2292',code:'OMH',icao:'OITR',city:'Urmia',desc:'Urmia Airport',region:'IR-02',runways:1,longest:10658,elev:4343,country:'IR',continent:'AS',lat:37.6680984497,lon:45.0686988831})
+CREATE (a2293:airport {id:'2293',code:'AZD',icao:'OIYY',city:'Yazd',desc:'Shahid Sadooghi Airport',region:'IR-25',runways:1,longest:13446,elev:4054,country:'IR',continent:'AS',lat:31.9048995972,lon:54.2765007019})
+CREATE (a2294:airport {id:'2294',code:'ACZ',icao:'OIZB',city:'Zabol',desc:'Zabol Airport',region:'IR-13',runways:1,longest:9848,elev:1628,country:'IR',continent:'AS',lat:31.0983009338379,lon:61.5438995361328})
+CREATE (a2295:airport {id:'2295',code:'AQJ',icao:'OJAQ',city:'Aqaba',desc:'Aqaba King Hussein International Airport',region:'JO-AQ',runways:1,longest:9855,elev:175,country:'JO',continent:'AS',lat:29.6116008758545,lon:35.0181007385254})
+CREATE (a2296:airport {id:'2296',code:'AAN',icao:'OMAL',city:'Al Ain',desc:'Al Ain International Airport',region:'AE-AZ',runways:1,longest:13123,elev:869,country:'AE',continent:'AS',lat:24.2616996765137,lon:55.6091995239258})
+CREATE (a2297:airport {id:'2297',code:'FJR',icao:'OMFJ',city:'Al-Fujairah',desc:'Fujairah International Airport',region:'AE-FU',runways:1,longest:12303,elev:152,country:'AE',continent:'AS',lat:25.1121997833252,lon:56.3240013122559})
+CREATE (a2298:airport {id:'2298',code:'KHS',icao:'OOKB',city:'Khasab',desc:'Khasab Air Base',region:'OM-MU',runways:1,longest:8202,elev:100,country:'OM',continent:'AS',lat:26.1709995269775,lon:56.2406005859375})
+CREATE (a2299:airport {id:'2299',code:'BHV',icao:'OPBW',city:'Bahawalpur',desc:'Bahawalpur Airport',region:'PK-PB',runways:1,longest:9345,elev:392,country:'PK',continent:'AS',lat:29.3481006622314,lon:71.7180023193359})
+CREATE (a2300:airport {id:'2300',code:'CJL',icao:'OPCH',city:'Chitral',desc:'Chitral Airport',region:'PK-NW',runways:1,longest:5741,elev:4920,country:'PK',continent:'AS',lat:35.8866004943848,lon:71.8005981445312})
+CREATE (a2301:airport {id:'2301',code:'DEA',icao:'OPDG',city:'Dera Ghazi Khan',desc:'Dera Ghazi Khan Airport',region:'PK-PB',runways:1,longest:6499,elev:492,country:'PK',continent:'AS',lat:29.9610004425049,lon:70.4859008789062})
+CREATE (a2302:airport {id:'2302',code:'DSK',icao:'OPDI',city:'Dera Ismael Khan',desc:'Dera Ismael Khan Airport',region:'PK-NW',runways:1,longest:5000,elev:594,country:'PK',continent:'AS',lat:31.9094009399414,lon:70.896598815918})
+CREATE (a2303:airport {id:'2303',code:'LYP',icao:'OPFA',city:'Faisalabad',desc:'Faisalabad International Airport',region:'PK-PB',runways:1,longest:9272,elev:591,country:'PK',continent:'AS',lat:31.3649997711182,lon:72.9947967529297})
+CREATE (a2304:airport {id:'2304',code:'GWD',icao:'OPGD',city:'Gwadar',desc:'Gwadar International Airport',region:'PK-BA',runways:1,longest:4960,elev:36,country:'PK',continent:'AS',lat:25.2332992553711,lon:62.3294982910156})
+CREATE (a2305:airport {id:'2305',code:'GIL',icao:'OPGT',city:'Gilgit',desc:'Gilgit Airport',region:'PK-NA',runways:2,longest:5400,elev:4796,country:'PK',continent:'AS',lat:35.9188003540039,lon:74.3336029052734})
+CREATE (a2306:airport {id:'2306',code:'MJD',icao:'OPMJ',city:'Moenjodaro',desc:'Moenjodaro Airport',region:'PK-SD',runways:1,longest:6512,elev:154,country:'PK',continent:'AS',lat:27.3351993560791,lon:68.1430969238281})
+CREATE (a2307:airport {id:'2307',code:'PJG',icao:'OPPG',city:'Panjgur',desc:'Panjgur Airport',region:'PK-BA',runways:1,longest:5000,elev:3289,country:'PK',continent:'AS',lat:26.9545001983643,lon:64.1324996948242})
+CREATE (a2308:airport {id:'2308',code:'UET',icao:'OPQT',city:'Quetta',desc:'Quetta International Airport',region:'PK-BA',runways:2,longest:12000,elev:5267,country:'PK',continent:'AS',lat:30.2513999938965,lon:66.9377975463867})
+CREATE (a2309:airport {id:'2309',code:'RYK',icao:'OPRK',city:'Rahim Yar Khan',desc:'Shaikh Zaid Airport',region:'PK-PB',runways:1,longest:9842,elev:271,country:'PK',continent:'AS',lat:28.3838996887207,lon:70.2796020507812})
+CREATE (a2310:airport {id:'2310',code:'KDU',icao:'OPSD',city:'Skardu',desc:'Skardu Airport',region:'PK-NA',runways:2,longest:11944,elev:7316,country:'PK',continent:'AS',lat:35.3354988098145,lon:75.536003112793})
+CREATE (a2311:airport {id:'2311',code:'SKZ',icao:'OPSK',city:'Mirpur Khas',desc:'Sukkur Airport',region:'PK-SD',runways:1,longest:9000,elev:196,country:'PK',continent:'AS',lat:27.7220001220703,lon:68.7917022705078})
+CREATE (a2312:airport {id:'2312',code:'TUK',icao:'OPTU',city:'Turbat',desc:'Turbat International Airport',region:'PK-BA',runways:1,longest:6000,elev:498,country:'PK',continent:'AS',lat:25.986400604248,lon:63.030200958252})
+CREATE (a2313:airport {id:'2313',code:'ORI',icao:'none',city:'Port Lions',desc:'Port Lions Airport',region:'US-AK',runways:1,longest:2200,elev:52,country:'US',continent:'NA',lat:57.8853988647461,lon:-152.845993041992})
+CREATE (a2314:airport {id:'2314',code:'AXK',icao:'OYAT',city:'Ataq',desc:'Ataq Airport',region:'YE-AB',runways:1,longest:9482,elev:3735,country:'YE',continent:'AS',lat:14.5513000488281,lon:46.8261985778809})
+CREATE (a2315:airport {id:'2315',code:'AAY',icao:'OYGD',city:'Al Ghaidah',desc:'Al Ghaidah International Airport',region:'YE-MR',runways:1,longest:8858,elev:134,country:'YE',continent:'AS',lat:16.1916999816895,lon:52.1749992370605})
+CREATE (a2316:airport {id:'2316',code:'HOD',icao:'OYHD',city:'Hodeida',desc:'Hodeidah International Airport',region:'YE-HU',runways:1,longest:9843,elev:41,country:'YE',continent:'AS',lat:14.7530002593994,lon:42.9762992858887})
+CREATE (a2317:airport {id:'2317',code:'SCT',icao:'OYSQ',city:'Socotra Islands',desc:'Socotra International Airport',region:'YE-HD',runways:1,longest:10827,elev:146,country:'YE',continent:'AS',lat:12.6307001113892,lon:53.9057998657227})
+CREATE (a2318:airport {id:'2318',code:'GXF',icao:'OYSY',city:'Sayun',desc:'Sayun International Airport',region:'YE-HD',runways:1,longest:9843,elev:2097,country:'YE',continent:'AS',lat:15.9660997391,lon:48.7882995605})
+CREATE (a2319:airport {id:'2319',code:'TAI',icao:'OYTZ',city:'Ta\'izz',desc:'Ta\'izz International Airport',region:'YE-TA',runways:1,longest:10040,elev:4838,country:'YE',continent:'AS',lat:13.6859998703,lon:44.1390991211})
+CREATE (a2320:airport {id:'2320',code:'BTI',icao:'PABA',city:'Barter Island Lrrs',desc:'Barter Island LRRS Airport',region:'US-AK',runways:1,longest:4820,elev:2,country:'US',continent:'NA',lat:70.1340026855,lon:-143.582000732})
+CREATE (a2321:airport {id:'2321',code:'BKC',icao:'PABL',city:'Buckland',desc:'Buckland Airport',region:'US-AK',runways:1,longest:3200,elev:31,country:'US',continent:'NA',lat:65.9815979004,lon:-161.149002075})
+CREATE (a2322:airport {id:'2322',code:'BTT',icao:'PABT',city:'Bettles',desc:'Bettles Airport',region:'US-AK',runways:1,longest:5190,elev:647,country:'US',continent:'NA',lat:66.91390228,lon:-151.529007})
+CREATE (a2323:airport {id:'2323',code:'CEM',icao:'PACE',city:'Central',desc:'Central Airport',region:'US-AK',runways:1,longest:2782,elev:937,country:'US',continent:'NA',lat:65.57379913,lon:-144.7830048})
+CREATE (a2324:airport {id:'2324',code:'CIK',icao:'PACI',city:'Chalkyitsik',desc:'Chalkyitsik Airport',region:'US-AK',runways:1,longest:4000,elev:544,country:'US',continent:'NA',lat:66.6449966431,lon:-143.740005493})
+CREATE (a2325:airport {id:'2325',code:'CYF',icao:'PACK',city:'Chefornak',desc:'Chefornak Airport',region:'US-AK',runways:1,longest:2500,elev:40,country:'US',continent:'NA',lat:60.1492004395,lon:-164.285995483})
+CREATE (a2326:airport {id:'2326',code:'DRG',icao:'PADE',city:'Deering',desc:'Deering Airport',region:'US-AK',runways:2,longest:3300,elev:21,country:'US',continent:'NA',lat:66.0696029663,lon:-162.76600647})
+CREATE (a2327:airport {id:'2327',code:'MLL',icao:'PADM',city:'Marshall',desc:'Marshall Don Hunter Sr Airport',region:'US-AK',runways:1,longest:3201,elev:103,country:'US',continent:'NA',lat:61.8642997742,lon:-162.026000977})
+CREATE (a2328:airport {id:'2328',code:'KKH',icao:'PADY',city:'Kongiganak',desc:'Kongiganak Airport',region:'US-AK',runways:1,longest:1885,elev:30,country:'US',continent:'NA',lat:59.9608001709,lon:-162.880996704})
+CREATE (a2329:airport {id:'2329',code:'EEK',icao:'PAEE',city:'Eek',desc:'Eek Airport',region:'US-AK',runways:1,longest:3243,elev:12,country:'US',continent:'NA',lat:60.21367264,lon:-162.0438843})
+CREATE (a2330:airport {id:'2330',code:'EMK',icao:'PAEM',city:'Emmonak',desc:'Emmonak Airport',region:'US-AK',runways:1,longest:4601,elev:13,country:'US',continent:'NA',lat:62.78609848,lon:-164.4909973})
+CREATE (a2331:airport {id:'2331',code:'ABL',icao:'PAFM',city:'Ambler',desc:'Ambler Airport',region:'US-AK',runways:2,longest:3000,elev:334,country:'US',continent:'NA',lat:67.106300354,lon:-157.856994629})
+CREATE (a2332:airport {id:'2332',code:'GAL',icao:'PAGA',city:'Galena',desc:'Edward G. Pitka Sr Airport',region:'US-AK',runways:2,longest:7254,elev:153,country:'US',continent:'NA',lat:64.73619843,lon:-156.9369965})
+CREATE (a2333:airport {id:'2333',code:'GLV',icao:'PAGL',city:'Golovin',desc:'Golovin Airport',region:'US-AK',runways:1,longest:4000,elev:59,country:'US',continent:'NA',lat:64.5504989624,lon:-163.007003784})
+CREATE (a2334:airport {id:'2334',code:'GAM',icao:'PAGM',city:'Gambell',desc:'Gambell Airport',region:'US-AK',runways:1,longest:4501,elev:27,country:'US',continent:'NA',lat:63.7667999267578,lon:-171.733001708984})
+CREATE (a2335:airport {id:'2335',code:'GST',icao:'PAGS',city:'Gustavus',desc:'Gustavus Airport',region:'US-AK',runways:2,longest:6720,elev:35,country:'US',continent:'NA',lat:58.4253006,lon:-135.7070007})
+CREATE (a2336:airport {id:'2336',code:'SGY',icao:'PAGY',city:'Skagway',desc:'Skagway Airport',region:'US-AK',runways:1,longest:3550,elev:44,country:'US',continent:'NA',lat:59.4600982666016,lon:-135.315994262695})
+CREATE (a2337:airport {id:'2337',code:'HCR',icao:'PAHC',city:'Holy Cross',desc:'Holy Cross Airport',region:'US-AK',runways:1,longest:4000,elev:70,country:'US',continent:'NA',lat:62.1883010864258,lon:-159.774993896484})
+CREATE (a2338:airport {id:'2338',code:'HNS',icao:'PAHN',city:'Haines',desc:'Haines Airport',region:'US-AK',runways:1,longest:4000,elev:15,country:'US',continent:'NA',lat:59.2438011169434,lon:-135.524002075195})
+CREATE (a2339:airport {id:'2339',code:'HPB',icao:'PAHP',city:'Hooper Bay',desc:'Hooper Bay Airport',region:'US-AK',runways:1,longest:3300,elev:13,country:'US',continent:'NA',lat:61.52389908,lon:-166.1470032})
+CREATE (a2340:airport {id:'2340',code:'SHX',icao:'PAHX',city:'Shageluk',desc:'Shageluk Airport',region:'US-AK',runways:2,longest:5000,elev:79,country:'US',continent:'NA',lat:62.6922988892,lon:-159.569000244})
+CREATE (a2341:airport {id:'2341',code:'IAN',icao:'PAIK',city:'Kiana',desc:'Bob Baker Memorial Airport',region:'US-AK',runways:1,longest:3400,elev:166,country:'US',continent:'NA',lat:66.9759979248,lon:-160.43699646})
+CREATE (a2342:airport {id:'2342',code:'WAA',icao:'PAIW',city:'Wales',desc:'Wales Airport',region:'US-AK',runways:1,longest:4000,elev:22,country:'US',continent:'NA',lat:65.6225967407,lon:-168.095001221})
+CREATE (a2343:airport {id:'2343',code:'KFP',icao:'PAKF',city:'False Pass',desc:'False Pass Airport',region:'US-AK',runways:1,longest:2100,elev:20,country:'US',continent:'NA',lat:54.8474006652832,lon:-163.410003662109})
+CREATE (a2344:airport {id:'2344',code:'AKK',icao:'PAKH',city:'Akhiok',desc:'Akhiok Airport',region:'US-AK',runways:1,longest:3120,elev:44,country:'US',continent:'NA',lat:56.9387016296,lon:-154.182998657})
+CREATE (a2345:airport {id:'2345',code:'KPN',icao:'PAKI',city:'Kipnuk',desc:'Kipnuk Airport',region:'US-AK',runways:1,longest:2120,elev:11,country:'US',continent:'NA',lat:59.9329986572,lon:-164.031005859})
+CREATE (a2346:airport {id:'2346',code:'KKA',icao:'PAKK',city:'Koyuk',desc:'Koyuk Alfred Adams Airport',region:'US-AK',runways:1,longest:3000,elev:154,country:'US',continent:'NA',lat:64.9394989014,lon:-161.154006958})
+CREATE (a2347:airport {id:'2347',code:'AKP',icao:'PAKP',city:'Anaktuvuk Pass',desc:'Anaktuvuk Pass Airport',region:'US-AK',runways:1,longest:4800,elev:2102,country:'US',continent:'NA',lat:68.13359833,lon:-151.7429962})
+CREATE (a2348:airport {id:'2348',code:'KLW',icao:'PAKW',city:'Klawock',desc:'Klawock Airport',region:'US-AK',runways:1,longest:5000,elev:80,country:'US',continent:'NA',lat:55.5792007446,lon:-133.076004028})
+CREATE (a2349:airport {id:'2349',code:'KLN',icao:'PALB',city:'Larsen Bay',desc:'Larsen Bay Airport',region:'US-AK',runways:1,longest:2690,elev:87,country:'US',continent:'NA',lat:57.5350990295,lon:-153.977996826})
+CREATE (a2350:airport {id:'2350',code:'KLG',icao:'PALG',city:'Kalskag',desc:'Kalskag Airport',region:'US-AK',runways:1,longest:3172,elev:55,country:'US',continent:'NA',lat:61.5363006591797,lon:-160.341003417969})
+CREATE (a2351:airport {id:'2351',code:'SMK',icao:'PAMK',city:'St Michael',desc:'St Michael Airport',region:'US-AK',runways:1,longest:4001,elev:98,country:'US',continent:'NA',lat:63.49010086,lon:-162.1100006})
+CREATE (a2352:airport {id:'2352',code:'MLY',icao:'PAML',city:'Manley Hot Springs',desc:'Manley Hot Springs Airport',region:'US-AK',runways:1,longest:2875,elev:270,country:'US',continent:'NA',lat:64.9975967407,lon:-150.643997192})
+CREATE (a2353:airport {id:'2353',code:'MOU',icao:'PAMO',city:'Mountain Village',desc:'Mountain Village Airport',region:'US-AK',runways:1,longest:3500,elev:337,country:'US',continent:'NA',lat:62.095401763916,lon:-163.682006835938})
+CREATE (a2354:airport {id:'2354',code:'WNA',icao:'PANA',city:'Napakiak',desc:'Napakiak Airport',region:'US-AK',runways:1,longest:3248,elev:17,country:'US',continent:'NA',lat:60.690299987793,lon:-161.97900390625})
+CREATE (a2355:airport {id:'2355',code:'HNH',icao:'PAOH',city:'Hoonah',desc:'Hoonah Airport',region:'US-AK',runways:1,longest:2997,elev:19,country:'US',continent:'NA',lat:58.0960998535156,lon:-135.410003662109})
+CREATE (a2356:airport {id:'2356',code:'OOK',icao:'PAOO',city:'Toksook Bay',desc:'Toksook Bay Airport',region:'US-AK',runways:1,longest:3218,elev:59,country:'US',continent:'NA',lat:60.54140091,lon:-165.0870056})
+CREATE (a2357:airport {id:'2357',code:'PSG',icao:'PAPG',city:'Petersburg',desc:'Petersburg James A Johnson Airport',region:'US-AK',runways:1,longest:6000,elev:111,country:'US',continent:'NA',lat:56.80170059,lon:-132.9450073})
+CREATE (a2358:airport {id:'2358',code:'PIP',icao:'PAPN',city:'Pilot Point',desc:'Pilot Point Airport',region:'US-AK',runways:1,longest:3280,elev:57,country:'US',continent:'NA',lat:57.5803985596,lon:-157.572006226})
+CREATE (a2359:airport {id:'2359',code:'PHO',icao:'PAPO',city:'Point Hope',desc:'Point Hope Airport',region:'US-AK',runways:1,longest:4000,elev:12,country:'US',continent:'NA',lat:68.3488006591797,lon:-166.79899597168})
+CREATE (a2360:airport {id:'2360',code:'KWN',icao:'PAQH',city:'Quinhagak',desc:'Quinhagak Airport',region:'US-AK',runways:1,longest:4000,elev:42,country:'US',continent:'NA',lat:59.75510025,lon:-161.8450012})
+CREATE (a2361:airport {id:'2361',code:'NUI',icao:'PAQT',city:'Nuiqsut',desc:'Nuiqsut Airport',region:'US-AK',runways:1,longest:4343,elev:38,country:'US',continent:'NA',lat:70.2099990845,lon:-151.005996704})
+CREATE (a2362:airport {id:'2362',code:'RBY',icao:'PARY',city:'Ruby',desc:'Ruby Airport',region:'US-AK',runways:1,longest:4000,elev:658,country:'US',continent:'NA',lat:64.72720337,lon:-155.4700012})
+CREATE (a2363:airport {id:'2363',code:'SVA',icao:'PASA',city:'Savoonga',desc:'Savoonga Airport',region:'US-AK',runways:1,longest:4400,elev:53,country:'US',continent:'NA',lat:63.6864013671875,lon:-170.49299621582})
+CREATE (a2364:airport {id:'2364',code:'SHH',icao:'PASH',city:'Shishmaref',desc:'Shishmaref Airport',region:'US-AK',runways:1,longest:5000,elev:12,country:'US',continent:'NA',lat:66.2496032714844,lon:-166.089004516602})
+CREATE (a2365:airport {id:'2365',code:'SIT',icao:'PASI',city:'Sitka',desc:'Sitka Rocky Gutierrez Airport',region:'US-AK',runways:1,longest:6500,elev:21,country:'US',continent:'NA',lat:57.0471000671387,lon:-135.361999511719})
+CREATE (a2366:airport {id:'2366',code:'WLK',icao:'PASK',city:'Selawik',desc:'Selawik Airport',region:'US-AK',runways:2,longest:3002,elev:17,country:'US',continent:'NA',lat:66.60009766,lon:-159.9859924})
+CREATE (a2367:airport {id:'2367',code:'TAL',icao:'PATA',city:'Tanana',desc:'Ralph M Calhoun Memorial Airport',region:'US-AK',runways:1,longest:4400,elev:236,country:'US',continent:'NA',lat:65.1744003296,lon:-152.10899353})
+CREATE (a2368:airport {id:'2368',code:'TNC',icao:'PATC',city:'Tin City',desc:'Tin City Long Range Radar Station Airport',region:'US-AK',runways:1,longest:4700,elev:271,country:'US',continent:'NA',lat:65.56310272,lon:-167.9219971})
+CREATE (a2369:airport {id:'2369',code:'TLA',icao:'PATE',city:'Teller',desc:'Teller Airport',region:'US-AK',runways:1,longest:3000,elev:294,country:'US',continent:'NA',lat:65.2404022217,lon:-166.339004517})
+CREATE (a2370:airport {id:'2370',code:'ATK',icao:'PATQ',city:'Atqasuk',desc:'Atqasuk Edward Burnell Sr Memorial Airport',region:'US-AK',runways:1,longest:4370,elev:96,country:'US',continent:'NA',lat:70.4673004150391,lon:-157.436004638672})
+CREATE (a2371:airport {id:'2371',code:'VAK',icao:'PAVA',city:'Chevak',desc:'Chevak Airport',region:'US-AK',runways:2,longest:3200,elev:75,country:'US',continent:'NA',lat:61.5409,lon:-165.6005})
+CREATE (a2372:airport {id:'2372',code:'KVC',icao:'PAVC',city:'King Cove',desc:'King Cove Airport',region:'US-AK',runways:1,longest:3500,elev:155,country:'US',continent:'NA',lat:55.1162986755371,lon:-162.266006469727})
+CREATE (a2373:airport {id:'2373',code:'KVL',icao:'PAVL',city:'Kivalina',desc:'Kivalina Airport',region:'US-AK',runways:1,longest:3000,elev:13,country:'US',continent:'NA',lat:67.736198425293,lon:-164.563003540039})
+CREATE (a2374:airport {id:'2374',code:'WBQ',icao:'PAWB',city:'Beaver',desc:'Beaver Airport',region:'US-AK',runways:1,longest:3954,elev:359,country:'US',continent:'NA',lat:66.362197876,lon:-147.406997681})
+CREATE (a2375:airport {id:'2375',code:'WRG',icao:'PAWG',city:'Wrangell',desc:'Wrangell Airport',region:'US-AK',runways:1,longest:5999,elev:49,country:'US',continent:'NA',lat:56.48429871,lon:-132.3699951})
+CREATE (a2376:airport {id:'2376',code:'AIN',icao:'PAWI',city:'Wainwright',desc:'Wainwright Airport',region:'US-AK',runways:1,longest:4494,elev:41,country:'US',continent:'NA',lat:70.6380004883,lon:-159.994995117})
+CREATE (a2377:airport {id:'2377',code:'WMO',icao:'PAWM',city:'White Mountain',desc:'White Mountain Airport',region:'US-AK',runways:1,longest:3000,elev:267,country:'US',continent:'NA',lat:64.689201355,lon:-163.412994385})
+CREATE (a2378:airport {id:'2378',code:'WTK',icao:'PAWN',city:'Noatak',desc:'Noatak Airport',region:'US-AK',runways:1,longest:4000,elev:88,country:'US',continent:'NA',lat:67.5661010742188,lon:-162.975006103516})
+CREATE (a2379:airport {id:'2379',code:'YAK',icao:'PAYA',city:'Yakutat',desc:'Yakutat Airport',region:'US-AK',runways:2,longest:7745,elev:33,country:'US',continent:'NA',lat:59.5032997131,lon:-139.660003662})
+CREATE (a2380:airport {id:'2380',code:'AET',icao:'PFAL',city:'Allakaket',desc:'Allakaket Airport',region:'US-AK',runways:1,longest:4000,elev:441,country:'US',continent:'NA',lat:66.5518035889,lon:-152.621994019})
+CREATE (a2381:airport {id:'2381',code:'ELI',icao:'PFEL',city:'Elim',desc:'Elim Airport',region:'US-AK',runways:1,longest:3401,elev:162,country:'US',continent:'NA',lat:64.61470032,lon:-162.2720032})
+CREATE (a2382:airport {id:'2382',code:'KUK',icao:'PFKA',city:'Kasigluk',desc:'Kasigluk Airport',region:'US-AK',runways:1,longest:3000,elev:48,country:'US',continent:'NA',lat:60.87440109,lon:-162.5240021})
+CREATE (a2383:airport {id:'2383',code:'KOT',icao:'PFKO',city:'Kotlik',desc:'Kotlik Airport',region:'US-AK',runways:1,longest:4422,elev:15,country:'US',continent:'NA',lat:63.0306015015,lon:-163.533004761})
+CREATE (a2384:airport {id:'2384',code:'KTS',icao:'PFKT',city:'Brevig Mission',desc:'Brevig Mission Airport',region:'US-AK',runways:2,longest:2990,elev:38,country:'US',continent:'NA',lat:65.3312988281,lon:-166.466003418})
+CREATE (a2385:airport {id:'2385',code:'KWT',icao:'PFKW',city:'Kwethluk',desc:'Kwethluk Airport',region:'US-AK',runways:1,longest:3198,elev:25,country:'US',continent:'NA',lat:60.7902984619,lon:-161.444000244})
+CREATE (a2386:airport {id:'2386',code:'ORV',icao:'PFNO',city:'Noorvik',desc:'Robert (Bob) Curtis Memorial Airport',region:'US-AK',runways:1,longest:4000,elev:55,country:'US',continent:'NA',lat:66.81790161,lon:-161.0189972})
+CREATE (a2387:airport {id:'2387',code:'SKK',icao:'PFSH',city:'Shaktoolik',desc:'Shaktoolik Airport',region:'US-AK',runways:1,longest:4001,elev:24,country:'US',continent:'NA',lat:64.37110138,lon:-161.223999})
+CREATE (a2388:airport {id:'2388',code:'WSN',icao:'PFWS',city:'South Naknek',desc:'South Naknek Nr 2 Airport',region:'US-AK',runways:2,longest:3314,elev:162,country:'US',continent:'NA',lat:58.7033996582,lon:-157.007995605})
+CREATE (a2389:airport {id:'2389',code:'FYU',icao:'PFYU',city:'Fort Yukon',desc:'Fort Yukon Airport',region:'US-AK',runways:1,longest:5810,elev:433,country:'US',continent:'NA',lat:66.5715026855469,lon:-145.25})
+CREATE (a2390:airport {id:'2390',code:'TFI',icao:'AYTU',city:'Tufi',desc:'Tufi Airport',region:'PG-NPP',runways:1,longest:2623,elev:85,country:'PG',continent:'OC',lat:-9.07595443726,lon:149.319839478})
+CREATE (a2391:airport {id:'2391',code:'ROP',icao:'PGRO',city:'Rota Island',desc:'Rota International Airport',region:'MP-U-A',runways:1,longest:6000,elev:607,country:'MP',continent:'OC',lat:14.1743001937866,lon:145.24299621582})
+CREATE (a2392:airport {id:'2392',code:'CHG',icao:'ZYCY',city:'Chaoyang',desc:'Chaoyang Airport',region:'CN-21',runways:1,longest:6562,elev:173,country:'CN',continent:'AS',lat:41.5381011962891,lon:120.434997558594})
+CREATE (a2393:airport {id:'2393',code:'HNM',icao:'PHHN',city:'Hana',desc:'Hana Airport',region:'US-HI',runways:1,longest:3606,elev:78,country:'US',continent:'NA',lat:20.7956008911133,lon:-156.014007568359})
+CREATE (a2394:airport {id:'2394',code:'MUE',icao:'PHMU',city:'Kamuela',desc:'Waimea Kohala Airport',region:'US-HI',runways:1,longest:5197,elev:2671,country:'US',continent:'NA',lat:20.0013008117676,lon:-155.667999267578})
+CREATE (a2395:airport {id:'2395',code:'KWA',icao:'PKWA',city:'Kwajalein',desc:'Bucholz Army Air Field',region:'MH-KWA',runways:1,longest:6668,elev:9,country:'MH',continent:'OC',lat:8.72012042999268,lon:167.731994628906})
+CREATE (a2396:airport {id:'2396',code:'PIZ',icao:'PPIZ',city:'Point Lay',desc:'Point Lay LRRS Airport',region:'US-AK',runways:1,longest:3519,elev:22,country:'US',continent:'NA',lat:69.73290253,lon:-163.0050049})
+CREATE (a2397:airport {id:'2397',code:'TKK',icao:'PTKK',city:'Weno Island',desc:'Chuuk International Airport',region:'FM-TRK',runways:1,longest:6006,elev:11,country:'FM',continent:'OC',lat:7.46187019348145,lon:151.843002319336})
+CREATE (a2398:airport {id:'2398',code:'YAP',icao:'PTYA',city:'Yap Island',desc:'Yap International Airport',region:'FM-YAP',runways:1,longest:6000,elev:91,country:'FM',continent:'OC',lat:9.49890995025635,lon:138.082992553711})
+CREATE (a2399:airport {id:'2399',code:'KNH',icao:'RCBS',city:'Shang-I',desc:'Kinmen Airport',region:'TW-X-KM',runways:1,longest:9865,elev:93,country:'TW',continent:'AS',lat:24.4279003143311,lon:118.359001159668})
+CREATE (a2400:airport {id:'2400',code:'TTT',icao:'RCFN',city:'Taitung City',desc:'Taitung Airport',region:'TW-TTT',runways:1,longest:7999,elev:143,country:'TW',continent:'AS',lat:22.7549991607666,lon:121.101997375488})
+CREATE (a2401:airport {id:'2401',code:'MZG',icao:'RCQC',city:'Makung City',desc:'Makung Airport',region:'TW-PEN',runways:1,longest:9843,elev:103,country:'TW',continent:'AS',lat:23.5687007904053,lon:119.627998352051})
+CREATE (a2402:airport {id:'2402',code:'HUN',icao:'RCYU',city:'Hualien City',desc:'Hualien Airport',region:'TW-HUA',runways:3,longest:9022,elev:52,country:'TW',continent:'AS',lat:24.023099899292,lon:121.61799621582})
+CREATE (a2403:airport {id:'2403',code:'MMJ',icao:'RJAF',city:'Matsumoto',desc:'Matsumoto Airport',region:'JP-20',runways:1,longest:6560,elev:2182,country:'JP',continent:'AS',lat:36.1668014526367,lon:137.923004150391})
+CREATE (a2404:airport {id:'2404',code:'IBR',icao:'RJAH',city:'Omitama',desc:'Hyakuri Airport',region:'JP-08',runways:1,longest:8860,elev:105,country:'JP',continent:'AS',lat:36.181098938,lon:140.414993286})
+CREATE (a2405:airport {id:'2405',code:'IKI',icao:'RJDB',city:'Iki',desc:'Iki Airport',region:'JP-42',runways:1,longest:4331,elev:41,country:'JP',continent:'AS',lat:33.7490005493,lon:129.785003662})
+CREATE (a2406:airport {id:'2406',code:'TSJ',icao:'RJDT',city:'Tsushima',desc:'Tsushima Airport',region:'JP-42',runways:1,longest:6234,elev:213,country:'JP',continent:'AS',lat:34.2849006653,lon:129.330993652})
+CREATE (a2407:airport {id:'2407',code:'FUJ',icao:'RJFE',city:'Goto',desc:'Fukue Airport',region:'JP-42',runways:1,longest:6561,elev:273,country:'JP',continent:'AS',lat:32.6663017272949,lon:128.832992553711})
+CREATE (a2408:airport {id:'2408',code:'NKM',icao:'RJNA',city:'Nagoya',desc:'Nagoya Airport',region:'JP-23',runways:1,longest:8990,elev:52,country:'JP',continent:'AS',lat:35.2550010681152,lon:136.92399597168})
+CREATE (a2409:airport {id:'2409',code:'FSZ',icao:'RJNS',city:'Makinohara / Shimada',desc:'Mt. Fuji Shizuoka Airport',region:'JP-22',runways:1,longest:8202,elev:433,country:'JP',continent:'AS',lat:34.7960434679,lon:138.18775177})
+CREATE (a2410:airport {id:'2410',code:'FKS',icao:'RJSF',city:'Sukagawa',desc:'Fukushima Airport',region:'JP-07',runways:1,longest:8202,elev:1221,country:'JP',continent:'AS',lat:37.2274017333984,lon:140.430999755859})
+CREATE (a2411:airport {id:'2411',code:'HNA',icao:'RJSI',city:'Morioka',desc:'Hanamaki Airport',region:'JP-03',runways:1,longest:8202,elev:297,country:'JP',continent:'AS',lat:39.4286003112793,lon:141.134994506836})
+CREATE (a2412:airport {id:'2412',code:'KWJ',icao:'RKJJ',city:'Gwangju',desc:'Gwangju Airport',region:'KR-29',runways:2,longest:9300,elev:39,country:'KR',continent:'AS',lat:35.1263999939,lon:126.808998108})
+CREATE (a2413:airport {id:'2413',code:'KUV',icao:'RKJK',city:'Kunsan',desc:'Kunsan Air Base',region:'KR-45',runways:1,longest:9000,elev:29,country:'KR',continent:'AS',lat:35.9038009643555,lon:126.615997314453})
+CREATE (a2414:airport {id:'2414',code:'RSU',icao:'RKJY',city:'Yeosu',desc:'Yeosu Airport',region:'KR-46',runways:1,longest:6890,elev:53,country:'KR',continent:'AS',lat:34.8423004150391,lon:127.616996765137})
+CREATE (a2415:airport {id:'2415',code:'WJU',icao:'RKNW',city:'Wonju',desc:'Wonju Airport',region:'KR-42',runways:1,longest:9000,elev:329,country:'KR',continent:'AS',lat:37.4380989075,lon:127.959999084})
+CREATE (a2416:airport {id:'2416',code:'YNY',icao:'RKNY',city:'Sokcho / Gangneung',desc:'Yangyang International Airport',region:'KR-42',runways:1,longest:8202,elev:241,country:'KR',continent:'AS',lat:38.0612983703613,lon:128.669006347656})
+CREATE (a2417:airport {id:'2417',code:'HIN',icao:'RKPS',city:'Sacheon',desc:'Sacheon Air Base',region:'KR-48',runways:2,longest:9000,elev:25,country:'KR',continent:'AS',lat:35.0885009765625,lon:128.070007324219})
+CREATE (a2418:airport {id:'2418',code:'USN',icao:'RKPU',city:'Ulsan',desc:'Ulsan Airport',region:'KR-31',runways:1,longest:6561,elev:45,country:'KR',continent:'AS',lat:35.59349823,lon:129.352005005})
+CREATE (a2419:airport {id:'2419',code:'KPO',icao:'RKTH',city:'Pohang',desc:'Pohang Airport',region:'KR-47',runways:1,longest:7000,elev:70,country:'KR',continent:'AS',lat:35.9878997803,lon:129.419998169})
+CREATE (a2420:airport {id:'2420',code:'RMP',icao:'none',city:'Rampart',desc:'Rampart Airport',region:'US-AK',runways:1,longest:3520,elev:302,country:'US',continent:'NA',lat:65.5078964233398,lon:-150.141006469727})
+CREATE (a2421:airport {id:'2421',code:'UEO',icao:'ROKJ',city:'Kumejima',desc:'Kumejima Airport',region:'JP-47',runways:1,longest:6562,elev:23,country:'JP',continent:'AS',lat:26.3635005950928,lon:126.713996887207})
+CREATE (a2422:airport {id:'2422',code:'LAO',icao:'RPLI',city:'Laoag City',desc:'Laoag International Airport',region:'PH-ILN',runways:1,longest:9120,elev:25,country:'PH',continent:'AS',lat:18.1781005859375,lon:120.531997680664})
+CREATE (a2423:airport {id:'2423',code:'LGP',icao:'RPLP',city:'Legazpi City',desc:'Legazpi City International Airport',region:'PH-ALB',runways:1,longest:7480,elev:66,country:'PH',continent:'AS',lat:13.1575,lon:123.735})
+CREATE (a2424:airport {id:'2424',code:'CBO',icao:'RPMC',city:'Cotabato City',desc:'Awang Airport',region:'PH-MAG',runways:1,longest:6234,elev:189,country:'PH',continent:'AS',lat:7.1652398109436,lon:124.209999084473})
+CREATE (a2425:airport {id:'2425',code:'BXU',icao:'RPME',city:'Butuan City',desc:'Bancasi Airport',region:'PH-AGN',runways:1,longest:6450,elev:141,country:'PH',continent:'AS',lat:8.9515,lon:125.4788})
+CREATE (a2426:airport {id:'2426',code:'DPL',icao:'RPMG',city:'Dipolog City',desc:'Dipolog Airport',region:'PH-ZAN',runways:1,longest:6273,elev:12,country:'PH',continent:'AS',lat:8.60198349877,lon:123.341875076})
+CREATE (a2427:airport {id:'2427',code:'CGM',icao:'RPMH',city:'Camiguin',desc:'Camiguin Airport',region:'PH-CAM',runways:1,longest:3945,elev:53,country:'PH',continent:'AS',lat:9.25352001190186,lon:124.707000732422})
+CREATE (a2428:airport {id:'2428',code:'CGY',icao:'RPML',city:'Cagayan De Oro City',desc:'Cagayan De Oro Airport',region:'PH-MSR',runways:1,longest:8050,elev:601,country:'PH',continent:'AS',lat:8.41561985016,lon:124.611000061})
+CREATE (a2429:airport {id:'2429',code:'OZC',icao:'RPMO',city:'Ozamiz City',desc:'Labo Airport',region:'PH-MSC',runways:1,longest:5720,elev:75,country:'PH',continent:'AS',lat:8.17850971221924,lon:123.842002868652})
+CREATE (a2430:airport {id:'2430',code:'PAG',icao:'RPMP',city:'Pagadian City',desc:'Pagadian Airport',region:'PH-ZAS',runways:1,longest:5512,elev:5,country:'PH',continent:'AS',lat:7.83073144787,lon:123.461179733})
+CREATE (a2431:airport {id:'2431',code:'GES',icao:'RPMR',city:'General Santos',desc:'General Santos International Airport',region:'PH-SCO',runways:1,longest:10587,elev:505,country:'PH',continent:'AS',lat:6.05800008774,lon:125.096000671})
+CREATE (a2432:airport {id:'2432',code:'SUG',icao:'RPMS',city:'Surigao City',desc:'Surigao Airport',region:'PH-SUN',runways:1,longest:5603,elev:20,country:'PH',continent:'AS',lat:9.75583832563,lon:125.480947495})
+CREATE (a2433:airport {id:'2433',code:'ZAM',icao:'RPMZ',city:'Zamboanga City',desc:'Zamboanga International Airport',region:'PH-ZAS',runways:1,longest:8560,elev:33,country:'PH',continent:'AS',lat:6.92242002487183,lon:122.059997558594})
+CREATE (a2434:airport {id:'2434',code:'IAO',icao:'RPNS',city:'Del Carmen',desc:'Siargao Airport',region:'PH-SUN',runways:1,longest:4167,elev:10,country:'PH',continent:'AS',lat:9.8591003418,lon:126.013999939})
+CREATE (a2435:airport {id:'2435',code:'SJI',icao:'RPUH',city:'San Jose',desc:'San Jose Airport',region:'PH-MDC',runways:1,longest:6024,elev:14,country:'PH',continent:'AS',lat:12.3614997864,lon:121.04699707})
+CREATE (a2436:airport {id:'2436',code:'WNP',icao:'RPUN',city:'Naga',desc:'Naga Airport',region:'PH-CAS',runways:1,longest:4599,elev:142,country:'PH',continent:'AS',lat:13.5848999023438,lon:123.269996643066})
+CREATE (a2437:airport {id:'2437',code:'BSO',icao:'RPUO',city:'Basco',desc:'Basco Airport',region:'PH-CAG',runways:1,longest:4101,elev:291,country:'PH',continent:'AS',lat:20.4512996674,lon:121.980003357})
+CREATE (a2438:airport {id:'2438',code:'TUG',icao:'RPUT',city:'Tuguegarao City',desc:'Tuguegarao Airport',region:'PH-CAG',runways:1,longest:6455,elev:70,country:'PH',continent:'AS',lat:17.6433676823,lon:121.733150482})
+CREATE (a2439:airport {id:'2439',code:'VRC',icao:'RPUV',city:'Virac',desc:'Virac Airport',region:'PH-CAT',runways:1,longest:5118,elev:121,country:'PH',continent:'AS',lat:13.5763998031616,lon:124.206001281738})
+CREATE (a2440:airport {id:'2440',code:'CYZ',icao:'RPUY',city:'Cauayan City',desc:'Cauayan Airport',region:'PH-ISA',runways:1,longest:6890,elev:200,country:'PH',continent:'AS',lat:16.9298992157,lon:121.752998352})
+CREATE (a2441:airport {id:'2441',code:'TAC',icao:'RPVA',city:'Tacloban City',desc:'Daniel Z. Romualdez Airport',region:'PH-LEY',runways:1,longest:7014,elev:10,country:'PH',continent:'AS',lat:11.2276000977,lon:125.027999878})
+CREATE (a2442:airport {id:'2442',code:'BCD',icao:'RPVB',city:'Bacolod City',desc:'Bacolod-Silay City International Airport',region:'PH-NEC',runways:1,longest:6416,elev:25,country:'PH',continent:'AS',lat:10.7763996124268,lon:123.014999389648})
+CREATE (a2443:airport {id:'2443',code:'CYP',icao:'RPVC',city:'Calbayog City',desc:'Calbayog Airport',region:'PH-WSA',runways:1,longest:4843,elev:12,country:'PH',continent:'AS',lat:12.072699546814,lon:124.544998168945})
+CREATE (a2444:airport {id:'2444',code:'DGT',icao:'RPVD',city:'Dumaguete City',desc:'Sibulan Airport',region:'PH-NER',runways:1,longest:6136,elev:15,country:'PH',continent:'AS',lat:9.3337097168,lon:123.300003052})
+CREATE (a2445:airport {id:'2445',code:'MPH',icao:'RPVE',city:'Caticlan',desc:'Malay, Godofredo P. Ramos Airport',region:'PH-AKL',runways:1,longest:3117,elev:7,country:'PH',continent:'AS',lat:11.9245004654,lon:121.95400238})
+CREATE (a2446:airport {id:'2446',code:'CRM',icao:'RPVF',city:'Catarman',desc:'Catarman National Airport',region:'PH-NSA',runways:1,longest:4429,elev:6,country:'PH',continent:'AS',lat:12.5024003982544,lon:124.636001586914})
+CREATE (a2447:airport {id:'2447',code:'MBT',icao:'RPVJ',city:'Masbate',desc:'Moises R. Espinosa Airport',region:'PH-MAS',runways:1,longest:4921,elev:26,country:'PH',continent:'AS',lat:12.3694000244,lon:123.628997803})
+CREATE (a2448:airport {id:'2448',code:'PPS',icao:'RPVP',city:'Puerto Princesa City',desc:'Puerto Princesa Airport',region:'PH-PLW',runways:1,longest:8530,elev:71,country:'PH',continent:'AS',lat:9.74211978912354,lon:118.759002685547})
+CREATE (a2449:airport {id:'2449',code:'RXS',icao:'RPVR',city:'Roxas City',desc:'Roxas Airport',region:'PH-CAP',runways:1,longest:6201,elev:10,country:'PH',continent:'AS',lat:11.5977001190186,lon:122.751998901367})
+CREATE (a2450:airport {id:'2450',code:'TAG',icao:'RPVT',city:'Tagbilaran City',desc:'Tagbilaran Airport',region:'PH-BOH',runways:1,longest:5837,elev:38,country:'PH',continent:'AS',lat:9.6640796661377,lon:123.852996826172})
+CREATE (a2451:airport {id:'2451',code:'USU',icao:'RPVV',city:'Coron',desc:'Francisco B. Reyes Airport',region:'PH-PLW',runways:1,longest:3300,elev:148,country:'PH',continent:'AS',lat:12.1215000153,lon:120.099998474})
+CREATE (a2452:airport {id:'2452',code:'NGK',icao:'UHSN',city:'Nogliki-Sakhalin Island',desc:'Nogliki Airport',region:'RU-SAK',runways:1,longest:5741,elev:98,country:'RU',continent:'AS',lat:51.7801017761,lon:143.139007568})
+CREATE (a2453:airport {id:'2453',code:'GRV',icao:'URMG',city:'Grozny',desc:'Grozny North Airport',region:'RU-CE',runways:1,longest:8202,elev:544,country:'RU',continent:'EU',lat:43.3883018493652,lon:45.698600769043})
+CREATE (a2454:airport {id:'2454',code:'VUS',icao:'ULWU',city:'Velikiy Ustyug',desc:'Velikiy Ustyug Airport',region:'RU-VLG',runways:1,longest:4199,elev:331,country:'RU',continent:'EU',lat:60.7882995605469,lon:46.2599983215332})
+CREATE (a2455:airport {id:'2455',code:'PRA',icao:'SAAP',city:'Parana',desc:'General Urquiza Airport',region:'AR-E',runways:1,longest:6890,elev:242,country:'AR',continent:'SA',lat:-31.7948,lon:-60.4804})
+CREATE (a2456:airport {id:'2456',code:'SFN',icao:'SAAV',city:'Santa Fe',desc:'Sauce Viejo Airport',region:'AR-S',runways:1,longest:7628,elev:55,country:'AR',continent:'SA',lat:-31.7117,lon:-60.8117})
+CREATE (a2457:airport {id:'2457',code:'AFA',icao:'SAMR',city:'San Rafael',desc:'Suboficial Ay Santiago Germano Airport',region:'AR-M',runways:1,longest:6923,elev:2470,country:'AR',continent:'SA',lat:-34.5882987976,lon:-68.4039001465})
+CREATE (a2458:airport {id:'2458',code:'CTC',icao:'SANC',city:'Catamarca',desc:'Catamarca Airport',region:'AR-K',runways:1,longest:9186,elev:1522,country:'AR',continent:'SA',lat:-28.5956001282,lon:-65.751701355})
+CREATE (a2459:airport {id:'2459',code:'SDE',icao:'SANE',city:'Santiago del Estero',desc:'Vicecomodoro Angel D. La Paz Aragonés Airport',region:'AR-G',runways:1,longest:7946,elev:656,country:'AR',continent:'SA',lat:-27.7655563354,lon:-64.3099975586})
+CREATE (a2460:airport {id:'2460',code:'RHD',icao:'SANH',city:'Rio Hondo',desc:'Las Termas Airport',region:'AR-G',runways:1,longest:8197,elev:1130,country:'AR',continent:'SA',lat:-27.4736995697,lon:-64.9055023193})
+CREATE (a2461:airport {id:'2461',code:'IRJ',icao:'SANL',city:'La Rioja',desc:'Capitan V A Almonacid Airport',region:'AR-F',runways:1,longest:9383,elev:1437,country:'AR',continent:'SA',lat:-29.3815994263,lon:-66.7957992554})
+CREATE (a2462:airport {id:'2462',code:'TUC',icao:'SANT',city:'San Miguel de Tucuman',desc:'Teniente Benjamin Matienzo Airport',region:'AR-T',runways:1,longest:9514,elev:1493,country:'AR',continent:'SA',lat:-26.8409004211,lon:-65.1048965454})
+CREATE (a2463:airport {id:'2463',code:'UAQ',icao:'SANU',city:'San Juan',desc:'Domingo Faustino Sarmiento Airport',region:'AR-J',runways:1,longest:8071,elev:1958,country:'AR',continent:'SA',lat:-31.5715007782,lon:-68.4181976318})
+CREATE (a2464:airport {id:'2464',code:'LUQ',icao:'SAOU',city:'San Luis',desc:'Brigadier Mayor D Cesar Raul Ojeda Airport',region:'AR-D',runways:1,longest:9678,elev:2328,country:'AR',continent:'SA',lat:-33.2732009888,lon:-66.3563995361})
+CREATE (a2465:airport {id:'2465',code:'RES',icao:'SARE',city:'Resistencia',desc:'Resistencia International Airport',region:'AR-H',runways:1,longest:9088,elev:173,country:'AR',continent:'SA',lat:-27.45,lon:-59.0561})
+CREATE (a2466:airport {id:'2466',code:'FMA',icao:'SARF',city:'Formosa',desc:'Formosa Airport',region:'AR-P',runways:1,longest:5905,elev:193,country:'AR',continent:'SA',lat:-26.2127,lon:-58.2281})
+CREATE (a2467:airport {id:'2467',code:'PSS',icao:'SARP',city:'Posadas',desc:'Libertador Gral D Jose De San Martin Airport',region:'AR-N',runways:1,longest:7218,elev:430,country:'AR',continent:'SA',lat:-27.3858,lon:-55.9707})
+CREATE (a2468:airport {id:'2468',code:'SLA',icao:'SASA',city:'Salta',desc:'Martin Miguel De Guemes International Airport',region:'AR-A',runways:2,longest:9842,elev:4088,country:'AR',continent:'SA',lat:-24.8560009003,lon:-65.4861984253})
+CREATE (a2469:airport {id:'2469',code:'JUJ',icao:'SASJ',city:'San Salvador de Jujuy',desc:'Gobernador Horacio Guzman International Airport',region:'AR-Y',runways:1,longest:9698,elev:3019,country:'AR',continent:'SA',lat:-24.3927993774,lon:-65.0978012085})
+CREATE (a2470:airport {id:'2470',code:'CRD',icao:'SAVC',city:'Comodoro Rivadavia',desc:'General E. Mosconi Airport',region:'AR-U',runways:1,longest:9219,elev:189,country:'AR',continent:'SA',lat:-45.7853,lon:-67.4655})
+CREATE (a2471:airport {id:'2471',code:'EQS',icao:'SAVE',city:'Esquel',desc:'Brigadier Antonio Parodi Airport',region:'AR-U',runways:2,longest:7874,elev:2621,country:'AR',continent:'SA',lat:-42.908000946,lon:-71.139503479})
+CREATE (a2472:airport {id:'2472',code:'VDM',icao:'SAVV',city:'Viedma / Carmen de Patagones',desc:'Gobernador Castello Airport',region:'AR-R',runways:2,longest:8366,elev:20,country:'AR',continent:'SA',lat:-40.8692,lon:-63.0004})
+CREATE (a2473:airport {id:'2473',code:'PMY',icao:'SAVY',city:'Puerto Madryn',desc:'El Tehuelche Airport',region:'AR-U',runways:1,longest:8202,elev:427,country:'AR',continent:'SA',lat:-42.7592,lon:-65.1027})
+CREATE (a2474:airport {id:'2474',code:'RGA',icao:'SAWE',city:'Rio Grande',desc:'Hermes Quijada International Airport',region:'AR-V',runways:1,longest:6562,elev:65,country:'AR',continent:'SA',lat:-53.7777,lon:-67.7494})
+CREATE (a2475:airport {id:'2475',code:'RGL',icao:'SAWG',city:'Rio Gallegos',desc:'Piloto Civil N. Fernández Airport',region:'AR-Z',runways:1,longest:11644,elev:61,country:'AR',continent:'SA',lat:-51.6089,lon:-69.3126})
+CREATE (a2476:airport {id:'2476',code:'BHI',icao:'SAZB',city:'Bahia Blanca',desc:'Comandante Espora Airport',region:'AR-B',runways:3,longest:8579,elev:246,country:'AR',continent:'SA',lat:-38.725,lon:-62.1693})
+CREATE (a2477:airport {id:'2477',code:'MDQ',icao:'SAZM',city:'Mar del Plata',desc:'Ástor Piazzola International Airport',region:'AR-B',runways:1,longest:7218,elev:72,country:'AR',continent:'SA',lat:-37.9342,lon:-57.5733})
+CREATE (a2478:airport {id:'2478',code:'NQN',icao:'SAZN',city:'Neuquen',desc:'Presidente Peron Airport',region:'AR-Q',runways:1,longest:8432,elev:895,country:'AR',continent:'SA',lat:-38.9490013123,lon:-68.1557006836})
+CREATE (a2479:airport {id:'2479',code:'RSA',icao:'SAZR',city:'Santa Rosa',desc:'Santa Rosa Airport',region:'AR-L',runways:1,longest:7546,elev:630,country:'AR',continent:'SA',lat:-36.5882987976,lon:-64.2757034302})
+CREATE (a2480:airport {id:'2480',code:'CPC',icao:'SAZY',city:'Chapelco/San Martin de los Andes',desc:'Aviador C. Campos Airport',region:'AR-Q',runways:1,longest:8202,elev:2569,country:'AR',continent:'SA',lat:-40.0754013062,lon:-71.137298584})
+CREATE (a2481:airport {id:'2481',code:'AQA',icao:'SBAQ',city:'Araraquara',desc:'Araraquara Airport',region:'BR-SP',runways:1,longest:5907,elev:2334,country:'BR',continent:'SA',lat:-21.8120002747,lon:-48.1329994202})
+CREATE (a2482:airport {id:'2482',code:'AFL',icao:'SBAT',city:'Alta Floresta',desc:'Alta Floresta Airport',region:'BR-MT',runways:1,longest:8202,elev:948,country:'BR',continent:'SA',lat:-9.8663892746,lon:-56.1049995422})
+CREATE (a2483:airport {id:'2483',code:'AAX',icao:'SBAX',city:'Araxá',desc:'Araxá Airport',region:'BR-MG',runways:1,longest:6234,elev:3276,country:'BR',continent:'SA',lat:-19.5631999969482,lon:-46.9603996276855})
+CREATE (a2484:airport {id:'2484',code:'BVB',icao:'SBBV',city:'Boa Vista',desc:'Atlas Brasil Cantanhede Airport',region:'BR-RR',runways:1,longest:8858,elev:276,country:'BR',continent:'SA',lat:2.84138894081,lon:-60.6922225952})
+CREATE (a2485:airport {id:'2485',code:'CFB',icao:'SBCB',city:'Cabo Frio',desc:'Cabo Frio Airport',region:'BR-RJ',runways:1,longest:8366,elev:23,country:'BR',continent:'SA',lat:-22.9216995239,lon:-42.0742988586})
+CREATE (a2486:airport {id:'2486',code:'CFC',icao:'SBCD',city:'Caçador',desc:'Caçador Airport',region:'BR-SC',runways:1,longest:5331,elev:3376,country:'BR',continent:'SA',lat:-26.78840065,lon:-50.9398002625})
+CREATE (a2487:airport {id:'2487',code:'XAP',icao:'SBCH',city:'Chapecó',desc:'Chapecó Airport',region:'BR-SC',runways:1,longest:6768,elev:2146,country:'BR',continent:'SA',lat:-27.1341991424561,lon:-52.6566009521484})
+CREATE (a2488:airport {id:'2488',code:'CKS',icao:'SBCJ',city:'Carajás',desc:'Carajás Airport',region:'BR-PA',runways:1,longest:6562,elev:2064,country:'BR',continent:'SA',lat:-6.11527776718,lon:-50.0013885498})
+CREATE (a2489:airport {id:'2489',code:'CCM',icao:'SBCM',city:'Criciúma',desc:'Diomício Freitas Airport',region:'BR-SC',runways:1,longest:4882,elev:93,country:'BR',continent:'SA',lat:-28.7244434357,lon:-49.4213905334})
+CREATE (a2490:airport {id:'2490',code:'CLV',icao:'SBCN',city:'Caldas Novas',desc:'Caldas Novas Airport',region:'BR-GO',runways:1,longest:6890,elev:2247,country:'BR',continent:'SA',lat:-17.7252998352051,lon:-48.6074981689453})
+CREATE (a2491:airport {id:'2491',code:'CAW',icao:'SBCP',city:'Campos Dos Goytacazes',desc:'Bartolomeu Lisandro Airport',region:'BR-RJ',runways:1,longest:5066,elev:57,country:'BR',continent:'SA',lat:-21.698299408,lon:-41.301700592})
+CREATE (a2492:airport {id:'2492',code:'CMG',icao:'SBCR',city:'Corumbá',desc:'Corumbá International Airport',region:'BR-MS',runways:1,longest:5446,elev:461,country:'BR',continent:'SA',lat:-19.0119438171,lon:-57.6713905334})
+CREATE (a2493:airport {id:'2493',code:'CXJ',icao:'SBCX',city:'Caxias Do Sul',desc:'Hugo Cantergiani Regional Airport',region:'BR-RS',runways:1,longest:5479,elev:2472,country:'BR',continent:'SA',lat:-29.1970996857,lon:-51.1875})
+CREATE (a2494:airport {id:'2494',code:'BYO',icao:'SBDB',city:'Bonito',desc:'Bonito Airport',region:'BR-MS',runways:1,longest:6562,elev:1180,country:'BR',continent:'SA',lat:-21.2473,lon:-56.4525})
+CREATE (a2495:airport {id:'2495',code:'PPB',icao:'SBDN',city:'Presidente Prudente',desc:'Presidente Prudente Airport',region:'BR-SP',runways:1,longest:6923,elev:1477,country:'BR',continent:'SA',lat:-22.1751003265,lon:-51.4245986938})
+CREATE (a2496:airport {id:'2496',code:'FEN',icao:'SBFN',city:'Fernando De Noronha',desc:'Fernando de Noronha Airport',region:'BR-PE',runways:1,longest:6053,elev:193,country:'BR',continent:'SA',lat:-3.85492992401123,lon:-32.4233016967773})
+CREATE (a2497:airport {id:'2497',code:'GPB',icao:'SBGU',city:'Guarapuava',desc:'Tancredo Thomas de Faria Airport',region:'BR-PR',runways:1,longest:5315,elev:3494,country:'BR',continent:'SA',lat:-25.3875007629,lon:-51.520198822})
+CREATE (a2498:airport {id:'2498',code:'GVR',icao:'SBGV',city:'Governador Valadares',desc:'Governador Valadares Airport',region:'BR-MG',runways:1,longest:4593,elev:561,country:'BR',continent:'SA',lat:-18.8952007293701,lon:-41.9822006225586})
+CREATE (a2499:airport {id:'2499',code:'ATM',icao:'SBHT',city:'Altamira',desc:'Altamira Airport',region:'BR-PA',runways:1,longest:6572,elev:369,country:'BR',continent:'SA',lat:-3.25391006469727,lon:-52.2540016174316})
+CREATE (a2500:airport {id:'2500',code:'IMP',icao:'SBIZ',city:'Imperatriz',desc:'Prefeito Renato Moreira Airport',region:'BR-MA',runways:1,longest:5899,elev:432,country:'BR',continent:'SA',lat:-5.53129005432129,lon:-47.4599990844727})
+CREATE (a2501:airport {id:'2501',code:'CPV',icao:'SBKG',city:'Campina Grande',desc:'Presidente João Suassuna Airport',region:'BR-PB',runways:1,longest:5249,elev:1646,country:'BR',continent:'SA',lat:-7.26991987228394,lon:-35.8964004516602})
+CREATE (a2502:airport {id:'2502',code:'LEC',icao:'SBLE',city:'Lençóis',desc:'Chapada Diamantina Airport',region:'BR-BA',runways:1,longest:6831,elev:1676,country:'BR',continent:'SA',lat:-12.4822998047,lon:-41.2770004272})
+CREATE (a2503:airport {id:'2503',code:'LAZ',icao:'SBLP',city:'Bom Jesus Da Lapa',desc:'Bom Jesus da Lapa Airport',region:'BR-BA',runways:1,longest:3973,elev:1454,country:'BR',continent:'SA',lat:-13.2621002197,lon:-43.4081001282})
+CREATE (a2504:airport {id:'2504',code:'MAB',icao:'SBMA',city:'Marabá',desc:'João Correa da Rocha Airport',region:'BR-PA',runways:1,longest:6562,elev:357,country:'BR',continent:'SA',lat:-5.36858987808,lon:-49.1380004883})
+CREATE (a2505:airport {id:'2505',code:'MEU',icao:'SBMD',city:'Almeirim',desc:'Monte Dourado Airport',region:'BR-PA',runways:1,longest:5906,elev:677,country:'BR',continent:'SA',lat:-0.889838993549,lon:-52.6021995544})
+CREATE (a2506:airport {id:'2506',code:'MEA',icao:'SBME',city:'Macaé',desc:'Macaé Airport',region:'BR-RJ',runways:1,longest:3937,elev:8,country:'BR',continent:'SA',lat:-22.343000412,lon:-41.7659988403})
+CREATE (a2507:airport {id:'2507',code:'MOC',icao:'SBMK',city:'Montes Claros',desc:'Mário Ribeiro Airport',region:'BR-MG',runways:1,longest:6890,elev:2191,country:'BR',continent:'SA',lat:-16.7068996429,lon:-43.818901062})
+CREATE (a2508:airport {id:'2508',code:'MII',icao:'SBML',city:'Marília',desc:'Marília Airport',region:'BR-SP',runways:1,longest:4921,elev:2122,country:'BR',continent:'SA',lat:-22.1968994141,lon:-49.926399231})
+CREATE (a2509:airport {id:'2509',code:'MCP',icao:'SBMQ',city:'Macapá',desc:'Alberto Alcolumbre Airport',region:'BR-AP',runways:1,longest:6890,elev:56,country:'BR',continent:'SA',lat:0.0506640002131,lon:-51.0722007751})
+CREATE (a2510:airport {id:'2510',code:'PHB',icao:'SBPB',city:'Parnaíba',desc:'Prefeito Doutor João Silva Filho Airport',region:'BR-PI',runways:1,longest:6890,elev:16,country:'BR',continent:'SA',lat:-2.89374995232,lon:-41.7319984436})
+CREATE (a2511:airport {id:'2511',code:'PMW',icao:'SBPJ',city:'Palmas',desc:'Brigadeiro Lysias Rodrigues Airport',region:'BR-TO',runways:1,longest:8202,elev:774,country:'BR',continent:'SA',lat:-10.2915000916,lon:-48.3569984436})
+CREATE (a2512:airport {id:'2512',code:'PET',icao:'SBPK',city:'Pelotas',desc:'Pelotas Airport',region:'BR-RS',runways:2,longest:6496,elev:59,country:'BR',continent:'SA',lat:-31.7183990478516,lon:-52.3277015686035})
+CREATE (a2513:airport {id:'2513',code:'PNZ',icao:'SBPL',city:'Petrolina',desc:'Senador Nilo Coelho Airport',region:'BR-PE',runways:1,longest:9055,elev:1263,country:'BR',continent:'SA',lat:-9.3624095916748,lon:-40.5690994262695})
+CREATE (a2514:airport {id:'2514',code:'PVH',icao:'SBPV',city:'Porto Velho',desc:'Governador Jorge Teixeira de Oliveira Airport',region:'BR-RO',runways:1,longest:7874,elev:290,country:'BR',continent:'SA',lat:-8.70928955078125,lon:-63.9023017883301})
+CREATE (a2515:airport {id:'2515',code:'RBR',icao:'SBRB',city:'Rio Branco',desc:'Plácido de Castro Airport',region:'BR-AC',runways:1,longest:7080,elev:633,country:'BR',continent:'SA',lat:-9.86888885498047,lon:-67.8980560302734})
+CREATE (a2516:airport {id:'2516',code:'SJK',icao:'SBSJ',city:'São José Dos Campos',desc:'Professor Urbano Ernesto Stumpf Airport',region:'BR-SP',runways:1,longest:8780,elev:2120,country:'BR',continent:'SA',lat:-23.2292003631592,lon:-45.861499786377})
+CREATE (a2517:airport {id:'2517',code:'RIA',icao:'SBSM',city:'Santa Maria',desc:'Santa Maria Airport',region:'BR-RS',runways:2,longest:8858,elev:287,country:'BR',continent:'SA',lat:-29.7113990783691,lon:-53.6882019042969})
+CREATE (a2518:airport {id:'2518',code:'STM',icao:'SBSN',city:'Santarém',desc:'Maestro Wilson Fonseca Airport',region:'BR-PA',runways:1,longest:7874,elev:198,country:'BR',continent:'SA',lat:-2.42472195625305,lon:-54.785831451416})
+CREATE (a2519:airport {id:'2519',code:'TFF',icao:'SBTF',city:'Tefé',desc:'Tefé Airport',region:'BR-AM',runways:1,longest:7218,elev:188,country:'BR',continent:'SA',lat:-3.38294005394,lon:-64.7240982056})
+CREATE (a2520:airport {id:'2520',code:'TBT',icao:'SBTT',city:'Tabatinga',desc:'Tabatinga Airport',region:'BR-AM',runways:1,longest:7054,elev:279,country:'BR',continent:'SA',lat:-4.25567007064819,lon:-69.9357986450195})
+CREATE (a2521:airport {id:'2521',code:'PAV',icao:'SBUF',city:'Paulo Afonso',desc:'Paulo Afonso Airport',region:'BR-BA',runways:1,longest:5906,elev:883,country:'BR',continent:'SA',lat:-9.40087985992432,lon:-38.2505989074707})
+CREATE (a2522:airport {id:'2522',code:'BVH',icao:'SBVH',city:'Vilhena',desc:'Vilhena Airport',region:'BR-RO',runways:1,longest:8530,elev:2018,country:'BR',continent:'SA',lat:-12.6943998336792,lon:-60.0983009338379})
+CREATE (a2523:airport {id:'2523',code:'IZA',icao:'SBZM',city:'Juiz de Fora',desc:'Zona da Mata Regional Airport',region:'BR-MG',runways:1,longest:8284,elev:1348,country:'BR',continent:'SA',lat:-21.5130558014,lon:-43.1730575562})
+CREATE (a2524:airport {id:'2524',code:'MHC',icao:'SCPQ',city:'Dalcahue',desc:'Mocopulli Airport',region:'CL-LL',runways:1,longest:6562,elev:528,country:'CL',continent:'SA',lat:-42.340388,lon:-73.715693})
+CREATE (a2525:airport {id:'2525',code:'AOG',icao:'ZYAS',city:'Anshan',desc:'Anshan Air Base',region:'CN-21',runways:1,longest:8530,elev:46,country:'CN',continent:'AS',lat:41.1053009033203,lon:122.853996276855})
+CREATE (a2526:airport {id:'2526',code:'OCC',icao:'SECO',city:'Coca',desc:'Francisco De Orellana Airport',region:'EC-D',runways:1,longest:6760,elev:834,country:'EC',continent:'SA',lat:-0.46288600564003,lon:-76.9868011474609})
+CREATE (a2527:airport {id:'2527',code:'CUE',icao:'SECU',city:'Cuenca',desc:'Mariscal Lamar Airport',region:'EC-A',runways:1,longest:6234,elev:8306,country:'EC',continent:'SA',lat:-2.88947010040283,lon:-78.9843978881836})
+CREATE (a2528:airport {id:'2528',code:'GPS',icao:'SEGS',city:'Baltra',desc:'Seymour Airport',region:'EC-W',runways:1,longest:7876,elev:207,country:'EC',continent:'SA',lat:-0.453758001327515,lon:-90.2658996582031})
+CREATE (a2529:airport {id:'2529',code:'LTX',icao:'SELT',city:'Latacunga',desc:'Cotopaxi International Airport',region:'EC-X',runways:1,longest:12117,elev:9205,country:'EC',continent:'SA',lat:-0.906832993031,lon:-78.6157989502})
+CREATE (a2530:airport {id:'2530',code:'XMS',icao:'SEMC',city:'Macas',desc:'Coronel E Carvajal Airport',region:'EC-S',runways:1,longest:8202,elev:3452,country:'EC',continent:'SA',lat:-2.29917001724243,lon:-78.1207962036133})
+CREATE (a2531:airport {id:'2531',code:'MEC',icao:'SEMT',city:'Manta',desc:'Eloy Alfaro International Airport',region:'EC-M',runways:1,longest:9383,elev:48,country:'EC',continent:'SA',lat:-0.94607800245285,lon:-80.6788024902344})
+CREATE (a2532:airport {id:'2532',code:'LGQ',icao:'SENL',city:'Lago Agrio',desc:'Nueva Loja Airport',region:'EC-U',runways:1,longest:7546,elev:980,country:'EC',continent:'SA',lat:0.0930560007691,lon:-76.8675003052})
+CREATE (a2533:airport {id:'2533',code:'ETR',icao:'SERO',city:'Santa Rosa',desc:'Coronel Artilleria Victor Larrea Airport',region:'EC-O',runways:1,longest:3255,elev:170,country:'EC',continent:'SA',lat:-3.43515992165,lon:-79.9777984619})
+CREATE (a2534:airport {id:'2534',code:'SCY',icao:'SEST',city:'San Cristóbal',desc:'San Cristóbal Airport',region:'EC-W',runways:1,longest:6214,elev:62,country:'EC',continent:'SA',lat:-0.910206019878387,lon:-89.6174011230469})
+CREATE (a2535:airport {id:'2535',code:'LOH',icao:'SETM',city:'La Toma (Catamayo)',desc:'Camilo Ponce Enriquez Airport',region:'EC-L',runways:1,longest:6725,elev:4056,country:'EC',continent:'SA',lat:-3.99588990211487,lon:-79.3719024658203})
+CREATE (a2536:airport {id:'2536',code:'ESM',icao:'SETN',city:'Tachina',desc:'General Rivadeneira Airport',region:'EC-E',runways:1,longest:7874,elev:32,country:'EC',continent:'SA',lat:0.978519022464752,lon:-79.6266021728516})
+CREATE (a2537:airport {id:'2537',code:'TUA',icao:'SETU',city:'Tulcán',desc:'Teniente Coronel Luis a Mantilla Airport',region:'EC-C',runways:1,longest:8071,elev:9649,country:'EC',continent:'SA',lat:0.809505999088287,lon:-77.7080993652344})
+CREATE (a2538:airport {id:'2538',code:'JTC',icao:'SBAE',city:'Bauru',desc:'Bauru - Arealva Airport',region:'BR-SP',runways:1,longest:6594,elev:1949,country:'BR',continent:'SA',lat:-22.1668591409,lon:-49.0502866745})
+CREATE (a2539:airport {id:'2539',code:'PUU',icao:'SKAS',city:'Puerto Asís',desc:'Tres De Mayo Airport',region:'CO-PUT',runways:2,longest:5331,elev:815,country:'CO',continent:'SA',lat:0.505228,lon:-76.5008})
+CREATE (a2540:airport {id:'2540',code:'BGA',icao:'SKBG',city:'Bucaramanga',desc:'Palonegro Airport',region:'CO-SAN',runways:1,longest:7381,elev:3897,country:'CO',continent:'SA',lat:7.1265,lon:-73.1848})
+CREATE (a2541:airport {id:'2541',code:'BUN',icao:'SKBU',city:'Buenaventura',desc:'Gerardo Tobar López Airport',region:'CO-VAC',runways:1,longest:3945,elev:48,country:'CO',continent:'SA',lat:3.81963,lon:-76.9898})
+CREATE (a2542:airport {id:'2542',code:'CUC',icao:'SKCC',city:'Cúcuta',desc:'Camilo Daza International Airport',region:'CO-NSA',runways:2,longest:7700,elev:1096,country:'CO',continent:'SA',lat:7.92757,lon:-72.5115})
+CREATE (a2543:airport {id:'2543',code:'TCO',icao:'SKCO',city:'Tumaco',desc:'La Florida Airport',region:'CO-NAR',runways:1,longest:5249,elev:8,country:'CO',continent:'SA',lat:1.81442,lon:-78.7492})
+CREATE (a2544:airport {id:'2544',code:'CZU',icao:'SKCZ',city:'Corozal',desc:'Las Brujas Airport',region:'CO-SUC',runways:1,longest:4930,elev:528,country:'CO',continent:'SA',lat:9.33274,lon:-75.2856})
+CREATE (a2545:airport {id:'2545',code:'EJA',icao:'SKEJ',city:'Barrancabermeja',desc:'Yariguíes Airport',region:'CO-SAN',runways:1,longest:5905,elev:412,country:'CO',continent:'SA',lat:7.02433,lon:-73.8068})
+CREATE (a2546:airport {id:'2546',code:'FLA',icao:'SKFL',city:'Florencia',desc:'Gustavo Artunduaga Paredes Airport',region:'CO-CAQ',runways:1,longest:4921,elev:803,country:'CO',continent:'SA',lat:1.58919,lon:-75.5644})
+CREATE (a2547:airport {id:'2547',code:'GPI',icao:'SKGP',city:'Guapi',desc:'Juan Casiano Airport',region:'CO-CAU',runways:1,longest:4256,elev:164,country:'CO',continent:'SA',lat:2.57013,lon:-77.8986})
+CREATE (a2548:airport {id:'2548',code:'IBE',icao:'SKIB',city:'Ibagué',desc:'Perales Airport',region:'CO-TOL',runways:1,longest:5905,elev:2999,country:'CO',continent:'SA',lat:4.42161,lon:-75.1333})
+CREATE (a2549:airport {id:'2549',code:'IPI',icao:'SKIP',city:'Ipiales',desc:'San Luis Airport',region:'CO-NAR',runways:1,longest:5774,elev:9765,country:'CO',continent:'SA',lat:0.861925,lon:-77.6718})
+CREATE (a2550:airport {id:'2550',code:'APO',icao:'SKLC',city:'Carepa',desc:'Antonio Roldan Betancourt Airport',region:'CO-ANT',runways:1,longest:7153,elev:46,country:'CO',continent:'SA',lat:7.81196,lon:-76.7164})
+CREATE (a2551:airport {id:'2551',code:'LET',icao:'SKLT',city:'Leticia',desc:'Alfredo Vásquez Cobo International Airport',region:'CO-AMA',runways:1,longest:6168,elev:277,country:'CO',continent:'SA',lat:-4.19355,lon:-69.9432})
+CREATE (a2552:airport {id:'2552',code:'EOH',icao:'SKMD',city:'Medellín',desc:'Enrique Olaya Herrera Airport',region:'CO-ANT',runways:1,longest:8202,elev:4949,country:'CO',continent:'SA',lat:6.220549,lon:-75.590582})
+CREATE (a2553:airport {id:'2553',code:'MTR',icao:'SKMR',city:'Montería',desc:'Los Garzones Airport',region:'CO-COR',runways:1,longest:6285,elev:36,country:'CO',continent:'SA',lat:8.82374,lon:-75.8258})
+CREATE (a2554:airport {id:'2554',code:'MVP',icao:'SKMU',city:'Mitú',desc:'Fabio Alberto Leon Bentley Airport',region:'CO-VAU',runways:1,longest:5889,elev:680,country:'CO',continent:'SA',lat:1.25366,lon:-70.2339})
+CREATE (a2555:airport {id:'2555',code:'MZL',icao:'SKMZ',city:'Manizales',desc:'La Nubia Airport',region:'CO-CAL',runways:2,longest:4835,elev:6871,country:'CO',continent:'SA',lat:5.0296,lon:-75.4647})
+CREATE (a2556:airport {id:'2556',code:'NVA',icao:'SKNV',city:'Neiva',desc:'Benito Salas Airport',region:'CO-HUI',runways:1,longest:5880,elev:1464,country:'CO',continent:'SA',lat:2.95015,lon:-75.294})
+CREATE (a2557:airport {id:'2557',code:'PCR',icao:'SKPC',city:'Puerto Carreño',desc:'German Olano Airport',region:'CO-VID',runways:1,longest:5907,elev:177,country:'CO',continent:'SA',lat:6.18472,lon:-67.4932})
+CREATE (a2558:airport {id:'2558',code:'PDA',icao:'SKPD',city:'Puerto Inírida',desc:'Obando Airport',region:'CO-GUA',runways:1,longest:5910,elev:460,country:'CO',continent:'SA',lat:3.85353,lon:-67.9062})
+CREATE (a2559:airport {id:'2559',code:'PEI',icao:'SKPE',city:'Pereira',desc:'Matecaña International Airport',region:'CO-RIS',runways:1,longest:6627,elev:4416,country:'CO',continent:'SA',lat:4.81267,lon:-75.7395})
+CREATE (a2560:airport {id:'2560',code:'PPN',icao:'SKPP',city:'Popayán',desc:'Guillermo León Valencia Airport',region:'CO-CAU',runways:1,longest:6266,elev:5687,country:'CO',continent:'SA',lat:2.4544,lon:-76.6093})
+CREATE (a2561:airport {id:'2561',code:'PSO',icao:'SKPS',city:'Pasto',desc:'Antonio Narino Airport',region:'CO-NAR',runways:1,longest:7585,elev:5951,country:'CO',continent:'SA',lat:1.39625,lon:-77.2915})
+CREATE (a2562:airport {id:'2562',code:'RCH',icao:'SKRH',city:'Riohacha',desc:'Almirante Padilla Airport',region:'CO-LAG',runways:2,longest:5413,elev:43,country:'CO',continent:'SA',lat:11.5262,lon:-72.926})
+CREATE (a2563:airport {id:'2563',code:'SJE',icao:'SKSJ',city:'San José Del Guaviare',desc:'Jorge E. Gonzalez Torres Airport',region:'CO-GUV',runways:1,longest:4897,elev:605,country:'CO',continent:'SA',lat:2.57969,lon:-72.6394})
+CREATE (a2564:airport {id:'2564',code:'SMR',icao:'SKSM',city:'Santa Marta',desc:'Simón Bolívar International Airport',region:'CO-MAG',runways:1,longest:5577,elev:22,country:'CO',continent:'SA',lat:11.1196,lon:-74.2306})
+CREATE (a2565:airport {id:'2565',code:'ADZ',icao:'SKSP',city:'San Andrés',desc:'Gustavo Rojas Pinilla International Airport',region:'CO-SAP',runways:1,longest:7808,elev:19,country:'CO',continent:'SA',lat:12.5836,lon:-81.7112})
+CREATE (a2566:airport {id:'2566',code:'SVI',icao:'SKSV',city:'San Vicente Del Caguán',desc:'Eduardo Falla Solano Airport',region:'CO-CAQ',runways:2,longest:4921,elev:920,country:'CO',continent:'SA',lat:2.15217,lon:-74.7663})
+CREATE (a2567:airport {id:'2567',code:'TME',icao:'SKTM',city:'Tame',desc:'Gustavo Vargas Airport',region:'CO-ARA',runways:1,longest:6561,elev:1050,country:'CO',continent:'SA',lat:6.45108,lon:-71.7603})
+CREATE (a2568:airport {id:'2568',code:'AUC',icao:'SKUC',city:'Arauca',desc:'Santiago Perez Airport',region:'CO-ARA',runways:1,longest:6890,elev:420,country:'CO',continent:'SA',lat:7.06888,lon:-70.7369})
+CREATE (a2569:airport {id:'2569',code:'UIB',icao:'SKUI',city:'Quibdó',desc:'El Caraño Airport',region:'CO-CHO',runways:1,longest:4593,elev:204,country:'CO',continent:'SA',lat:5.69076,lon:-76.6412})
+CREATE (a2570:airport {id:'2570',code:'VUP',icao:'SKVP',city:'Valledupar',desc:'Alfonso López Pumarejo Airport',region:'CO-CES',runways:1,longest:6890,elev:483,country:'CO',continent:'SA',lat:10.435,lon:-73.2495})
+CREATE (a2571:airport {id:'2571',code:'VVC',icao:'SKVV',city:'Villavicencio',desc:'Vanguardia Airport',region:'CO-MET',runways:1,longest:5616,elev:1394,country:'CO',continent:'SA',lat:4.16787,lon:-73.6138})
+CREATE (a2572:airport {id:'2572',code:'EYP',icao:'SKYP',city:'El Yopal',desc:'El Yopal Airport',region:'CO-CAS',runways:1,longest:8448,elev:1028,country:'CO',continent:'SA',lat:5.31911,lon:-72.384})
+CREATE (a2573:airport {id:'2573',code:'CIJ',icao:'SLCO',city:'Cobija',desc:'Capitán Aníbal Arab Airport',region:'BO-N',runways:1,longest:6562,elev:889,country:'BO',continent:'SA',lat:-11.0403995514,lon:-68.7829971313})
+CREATE (a2574:airport {id:'2574',code:'SRZ',icao:'SLET',city:'Santa Cruz',desc:'El Trompillo Airport',region:'BO-S',runways:1,longest:9144,elev:1371,country:'BO',continent:'SA',lat:-17.8115997314,lon:-63.1715011597})
+CREATE (a2575:airport {id:'2575',code:'POI',icao:'SLPO',city:'Potosí',desc:'Capitan Nicolas Rojas Airport',region:'BO-P',runways:1,longest:9130,elev:12913,country:'BO',continent:'SA',lat:-19.5431003571,lon:-65.7237014771})
+CREATE (a2576:airport {id:'2576',code:'SRE',icao:'SLSU',city:'Sucre',desc:'Juana Azurduy De Padilla Airport',region:'BO-H',runways:1,longest:9300,elev:9540,country:'BO',continent:'SA',lat:-19.0070991516113,lon:-65.2886962890625})
+CREATE (a2577:airport {id:'2577',code:'TJA',icao:'SLTJ',city:'Tarija',desc:'Capitan Oriel Lea Plaza Airport',region:'BO-T',runways:1,longest:10007,elev:6079,country:'BO',continent:'SA',lat:-21.5557003021,lon:-64.7013015747})
+CREATE (a2578:airport {id:'2578',code:'TDD',icao:'SLTR',city:'Trinidad',desc:'Teniente Av. Jorge Henrich Arauz Airport',region:'BO-B',runways:1,longest:7874,elev:509,country:'BO',continent:'SA',lat:-14.8186998367,lon:-64.9179992676})
+CREATE (a2579:airport {id:'2579',code:'UYU',icao:'SLUY',city:'Quijarro',desc:'Uyuni Airport',region:'BO-P',runways:1,longest:13123,elev:12972,country:'BO',continent:'SA',lat:-20.4463005066,lon:-66.8483963013})
+CREATE (a2580:airport {id:'2580',code:'BRA',icao:'SNBR',city:'Barreiras',desc:'Barreiras Airport',region:'BR-BA',runways:1,longest:5249,elev:2447,country:'BR',continent:'SA',lat:-12.0789003372192,lon:-45.0089988708496})
+CREATE (a2581:airport {id:'2581',code:'POJ',icao:'SNPD',city:'Patos De Minas',desc:'Patos de Minas Airport',region:'BR-MG',runways:1,longest:5577,elev:2793,country:'BR',continent:'SA',lat:-18.6728000640869,lon:-46.4911994934082})
+CREATE (a2582:airport {id:'2582',code:'BVS',icao:'SNVS',city:'Breves',desc:'Breves Airport',region:'BR-PA',runways:1,longest:5249,elev:98,country:'BR',continent:'SA',lat:-1.63653004169464,lon:-50.4435997009277})
+CREATE (a2583:airport {id:'2583',code:'ERM',icao:'SSER',city:'Erechim',desc:'Erechim Airport',region:'BR-RS',runways:1,longest:4199,elev:2498,country:'BR',continent:'SA',lat:-27.6618995666504,lon:-52.2682991027832})
+CREATE (a2584:airport {id:'2584',code:'JCB',icao:'SSJA',city:'Joaçaba',desc:'Santa Terezinha Airport',region:'BR-SC',runways:1,longest:4134,elev:2546,country:'BR',continent:'SA',lat:-27.1714000702,lon:-51.5532989502})
+CREATE (a2585:airport {id:'2585',code:'OAL',icao:'SSKW',city:'Cacoal',desc:'Cacoal Airport',region:'BR-RO',runways:1,longest:6890,elev:778,country:'BR',continent:'SA',lat:-11.496,lon:-61.4508})
+CREATE (a2586:airport {id:'2586',code:'SRA',icao:'SSZR',city:'Santa Rosa',desc:'Santa Rosa Airport',region:'BR-RS',runways:1,longest:3937,elev:984,country:'BR',continent:'SA',lat:-27.9067001342773,lon:-54.5204010009766})
+CREATE (a2587:airport {id:'2587',code:'PDP',icao:'SULS',city:'Punta del Este',desc:'Capitan Corbeta CA Curbelo International Airport',region:'UY-MA',runways:2,longest:6998,elev:95,country:'UY',continent:'SA',lat:-34.8550987243652,lon:-55.0942993164062})
+CREATE (a2588:airport {id:'2588',code:'BNS',icao:'SVBI',city:'Barinas',desc:'Barinas Airport',region:'VE-E',runways:2,longest:6560,elev:666,country:'VE',continent:'SA',lat:8.61956977844238,lon:-70.2208023071289})
+CREATE (a2589:airport {id:'2589',code:'BRM',icao:'SVBM',city:'Barquisimeto',desc:'Barquisimeto International Airport',region:'VE-K',runways:1,longest:9350,elev:2042,country:'VE',continent:'SA',lat:10.0427465438843,lon:-69.3586196899414})
+CREATE (a2590:airport {id:'2590',code:'CZE',icao:'SVCR',city:'Coro',desc:'José Leonardo Chirinos Airport',region:'VE-I',runways:1,longest:6761,elev:52,country:'VE',continent:'SA',lat:11.4149436950684,lon:-69.6809005737305})
+CREATE (a2591:airport {id:'2591',code:'CUM',icao:'SVCU',city:'Cumaná',desc:'Cumaná (Antonio José de Sucre) Airport',region:'VE-R',runways:1,longest:10171,elev:14,country:'VE',continent:'SA',lat:10.4503326416016,lon:-64.1304702758789})
+CREATE (a2592:airport {id:'2592',code:'LSP',icao:'SVJC',city:'Paraguaná',desc:'Josefa Camejo International Airport',region:'VE-I',runways:1,longest:9186,elev:75,country:'VE',continent:'SA',lat:11.7807750701904,lon:-70.151496887207})
+CREATE (a2593:airport {id:'2593',code:'LFR',icao:'SVLF',city:'La Fria',desc:'La Fria Airport',region:'VE-S',runways:2,longest:6643,elev:305,country:'VE',continent:'SA',lat:8.23916721343994,lon:-72.2710266113281})
+CREATE (a2594:airport {id:'2594',code:'MRD',icao:'SVMD',city:'Mérida',desc:'Alberto Carnevalli Airport',region:'VE-L',runways:1,longest:5348,elev:5007,country:'VE',continent:'SA',lat:8.5820779800415,lon:-71.1610412597656})
+CREATE (a2595:airport {id:'2595',code:'PMV',icao:'SVMG',city:'Isla Margarita',desc:'Del Caribe Santiago Mariño International Airport',region:'VE-O',runways:2,longest:10499,elev:74,country:'VE',continent:'SA',lat:10.9126033782959,lon:-63.9665985107422})
+CREATE (a2596:airport {id:'2596',code:'MUN',icao:'SVMT',city:'Maturín',desc:'Maturín Airport',region:'VE-N',runways:1,longest:6890,elev:224,country:'VE',continent:'SA',lat:9.75452995300293,lon:-63.1473999023438})
+CREATE (a2597:airport {id:'2597',code:'CBS',icao:'SVON',city:'Cabimas',desc:'Oro Negro Airport',region:'VE-V',runways:1,longest:6160,elev:164,country:'VE',continent:'SA',lat:10.3306999206543,lon:-71.3225021362305})
+CREATE (a2598:airport {id:'2598',code:'PYH',icao:'SVPA',city:'Puerto Ayacucho',desc:'Cacique Aramare Airport',region:'VE-Z',runways:1,longest:8272,elev:245,country:'VE',continent:'SA',lat:5.61998987197876,lon:-67.6061019897461})
+CREATE (a2599:airport {id:'2599',code:'PBL',icao:'SVPC',city:'Puerto Cabello,',desc:'General Bartolome Salom International Airport',region:'VE-G',runways:1,longest:6970,elev:32,country:'VE',continent:'SA',lat:10.4805002212524,lon:-68.072998046875})
+CREATE (a2600:airport {id:'2600',code:'PZO',icao:'SVPR',city:'Puerto Ordaz-Ciudad Guayana',desc:'General Manuel Carlos Piar International Airport',region:'VE-F',runways:1,longest:6726,elev:472,country:'VE',continent:'SA',lat:8.28853034973145,lon:-62.7603988647461})
+CREATE (a2601:airport {id:'2601',code:'SVS',icao:'none',city:'Stevens Village',desc:'Stevens Village Airport',region:'US-AK',runways:1,longest:4000,elev:329,country:'US',continent:'NA',lat:66.0090026855,lon:-149.095993042})
+CREATE (a2602:airport {id:'2602',code:'SVZ',icao:'SVSA',city:'San Antonio Del Tachira',desc:'Juan Vicente Gomez International Airport',region:'VE-S',runways:1,longest:6135,elev:1312,country:'VE',continent:'SA',lat:7.84082984924316,lon:-72.439697265625})
+CREATE (a2603:airport {id:'2603',code:'STD',icao:'SVSO',city:'Santo Domingo',desc:'Mayor Buenaventura Vivas International Airport',region:'VE-S',runways:1,longest:9990,elev:1083,country:'VE',continent:'SA',lat:7.56538009643555,lon:-72.0351028442383})
+CREATE (a2604:airport {id:'2604',code:'SOM',icao:'SVST',city:'San Tome',desc:'San Tome Airport',region:'VE-B',runways:2,longest:6299,elev:861,country:'VE',continent:'SA',lat:8.94514656066895,lon:-64.1510848999023})
+CREATE (a2605:airport {id:'2605',code:'VLN',icao:'SVVA',city:'Valencia',desc:'Arturo Michelena International Airport',region:'VE-G',runways:1,longest:9842,elev:1411,country:'VE',continent:'SA',lat:10.1497325897217,lon:-67.9283981323242})
+CREATE (a2606:airport {id:'2606',code:'VIG',icao:'SVVG',city:'El Vigía',desc:'Juan Pablo Pérez Alfonso Airport',region:'VE-L',runways:1,longest:10645,elev:250,country:'VE',continent:'SA',lat:8.62413883209229,lon:-71.6726684570312})
+CREATE (a2607:airport {id:'2607',code:'VLV',icao:'SVVL',city:'Valera',desc:'Dr. Antonio Nicolás Briceño Airport',region:'VE-T',runways:1,longest:6791,elev:2060,country:'VE',continent:'SA',lat:9.34047794342041,lon:-70.5840606689453})
+CREATE (a2608:airport {id:'2608',code:'BAZ',icao:'SWBC',city:'Barcelos',desc:'Barcelos Airport',region:'BR-AM',runways:1,longest:3937,elev:112,country:'BR',continent:'SA',lat:-0.981292009353638,lon:-62.9196014404297})
+CREATE (a2609:airport {id:'2609',code:'AUX',icao:'SWGN',city:'Araguaína',desc:'Araguaína Airport',region:'BR-TO',runways:1,longest:5919,elev:771,country:'BR',continent:'SA',lat:-7.22786998748779,lon:-48.2405014038086})
+CREATE (a2610:airport {id:'2610',code:'JPR',icao:'SBJI',city:'Ji-Paraná',desc:'Ji-Paraná Airport',region:'BR-RO',runways:1,longest:5905,elev:594,country:'BR',continent:'SA',lat:-10.8708000183,lon:-61.8465003967})
+CREATE (a2611:airport {id:'2611',code:'CIZ',icao:'SWKO',city:'Coari',desc:'Coari Airport',region:'BR-AM',runways:1,longest:5249,elev:131,country:'BR',continent:'SA',lat:-4.13405990600586,lon:-63.1325988769531})
+CREATE (a2612:airport {id:'2612',code:'RVD',icao:'SWLC',city:'Rio Verde',desc:'General Leite de Castro Airport',region:'BR-GO',runways:1,longest:4921,elev:2464,country:'BR',continent:'SA',lat:-17.8347225189209,lon:-50.956111907959})
+CREATE (a2613:airport {id:'2613',code:'PIN',icao:'SWPI',city:'Parintins',desc:'Parintins Airport',region:'BR-AM',runways:1,longest:5906,elev:87,country:'BR',continent:'SA',lat:-2.67301988601685,lon:-56.7771987915039})
+CREATE (a2614:airport {id:'2614',code:'ROO',icao:'SWRD',city:'Rondonópolis',desc:'Rondonópolis Airport',region:'BR-MT',runways:1,longest:6070,elev:1467,country:'BR',continent:'SA',lat:-16.5860004425049,lon:-54.7248001098633})
+CREATE (a2615:airport {id:'2615',code:'OPS',icao:'SWSI',city:'Sinop',desc:'Presidente João Batista Figueiredo Airport',region:'BR-MT',runways:1,longest:5348,elev:1227,country:'BR',continent:'SA',lat:-11.8850002288818,lon:-55.586109161377})
+CREATE (a2616:airport {id:'2616',code:'SXP',icao:'none',city:'Sheldon Point',desc:'Sheldon Point Airport',region:'US-AK',runways:1,longest:3015,elev:12,country:'US',continent:'NA',lat:62.5205993652344,lon:-164.848007202148})
+CREATE (a2617:airport {id:'2617',code:'OGL',icao:'SYGO',city:'Ogle',desc:'Ogle Airport',region:'GY-DE',runways:1,longest:4000,elev:10,country:'GY',continent:'SA',lat:6.80628013611,lon:-58.1058998108})
+CREATE (a2618:airport {id:'2618',code:'TCT',icao:'PPCT',city:'Takotna',desc:'Takotna Airport',region:'US-AK',runways:1,longest:3300,elev:423,country:'US',continent:'NA',lat:62.9926986694,lon:-156.067993164})
+CREATE (a2619:airport {id:'2619',code:'SFG',icao:'TFFG',city:'Grand Case',desc:'L\'Espérance Airport',region:'MF-U-A',runways:1,longest:3937,elev:7,country:'MF',continent:'NA',lat:18.0998992919922,lon:-63.0471992492676})
+CREATE (a2620:airport {id:'2620',code:'SLU',icao:'TLPC',city:'Castries',desc:'George F. L. Charles Airport',region:'LC-02',runways:1,longest:5735,elev:22,country:'LC',continent:'NA',lat:14.0202,lon:-60.992901})
+CREATE (a2621:airport {id:'2621',code:'TLT',icao:'none',city:'Tuluksak',desc:'Tuluksak Airport',region:'US-AK',runways:1,longest:3300,elev:30,country:'US',continent:'NA',lat:61.0968017578,lon:-160.968994141})
+CREATE (a2622:airport {id:'2622',code:'EUX',icao:'TNCE',city:'Sint Eustatius',desc:'F. D. Roosevelt Airport',region:'BQ-U-A',runways:1,longest:4265,elev:129,country:'BQ',continent:'NA',lat:17.4965000152588,lon:-62.9794006347656})
+CREATE (a2623:airport {id:'2623',code:'SAB',icao:'TNCS',city:'Saba',desc:'Juancho E. Yrausquin Airport',region:'BQ-U-A',runways:1,longest:1300,elev:60,country:'BQ',continent:'NA',lat:17.6450004577637,lon:-63.2200012207031})
+CREATE (a2624:airport {id:'2624',code:'BGG',icao:'LTCU',city:'Bingöl',desc:'Bingöl Çeltiksuyu Airport',region:'TR-12',runways:1,longest:7546,elev:3474,country:'TR',continent:'AS',lat:38.8592605591,lon:40.5959625244})
+CREATE (a2625:airport {id:'2625',code:'IGD',icao:'LTCT',city:'Iğdır',desc:'Iğdır Airport',region:'TR-76',runways:1,longest:9843,elev:3101,country:'TR',continent:'AS',lat:39.9766273499,lon:43.8766479492})
+CREATE (a2626:airport {id:'2626',code:'SVD',icao:'TVSV',city:'Kingstown',desc:'E. T. Joshua Airport',region:'VC-04',runways:1,longest:4595,elev:66,country:'VC',continent:'NA',lat:13.1443004608154,lon:-61.2108993530273})
+CREATE (a2627:airport {id:'2627',code:'KOV',icao:'UACK',city:'Kokshetau',desc:'Kokshetau Airport',region:'KZ-AKM',runways:1,longest:8325,elev:900,country:'KZ',continent:'AS',lat:53.3291015625,lon:69.594596862793})
+CREATE (a2628:airport {id:'2628',code:'PPK',icao:'UACP',city:'Petropavlosk',desc:'Petropavlosk South Airport',region:'KZ-SEV',runways:1,longest:8190,elev:453,country:'KZ',continent:'AS',lat:54.7747001647949,lon:69.1838989257812})
+CREATE (a2629:airport {id:'2629',code:'DMB',icao:'UADD',city:'Taraz',desc:'Taraz Airport',region:'KZ-ZHA',runways:1,longest:9514,elev:2184,country:'KZ',continent:'AS',lat:42.8535995483398,lon:71.303596496582})
+CREATE (a2630:airport {id:'2630',code:'OSS',icao:'UCFO',city:'Osh',desc:'Osh Airport',region:'KG-O',runways:1,longest:9232,elev:2927,country:'KG',continent:'AS',lat:40.6090011597,lon:72.793296814})
+CREATE (a2631:airport {id:'2631',code:'CIT',icao:'UAII',city:'Shymkent',desc:'Shymkent Airport',region:'KZ-YUZ',runways:1,longest:9186,elev:1385,country:'KZ',continent:'AS',lat:42.364200592041,lon:69.4788970947266})
+CREATE (a2632:airport {id:'2632',code:'JNZ',icao:'ZYJZ',city:'Jinzhou',desc:'Jinzhou Airport',region:'CN-21',runways:1,longest:8202,elev:1,country:'CN',continent:'AS',lat:41.1013984680176,lon:121.061996459961})
+CREATE (a2633:airport {id:'2633',code:'KGF',icao:'UAKK',city:'Karaganda',desc:'Sary-Arka Airport',region:'KZ-KAR',runways:1,longest:10831,elev:1765,country:'KZ',continent:'AS',lat:49.6707992553711,lon:73.3343963623047})
+CREATE (a2634:airport {id:'2634',code:'KZO',icao:'UAOO',city:'Kzyl-Orda',desc:'Kzyl-Orda Southwest Airport',region:'KZ-KZY',runways:1,longest:8858,elev:433,country:'KZ',continent:'AS',lat:44.706901550293,lon:65.5924987792969})
+CREATE (a2635:airport {id:'2635',code:'URA',icao:'UARR',city:'Uralsk',desc:'Uralsk Airport',region:'KZ-ZAP',runways:1,longest:7874,elev:125,country:'KZ',continent:'AS',lat:51.1507987976074,lon:51.543098449707})
+CREATE (a2636:airport {id:'2636',code:'UKK',icao:'UASK',city:'Ust Kamenogorsk',desc:'Ust-Kamennogorsk Airport',region:'KZ-VOS',runways:2,longest:8234,elev:939,country:'KZ',continent:'AS',lat:50.0365982055664,lon:82.4942016601562})
+CREATE (a2637:airport {id:'2637',code:'PWQ',icao:'UASP',city:'Pavlodar',desc:'Pavlodar Airport',region:'KZ-PAV',runways:1,longest:8202,elev:410,country:'KZ',continent:'AS',lat:52.1949996948242,lon:77.0738983154297})
+CREATE (a2638:airport {id:'2638',code:'SCO',icao:'UATE',city:'Aktau',desc:'Aktau Airport',region:'KZ-MAN',runways:2,longest:9630,elev:73,country:'KZ',continent:'AS',lat:43.8600997924805,lon:51.0919990539551})
+CREATE (a2639:airport {id:'2639',code:'AKX',icao:'UATT',city:'Aktyuinsk',desc:'Aktobe Airport',region:'KZ-AKT',runways:1,longest:10160,elev:738,country:'KZ',continent:'AS',lat:50.2458000183105,lon:57.2066993713379})
+CREATE (a2640:airport {id:'2640',code:'KSN',icao:'UAUU',city:'Kostanay',desc:'Kostanay West Airport',region:'KZ-KUS',runways:1,longest:8150,elev:595,country:'KZ',continent:'AS',lat:53.206901550293,lon:63.5503005981445})
+CREATE (a2641:airport {id:'2641',code:'KVD',icao:'UBBG',city:'Ganja',desc:'Ganja Airport',region:'AZ-GA',runways:1,longest:8217,elev:1083,country:'AZ',continent:'AS',lat:40.7377014160156,lon:46.3176002502441})
+CREATE (a2642:airport {id:'2642',code:'LLK',icao:'UBBL',city:'Lankaran',desc:'Lankaran International Airport',region:'AZ-LA',runways:1,longest:5172,elev:30,country:'AZ',continent:'AS',lat:38.7463989258,lon:48.8180007935})
+CREATE (a2643:airport {id:'2643',code:'NAJ',icao:'UBBN',city:'Nakhchivan',desc:'Nakhchivan Airport',region:'AZ-NX',runways:2,longest:10826,elev:2863,country:'AZ',continent:'AS',lat:39.1888008117676,lon:45.4584007263184})
+CREATE (a2644:airport {id:'2644',code:'GBB',icao:'UBBQ',city:'Gabala',desc:'Gabala International Airport',region:'AZ-QAB',runways:1,longest:11811,elev:935,country:'AZ',continent:'AS',lat:40.8266666667,lon:47.7125})
+CREATE (a2645:airport {id:'2645',code:'LWN',icao:'UDSG',city:'Gyumri',desc:'Gyumri Shirak Airport',region:'AM-SH',runways:1,longest:10564,elev:5000,country:'AM',continent:'AS',lat:40.7504005432,lon:43.8592987061})
+CREATE (a2646:airport {id:'2646',code:'ULK',icao:'UERL',city:'Lensk',desc:'Lensk Airport',region:'RU-SA',runways:2,longest:6562,elev:801,country:'RU',continent:'AS',lat:60.7206001282,lon:114.825996399})
+CREATE (a2647:airport {id:'2647',code:'PYJ',icao:'UERP',city:'Yakutia',desc:'Polyarny Airport',region:'RU-SA',runways:1,longest:10170,elev:1660,country:'RU',continent:'AS',lat:66.4003982544,lon:112.029998779})
+CREATE (a2648:airport {id:'2648',code:'MJZ',icao:'UERR',city:'Mirny',desc:'Mirny Airport',region:'RU-SA',runways:1,longest:9187,elev:1156,country:'RU',continent:'AS',lat:62.5346984863281,lon:114.039001464844})
+CREATE (a2649:airport {id:'2649',code:'CKH',icao:'UESO',city:'Chokurdah',desc:'Chokurdakh Airport',region:'RU-SA',runways:1,longest:6562,elev:151,country:'RU',continent:'AS',lat:70.6231002807617,lon:147.901992797852})
+CREATE (a2650:airport {id:'2650',code:'CYX',icao:'UESS',city:'Cherskiy',desc:'Cherskiy Airport',region:'RU-SA',runways:1,longest:5479,elev:20,country:'RU',continent:'AS',lat:68.7406005859375,lon:161.337997436523})
+CREATE (a2651:airport {id:'2651',code:'IKS',icao:'UEST',city:'Tiksi',desc:'Tiksi Airport',region:'RU-SA',runways:1,longest:9845,elev:26,country:'RU',continent:'AS',lat:71.6977005004883,lon:128.90299987793})
+CREATE (a2652:airport {id:'2652',code:'KUT',icao:'UGKO',city:'Kutaisi',desc:'Kopitnari Airport',region:'GE-IM',runways:1,longest:8202,elev:223,country:'GE',continent:'AS',lat:42.176700592,lon:42.4826011658})
+CREATE (a2653:airport {id:'2653',code:'BUS',icao:'UGSB',city:'Batumi',desc:'Batumi International Airport',region:'GE-AJ',runways:1,longest:7325,elev:105,country:'GE',continent:'AS',lat:41.6102981567,lon:41.5997009277})
+CREATE (a2654:airport {id:'2654',code:'BQS',icao:'UHBB',city:'Blagoveschensk',desc:'Ignatyevo Airport',region:'RU-AMU',runways:1,longest:9256,elev:638,country:'RU',continent:'AS',lat:50.4253997802734,lon:127.412002563477})
+CREATE (a2655:airport {id:'2655',code:'DYR',icao:'UHMA',city:'Anadyr',desc:'Ugolny Airport',region:'RU-CHU',runways:1,longest:11483,elev:194,country:'RU',continent:'AS',lat:64.7349014282227,lon:177.740997314453})
+CREATE (a2656:airport {id:'2656',code:'GDX',icao:'UHMM',city:'Magadan',desc:'Sokol Airport',region:'RU-MAG',runways:1,longest:11326,elev:574,country:'RU',continent:'AS',lat:59.9109992980957,lon:150.720001220703})
+CREATE (a2657:airport {id:'2657',code:'PWE',icao:'UHMP',city:'Pevek',desc:'Pevek Airport',region:'RU-CHU',runways:1,longest:8202,elev:11,country:'RU',continent:'AS',lat:69.7833023071289,lon:170.59700012207})
+CREATE (a2658:airport {id:'2658',code:'PKC',icao:'UHPP',city:'Petropavlovsk-Kamchatsky',desc:'Yelizovo Airport',region:'RU-KAM',runways:3,longest:11155,elev:131,country:'RU',continent:'AS',lat:53.1679000854492,lon:158.453994750977})
+CREATE (a2659:airport {id:'2659',code:'BVV',icao:'UHSB',city:'Burevestnik/Iturup Island',desc:'Burevestnik Airport',region:'RU-SAK',runways:1,longest:7808,elev:79,country:'RU',continent:'AS',lat:44.9199981689,lon:147.621994019})
+CREATE (a2660:airport {id:'2660',code:'OHH',icao:'UHSH',city:'Okha',desc:'Okha Airport',region:'RU-SAK',runways:1,longest:4265,elev:115,country:'RU',continent:'AS',lat:53.5200004578,lon:142.88999939})
+CREATE (a2661:airport {id:'2661',code:'EKS',icao:'UHSK',city:'Shakhtersk',desc:'Shakhtyorsk Airport',region:'RU-SAK',runways:1,longest:6601,elev:50,country:'RU',continent:'AS',lat:49.1902999878,lon:142.082992554})
+CREATE (a2662:airport {id:'2662',code:'DEE',icao:'UHSM',city:'Kunashir Island',desc:'Mendeleyevo Airport',region:'RU-SAK',runways:1,longest:6955,elev:584,country:'RU',continent:'AS',lat:43.9584007263,lon:145.682998657})
+CREATE (a2663:airport {id:'2663',code:'HTA',icao:'UIAA',city:'Chita',desc:'Chita-Kadala Airport',region:'RU-CHI',runways:2,longest:9430,elev:2272,country:'RU',continent:'AS',lat:52.0262985229492,lon:113.305999755859})
+CREATE (a2664:airport {id:'2664',code:'BTK',icao:'UIBB',city:'Bratsk',desc:'Bratsk Airport',region:'RU-IRK',runways:1,longest:10368,elev:1610,country:'RU',continent:'AS',lat:56.3706016540527,lon:101.697998046875})
+CREATE (a2665:airport {id:'2665',code:'ODO',icao:'UIKB',city:'Bodaybo',desc:'Bodaybo Airport',region:'RU-IRK',runways:1,longest:7530,elev:919,country:'RU',continent:'AS',lat:57.8661003113,lon:114.242996216})
+CREATE (a2666:airport {id:'2666',code:'KCK',icao:'UIKK',city:'Kirensk',desc:'Kirensk Airport',region:'RU-IRK',runways:1,longest:5118,elev:840,country:'RU',continent:'AS',lat:57.773,lon:108.064})
+CREATE (a2667:airport {id:'2667',code:'UKX',icao:'UITT',city:'Ust-Kut',desc:'Ust-Kut Airport',region:'RU-IRK',runways:1,longest:6562,elev:2188,country:'RU',continent:'AS',lat:56.8567008972168,lon:105.730003356934})
+CREATE (a2668:airport {id:'2668',code:'OZH',icao:'UKDE',city:'Zaporizhia',desc:'Zaporizhzhia International Airport',region:'UA-23',runways:1,longest:8210,elev:373,country:'UA',continent:'EU',lat:47.867000579834,lon:35.3157005310059})
+CREATE (a2669:airport {id:'2669',code:'UKS',icao:'UKFB',city:'Sevastopol',desc:'Belbek Airport',region:'UA-43',runways:1,longest:9865,elev:344,country:'UA',continent:'EU',lat:44.688999176,lon:33.5709991455})
+CREATE (a2670:airport {id:'2670',code:'SIP',icao:'UKFF',city:'Simferopol',desc:'Simferopol International Airport',region:'UA-43',runways:2,longest:12142,elev:639,country:'UA',continent:'EU',lat:45.0522003173828,lon:33.9751014709473})
+CREATE (a2671:airport {id:'2671',code:'IFO',icao:'UKLI',city:'Ivano-Frankivsk',desc:'Ivano-Frankivsk International Airport',region:'UA-26',runways:1,longest:8226,elev:919,country:'UA',continent:'EU',lat:48.8842010498047,lon:24.6861000061035})
+CREATE (a2672:airport {id:'2672',code:'UDJ',icao:'UKLU',city:'Uzhhorod',desc:'Uzhhorod International Airport',region:'UA-21',runways:1,longest:6686,elev:383,country:'UA',continent:'EU',lat:48.6343002319336,lon:22.2633991241455})
+CREATE (a2673:airport {id:'2673',code:'VIN',icao:'UKWW',city:'Vinnitsa',desc:'Vinnytsia/Gavyryshivka Airport',region:'UA-05',runways:1,longest:8202,elev:961,country:'UA',continent:'EU',lat:49.242531,lon:28.613778})
+CREATE (a2674:airport {id:'2674',code:'ARH',icao:'ULAA',city:'Archangelsk',desc:'Talagi Airport',region:'RU-ARK',runways:1,longest:8202,elev:62,country:'RU',continent:'EU',lat:64.6003036499023,lon:40.7167015075684})
+CREATE (a2675:airport {id:'2675',code:'ULH',icao:'OEAO',city:'Al Ula',desc:'Majeed Bin Abdulaziz Airport',region:'SA-03',runways:1,longest:10007,elev:2050,country:'SA',continent:'AS',lat:26.48,lon:38.1288888889})
+CREATE (a2676:airport {id:'2676',code:'KVK',icao:'ULMK',city:'Apatity',desc:'Kirovsk-Apatity Airport',region:'RU-MUR',runways:1,longest:8189,elev:515,country:'RU',continent:'EU',lat:67.4633026123047,lon:33.5882987976074})
+CREATE (a2677:airport {id:'2677',code:'MMK',icao:'ULMM',city:'Murmansk',desc:'Murmansk Airport',region:'RU-MUR',runways:1,longest:8202,elev:266,country:'RU',continent:'EU',lat:68.7817001342773,lon:32.7508010864258})
+CREATE (a2678:airport {id:'2678',code:'PES',icao:'ULPB',city:'Petrozavodsk',desc:'Petrozavodsk Airport',region:'RU-KR',runways:1,longest:8202,elev:151,country:'RU',continent:'EU',lat:61.8852005004883,lon:34.1547012329102})
+CREATE (a2679:airport {id:'2679',code:'KGD',icao:'UMKK',city:'Kaliningrad',desc:'Khrabrovo Airport',region:'RU-KGD',runways:1,longest:8202,elev:42,country:'RU',continent:'EU',lat:54.8899993896484,lon:20.5925998687744})
+CREATE (a2680:airport {id:'2680',code:'ABA',icao:'UNAA',city:'Abakan',desc:'Abakan Airport',region:'RU-KK',runways:3,longest:10663,elev:831,country:'RU',continent:'AS',lat:53.7400016784668,lon:91.3850021362305})
+CREATE (a2681:airport {id:'2681',code:'BAX',icao:'UNBB',city:'Barnaul',desc:'Barnaul Airport',region:'RU-ALT',runways:1,longest:9350,elev:837,country:'RU',continent:'AS',lat:53.3638000488281,lon:83.5384979248047})
+CREATE (a2682:airport {id:'2682',code:'RGK',icao:'UNBG',city:'Gorno-Altaysk',desc:'Gorno-Altaysk Airport',region:'RU-AL',runways:1,longest:1640,elev:965,country:'RU',continent:'AS',lat:51.9667015076,lon:85.8332977295})
+CREATE (a2683:airport {id:'2683',code:'KEJ',icao:'UNEE',city:'Kemerovo',desc:'Kemerovo Airport',region:'RU-KEM',runways:2,longest:10499,elev:863,country:'RU',continent:'AS',lat:55.2700996398926,lon:86.1072006225586})
+CREATE (a2684:airport {id:'2684',code:'KYZ',icao:'UNKY',city:'Kyzyl',desc:'Kyzyl Airport',region:'RU-TY',runways:1,longest:8858,elev:2123,country:'RU',continent:'AS',lat:51.6693992614746,lon:94.4005966186523})
+CREATE (a2685:airport {id:'2685',code:'OMS',icao:'UNOO',city:'Omsk',desc:'Omsk Central Airport',region:'RU-OMS',runways:3,longest:9435,elev:311,country:'RU',continent:'AS',lat:54.9669990539551,lon:73.3105010986328})
+CREATE (a2686:airport {id:'2686',code:'TOF',icao:'UNTT',city:'Tomsk',desc:'Bogashevo Airport',region:'RU-TOM',runways:1,longest:8202,elev:597,country:'RU',continent:'AS',lat:56.380298614502,lon:85.2082977294922})
+CREATE (a2687:airport {id:'2687',code:'NOZ',icao:'UNWW',city:'Novokuznetsk',desc:'Spichenkovo Airport',region:'RU-KEM',runways:1,longest:8789,elev:1024,country:'RU',continent:'AS',lat:53.8114013671875,lon:86.877197265625})
+CREATE (a2688:airport {id:'2688',code:'IAA',icao:'UOII',city:'Igarka',desc:'Igarka Airport',region:'RU-KYA',runways:1,longest:8245,elev:82,country:'RU',continent:'AS',lat:67.4372024536133,lon:86.6219024658203})
+CREATE (a2689:airport {id:'2689',code:'NSK',icao:'UOOO',city:'Norilsk',desc:'Norilsk-Alykel Airport',region:'RU-KYA',runways:1,longest:11290,elev:574,country:'RU',continent:'AS',lat:69.3110961914062,lon:87.3321990966797})
+CREATE (a2690:airport {id:'2690',code:'THX',icao:'UOTT',city:'Turukhansk',desc:'Turukhansk Airport',region:'RU-KYA',runways:1,longest:5906,elev:128,country:'RU',continent:'AS',lat:65.797203064,lon:87.9353027344})
+CREATE (a2691:airport {id:'2691',code:'AAQ',icao:'URKA',city:'Anapa',desc:'Anapa Airport',region:'RU-KDA',runways:1,longest:8202,elev:174,country:'RU',continent:'EU',lat:45.0021018981934,lon:37.3473014831543})
+CREATE (a2692:airport {id:'2692',code:'GDZ',icao:'URKG',city:'Gelendzhik',desc:'Gelendzhik Airport',region:'RU-KDA',runways:1,longest:10171,elev:98,country:'RU',continent:'EU',lat:44.5820926295,lon:38.0124807358})
+CREATE (a2693:airport {id:'2693',code:'MCX',icao:'URML',city:'Makhachkala',desc:'Uytash Airport',region:'RU-DA',runways:2,longest:8688,elev:12,country:'RU',continent:'EU',lat:42.8167991638184,lon:47.6523017883301})
+CREATE (a2694:airport {id:'2694',code:'OGZ',icao:'URMO',city:'Beslan',desc:'Beslan Airport',region:'RU-SE',runways:1,longest:9843,elev:1673,country:'RU',continent:'EU',lat:43.2051010132,lon:44.6066017151})
+CREATE (a2695:airport {id:'2695',code:'STW',icao:'URMT',city:'Stavropol',desc:'Stavropol Shpakovskoye Airport',region:'RU-STA',runways:1,longest:8631,elev:1486,country:'RU',continent:'EU',lat:45.1091995239258,lon:42.1128005981445})
+CREATE (a2696:airport {id:'2696',code:'TGK',icao:'URRT',city:'Taganrog',desc:'Taganrog Yuzhny Airport',region:'RU-ROS',runways:1,longest:9052,elev:118,country:'RU',continent:'EU',lat:47.2000007629,lon:38.8499984741})
+CREATE (a2697:airport {id:'2697',code:'AER',icao:'URSS',city:'Sochi',desc:'Sochi International Airport',region:'RU-KDA',runways:2,longest:9482,elev:89,country:'RU',continent:'EU',lat:43.4499015808105,lon:39.956600189209})
+CREATE (a2698:airport {id:'2698',code:'ASF',icao:'URWA',city:'Astrakhan',desc:'Astrakhan Airport',region:'RU-AST',runways:2,longest:8202,elev:-65,country:'RU',continent:'EU',lat:46.2832984924,lon:48.0063018799})
+CREATE (a2699:airport {id:'2699',code:'ESL',icao:'URWI',city:'Elista',desc:'Elista Airport',region:'RU-KL',runways:2,longest:7555,elev:501,country:'RU',continent:'EU',lat:46.3739013671875,lon:44.3308982849121})
+CREATE (a2700:airport {id:'2700',code:'MQF',icao:'USCM',city:'Magnitogorsk',desc:'Magnitogorsk International Airport',region:'RU-BA',runways:1,longest:10663,elev:1430,country:'RU',continent:'EU',lat:53.3931007385254,lon:58.7556991577148})
+CREATE (a2701:airport {id:'2701',code:'SLY',icao:'USDD',city:'Salekhard',desc:'Salekhard Airport',region:'RU-YAN',runways:1,longest:8917,elev:218,country:'RU',continent:'AS',lat:66.5907974243164,lon:66.6110000610352})
+CREATE (a2702:airport {id:'2702',code:'HMA',icao:'USHH',city:'Khanty-Mansiysk',desc:'Khanty Mansiysk Airport',region:'RU-KHM',runways:1,longest:9180,elev:76,country:'RU',continent:'AS',lat:61.0284996032715,lon:69.0860977172852})
+CREATE (a2703:airport {id:'2703',code:'NYA',icao:'USHN',city:'Nyagan',desc:'Nyagan Airport',region:'RU-KHM',runways:1,longest:8301,elev:361,country:'RU',continent:'AS',lat:62.1100006103516,lon:65.6149978637695})
+CREATE (a2704:airport {id:'2704',code:'OVS',icao:'USHS',city:'Sovetskiy',desc:'Sovetskiy Airport',region:'RU-KHM',runways:1,longest:8209,elev:351,country:'RU',continent:'AS',lat:61.3266220092773,lon:63.6019134521484})
+CREATE (a2705:airport {id:'2705',code:'URJ',icao:'USHU',city:'Uray',desc:'Uray Airport',region:'RU-KHM',runways:1,longest:7456,elev:190,country:'RU',continent:'AS',lat:60.1032981872559,lon:64.8266983032227})
+CREATE (a2706:airport {id:'2706',code:'EYK',icao:'USHQ',city:'Beloyarskiy',desc:'Beloyarskiy Airport',region:'RU-KHM',runways:1,longest:7028,elev:82,country:'RU',continent:'AS',lat:63.6869010925,lon:66.698600769})
+CREATE (a2707:airport {id:'2707',code:'IJK',icao:'USII',city:'Izhevsk',desc:'Izhevsk Airport',region:'RU-UD',runways:1,longest:8202,elev:531,country:'RU',continent:'EU',lat:56.8280982971191,lon:53.4575004577637})
+CREATE (a2708:airport {id:'2708',code:'KVX',icao:'USKK',city:'Kirov',desc:'Pobedilovo Airport',region:'RU-KIR',runways:1,longest:7228,elev:479,country:'RU',continent:'EU',lat:58.5032997131348,lon:49.3483009338379})
+CREATE (a2709:airport {id:'2709',code:'NYM',icao:'USMM',city:'Nadym',desc:'Nadym Airport',region:'RU-YAN',runways:1,longest:8711,elev:49,country:'RU',continent:'AS',lat:65.4809036254883,lon:72.6988983154297})
+CREATE (a2710:airport {id:'2710',code:'NUX',icao:'USMU',city:'Novy Urengoy',desc:'Novy Urengoy Airport',region:'RU-YAN',runways:1,longest:8366,elev:210,country:'RU',continent:'AS',lat:66.0693969726562,lon:76.5203018188477})
+CREATE (a2711:airport {id:'2711',code:'NJC',icao:'USNN',city:'Nizhnevartovsk',desc:'Nizhnevartovsk Airport',region:'RU-KHM',runways:1,longest:10499,elev:177,country:'RU',continent:'AS',lat:60.9492988586426,lon:76.4835968017578})
+CREATE (a2712:airport {id:'2712',code:'KGP',icao:'USRK',city:'Kogalym',desc:'Kogalym International Airport',region:'RU-KHM',runways:1,longest:8225,elev:220,country:'RU',continent:'AS',lat:62.1903991699219,lon:74.5337982177734})
+CREATE (a2713:airport {id:'2713',code:'NOJ',icao:'USRO',city:'Noyabrsk',desc:'Noyabrsk Airport',region:'RU-YAN',runways:1,longest:8222,elev:446,country:'RU',continent:'AS',lat:63.1833000183105,lon:75.2699966430664})
+CREATE (a2714:airport {id:'2714',code:'SGC',icao:'USRR',city:'Surgut',desc:'Surgut Airport',region:'RU-KHM',runways:1,longest:9154,elev:200,country:'RU',continent:'AS',lat:61.3437004089355,lon:73.4018020629883})
+CREATE (a2715:airport {id:'2715',code:'TJM',icao:'USTR',city:'Tyumen',desc:'Roshchino International Airport',region:'RU-TYU',runways:2,longest:9852,elev:378,country:'RU',continent:'AS',lat:57.1896018982,lon:65.3243026733})
+CREATE (a2716:airport {id:'2716',code:'KRO',icao:'USUU',city:'Kurgan',desc:'Kurgan Airport',region:'RU-KGN',runways:1,longest:8533,elev:240,country:'RU',continent:'AS',lat:55.4752998352051,lon:65.4156036376953})
+CREATE (a2717:airport {id:'2717',code:'TJU',icao:'UTDK',city:'Kulyab',desc:'Kulob Airport',region:'TJ-KT',runways:1,longest:9843,elev:2293,country:'TJ',continent:'AS',lat:37.9880981445312,lon:69.8050003051758})
+CREATE (a2718:airport {id:'2718',code:'LBD',icao:'UTDL',city:'Khudzhand',desc:'Khudzhand Airport',region:'TJ-SU',runways:1,longest:10450,elev:1450,country:'TJ',continent:'AS',lat:40.2154006958008,lon:69.6947021484375})
+CREATE (a2719:airport {id:'2719',code:'KQT',icao:'UTDT',city:'Kurgan-Tyube',desc:'Qurghonteppa International Airport',region:'TJ-KT',runways:1,longest:7497,elev:1473,country:'TJ',continent:'AS',lat:37.8664016723633,lon:68.8647003173828})
+CREATE (a2720:airport {id:'2720',code:'AZN',icao:'UTFA',city:'Andizhan',desc:'Andizhan Airport',region:'UZ-AN',runways:1,longest:9770,elev:1515,country:'UZ',continent:'AS',lat:40.7276992798,lon:72.2939987183})
+CREATE (a2721:airport {id:'2721',code:'FEG',icao:'UTFF',city:'Fergana',desc:'Fergana International Airport',region:'UZ-FA',runways:1,longest:9383,elev:1980,country:'UZ',continent:'AS',lat:40.3587989807,lon:71.7450027466})
+CREATE (a2722:airport {id:'2722',code:'NMA',icao:'UTFN',city:'Namangan',desc:'Namangan Airport',region:'UZ-NG',runways:1,longest:10698,elev:1555,country:'UZ',continent:'AS',lat:40.9846000671,lon:71.5567016602})
+CREATE (a2723:airport {id:'2723',code:'NCU',icao:'UTNN',city:'Nukus',desc:'Nukus Airport',region:'UZ-QR',runways:2,longest:9175,elev:246,country:'UZ',continent:'AS',lat:42.4883995056152,lon:59.6232986450195})
+CREATE (a2724:airport {id:'2724',code:'NVI',icao:'UTSA',city:'Navoi',desc:'Navoi Airport',region:'UZ-NW',runways:1,longest:9186,elev:11420,country:'UZ',continent:'AS',lat:40.1171989440918,lon:65.1707992553711})
+CREATE (a2725:airport {id:'2725',code:'BHK',icao:'UTSB',city:'Bukhara',desc:'Bukhara Airport',region:'UZ-BU',runways:1,longest:9843,elev:751,country:'UZ',continent:'AS',lat:39.7750015258789,lon:64.4832992553711})
+CREATE (a2726:airport {id:'2726',code:'KSQ',icao:'UTSK',city:'Khanabad',desc:'Karshi Khanabad Airport',region:'UZ-QA',runways:1,longest:8195,elev:1365,country:'UZ',continent:'AS',lat:38.8335990906,lon:65.9215011597})
+CREATE (a2727:airport {id:'2727',code:'SKD',icao:'UTSS',city:'Samarkand',desc:'Samarkand Airport',region:'UZ-SA',runways:1,longest:10170,elev:2224,country:'UZ',continent:'AS',lat:39.7005004882812,lon:66.9838027954102})
+CREATE (a2728:airport {id:'2728',code:'TMJ',icao:'UTST',city:'Termez',desc:'Termez Airport',region:'UZ-SU',runways:1,longest:9843,elev:1027,country:'UZ',continent:'AS',lat:37.2867012023926,lon:67.3099975585938})
+CREATE (a2729:airport {id:'2729',code:'IAR',icao:'UUDL',city:'Yaroslavl',desc:'Tunoshna Airport',region:'RU-YAR',runways:1,longest:9870,elev:287,country:'RU',continent:'EU',lat:57.5606994628906,lon:40.157398223877})
+CREATE (a2730:airport {id:'2730',code:'EGO',icao:'UUOB',city:'Belgorod',desc:'Belgorod International Airport',region:'RU-BEL',runways:2,longest:7930,elev:735,country:'RU',continent:'EU',lat:50.643798828125,lon:36.5900993347168})
+CREATE (a2731:airport {id:'2731',code:'URS',icao:'UUOK',city:'Kursk',desc:'Kursk East Airport',region:'RU-KRS',runways:1,longest:8202,elev:686,country:'RU',continent:'EU',lat:51.7505989074707,lon:36.2956008911133})
+CREATE (a2732:airport {id:'2732',code:'TBW',icao:'UUOT',city:'Tambov',desc:'Donskoye Airport',region:'RU-TAM',runways:1,longest:6890,elev:413,country:'RU',continent:'EU',lat:52.8060989379883,lon:41.4827995300293})
+CREATE (a2733:airport {id:'2733',code:'UCT',icao:'UUYH',city:'Ukhta',desc:'Ukhta Airport',region:'RU-KO',runways:1,longest:8714,elev:482,country:'RU',continent:'EU',lat:63.5668983459473,lon:53.8046989440918})
+CREATE (a2734:airport {id:'2734',code:'VKT',icao:'UUYW',city:'Vorkuta',desc:'Vorkuta Airport',region:'RU-KO',runways:1,longest:7218,elev:604,country:'RU',continent:'AS',lat:67.4886016845703,lon:63.9930992126465})
+CREATE (a2735:airport {id:'2735',code:'SCW',icao:'UUYY',city:'Syktyvkar',desc:'Syktyvkar Airport',region:'RU-KO',runways:1,longest:8203,elev:342,country:'RU',continent:'EU',lat:61.6469993591309,lon:50.845100402832})
+CREATE (a2736:airport {id:'2736',code:'UUA',icao:'UWKB',city:'Bugulma',desc:'Bugulma Airport',region:'RU-TA',runways:1,longest:6561,elev:991,country:'RU',continent:'EU',lat:54.6399993896484,lon:52.801700592041})
+CREATE (a2737:airport {id:'2737',code:'KZN',icao:'UWKD',city:'Kazan',desc:'Kazan International Airport',region:'RU-TA',runways:2,longest:12218,elev:411,country:'RU',continent:'EU',lat:55.606201171875,lon:49.2787017822266})
+CREATE (a2738:airport {id:'2738',code:'NBC',icao:'UWKE',city:'Nizhnekamsk',desc:'Begishevo Airport',region:'RU-TA',runways:2,longest:8222,elev:643,country:'RU',continent:'EU',lat:55.5647010803223,lon:52.0924987792969})
+CREATE (a2739:airport {id:'2739',code:'CSY',icao:'UWKS',city:'Cheboksary',desc:'Cheboksary Airport',region:'RU-CU',runways:2,longest:8241,elev:558,country:'RU',continent:'EU',lat:56.0903015136719,lon:47.3473014831543})
+CREATE (a2740:airport {id:'2740',code:'ULV',icao:'UWLL',city:'Ulyanovsk',desc:'Ulyanovsk Baratayevka Airport',region:'RU-ULY',runways:1,longest:12559,elev:463,country:'RU',continent:'EU',lat:54.2682991028,lon:48.2266998291})
+CREATE (a2741:airport {id:'2741',code:'REN',icao:'UWOO',city:'Orenburg',desc:'Orenburg Central Airport',region:'RU-ORE',runways:1,longest:8212,elev:387,country:'RU',continent:'EU',lat:51.7957992553711,lon:55.4566993713379})
+CREATE (a2742:airport {id:'2742',code:'OSW',icao:'UWOR',city:'Orsk',desc:'Orsk Airport',region:'RU-ORE',runways:4,longest:9550,elev:909,country:'RU',continent:'EU',lat:51.0724983215332,lon:58.5956001281738})
+CREATE (a2743:airport {id:'2743',code:'PEZ',icao:'UWPP',city:'Penza',desc:'Penza Airport',region:'RU-PNZ',runways:1,longest:9186,elev:604,country:'RU',continent:'EU',lat:53.1105995178223,lon:45.0210990905762})
+CREATE (a2744:airport {id:'2744',code:'SKX',icao:'UWPS',city:'Saransk',desc:'Saransk Airport',region:'RU-MO',runways:1,longest:9190,elev:676,country:'RU',continent:'EU',lat:54.125129699707,lon:45.2122573852539})
+CREATE (a2745:airport {id:'2745',code:'YIN',icao:'ZWYN',city:'Yining',desc:'Yining Airport',region:'CN-65',runways:1,longest:7874,elev:2185,country:'CN',continent:'AS',lat:43.9557991027832,lon:81.3302993774414})
+CREATE (a2746:airport {id:'2746',code:'IXG',icao:'VOBM',city:'Belgaum',desc:'Belgaum Airport',region:'IN-KA',runways:1,longest:4786,elev:2487,country:'IN',continent:'AS',lat:15.8592996597,lon:74.6183013916})
+CREATE (a2747:airport {id:'2747',code:'KCT',icao:'VCCK',city:'Galle',desc:'Koggala Airport',region:'LK-3',runways:1,longest:3142,elev:10,country:'LK',continent:'AS',lat:5.99368000030518,lon:80.3202972412109})
+CREATE (a2748:airport {id:'2748',code:'GIU',icao:'VCCS',city:'Sigiriya',desc:'Sigiriya Air Force Base',region:'LK-2',runways:1,longest:5925,elev:630,country:'LK',continent:'AS',lat:7.95666980743,lon:80.7285003662})
+CREATE (a2749:airport {id:'2749',code:'HRI',icao:'VCRI',city:'Mattala',desc:'Mattala Rajapaksa International Airport',region:'LK-3',runways:1,longest:11483,elev:157,country:'LK',continent:'AS',lat:6.284467,lon:81.124128})
+CREATE (a2750:airport {id:'2750',code:'KOS',icao:'VDSV',city:'Sihanukville',desc:'Sihanoukville International Airport',region:'KH-18',runways:1,longest:4251,elev:33,country:'KH',continent:'AS',lat:10.57970047,lon:103.637001038})
+CREATE (a2751:airport {id:'2751',code:'IXA',icao:'VEAT',city:'Agartala',desc:'Agartala Airport',region:'IN-TR',runways:2,longest:7500,elev:46,country:'IN',continent:'AS',lat:23.8869991302,lon:91.2404022217})
+CREATE (a2752:airport {id:'2752',code:'SHL',icao:'VEBI',city:'Shillong',desc:'Shillong Airport',region:'IN-ML',runways:1,longest:6000,elev:2910,country:'IN',continent:'AS',lat:25.7035999298096,lon:91.9786987304688})
+CREATE (a2753:airport {id:'2753',code:'IMF',icao:'VEIM',city:'Imphal',desc:'Imphal Airport',region:'IN-MN',runways:1,longest:9009,elev:2540,country:'IN',continent:'AS',lat:24.7600002289,lon:93.896697998})
+CREATE (a2754:airport {id:'2754',code:'IXS',icao:'VEKU',city:'Silchar',desc:'Silchar Airport',region:'IN-AS',runways:1,longest:5993,elev:352,country:'IN',continent:'AS',lat:24.9129009247,lon:92.9786987305})
+CREATE (a2755:airport {id:'2755',code:'AJL',icao:'VELP',city:'Aizawl',desc:'Lengpui Airport',region:'IN-MZ',runways:1,longest:8202,elev:1398,country:'IN',continent:'AS',lat:23.8405990601,lon:92.6196975708})
+CREATE (a2756:airport {id:'2756',code:'DMU',icao:'VEMR',city:'Dimapur',desc:'Dimapur Airport',region:'IN-NL',runways:1,longest:7513,elev:487,country:'IN',continent:'AS',lat:25.8838996887,lon:93.7711029053})
+CREATE (a2757:airport {id:'2757',code:'BZL',icao:'VGBR',city:'Barisal',desc:'Barisal Airport',region:'BD-1',runways:1,longest:5995,elev:23,country:'BD',continent:'AS',lat:22.8010005950928,lon:90.3012008666992})
+CREATE (a2758:airport {id:'2758',code:'CXB',icao:'VGCB',city:'Cox\'s Bazar',desc:'Cox\'s Bazar Airport',region:'BD-2',runways:1,longest:6790,elev:12,country:'BD',continent:'AS',lat:21.4521999359131,lon:91.9638977050781})
+CREATE (a2759:airport {id:'2759',code:'JSR',icao:'VGJR',city:'Jashahor',desc:'Jessore Airport',region:'BD-4',runways:1,longest:8000,elev:20,country:'BD',continent:'AS',lat:23.1837997436523,lon:89.1607971191406})
+CREATE (a2760:airport {id:'2760',code:'SPD',icao:'VGSD',city:'Saidpur',desc:'Saidpur Airport',region:'BD-5',runways:1,longest:6000,elev:125,country:'BD',continent:'AS',lat:25.7591991424561,lon:88.9088973999023})
+CREATE (a2761:airport {id:'2761',code:'HOE',icao:'VLHS',city:'Huay Xai',desc:'Ban Huoeisay Airport',region:'LA-BK',runways:1,longest:4922,elev:1380,country:'LA',continent:'AS',lat:20.2572994232,lon:100.43699646})
+CREATE (a2762:airport {id:'2762',code:'LPQ',icao:'VLLB',city:'Luang Phabang',desc:'Luang Phabang International Airport',region:'LA-LP',runways:1,longest:7218,elev:955,country:'LA',continent:'AS',lat:19.8973007202148,lon:102.161003112793})
+CREATE (a2763:airport {id:'2763',code:'LXG',icao:'VLLN',city:'Luang Namtha',desc:'Luang Namtha Airport',region:'LA-LM',runways:1,longest:4429,elev:1968,country:'LA',continent:'AS',lat:20.9669990539551,lon:101.400001525879})
+CREATE (a2764:airport {id:'2764',code:'ODY',icao:'VLOS',city:'Oudomsay',desc:'Oudomsay Airport',region:'LA-OU',runways:1,longest:3937,elev:1804,country:'LA',continent:'AS',lat:20.6826992034912,lon:101.994003295898})
+CREATE (a2765:airport {id:'2765',code:'PKZ',icao:'VLPS',city:'Pakse',desc:'Pakse International Airport',region:'LA-CH',runways:1,longest:5332,elev:351,country:'LA',continent:'AS',lat:15.1321001052856,lon:105.78099822998})
+CREATE (a2766:airport {id:'2766',code:'ZVK',icao:'VLSK',city:'Savannakhet',desc:'Savannakhet Airport',region:'LA-SV',runways:1,longest:5358,elev:509,country:'LA',continent:'AS',lat:16.5566005706787,lon:104.76000213623})
+CREATE (a2767:airport {id:'2767',code:'XKH',icao:'VLXK',city:'Xieng Khouang',desc:'Xieng Khouang Airport',region:'LA-XI',runways:1,longest:8555,elev:3445,country:'LA',continent:'AS',lat:19.4500007629395,lon:103.157997131348})
+CREATE (a2768:airport {id:'2768',code:'VDH',icao:'VVDH',city:'Dong Hoi',desc:'Dong Hoi Airport',region:'VN-24',runways:1,longest:7874,elev:59,country:'VN',continent:'AS',lat:17.515,lon:106.590556})
+CREATE (a2769:airport {id:'2769',code:'BHR',icao:'VNBP',city:'Bharatpur',desc:'Bharatpur Airport',region:'NP-NA',runways:1,longest:3799,elev:600,country:'NP',continent:'AS',lat:27.6781005859375,lon:84.4293975830078})
+CREATE (a2770:airport {id:'2770',code:'BWA',icao:'VNBW',city:'Bhairawa',desc:'Bhairahawa Airport',region:'NP-LU',runways:1,longest:5000,elev:358,country:'NP',continent:'AS',lat:27.5056991577148,lon:83.4162979125977})
+CREATE (a2771:airport {id:'2771',code:'BDP',icao:'VNCG',city:'Bhadrapur',desc:'Bhadrapur Airport',region:'NP-ME',runways:1,longest:3965,elev:300,country:'NP',continent:'AS',lat:26.5708007812,lon:88.0795974731})
+CREATE (a2772:airport {id:'2772',code:'DHI',icao:'VNDH',city:'Dhangarhi',desc:'Dhangarhi Airport',region:'NP-BH',runways:1,longest:5000,elev:690,country:'NP',continent:'AS',lat:28.7532997131348,lon:80.581901550293})
+CREATE (a2773:airport {id:'2773',code:'JKR',icao:'VNJP',city:'Janakpur',desc:'Janakpur Airport',region:'NP-JA',runways:1,longest:3300,elev:256,country:'NP',continent:'AS',lat:26.7087993622,lon:85.9224014282})
+CREATE (a2774:airport {id:'2774',code:'KEP',icao:'VNNG',city:'Nepalgunj',desc:'Nepalgunj Airport',region:'NP-BH',runways:1,longest:4935,elev:540,country:'NP',continent:'AS',lat:28.1035995483398,lon:81.6669998168945})
+CREATE (a2775:airport {id:'2775',code:'PKR',icao:'VNPK',city:'Pokhara',desc:'Pokhara Airport',region:'NP-GA',runways:1,longest:4720,elev:2712,country:'NP',continent:'AS',lat:28.2008991241455,lon:83.9821014404297})
+CREATE (a2776:airport {id:'2776',code:'TMI',icao:'VNTR',city:'Tumling Tar',desc:'Tumling Tar Airport',region:'NP-KO',runways:1,longest:4000,elev:1700,country:'NP',continent:'AS',lat:27.3150005340576,lon:87.1932983398438})
+CREATE (a2777:airport {id:'2777',code:'BIR',icao:'VNVT',city:'Biratnagar',desc:'Biratnagar Airport',region:'NP-KO',runways:1,longest:4937,elev:236,country:'NP',continent:'AS',lat:26.4815006256104,lon:87.2639999389648})
+CREATE (a2778:airport {id:'2778',code:'AGX',icao:'VOAT',city:'Agatti Island',desc:'Agatti Airport',region:'IN-LD',runways:1,longest:4235,elev:14,country:'IN',continent:'AS',lat:10.8236999511719,lon:72.1760025024414})
+CREATE (a2779:airport {id:'2779',code:'VGA',icao:'VOBZ',city:'Vijayawada',desc:'Vijayawada Airport',region:'IN-AP',runways:1,longest:7900,elev:82,country:'IN',continent:'AS',lat:16.5303993225098,lon:80.7967987060547})
+CREATE (a2780:airport {id:'2780',code:'IXM',icao:'VOMD',city:'Madurai',desc:'Madurai Airport',region:'IN-TN',runways:2,longest:5990,elev:459,country:'IN',continent:'AS',lat:9.83450984955,lon:78.0933990479})
+CREATE (a2781:airport {id:'2781',code:'MYQ',icao:'VOMY',city:'Mysore',desc:'Mysore Airport',region:'IN-KA',runways:1,longest:4421,elev:2349,country:'IN',continent:'AS',lat:12.3072004318237,lon:76.6496963500977})
+CREATE (a2782:airport {id:'2782',code:'IXZ',icao:'VOPB',city:'Port Blair',desc:'Vir Savarkar International Airport',region:'IN-AN',runways:1,longest:10795,elev:14,country:'IN',continent:'AS',lat:11.6412000656128,lon:92.7296981811523})
+CREATE (a2783:airport {id:'2783',code:'RJA',icao:'VORY',city:'Rajahmundry',desc:'Rajahmundry Airport',region:'IN-AP',runways:1,longest:5710,elev:151,country:'IN',continent:'AS',lat:17.1103992462,lon:81.8181991577})
+CREATE (a2784:airport {id:'2784',code:'TIR',icao:'VOTP',city:'Tirupati',desc:'Tirupati Airport',region:'IN-AP',runways:1,longest:7500,elev:350,country:'IN',continent:'AS',lat:13.6324996948,lon:79.543296814})
+CREATE (a2785:airport {id:'2785',code:'PBH',icao:'VQPR',city:'Paro',desc:'Paro Airport',region:'BT-11',runways:1,longest:6445,elev:7332,country:'BT',continent:'AS',lat:27.4032001495,lon:89.4245986938})
+CREATE (a2786:airport {id:'2786',code:'FVM',icao:'VRMR',city:'Fuvahmulah Island',desc:'Fuvahmulah Airport',region:'MV-29',runways:1,longest:3609,elev:6,country:'MV',continent:'AS',lat:-0.309722222222,lon:73.435})
+CREATE (a2787:airport {id:'2787',code:'GAN',icao:'VRMG',city:'Gan',desc:'Gan International Airport',region:'MV-01',runways:1,longest:8694,elev:6,country:'MV',continent:'AS',lat:-0.693341970443726,lon:73.1556015014648})
+CREATE (a2788:airport {id:'2788',code:'HAQ',icao:'VRMH',city:'Haa Dhaalu Atoll',desc:'Hanimaadhoo Airport',region:'MV-23',runways:1,longest:4003,elev:4,country:'MV',continent:'AS',lat:6.74422979354858,lon:73.1705017089844})
+CREATE (a2789:airport {id:'2789',code:'KDO',icao:'VRMK',city:'Kadhdhoo',desc:'Kadhdhoo Airport',region:'MV-05',runways:1,longest:4003,elev:4,country:'MV',continent:'AS',lat:1.85916996002197,lon:73.5218963623047})
+CREATE (a2790:airport {id:'2790',code:'GKK',icao:'VRMO',city:'Huvadhu Atoll',desc:'Kooddoo Airport',region:'MV-27',runways:1,longest:3901,elev:29,country:'MV',continent:'AS',lat:0.7324,lon:73.4336})
+CREATE (a2791:airport {id:'2791',code:'KDM',icao:'VRMT',city:'Huvadhu Atoll',desc:'Kaadedhdhoo Airport',region:'MV-28',runways:1,longest:4003,elev:2,country:'MV',continent:'AS',lat:0.488130986690521,lon:72.9969024658203})
+CREATE (a2792:airport {id:'2792',code:'TDX',icao:'VTBO',city:'Trat',desc:'Trat Airport',region:'TH-23',runways:1,longest:4950,elev:105,country:'TH',continent:'AS',lat:12.274600029,lon:102.319000244})
+CREATE (a2793:airport {id:'2793',code:'UTP',icao:'VTBU',city:'Rayong',desc:'U-Tapao International Airport',region:'TH-21',runways:1,longest:11500,elev:42,country:'TH',continent:'AS',lat:12.6799001693726,lon:101.004997253418})
+CREATE (a2794:airport {id:'2794',code:'HGN',icao:'VTCH',city:'Mae Hong Son',desc:'Mae Hong Son Airport',region:'TH-58',runways:1,longest:6562,elev:929,country:'TH',continent:'AS',lat:19.3013000488281,lon:97.9757995605469})
+CREATE (a2795:airport {id:'2795',code:'PYY',icao:'VTCI',city:'Pai',desc:'Pai Airport',region:'TH-58',runways:1,longest:3018,elev:1271,country:'TH',continent:'AS',lat:19.3719997406,lon:98.43699646})
+CREATE (a2796:airport {id:'2796',code:'LPT',icao:'VTCL',city:'Lampang',desc:'Lampang Airport',region:'TH-52',runways:1,longest:6465,elev:811,country:'TH',continent:'AS',lat:18.2709007263184,lon:99.5042037963867})
+CREATE (a2797:airport {id:'2797',code:'NNT',icao:'VTCN',city:'Nan',desc:'Nan Airport',region:'TH-55',runways:1,longest:6562,elev:685,country:'TH',continent:'AS',lat:18.8078994750977,lon:100.782997131348})
+CREATE (a2798:airport {id:'2798',code:'PRH',icao:'VTCP',city:'Phrae',desc:'Phrae Airport',region:'TH-54',runways:1,longest:4921,elev:538,country:'TH',continent:'AS',lat:18.1322002410889,lon:100.165000915527})
+CREATE (a2799:airport {id:'2799',code:'CEI',icao:'VTCT',city:'Chiang Rai',desc:'Chiang Rai International Airport',region:'TH-57',runways:1,longest:9843,elev:1280,country:'TH',continent:'AS',lat:19.952299118,lon:99.8828964233})
+CREATE (a2800:airport {id:'2800',code:'MAQ',icao:'VTPM',city:'Mae Sot',desc:'Mae Sot Airport',region:'TH-63',runways:1,longest:4921,elev:690,country:'TH',continent:'AS',lat:16.6998996734619,lon:98.5450973510742})
+CREATE (a2801:airport {id:'2801',code:'THS',icao:'VTPO',city:'Sukhothai',desc:'Sukhothai Airport',region:'TH-64',runways:1,longest:6890,elev:179,country:'TH',continent:'AS',lat:17.238000869751,lon:99.8181991577148})
+CREATE (a2802:airport {id:'2802',code:'PHS',icao:'VTPP',city:'Phitsanulok',desc:'Phitsanulok Airport',region:'TH-65',runways:1,longest:9843,elev:154,country:'TH',continent:'AS',lat:16.7828998565674,lon:100.278999328613})
+CREATE (a2803:airport {id:'2803',code:'URT',icao:'VTSB',city:'Surat Thani',desc:'Surat Thani Airport',region:'TH-84',runways:1,longest:9843,elev:20,country:'TH',continent:'AS',lat:9.13259983063,lon:99.135597229})
+CREATE (a2804:airport {id:'2804',code:'NAW',icao:'VTSC',city:'Narathiwat',desc:'Narathiwat Airport',region:'TH-96',runways:1,longest:6562,elev:16,country:'TH',continent:'AS',lat:6.51991987228394,lon:101.74299621582})
+CREATE (a2805:airport {id:'2805',code:'CJM',icao:'VTSE',city:'Chumphon',desc:'Chumphon Airport',region:'TH-86',runways:1,longest:6890,elev:18,country:'TH',continent:'AS',lat:10.711199760437,lon:99.361701965332})
+CREATE (a2806:airport {id:'2806',code:'NST',icao:'VTSF',city:'Nakhon Si Thammarat',desc:'Nakhon Si Thammarat Airport',region:'TH-80',runways:1,longest:6890,elev:13,country:'TH',continent:'AS',lat:8.5396203994751,lon:99.9447021484375})
+CREATE (a2807:airport {id:'2807',code:'URC',icao:'ZWWW',city:'Ürümqi',desc:'Ürümqi Diwopu International Airport',region:'CN-65',runways:1,longest:11811,elev:2125,country:'CN',continent:'AS',lat:43.9071006774902,lon:87.4741973876953})
+CREATE (a2808:airport {id:'2808',code:'UNN',icao:'VTSR',city:'Ranong',desc:'Ranong Airport',region:'TH-85',runways:1,longest:6562,elev:57,country:'TH',continent:'AS',lat:9.77762031555176,lon:98.5855026245117})
+CREATE (a2809:airport {id:'2809',code:'TST',icao:'VTST',city:'Trang',desc:'Trang Airport',region:'TH-92',runways:1,longest:6890,elev:67,country:'TH',continent:'AS',lat:7.50873994827271,lon:99.6166000366211})
+CREATE (a2810:airport {id:'2810',code:'UTH',icao:'VTUD',city:'Udon Thani',desc:'Udon Thani Airport',region:'TH-41',runways:1,longest:10000,elev:579,country:'TH',continent:'AS',lat:17.3864002228,lon:102.788002014})
+CREATE (a2811:airport {id:'2811',code:'SNO',icao:'VTUI',city:'Sakon Nakhon Airport',desc:'Sakon Nakhon Airport',region:'TH-47',runways:1,longest:8530,elev:529,country:'TH',continent:'AS',lat:17.1951007843018,lon:104.119003295898})
+CREATE (a2812:airport {id:'2812',code:'KKC',icao:'VTUK',city:'Khon Kaen',desc:'Khon Kaen Airport',region:'TH-40',runways:1,longest:10007,elev:670,country:'TH',continent:'AS',lat:16.4666004181,lon:102.783996582})
+CREATE (a2813:airport {id:'2813',code:'LOE',icao:'VTUL',city:'Loei',desc:'Loei Airport',region:'TH-42',runways:1,longest:6890,elev:860,country:'TH',continent:'AS',lat:17.4391002655029,lon:101.72200012207})
+CREATE (a2814:airport {id:'2814',code:'BFV',icao:'VTUO',city:'Buri Ram',desc:'Buri Ram Airport',region:'TH-31',runways:1,longest:6890,elev:590,country:'TH',continent:'AS',lat:15.2294998168945,lon:103.252998352051})
+CREATE (a2815:airport {id:'2815',code:'UBP',icao:'VTUU',city:'Ubon Ratchathani',desc:'Ubon Ratchathani Airport',region:'TH-34',runways:1,longest:9848,elev:406,country:'TH',continent:'AS',lat:15.2512998581,lon:104.870002747})
+CREATE (a2816:airport {id:'2816',code:'ROI',icao:'VTUV',city:'Roi Et',desc:'Roi Et Airport',region:'TH-45',runways:1,longest:6890,elev:451,country:'TH',continent:'AS',lat:16.1168003082275,lon:103.774002075195})
+CREATE (a2817:airport {id:'2817',code:'KOP',icao:'VTUW',city:'Nakhon Phanom',desc:'Nakhon Phanom Airport',region:'TH-48',runways:1,longest:8203,elev:587,country:'TH',continent:'AS',lat:17.3838005065918,lon:104.642997741699})
+CREATE (a2818:airport {id:'2818',code:'BMV',icao:'VVBM',city:'Buon Ma Thuot',desc:'Buon Ma Thuot Airport',region:'VN-33',runways:1,longest:9843,elev:1729,country:'VN',continent:'AS',lat:12.668299675,lon:108.120002747})
+CREATE (a2819:airport {id:'2819',code:'VCL',icao:'VVCA',city:'Dung Quat Bay',desc:'Chu Lai International Airport',region:'VN-29',runways:1,longest:10300,elev:10,country:'VN',continent:'AS',lat:15.4033002853,lon:108.706001282})
+CREATE (a2820:airport {id:'2820',code:'HPH',icao:'VVCI',city:'Haiphong',desc:'Cat Bi International Airport',region:'VN-61',runways:1,longest:7880,elev:6,country:'VN',continent:'AS',lat:20.8194007873535,lon:106.724998474121})
+CREATE (a2821:airport {id:'2821',code:'CAH',icao:'VVCM',city:'Ca Mau City',desc:'Cà Mau Airport',region:'VN-59',runways:1,longest:4921,elev:6,country:'VN',continent:'AS',lat:9.17766666667,lon:105.177777778})
+CREATE (a2822:airport {id:'2822',code:'CXR',icao:'VVCR',city:'Nha Trang',desc:'Cam Ranh Airport',region:'VN-34',runways:1,longest:10000,elev:40,country:'VN',continent:'AS',lat:11.9982004165649,lon:109.21900177002})
+CREATE (a2823:airport {id:'2823',code:'VCS',icao:'VVCS',city:'Con Ong',desc:'Co Ong Airport',region:'VN-14',runways:1,longest:6046,elev:20,country:'VN',continent:'AS',lat:8.73182964325,lon:106.633003235})
+CREATE (a2824:airport {id:'2824',code:'VCA',icao:'VVCT',city:'Can Tho',desc:'Can Tho International Airport',region:'VN-02',runways:1,longest:7886,elev:9,country:'VN',continent:'AS',lat:10.085100174,lon:105.711997986})
+CREATE (a2825:airport {id:'2825',code:'DIN',icao:'VVDB',city:'Dien Bien Phu',desc:'Dien Bien Phu Airport',region:'VN-01',runways:1,longest:6003,elev:1611,country:'VN',continent:'AS',lat:21.3974990845,lon:103.008003235})
+CREATE (a2826:airport {id:'2826',code:'DLI',icao:'VVDL',city:'Dalat',desc:'Lien Khuong Airport',region:'VN-35',runways:1,longest:10663,elev:3156,country:'VN',continent:'AS',lat:11.75,lon:108.366996765137})
+CREATE (a2827:airport {id:'2827',code:'HUI',icao:'VVPB',city:'Hue',desc:'Phu Bai Airport',region:'VN-56',runways:1,longest:8775,elev:48,country:'VN',continent:'AS',lat:16.4015007019,lon:107.70300293})
+CREATE (a2828:airport {id:'2828',code:'UIH',icao:'VVPC',city:'Quy Nohn',desc:'Phu Cat Airport',region:'VN-31',runways:1,longest:10010,elev:80,country:'VN',continent:'AS',lat:13.9549999237,lon:109.041999817})
+CREATE (a2829:airport {id:'2829',code:'PXU',icao:'VVPK',city:'Pleiku',desc:'Pleiku Airport',region:'VN-30',runways:1,longest:5960,elev:2434,country:'VN',continent:'AS',lat:14.0045003890991,lon:108.016998291016})
+CREATE (a2830:airport {id:'2830',code:'PQC',icao:'VVPQ',city:'Duong Dong',desc:'Phu Quoc Airport',region:'VN-47',runways:1,longest:6900,elev:23,country:'VN',continent:'AS',lat:10.2270002365,lon:103.967002869})
+CREATE (a2831:airport {id:'2831',code:'VKG',icao:'VVRG',city:'Rach Gia',desc:'Rach Gia Airport',region:'VN-47',runways:1,longest:4921,elev:7,country:'VN',continent:'AS',lat:9.95802997234,lon:105.132379532})
+CREATE (a2832:airport {id:'2832',code:'TBB',icao:'VVTH',city:'Tuy Hoa',desc:'Dong Tac Airport',region:'VN-49',runways:3,longest:9520,elev:20,country:'VN',continent:'AS',lat:13.0495996475,lon:109.333999634})
+CREATE (a2833:airport {id:'2833',code:'VII',icao:'VVVH',city:'Vinh',desc:'Vinh Airport',region:'VN-26',runways:1,longest:7875,elev:23,country:'VN',continent:'AS',lat:18.7376003265,lon:105.67099762})
+CREATE (a2834:airport {id:'2834',code:'NYU',icao:'VYBG',city:'Nyaung U',desc:'Bagan Airport',region:'MM-04',runways:1,longest:8500,elev:312,country:'MM',continent:'AS',lat:21.1788005828857,lon:94.9301986694336})
+CREATE (a2835:airport {id:'2835',code:'TVY',icao:'VYDW',city:'Dawei',desc:'Dawei Airport',region:'MM-05',runways:1,longest:7005,elev:84,country:'MM',continent:'AS',lat:14.1038999557495,lon:98.2035980224609})
+CREATE (a2836:airport {id:'2836',code:'NYT',icao:'VYEL',city:'Pyinmana',desc:'Naypyidaw Airport',region:'MM-04',runways:1,longest:12000,elev:302,country:'MM',continent:'AS',lat:19.623500824,lon:96.2009963989})
+CREATE (a2837:airport {id:'2837',code:'HEH',icao:'VYHH',city:'Heho',desc:'Heho Airport',region:'MM-17',runways:1,longest:8500,elev:3858,country:'MM',continent:'AS',lat:20.7469997406006,lon:96.7919998168945})
+CREATE (a2838:airport {id:'2838',code:'KYP',icao:'VYKP',city:'Kyaukpyu',desc:'Kyaukpyu Airport',region:'MM-16',runways:1,longest:4600,elev:20,country:'MM',continent:'AS',lat:19.426399230957,lon:93.534797668457})
+CREATE (a2839:airport {id:'2839',code:'MDL',icao:'VYMD',city:'Mandalay',desc:'Mandalay International Airport',region:'MM-04',runways:1,longest:14003,elev:300,country:'MM',continent:'AS',lat:21.7021999359131,lon:95.977897644043})
+CREATE (a2840:airport {id:'2840',code:'MYT',icao:'VYMK',city:'Myitkyina',desc:'Myitkyina Airport',region:'MM-11',runways:1,longest:6100,elev:475,country:'MM',continent:'AS',lat:25.3836002349854,lon:97.3518981933594})
+CREATE (a2841:airport {id:'2841',code:'AKY',icao:'VYSW',city:'Sittwe',desc:'Sittwe Airport',region:'MM-16',runways:1,longest:6001,elev:27,country:'MM',continent:'AS',lat:20.1326999664307,lon:92.8725967407227})
+CREATE (a2842:airport {id:'2842',code:'SNW',icao:'VYTD',city:'Thandwe',desc:'Thandwe Airport',region:'MM-16',runways:1,longest:5502,elev:20,country:'MM',continent:'AS',lat:18.4606990814209,lon:94.3001022338867})
+CREATE (a2843:airport {id:'2843',code:'THL',icao:'VYTL',city:'Tachileik',desc:'Tachileik Airport',region:'MM-17',runways:1,longest:7002,elev:1280,country:'MM',continent:'AS',lat:20.4838008880615,lon:99.9354019165039})
+CREATE (a2844:airport {id:'2844',code:'MJU',icao:'WAWJ',city:'Mamuju-Celebes Island',desc:'Tampa Padang Airport',region:'ID-SN',runways:1,longest:6726,elev:49,country:'ID',continent:'AS',lat:-2.583333,lon:119.033333})
+CREATE (a2845:airport {id:'2845',code:'BIK',icao:'WABB',city:'Biak-Supiori Island',desc:'Frans Kaisiepo Airport',region:'ID-PA',runways:1,longest:11715,elev:46,country:'ID',continent:'AS',lat:-1.19001996517181,lon:136.108001708984})
+CREATE (a2846:airport {id:'2846',code:'TIM',icao:'WABP',city:'Timika-Papua Island',desc:'Moses Kilangin Airport',region:'ID-PA',runways:1,longest:7841,elev:103,country:'ID',continent:'AS',lat:-4.52827978134155,lon:136.886993408203})
+CREATE (a2847:airport {id:'2847',code:'BMU',icao:'WADB',city:'Bima-Sumbawa Island',desc:'Muhammad Salahuddin Airport',region:'ID-NB',runways:1,longest:5405,elev:3,country:'ID',continent:'AS',lat:-8.53964996337891,lon:118.686996459961})
+CREATE (a2848:airport {id:'2848',code:'TMC',icao:'WADT',city:'Waikabubak-Sumba Island',desc:'Tambolaka Airport',region:'ID-NT',runways:1,longest:5905,elev:161,country:'ID',continent:'AS',lat:-9.4097204208374,lon:119.244003295898})
+CREATE (a2849:airport {id:'2849',code:'WGP',icao:'WADW',city:'Waingapu-Sumba Island',desc:'Waingapu Airport',region:'ID-NT',runways:1,longest:5415,elev:33,country:'ID',continent:'AS',lat:-9.6692199707,lon:120.302001953})
+CREATE (a2850:airport {id:'2850',code:'DJJ',icao:'WAJJ',city:'Jayapura-Papua Island',desc:'Sentani Airport',region:'ID-PA',runways:1,longest:7161,elev:289,country:'ID',continent:'AS',lat:-2.57695007324219,lon:140.516006469727})
+CREATE (a2851:airport {id:'2851',code:'BEJ',icao:'WALK',city:'Tanjung Redep-Borneo Island',desc:'Barau(Kalimaru) Airport',region:'ID-KI',runways:1,longest:4625,elev:59,country:'ID',continent:'AS',lat:2.15549993515,lon:117.431999207})
+CREATE (a2852:airport {id:'2852',code:'TRK',icao:'WALR',city:'Tarakan Island',desc:'Juwata Airport',region:'ID-U-A',runways:1,longest:7382,elev:23,country:'ID',continent:'AS',lat:3.32666666667,lon:117.569444444})
+CREATE (a2853:airport {id:'2853',code:'GTO',icao:'WAMG',city:'Gorontalo-Celebes Island',desc:'Jalaluddin Airport',region:'ID-GO',runways:1,longest:7407,elev:105,country:'ID',continent:'AS',lat:0.63711899519,lon:122.849998474})
+CREATE (a2854:airport {id:'2854',code:'NAH',icao:'WAMH',city:'Tahuna-Sangihe Island',desc:'Naha Airport',region:'ID-SA',runways:1,longest:3597,elev:16,country:'ID',continent:'AS',lat:3.68320989608765,lon:125.52799987793})
+CREATE (a2855:airport {id:'2855',code:'KAZ',icao:'WAMK',city:'Kao-Celebes Island',desc:'Kao Airport',region:'ID-MU',runways:1,longest:2963,elev:27,country:'ID',continent:'AS',lat:1.1852799654007,lon:127.896003723145})
+CREATE (a2856:airport {id:'2856',code:'PLW',icao:'WAML',city:'Palu-Celebes Island',desc:'Mutiara Airport',region:'ID-ST',runways:1,longest:6781,elev:284,country:'ID',continent:'AS',lat:-0.91854202747345,lon:119.910003662109})
+CREATE (a2857:airport {id:'2857',code:'MNA',icao:'WAMN',city:'Karakelong Island',desc:'Melangguane Airport',region:'ID-SA',runways:1,longest:8858,elev:3,country:'ID',continent:'AS',lat:4.00693988800049,lon:126.672996520996})
+CREATE (a2858:airport {id:'2858',code:'PSJ',icao:'WAMP',city:'Poso-Celebes Island',desc:'Kasiguncu Airport',region:'ID-ST',runways:1,longest:3650,elev:174,country:'ID',continent:'AS',lat:-1.41674995422,lon:120.657997131})
+CREATE (a2859:airport {id:'2859',code:'TTE',icao:'WAMT',city:'Sango-Ternate Island',desc:'Sultan Khairun Babullah Airport',region:'ID-MU',runways:1,longest:5875,elev:49,country:'ID',continent:'AS',lat:0.831413984298706,lon:127.380996704102})
+CREATE (a2860:airport {id:'2860',code:'LUW',icao:'WAMW',city:'Luwok-Celebes Island',desc:'Bubung Airport',region:'ID-ST',runways:1,longest:4258,elev:56,country:'ID',continent:'AS',lat:-1.03892004489899,lon:122.772003173828})
+CREATE (a2861:airport {id:'2861',code:'PKN',icao:'WAOI',city:'Pangkalanbun-Borneo Island',desc:'Iskandar Airport',region:'ID-KT',runways:1,longest:5415,elev:75,country:'ID',continent:'AS',lat:-2.70519995689,lon:111.672996521})
+CREATE (a2862:airport {id:'2862',code:'KBU',icao:'WAOK',city:'Laut Island',desc:'Stagen Airport',region:'ID-KS',runways:1,longest:4593,elev:4,country:'ID',continent:'AS',lat:-3.2947199344635,lon:116.165000915527})
+CREATE (a2863:airport {id:'2863',code:'BDJ',icao:'WAOO',city:'Banjarmasin-Borneo Island',desc:'Syamsudin Noor Airport',region:'ID-KS',runways:1,longest:8202,elev:66,country:'ID',continent:'AS',lat:-3.44235992431641,lon:114.763000488281})
+CREATE (a2864:airport {id:'2864',code:'PKY',icao:'WAOP',city:'Palangkaraya-Kalimantan Tengah',desc:'Tjilik Riwut Airport',region:'ID-U-A',runways:1,longest:6890,elev:82,country:'ID',continent:'AS',lat:-2.22513008118,lon:113.943000793})
+CREATE (a2865:airport {id:'2865',code:'AMQ',icao:'WAPP',city:'Ambon',desc:'Pattimura Airport, Ambon',region:'ID-ML',runways:1,longest:8202,elev:33,country:'ID',continent:'AS',lat:-3.7102599144,lon:128.089004517})
+CREATE (a2866:airport {id:'2866',code:'MLG',icao:'WARA',city:'Malang-Java Island',desc:'Abdul Rachman Saleh Airport',region:'ID-JI',runways:2,longest:6464,elev:1726,country:'ID',continent:'AS',lat:-7.92655992508,lon:112.714996338})
+CREATE (a2867:airport {id:'2867',code:'MKW',icao:'WASR',city:'Manokwari-Papua Island',desc:'Rendani Airport',region:'ID-IJ',runways:1,longest:6576,elev:23,country:'ID',continent:'AS',lat:-0.891833007335663,lon:134.04899597168})
+CREATE (a2868:airport {id:'2868',code:'SOQ',icao:'WASS',city:'Sorong-Papua Island',desc:'Sorong (Jefman) Airport',region:'ID-IJ',runways:1,longest:5414,elev:10,country:'ID',continent:'AS',lat:-0.926357984542847,lon:131.121002197266})
+CREATE (a2869:airport {id:'2869',code:'MOF',icao:'WATC',city:'Maumere-Flores Island',desc:'Maumere(Wai Oti) Airport',region:'ID-NT',runways:1,longest:5980,elev:115,country:'ID',continent:'AS',lat:-8.64064979553,lon:122.236999512})
+CREATE (a2870:airport {id:'2870',code:'LBJ',icao:'WATO',city:'Labuan Bajo-Flores Island',desc:'Komodo (Mutiara II) Airport',region:'ID-NT',runways:1,longest:4570,elev:66,country:'ID',continent:'AS',lat:-8.48666000366211,lon:119.888999938965})
+CREATE (a2871:airport {id:'2871',code:'KOE',icao:'WATT',city:'Kupang-Timor Island',desc:'El Tari Airport',region:'ID-NT',runways:2,longest:8202,elev:335,country:'ID',continent:'AS',lat:-10.1716003417969,lon:123.670997619629})
+CREATE (a2872:airport {id:'2872',code:'BUW',icao:'WAWB',city:'Bau Bau-Butung Island',desc:'Betoambari Airport',region:'ID-SG',runways:1,longest:3445,elev:164,country:'ID',continent:'AS',lat:-5.48687982559204,lon:122.569000244141})
+CREATE (a2873:airport {id:'2873',code:'KDI',icao:'WAWW',city:'Kendari-Celebes Island',desc:'Wolter Monginsidi Airport',region:'ID-SG',runways:1,longest:6890,elev:538,country:'ID',continent:'AS',lat:-4.08161020278931,lon:122.417999267578})
+CREATE (a2874:airport {id:'2874',code:'WBB',icao:'none',city:'Stebbins',desc:'Stebbins Airport',region:'US-AK',runways:1,longest:2999,elev:19,country:'US',continent:'NA',lat:63.5159988403,lon:-162.277999878})
+CREATE (a2875:airport {id:'2875',code:'BTU',icao:'WBGB',city:'Bintulu',desc:'Bintulu Airport',region:'MY-13',runways:1,longest:9006,elev:74,country:'MY',continent:'AS',lat:3.12385010719,lon:113.019996643})
+CREATE (a2876:airport {id:'2876',code:'LGL',icao:'WBGF',city:'Long Datih',desc:'Long Lellang Airport',region:'MY-13',runways:1,longest:2559,elev:1400,country:'MY',continent:'AS',lat:3.42100000381,lon:115.153999329})
+CREATE (a2877:airport {id:'2877',code:'ODN',icao:'WBGI',city:'Long Seridan',desc:'Long Seridan Airport',region:'MY-13',runways:1,longest:1798,elev:607,country:'MY',continent:'AS',lat:3.96700000762939,lon:115.050003051758})
+CREATE (a2878:airport {id:'2878',code:'LMN',icao:'WBGJ',city:'Limbang',desc:'Limbang Airport',region:'MY-13',runways:1,longest:4922,elev:14,country:'MY',continent:'AS',lat:4.80830001831055,lon:115.01000213623})
+CREATE (a2879:airport {id:'2879',code:'MKM',icao:'WBGK',city:'Mukah',desc:'Mukah Airport',region:'MY-13',runways:1,longest:3599,elev:13,country:'MY',continent:'AS',lat:2.90638995170593,lon:112.080001831055})
+CREATE (a2880:airport {id:'2880',code:'LKH',icao:'WBGL',city:'Long Akah',desc:'Long Akah Airport',region:'MY-13',runways:1,longest:2231,elev:289,country:'MY',continent:'AS',lat:3.29999995231628,lon:114.782997131348})
+CREATE (a2881:airport {id:'2881',code:'MUR',icao:'WBGM',city:'Marudi',desc:'Marudi Airport',region:'MY-13',runways:1,longest:3274,elev:103,country:'MY',continent:'AS',lat:4.17897987365723,lon:114.329002380371})
+CREATE (a2882:airport {id:'2882',code:'SBW',icao:'WBGS',city:'Sibu',desc:'Sibu Airport',region:'MY-13',runways:1,longest:9036,elev:122,country:'MY',continent:'AS',lat:2.26160001754761,lon:111.985000610352})
+CREATE (a2883:airport {id:'2883',code:'TGC',icao:'WBGT',city:'Tanjung Manis',desc:'Tanjung Manis Airport',region:'MY-13',runways:1,longest:4912,elev:15,country:'MY',continent:'AS',lat:2.17783999443054,lon:111.202003479004})
+CREATE (a2884:airport {id:'2884',code:'LWY',icao:'WBGW',city:'Lawas',desc:'Lawas Airport',region:'MY-13',runways:1,longest:2251,elev:5,country:'MY',continent:'AS',lat:4.84917020797729,lon:115.407997131348})
+CREATE (a2885:airport {id:'2885',code:'BBN',icao:'WBGZ',city:'Bario',desc:'Bario Airport',region:'MY-13',runways:1,longest:2198,elev:3350,country:'MY',continent:'AS',lat:3.73389005661011,lon:115.478996276855})
+CREATE (a2886:airport {id:'2886',code:'LDU',icao:'WBKD',city:'Lahad Datu',desc:'Lahad Datu Airport',region:'MY-12',runways:1,longest:4498,elev:45,country:'MY',continent:'AS',lat:5.03224992752075,lon:118.323997497559})
+CREATE (a2887:airport {id:'2887',code:'LBU',icao:'WBKL',city:'Labuan',desc:'Labuan Airport',region:'MY-15',runways:1,longest:7546,elev:101,country:'MY',continent:'AS',lat:5.30068016052246,lon:115.25})
+CREATE (a2888:airport {id:'2888',code:'SDK',icao:'WBKS',city:'Sandakan',desc:'Sandakan Airport',region:'MY-12',runways:1,longest:7000,elev:46,country:'MY',continent:'AS',lat:5.90089988708496,lon:118.05899810791})
+CREATE (a2889:airport {id:'2889',code:'KUD',icao:'WBKT',city:'Kudat',desc:'Kudat Airport',region:'MY-12',runways:1,longest:2395,elev:10,country:'MY',continent:'AS',lat:6.9225001335144,lon:116.835998535156})
+CREATE (a2890:airport {id:'2890',code:'TWU',icao:'WBKW',city:'Tawau',desc:'Tawau Airport',region:'MY-12',runways:1,longest:8800,elev:57,country:'MY',continent:'AS',lat:4.32015991210938,lon:118.127998352051})
+CREATE (a2891:airport {id:'2891',code:'MZV',icao:'WBMU',city:'Mulu',desc:'Mulu Airport',region:'MY-13',runways:1,longest:4921,elev:80,country:'MY',continent:'AS',lat:4.04832983016968,lon:114.805000305176})
+CREATE (a2892:airport {id:'2892',code:'TKG',icao:'WICT',city:'Bandar Lampung-Sumatra Island',desc:'Radin Inten II (Branti) Airport',region:'ID-LA',runways:1,longest:6070,elev:282,country:'ID',continent:'AS',lat:-5.240556,lon:105.175556})
+CREATE (a2893:airport {id:'2893',code:'BTH',icao:'WIDD',city:'Batam Island',desc:'Hang Nadim International Airport',region:'ID-RI',runways:1,longest:13270,elev:126,country:'ID',continent:'AS',lat:1.12102997303,lon:104.119003296})
+CREATE (a2894:airport {id:'2894',code:'TNJ',icao:'WIDN',city:'Tanjung Pinang-Bintan Island',desc:'Raja Haji Fisabilillah International Airport',region:'ID-RI',runways:1,longest:7380,elev:52,country:'ID',continent:'AS',lat:0.922683000565,lon:104.531997681})
+CREATE (a2895:airport {id:'2895',code:'KHG',icao:'ZWSH',city:'Kashgar',desc:'Kashgar Airport',region:'CN-65',runways:1,longest:10499,elev:4529,country:'CN',continent:'AS',lat:39.5429000854,lon:76.0199966431})
+CREATE (a2896:airport {id:'2896',code:'TJQ',icao:'WIOD',city:'Tanjung Pandan-Belitung Island',desc:'Buluh Tumbang (H A S Hanandjoeddin) Airport',region:'ID-BB',runways:1,longest:6065,elev:164,country:'ID',continent:'AS',lat:-2.74571990967,lon:107.754997253})
+CREATE (a2897:airport {id:'2897',code:'PNK',icao:'WIOO',city:'Pontianak-Borneo Island',desc:'Supadio Airport',region:'ID-KB',runways:1,longest:7380,elev:10,country:'ID',continent:'AS',lat:-0.150710999965668,lon:109.403999328613})
+CREATE (a2898:airport {id:'2898',code:'DJB',icao:'WIPA',city:'Jambi-Sumatra Island',desc:'Sultan Thaha Airport',region:'ID-JA',runways:1,longest:6562,elev:82,country:'ID',continent:'AS',lat:-1.63802003860474,lon:103.643997192383})
+CREATE (a2899:airport {id:'2899',code:'PGK',icao:'WIPK',city:'Pangkal Pinang-Palaubangka Island',desc:'Pangkal Pinang (Depati Amir) Airport',region:'ID-BB',runways:1,longest:6550,elev:109,country:'ID',continent:'AS',lat:-2.16219997406,lon:106.138999939})
+CREATE (a2900:airport {id:'2900',code:'BKS',icao:'WIPL',city:'Bengkulu-Sumatra Island',desc:'Padang Kemiling (Fatmawati Soekarno) Airport',region:'ID-BE',runways:1,longest:7345,elev:50,country:'ID',continent:'AS',lat:-3.8636999130249,lon:102.338996887207})
+CREATE (a2901:airport {id:'2901',code:'PDG',icao:'WIPT',city:'Ketaping/Padang-Sumatra Island',desc:'Minangkabau Airport',region:'ID-SB',runways:1,longest:9020,elev:18,country:'ID',continent:'AS',lat:-0.786916971206665,lon:100.28099822998})
+CREATE (a2902:airport {id:'2902',code:'BTJ',icao:'WITT',city:'Banda Aceh',desc:'Sultan Iskandar Muda International Airport',region:'ID-AC',runways:1,longest:9843,elev:65,country:'ID',continent:'AS',lat:5.52287202401,lon:95.4206371307})
+CREATE (a2903:airport {id:'2903',code:'AOR',icao:'WMKA',city:'Alor Satar',desc:'Sultan Abdul Halim Airport',region:'MY-02',runways:1,longest:9005,elev:15,country:'MY',continent:'AS',lat:6.18967008590698,lon:100.398002624512})
+CREATE (a2904:airport {id:'2904',code:'KTE',icao:'WMKE',city:'Kerteh',desc:'Kerteh Airport',region:'MY-11',runways:1,longest:4446,elev:18,country:'MY',continent:'AS',lat:4.5372200012207,lon:103.427001953125})
+CREATE (a2905:airport {id:'2905',code:'JHB',icao:'WMKJ',city:'Senai',desc:'Senai International Airport',region:'MY-01',runways:1,longest:12467,elev:135,country:'MY',continent:'AS',lat:1.64130997657776,lon:103.669998168945})
+CREATE (a2906:airport {id:'2906',code:'AUU',icao:'YAUR',city:'Aurukun Mission',desc:'Aurukun Airport',region:'AU-QLD',runways:1,longest:4140,elev:31,country:'AU',continent:'OC',lat:-13.3538999557,lon:141.720993042})
+CREATE (a2907:airport {id:'2907',code:'ABM',icao:'YBAM',city:'Bamaga',desc:'Bamaga Injinoo Airport',region:'AU-QLD',runways:1,longest:5462,elev:34,country:'AU',continent:'OC',lat:-10.9507999420166,lon:142.458999633789})
+CREATE (a2908:airport {id:'2908',code:'BQL',icao:'YBOU',city:'Boulia',desc:'Boulia Airport',region:'AU-QLD',runways:1,longest:4180,elev:542,country:'AU',continent:'OC',lat:-22.9132995605469,lon:139.899993896484})
+CREATE (a2909:airport {id:'2909',code:'WEI',icao:'YBWP',city:'Weipa',desc:'Weipa Airport',region:'AU-QLD',runways:1,longest:5397,elev:63,country:'AU',continent:'OC',lat:-12.6786003113,lon:141.925003052})
+CREATE (a2910:airport {id:'2910',code:'CPD',icao:'YCBP',city:'Coober Pedy',desc:'Coober Pedy Airport',region:'AU-SA',runways:2,longest:4685,elev:740,country:'AU',continent:'OC',lat:-29.0400009155273,lon:134.720993041992})
+CREATE (a2911:airport {id:'2911',code:'CED',icao:'YCDU',city:'Ceduna',desc:'Ceduna Airport',region:'AU-SA',runways:2,longest:5709,elev:77,country:'AU',continent:'OC',lat:-32.1305999755859,lon:133.710006713867})
+CREATE (a2912:airport {id:'2912',code:'CUQ',icao:'YCOE',city:'Coen',desc:'Coen Airport',region:'AU-QLD',runways:1,longest:4107,elev:532,country:'AU',continent:'OC',lat:-13.7608003616333,lon:143.113998413086})
+CREATE (a2913:airport {id:'2913',code:'DMD',icao:'YDMG',city:'Doomadgee',desc:'Doomadgee Airport',region:'AU-QLD',runways:1,longest:5433,elev:153,country:'AU',continent:'OC',lat:-17.940299987793,lon:138.822006225586})
+CREATE (a2914:airport {id:'2914',code:'FLS',icao:'YFLI',city:'Flinders Island',desc:'Flinders Island Airport',region:'AU-TAS',runways:2,longest:5643,elev:10,country:'AU',continent:'OC',lat:-40.0917015076,lon:147.992996216})
+CREATE (a2915:airport {id:'2915',code:'GFN',icao:'YGFN',city:'Grafton',desc:'Grafton Airport',region:'AU-NSW',runways:1,longest:5607,elev:110,country:'AU',continent:'OC',lat:-29.7593994140625,lon:153.029998779297})
+CREATE (a2916:airport {id:'2916',code:'GTE',icao:'YGTE',city:'Groote Eylandt',desc:'Groote Eylandt Airport',region:'AU-NT',runways:1,longest:6237,elev:53,country:'AU',continent:'OC',lat:-13.9750003815,lon:136.460006714})
+CREATE (a2917:airport {id:'2917',code:'HID',icao:'YHID',city:'Horn Island',desc:'Horn Island Airport',region:'AU-QLD',runways:2,longest:4557,elev:43,country:'AU',continent:'OC',lat:-10.586400032,lon:142.289993286})
+CREATE (a2918:airport {id:'2918',code:'JCK',icao:'YJLC',city:'Julia Creek',desc:'Julia Creek Airport',region:'AU-QLD',runways:1,longest:4600,elev:404,country:'AU',continent:'OC',lat:-20.6683006286621,lon:141.723007202148})
+CREATE (a2919:airport {id:'2919',code:'KWM',icao:'YKOW',city:'Kowanyama',desc:'Kowanyama Airport',region:'AU-QLD',runways:1,longest:4528,elev:35,country:'AU',continent:'OC',lat:-15.4856004714966,lon:141.751007080078})
+CREATE (a2920:airport {id:'2920',code:'KGC',icao:'YKSC',city:'Kingscote',desc:'Kingscote Airport',region:'AU-SA',runways:3,longest:4600,elev:24,country:'AU',continent:'OC',lat:-35.7139015197754,lon:137.52099609375})
+CREATE (a2921:airport {id:'2921',code:'IRG',icao:'YLHR',city:'Lockhart River',desc:'Lockhart River Airport',region:'AU-QLD',runways:1,longest:4919,elev:77,country:'AU',continent:'OC',lat:-12.7868995666504,lon:143.304992675781})
+CREATE (a2922:airport {id:'2922',code:'MNG',icao:'YMGD',city:'Maningrida',desc:'Maningrida Airport',region:'AU-NT',runways:1,longest:5020,elev:123,country:'AU',continent:'OC',lat:-12.0560998917,lon:134.23399353})
+CREATE (a2923:airport {id:'2923',code:'MCV',icao:'YMHU',city:'McArthur River Mine',desc:'McArthur River Mine Airport',region:'AU-NT',runways:1,longest:4931,elev:131,country:'AU',continent:'OC',lat:-16.4424991608,lon:136.083999634})
+CREATE (a2924:airport {id:'2924',code:'NTN',icao:'YNTN',city:'Normanton',desc:'Normanton Airport',region:'AU-QLD',runways:1,longest:5499,elev:73,country:'AU',continent:'OC',lat:-17.6835994720459,lon:141.070007324219})
+CREATE (a2925:airport {id:'2925',code:'OLP',icao:'YOLD',city:'Olympic Dam',desc:'Olympic Dam Airport',region:'AU-SA',runways:1,longest:5220,elev:343,country:'AU',continent:'OC',lat:-30.4850006104,lon:136.876998901})
+CREATE (a2926:airport {id:'2926',code:'PUG',icao:'YPAG',city:'Port Augusta',desc:'Port Augusta Airport',region:'AU-SA',runways:1,longest:5413,elev:56,country:'AU',continent:'OC',lat:-32.5069007873535,lon:137.716995239258})
+CREATE (a2927:airport {id:'2927',code:'CCK',icao:'YPCC',city:'Cocos (Keeling) Islands',desc:'Cocos (Keeling) Islands Airport',region:'CC-U-A',runways:1,longest:7999,elev:10,country:'CC',continent:'AS',lat:-12.1883001328,lon:96.8339004517})
+CREATE (a2928:airport {id:'2928',code:'GOV',icao:'YPGV',city:'Nhulunbuy',desc:'Gove Airport',region:'AU-NT',runways:1,longest:7244,elev:192,country:'AU',continent:'OC',lat:-12.2693996429,lon:136.817993164})
+CREATE (a2929:airport {id:'2929',code:'PLO',icao:'YPLC',city:'Port Lincoln',desc:'Port Lincoln Airport',region:'AU-SA',runways:3,longest:4918,elev:36,country:'AU',continent:'OC',lat:-34.6053009033,lon:135.880004883})
+CREATE (a2930:airport {id:'2930',code:'EDR',icao:'YPMP',city:'Edward River',desc:'Pormpuraaw Airport',region:'AU-QLD',runways:1,longest:4462,elev:10,country:'AU',continent:'OC',lat:-14.8966999053955,lon:141.608993530273})
+CREATE (a2931:airport {id:'2931',code:'ULP',icao:'YQLP',city:'Quilpie',desc:'Quilpie Airport',region:'AU-QLD',runways:2,longest:4898,elev:655,country:'AU',continent:'OC',lat:-26.6121997833252,lon:144.253005981445})
+CREATE (a2932:airport {id:'2932',code:'SGO',icao:'YSGE',city:'St George',desc:'St George Airport',region:'AU-QLD',runways:1,longest:4987,elev:656,country:'AU',continent:'OC',lat:-28.0496997833252,lon:148.595001220703})
+CREATE (a2933:airport {id:'2933',code:'WYA',icao:'YWHA',city:'Whyalla',desc:'Whyalla Airport',region:'AU-SA',runways:2,longest:5531,elev:41,country:'AU',continent:'OC',lat:-33.0588989257812,lon:137.514007568359})
+CREATE (a2934:airport {id:'2934',code:'KBC',icao:'none',city:'Birch Creek',desc:'Birch Creek Airport',region:'US-AK',runways:1,longest:4000,elev:450,country:'US',continent:'NA',lat:66.2740020752,lon:-145.824005127})
+CREATE (a2935:airport {id:'2935',code:'HDG',icao:'ZBHD',city:'Handan',desc:'Handan Airport',region:'CN-42',runways:1,longest:7218,elev:229,country:'CN',continent:'AS',lat:36.5258333333,lon:114.425555556})
+CREATE (a2936:airport {id:'2936',code:'SHP',icao:'ZBSH',city:'Qinhuangdao',desc:'Shanhaiguan Airport',region:'CN-13',runways:1,longest:8005,elev:30,country:'CN',continent:'AS',lat:39.9681015015,lon:119.731002808})
+CREATE (a2937:airport {id:'2937',code:'SJW',icao:'ZBSJ',city:'Shijiazhuang',desc:'Shijiazhuang Daguocun International Airport',region:'CN-13',runways:1,longest:11155,elev:233,country:'CN',continent:'AS',lat:38.2807006835938,lon:114.696998596191})
+CREATE (a2938:airport {id:'2938',code:'HJJ',icao:'ZGCJ',city:'Huaihua',desc:'Zhijiang Airport',region:'CN-43',runways:1,longest:6562,elev:882,country:'CN',continent:'AS',lat:27.4411111111,lon:109.7})
+CREATE (a2939:airport {id:'2939',code:'LLF',icao:'ZGLG',city:'Yongzhou',desc:'Lingling Airport',region:'CN-43',runways:1,longest:8530,elev:340,country:'CN',continent:'AS',lat:26.338661,lon:111.610043})
+CREATE (a2940:airport {id:'2940',code:'WUZ',icao:'ZGWZ',city:'Wuzhou',desc:'Changzhoudao Airport',region:'CN-45',runways:1,longest:5906,elev:89,country:'CN',continent:'AS',lat:23.4566993713379,lon:111.248001098633})
+CREATE (a2941:airport {id:'2941',code:'ENH',icao:'ZHES',city:'Enshi',desc:'Enshi Airport',region:'CN-42',runways:1,longest:6890,elev:1605,country:'CN',continent:'AS',lat:30.3202991486,lon:109.48500061})
+CREATE (a2942:airport {id:'2942',code:'NNY',icao:'ZHNY',city:'Nanyang',desc:'Nanyang Airport',region:'CN-41',runways:1,longest:9186,elev:407,country:'CN',continent:'AS',lat:32.9808006286621,lon:112.61499786377})
+CREATE (a2943:airport {id:'2943',code:'DNH',icao:'ZLDH',city:'Dunhuang',desc:'Dunhuang Airport',region:'CN-62',runways:1,longest:9186,elev:3697,country:'CN',continent:'AS',lat:40.1610984802246,lon:94.809196472168})
+CREATE (a2944:airport {id:'2944',code:'GOQ',icao:'ZLGM',city:'Golmud',desc:'Golmud Airport',region:'CN-63',runways:1,longest:15748,elev:9337,country:'CN',continent:'AS',lat:36.4006004333496,lon:94.7861022949219})
+CREATE (a2945:airport {id:'2945',code:'JGN',icao:'ZLJQ',city:'Jiayuguan',desc:'Jiayuguan Airport',region:'CN-62',runways:1,longest:9834,elev:118,country:'CN',continent:'AS',lat:39.8568992615,lon:98.3414001465})
+CREATE (a2946:airport {id:'2946',code:'IQN',icao:'ZLQY',city:'Qingyang',desc:'Qingyang Airport',region:'CN-62',runways:1,longest:5791,elev:4593,country:'CN',continent:'AS',lat:35.7997016906738,lon:107.602996826172})
+CREATE (a2947:airport {id:'2947',code:'GXH',icao:'ZLXH',city:'Xiahe',desc:'Gannan Xiahe Airport',region:'CN-62',runways:1,longest:10499,elev:10510,country:'CN',continent:'AS',lat:34.8105,lon:102.6447})
+CREATE (a2948:airport {id:'2948',code:'BYN',icao:'ZMBH',city:'Bayankhongor',desc:'Bayankhongor Airport',region:'MN-069',runways:2,longest:9186,elev:6085,country:'MN',continent:'AS',lat:46.1632995605469,lon:100.704002380371})
+CREATE (a2949:airport {id:'2949',code:'COQ',icao:'ZMCD',city:'Choibalsan',desc:'Choibalsan Airport',region:'MN-061',runways:1,longest:8530,elev:2457,country:'MN',continent:'AS',lat:48.1357002258301,lon:114.646003723145})
+CREATE (a2950:airport {id:'2950',code:'ULZ',icao:'ZMDN',city:'Uliastai',desc:'Donoi Airport',region:'MN-057',runways:1,longest:10498,elev:5800,country:'MN',continent:'AS',lat:47.7093,lon:96.5258})
+CREATE (a2951:airport {id:'2951',code:'DLZ',icao:'ZMDZ',city:'Dalanzadgad',desc:'Dalanzadgad Airport',region:'MN-053',runways:1,longest:7545,elev:4787,country:'MN',continent:'AS',lat:43.5917015075684,lon:104.430000305176})
+CREATE (a2952:airport {id:'2952',code:'HVD',icao:'ZMKD',city:'Khovd',desc:'Khovd Airport',region:'MN-043',runways:3,longest:9352,elev:4898,country:'MN',continent:'AS',lat:47.9541015625,lon:91.6281967163086})
+CREATE (a2953:airport {id:'2953',code:'MXV',icao:'ZMMN',city:'Mörön',desc:'Mörön Airport',region:'MN-041',runways:1,longest:8005,elev:4272,country:'MN',continent:'AS',lat:49.6632995605469,lon:100.098999023438})
+CREATE (a2954:airport {id:'2954',code:'ULO',icao:'ZMUG',city:'Ulaangom',desc:'Ulaangom Airport',region:'MN-046',runways:1,longest:6234,elev:3068,country:'MN',continent:'AS',lat:49.973333,lon:92.079722})
+CREATE (a2955:airport {id:'2955',code:'ULG',icao:'ZMUL',city:'Olgii',desc:'Olgii Mongolei Airport',region:'MN-071',runways:1,longest:7874,elev:5732,country:'MN',continent:'AS',lat:48.9933013916,lon:89.9225006104})
+CREATE (a2956:airport {id:'2956',code:'DLU',icao:'ZPDL',city:'Xiaguan',desc:'Dali Airport',region:'CN-53',runways:1,longest:8202,elev:7050,country:'CN',continent:'AS',lat:25.6494007110596,lon:100.319000244141})
+CREATE (a2957:airport {id:'2957',code:'DIG',icao:'ZPDQ',city:'Shangri-La',desc:'Diqing Airport',region:'CN-53',runways:1,longest:11811,elev:10761,country:'CN',continent:'AS',lat:27.7936000823975,lon:99.6772003173828})
+CREATE (a2958:airport {id:'2958',code:'JHG',icao:'ZPJH',city:'Jinghong',desc:'Xishuangbanna Gasa Airport',region:'CN-53',runways:1,longest:7218,elev:1815,country:'CN',continent:'AS',lat:21.9738998413086,lon:100.76000213623})
+CREATE (a2959:airport {id:'2959',code:'SYM',icao:'ZPSM',city:'Simao',desc:'Simao Airport',region:'CN-53',runways:1,longest:8104,elev:4255,country:'CN',continent:'AS',lat:22.7933006286621,lon:100.958999633789})
+CREATE (a2960:airport {id:'2960',code:'ZAT',icao:'ZPZT',city:'Zhaotong',desc:'Zhaotong Airport',region:'CN-53',runways:1,longest:8465,elev:6300,country:'CN',continent:'AS',lat:27.3255996704102,lon:103.754997253418})
+CREATE (a2961:airport {id:'2961',code:'JUZ',icao:'ZSJU',city:'Quzhou',desc:'Quzhou Airport',region:'CN-33',runways:1,longest:6234,elev:220,country:'CN',continent:'AS',lat:28.965799331665,lon:118.899002075195})
+CREATE (a2962:airport {id:'2962',code:'LCX',icao:'ZSLD',city:'Longyan',desc:'Longyan Guanzhishan Airport',region:'CN-35',runways:1,longest:7874,elev:1225,country:'CN',continent:'AS',lat:25.6746997833,lon:116.747001648})
+CREATE (a2963:airport {id:'2963',code:'NGQ',icao:'ZUAL',city:'Shiquanhe',desc:'Ngari Gunsa Airport',region:'CN-54',runways:1,longest:14764,elev:14022,country:'CN',continent:'AS',lat:32.1,lon:80.0530555556})
+CREATE (a2964:airport {id:'2964',code:'AVA',icao:'ZUAS',city:'Anshun',desc:'Anshun Huangguoshu Airport',region:'CN-U-A',runways:1,longest:9186,elev:4812,country:'CN',continent:'AS',lat:26.2605555556,lon:105.873333333})
+CREATE (a2965:airport {id:'2965',code:'BPX',icao:'ZUBD',city:'Bangda',desc:'Qamdo Bangda Airport',region:'CN-54',runways:1,longest:18045,elev:14219,country:'CN',continent:'AS',lat:30.5536003112793,lon:97.1082992553711})
+CREATE (a2966:airport {id:'2966',code:'JZH',icao:'ZUJZ',city:'Jiuzhaigou',desc:'Jiuzhai Huanglong Airport',region:'CN-51',runways:1,longest:10499,elev:11327,country:'CN',continent:'AS',lat:32.8533333333,lon:103.682222222})
+CREATE (a2967:airport {id:'2967',code:'MIG',icao:'ZUMY',city:'Mianyang',desc:'Mianyang Airport',region:'CN-51',runways:1,longest:4593,elev:1690,country:'CN',continent:'AS',lat:31.4281005859375,lon:104.740997314453})
+CREATE (a2968:airport {id:'2968',code:'NAO',icao:'ZUNC',city:'Nanchong',desc:'Nanchong Airport',region:'CN-51',runways:1,longest:5906,elev:1152,country:'CN',continent:'AS',lat:30.79545,lon:106.1626})
+CREATE (a2969:airport {id:'2969',code:'HZH',icao:'ZUNP',city:'Liping',desc:'Liping Airport',region:'CN-52',runways:1,longest:7218,elev:1620,country:'CN',continent:'AS',lat:26.32217,lon:109.1499})
+CREATE (a2970:airport {id:'2970',code:'LZY',icao:'ZUNZ',city:'Nyingchi',desc:'Nyingchi Airport',region:'CN-54',runways:1,longest:9843,elev:9675,country:'CN',continent:'AS',lat:29.3033008575439,lon:94.3352966308594})
+CREATE (a2971:airport {id:'2971',code:'TCZ',icao:'ZUTC',city:'Tengchong',desc:'Tengchong Tuofeng Airport',region:'CN-53',runways:1,longest:7710,elev:6250,country:'CN',continent:'AS',lat:24.9380555556,lon:98.4858333333})
+CREATE (a2972:airport {id:'2972',code:'TEN',icao:'ZUTR',city:'Tongren',desc:'Tongren Fenghuang Airport',region:'CN-52',runways:1,longest:6562,elev:2300,country:'CN',continent:'AS',lat:27.883333,lon:109.308889})
+CREATE (a2973:airport {id:'2973',code:'WXN',icao:'ZUWX',city:'Wanxian',desc:'Wanxian Airport',region:'CN-50',runways:1,longest:7874,elev:1808,country:'CN',continent:'AS',lat:30.8017,lon:108.433})
+CREATE (a2974:airport {id:'2974',code:'XIC',icao:'ZUXC',city:'Xichang',desc:'Xichang Qingshan Airport',region:'CN-51',runways:1,longest:11811,elev:5112,country:'CN',continent:'AS',lat:27.9890995025635,lon:102.18399810791})
+CREATE (a2975:airport {id:'2975',code:'YBP',icao:'ZUYB',city:'Yibin',desc:'Yibin Caiba Airport',region:'CN-51',runways:1,longest:7054,elev:924,country:'CN',continent:'AS',lat:28.8005555556,lon:104.545})
+CREATE (a2976:airport {id:'2976',code:'ACX',icao:'ZUYI',city:'Xingyi',desc:'Xingyi Airport',region:'CN-52',runways:1,longest:7546,elev:4150,country:'CN',continent:'AS',lat:25.0863888889,lon:104.959444444})
+CREATE (a2977:airport {id:'2977',code:'ZYI',icao:'ZUZY',city:'Zunyi',desc:'Zunyi Xinzhou Airport',region:'CN-52',runways:1,longest:5577,elev:2920,country:'CN',continent:'AS',lat:27.5895,lon:107.0007})
+CREATE (a2978:airport {id:'2978',code:'AKU',icao:'ZWAK',city:'Aksu',desc:'Aksu Airport',region:'CN-65',runways:1,longest:7874,elev:3816,country:'CN',continent:'AS',lat:41.2625007629395,lon:80.2917022705078})
+CREATE (a2979:airport {id:'2979',code:'HMI',icao:'ZWHM',city:'Hami',desc:'Hami Airport',region:'CN-65',runways:1,longest:7710,elev:2703,country:'CN',continent:'AS',lat:42.8414001465,lon:93.6691970825})
+CREATE (a2980:airport {id:'2980',code:'PLX',icao:'UASS',city:'Semey',desc:'Semipalatinsk Airport',region:'KZ-VOS',runways:1,longest:10157,elev:761,country:'KZ',continent:'AS',lat:50.3512992858887,lon:80.2343978881836})
+CREATE (a2981:airport {id:'2981',code:'YTY',icao:'UASS',city:'Yangzho',desc:'Taizhou Airport',region:'CN-32',runways:1,longest:7874,elev:16,country:'CN',continent:'AS',lat:32.5617,lon:119.715})
+CREATE (a2982:airport {id:'2982',code:'GEL',icao:'SBNM',city:'Santo Ângelo',desc:'Santo Ângelo Airport',region:'BR-RS',runways:1,longest:5331,elev:1056,country:'BR',continent:'SA',lat:-28.2817001342773,lon:-54.1691017150879})
+CREATE (a2983:airport {id:'2983',code:'TLJ',icao:'PATL',city:'Takotna',desc:'Tatalina LRRS Airport',region:'US-AK',runways:1,longest:3800,elev:964,country:'US',continent:'NA',lat:62.8944015503,lon:-155.977005005})
+CREATE (a2984:airport {id:'2984',code:'IGG',icao:'PAIG',city:'Igiugig',desc:'Igiugig Airport',region:'US-AK',runways:1,longest:3000,elev:90,country:'US',continent:'NA',lat:59.3240013122559,lon:-155.901992797852})
+CREATE (a2985:airport {id:'2985',code:'CKD',icao:'none',city:'Crooked Creek',desc:'Crooked Creek Airport',region:'US-AK',runways:1,longest:2029,elev:178,country:'US',continent:'NA',lat:61.8679008484,lon:-158.134994507})
+CREATE (a2986:airport {id:'2986',code:'AHU',icao:'GMTA',city:'Al Hoceima',desc:'Cherif Al Idrissi Airport',region:'MA-HOC',runways:1,longest:8202,elev:95,country:'MA',continent:'AF',lat:35.1771011352539,lon:-3.83951997756958})
+CREATE (a2987:airport {id:'2987',code:'RDV',icao:'none',city:'Red Devil',desc:'Red Devil Airport',region:'US-AK',runways:1,longest:4820,elev:180,country:'US',continent:'NA',lat:61.7881011963,lon:-157.350006104})
+CREATE (a2988:airport {id:'2988',code:'OMD',icao:'FYOG',city:'Oranjemund',desc:'Oranjemund Airport',region:'NA-KA',runways:3,longest:5252,elev:14,country:'NA',continent:'AF',lat:-28.5846996307373,lon:16.4466991424561})
+CREATE (a2989:airport {id:'2989',code:'TMR',icao:'DAAT',city:'Tamanrasset',desc:'Aguenar – Hadj Bey Akhamok Airport',region:'DZ-11',runways:2,longest:11811,elev:4518,country:'DZ',continent:'AF',lat:22.8115005493,lon:5.45107984543})
+CREATE (a2990:airport {id:'2990',code:'YPL',icao:'CYPL',city:'Pickle Lake',desc:'Pickle Lake Airport',region:'CA-ON',runways:1,longest:4921,elev:1267,country:'CA',continent:'NA',lat:51.4463996887207,lon:-90.2142028808594})
+CREATE (a2991:airport {id:'2991',code:'YLH',icao:'CYLH',city:'Lansdowne House',desc:'Lansdowne House Airport',region:'CA-ON',runways:1,longest:3500,elev:834,country:'CA',continent:'NA',lat:52.1955986022949,lon:-87.934196472168})
+CREATE (a2992:airport {id:'2992',code:'KGG',icao:'GOTK',city:'Kédougou',desc:'Kédougou Airport',region:'SN-TC',runways:1,longest:5906,elev:584,country:'SN',continent:'AF',lat:12.5722999572754,lon:-12.2202997207642})
+CREATE (a2993:airport {id:'2993',code:'SLQ',icao:'PASL',city:'Sleetmute',desc:'Sleetmute Airport',region:'US-AK',runways:1,longest:3100,elev:190,country:'US',continent:'NA',lat:61.7005004883,lon:-157.166000366})
+CREATE (a2994:airport {id:'2994',code:'NUP',icao:'PPIT',city:'Nunapitchuk',desc:'Nunapitchuk Airport',region:'US-AK',runways:1,longest:2420,elev:12,country:'US',continent:'NA',lat:60.9057998657,lon:-162.438995361})
+CREATE (a2995:airport {id:'2995',code:'MNT',icao:'none',city:'Minto',desc:'Minto Al Wright Airport',region:'US-AK',runways:1,longest:3400,elev:499,country:'US',continent:'NA',lat:65.143699646,lon:-149.369995117})
+CREATE (a2996:airport {id:'2996',code:'IRC',icao:'PACR',city:'Circle',desc:'Circle City /New/ Airport',region:'US-AK',runways:1,longest:2979,elev:613,country:'US',continent:'NA',lat:65.83049774,lon:-144.076004})
+CREATE (a2997:airport {id:'2997',code:'TNW',icao:'SEJD',city:'Tena',desc:'Jumandy Airport',region:'EC-N',runways:1,longest:8202,elev:1234,country:'EC',continent:'SA',lat:-1.0626,lon:-77.5736})
+CREATE (a2998:airport {id:'2998',code:'KYK',icao:'PAKY',city:'Karluk',desc:'Karluk Airport',region:'US-AK',runways:1,longest:2000,elev:137,country:'US',continent:'NA',lat:57.5671005249,lon:-154.449996948})
+CREATE (a2999:airport {id:'2999',code:'GMR',icao:'NTGJ',city:'Mangareva',desc:'Totegegie Airport',region:'PF-U-A',runways:1,longest:6562,elev:7,country:'PF',continent:'OC',lat:-23.0799007415771,lon:-134.889999389648})
+CREATE (a3000:airport {id:'3000',code:'MKP',icao:'NTGM',city:'Makemo',desc:'Makemo Airport',region:'PF-U-A',runways:1,longest:4920,elev:3,country:'PF',continent:'OC',lat:-16.5839004516602,lon:-143.658004760742})
+CREATE (a3001:airport {id:'3001',code:'GNM',icao:'SNGI',city:'Guanambi',desc:'Guanambi Airport',region:'BR-BA',runways:1,longest:5577,elev:1815,country:'BR',continent:'SA',lat:-14.2082004547119,lon:-42.7461013793945})
+CREATE (a3002:airport {id:'3002',code:'KKR',icao:'NTGK',city:'Kaukura Atoll',desc:'Kaukura Airport',region:'PF-U-A',runways:1,longest:3543,elev:11,country:'PF',continent:'OC',lat:-15.6632995605469,lon:-146.884994506836})
+CREATE (a3003:airport {id:'3003',code:'UGB',icao:'none',city:'Pilot Point',desc:'Ugashik Bay Airport',region:'US-AK',runways:1,longest:5280,elev:132,country:'US',continent:'NA',lat:57.4253997803,lon:-157.740005493})
+CREATE (a3004:airport {id:'3004',code:'MYU',icao:'PAMY',city:'Mekoryuk',desc:'Mekoryuk Airport',region:'US-AK',runways:1,longest:3070,elev:48,country:'US',continent:'NA',lat:60.3713989257812,lon:-166.27099609375})
+CREATE (a3005:airport {id:'3005',code:'TNK',icao:'none',city:'Tununak',desc:'Tununak Airport',region:'US-AK',runways:1,longest:3300,elev:14,country:'US',continent:'NA',lat:60.5755004882812,lon:-165.272003173828})
+CREATE (a3006:airport {id:'3006',code:'NME',icao:'PAGT',city:'Nightmute',desc:'Nightmute Airport',region:'US-AK',runways:1,longest:1600,elev:4,country:'US',continent:'NA',lat:60.4710006713867,lon:-164.70100402832})
+CREATE (a3007:airport {id:'3007',code:'PTU',icao:'PAPM',city:'Platinum',desc:'Platinum Airport',region:'US-AK',runways:2,longest:3304,elev:15,country:'US',continent:'NA',lat:59.0113983154297,lon:-161.820007324219})
+CREATE (a3008:airport {id:'3008',code:'RSH',icao:'PARS',city:'Russian Mission',desc:'Russian Mission Airport',region:'US-AK',runways:2,longest:3600,elev:51,country:'US',continent:'NA',lat:61.7788848876953,lon:-161.319458007812})
+CREATE (a3009:airport {id:'3009',code:'PQS',icao:'none',city:'Pilot Station',desc:'Pilot Station Airport',region:'US-AK',runways:1,longest:2540,elev:305,country:'US',continent:'NA',lat:61.9346008300781,lon:-162.899993896484})
+CREATE (a3010:airport {id:'3010',code:'KHZ',icao:'NTKA',city:'Kauehi',desc:'Kauehi Airport',region:'PF-U-A',runways:1,longest:3937,elev:13,country:'PF',continent:'OC',lat:-15.7807998657227,lon:-145.123992919922})
+CREATE (a3011:airport {id:'3011',code:'PKA',icao:'PAPK',city:'Napaskiak',desc:'Napaskiak Airport',region:'US-AK',runways:2,longest:15000,elev:24,country:'US',continent:'NA',lat:60.70289993,lon:-161.7779999})
+CREATE (a3012:airport {id:'3012',code:'EGX',icao:'PAII',city:'Egegik',desc:'Egegik Airport',region:'US-AK',runways:2,longest:5600,elev:92,country:'US',continent:'NA',lat:58.1855010986,lon:-157.375})
+CREATE (a3013:airport {id:'3013',code:'WWT',icao:'PAEW',city:'Newtok',desc:'Newtok Airport',region:'US-AK',runways:1,longest:2202,elev:25,country:'US',continent:'NA',lat:60.9390983581543,lon:-164.641006469727})
+CREATE (a3014:airport {id:'3014',code:'PTH',icao:'PAPH',city:'Port Heiden',desc:'Port Heiden Airport',region:'US-AK',runways:2,longest:5000,elev:95,country:'US',continent:'NA',lat:56.959098815918,lon:-158.632995605469})
+CREATE (a3015:airport {id:'3015',code:'KXU',icao:'NTKT',city:'Katiu',desc:'Katiu Airport',region:'PF-U-A',runways:1,longest:3871,elev:7,country:'PF',continent:'OC',lat:-16.3393993378,lon:-144.402999878})
+CREATE (a3016:airport {id:'3016',code:'YZS',icao:'CYZS',city:'Coral Harbour',desc:'Coral Harbour Airport',region:'CA-NU',runways:1,longest:5000,elev:210,country:'CA',continent:'NA',lat:64.1932983398,lon:-83.3593978882})
+CREATE (a3017:airport {id:'3017',code:'RKV',icao:'BIRK',city:'Reykjavik',desc:'Reykjavik Airport',region:'IS-1',runways:3,longest:5141,elev:48,country:'IS',continent:'EU',lat:64.1299972534,lon:-21.9405994415})
+CREATE (a3018:airport {id:'3018',code:'LEQ',icao:'EGHC',city:'Land\'s End',desc:'Land\'s End Airport',region:'GB-ENG',runways:4,longest:2598,elev:401,country:'UK',continent:'EU',lat:50.1027984619141,lon:-5.67055988311768})
+CREATE (a3019:airport {id:'3019',code:'UST',icao:'KSGJ',city:'St Augustine',desc:'Northeast Florida Regional Airport',region:'US-FL',runways:3,longest:8002,elev:9,country:'US',continent:'NA',lat:29.9591999053955,lon:-81.3397979736328})
+CREATE (a3020:airport {id:'3020',code:'YIC',icao:'ZSYC',city:'Yichun',desc:'Mingyueshan Airport',region:'CN-36',runways:1,longest:7874,elev:430,country:'CN',continent:'AS',lat:27.802222,lon:114.306111})
+CREATE (a3021:airport {id:'3021',code:'WNH',icao:'ZPWS',city:'Wenshan',desc:'Wenshan Puzhehei Airport',region:'CN-53',runways:1,longest:7874,elev:1590,country:'CN',continent:'AS',lat:23.558056,lon:104.325278})
+CREATE (a3022:airport {id:'3022',code:'NER',icao:'UELL',city:'Chulman',desc:'Chulman Neryungri Airport',region:'RU-SA',runways:1,longest:11811,elev:2811,country:'RU',continent:'AS',lat:56.9138984680176,lon:124.914001464844})
+CREATE (a3023:airport {id:'3023',code:'NZH',icao:'ZBMZ',city:'Manzhouli',desc:'Manzhouli Xijiao Airport',region:'CN-15',runways:1,longest:9252,elev:2231,country:'CN',continent:'AS',lat:49.566667,lon:117.329444})
+CREATE (a3024:airport {id:'3024',code:'RLK',icao:'ZBYZ',city:'Bayannur',desc:'Bayannur Tianjitai Airport',region:'CN-15',runways:1,longest:8530,elev:3389,country:'CN',continent:'AS',lat:40.926389,lon:107.738889})
+CREATE (a3025:airport {id:'3025',code:'IWK',icao:'RJOI',city:'Iwakuni',desc:'Iwakuni Marine Corps Air Station',region:'JP-35',runways:2,longest:8000,elev:7,country:'JP',continent:'AS',lat:34.1439018249512,lon:132.235992431641})
+CREATE (a3026:airport {id:'3026',code:'TCR',icao:'VO80',city:'Thoothukudi',desc:'Tuticorin Southwest Airport',region:'IN-TN',runways:1,longest:4434,elev:129,country:'IN',continent:'AS',lat:8.72424030303955,lon:78.0258026123047})
+CREATE (a3027:airport {id:'3027',code:'SZE',icao:'HASM',city:'Semera',desc:'Semera Airport',region:'ET-AF',runways:1,longest:7218,elev:1436,country:'ET',continent:'AF',lat:11.787500,lon:40.991389})
+CREATE (a3028:airport {id:'3028',code:'LMA',icao:'PAMH',city:'Minchumina',desc:'Minchumina Airport',region:'US-AK',runways:1,longest:4184,elev:681,country:'US',continent:'NA',lat:63.8860015869141,lon:-152.302001953125})
+CREATE (a3029:airport {id:'3029',code:'KZR',icao:'LTBZ',city:'Kutahya',desc:'Zafer Airport',region:'TR-43',runways:1,longest:9843,elev:3322,country:'TR',continent:'EU',lat:39.111456,lon:30.130217})
+CREATE (a3030:airport {id:'3030',code:'NOP',icao:'LTCM',city:'Sinop',desc:'Sinop Airport',region:'TR-57',runways:1,longest:5420,elev:3524,country:'TR',continent:'AS',lat:42.0158004760742,lon:35.0663986206055})
+CREATE (a3031:airport {id:'3031',code:'OSM',icao:'ORBM',city:'Mosul',desc:'Mosul International Airport',region:'IQ-NI',runways:1,longest:8694,elev:719,country:'IQ',continent:'AS',lat:36.3058013916016,lon:43.1473999023438})
+CREATE (a3032:airport {id:'3032',code:'THD',icao:'VVTX',city:'Tho Xuan',desc:'Tho Xuan Airport',region:'VN-21',runways:1,longest:10499,elev:73,country:'VN',continent:'AS',lat:19.902500,lon:105.469167})
+CREATE (a3033:airport {id:'3033',code:'LLB',icao:'ZULB',city:'Libo County',desc:'Libo Airport',region:'CN-52',runways:1,longest:7546,elev:2707,country:'CN',continent:'AS',lat:25.450833,lon:107.962222})
+CREATE (a3034:airport {id:'3034',code:'DCY',icao:'ZUDC',city:'Daocheng',desc:'Daocheng Yading Airport',region:'CN-51',runways:1,longest:13780,elev:14472,country:'CN',continent:'AS',lat:29.323056,lon:100.053333})
+CREATE (a3035:airport {id:'3035',code:'KGT',icao:'ZUDC',city:'Kangding',desc:'Kangding Airport',region:'CN-51',runways:1,longest:13123,elev:14042,country:'CN',continent:'AS',lat:30.142778,lon:101.738611})
+CREATE (a3036:airport {id:'3036',code:'RVE',icao:'SKSA',city:'Saravena',desc:'Los Colonizadores Airport',region:'CO-ARA',runways:1,longest:3937,elev:698,country:'CO',continent:'SA',lat:6.951667,lon:-71.856943})
+CREATE (a3037:airport {id:'3037',code:'VGZ',icao:'SKVG',city:'Villa Garzón',desc:'Villa Garzón Airport',region:'CO-PUT',runways:1,longest:4320,elev:1248,country:'CO',continent:'SA',lat:0.978767,lon:-76.605557})
+CREATE (a3038:airport {id:'3038',code:'DRV',icao:'VRMD',city:'Dharavandhoo Island',desc:'Dharavandhoo Airport',region:'MV-20',runways:1,longest:3937,elev:6,country:'MV',continent:'SA',lat:5.158,lon:73.131})
+CREATE (a3039:airport {id:'3039',code:'OLL',icao:'FCOD',city:'Oyo',desc:'Oyo Ollombo International Airport',region:'CG-',runways:2,longest:10827,elev:1073,country:'CG',continent:'AF',lat:-1.221499,lon:15.913583})
+CREATE (a3040:airport {id:'3040',code:'YFA',icao:'CYFA',city:'Fort Albany',desc:'Fort Albany Airport',region:'CA-ON',runways:1,longest:3500,elev:48,country:'CA',continent:'NA',lat:52.2014007568359,lon:-81.6968994140625})
+CREATE (a3041:airport {id:'3041',code:'HTN',icao:'ZWTN',city:'Hotan',desc:'Hotan Airport',region:'CN-65',runways:1,longest:10499,elev:4672,country:'CN',continent:'AS',lat:37.038501739502,lon:79.8648986816406})
+CREATE (a3042:airport {id:'3042',code:'WMX',icao:'WAJW',city:'Wamena-Papua Island',desc:'Wamena Airport',region:'ID-PA',runways:1,longest:5436,elev:5085,country:'ID',continent:'AS',lat:-4.10250997543335,lon:138.957000732422})
+CREATE (a3043:airport {id:'3043',code:'MGZ',icao:'VYME',city:'Mkeik',desc:'Myeik Airport',region:'MM-05',runways:1,longest:8795,elev:75,country:'MM',continent:'AS',lat:12.4398002624512,lon:98.6214981079102})
+CREATE (a3044:airport {id:'3044',code:'TGP',icao:'UNIP',city:'Bor',desc:'Podkamennaya Tunguska Airport',region:'RU-KYA',runways:1,longest:5597,elev:214,country:'RU',continent:'AS',lat:61.5896987915039,lon:89.9940032958984})
+CREATE (a3045:airport {id:'3045',code:'SUK',icao:'UEBS',city:'Batagay-Alyta',desc:'Sakkyryr Airport',region:'RU-SA',runways:1,longest:6562,elev:1642,country:'RU',continent:'AS',lat:67.792222,lon:130.3925})
+CREATE (a3046:airport {id:'3046',code:'OGD',icao:'KOGD',city:'Ogden',desc:'Ogden Hinckley Airport',region:'US-UT',runways:3,longest:8103,elev:4472,country:'US',continent:'NA',lat:41.1958999633789,lon:-112.012001037598})
+CREATE (a3047:airport {id:'3047',code:'JOL',icao:'RPMJ',city:'Jolo',desc:'Jolo Airport',region:'PH-SLU',runways:1,longest:4144,elev:118,country:'PH',continent:'AS',lat:6.05366992950439,lon:121.011001586914})
+CREATE (a3048:airport {id:'3048',code:'KAW',icao:'VYKT',city:'Kawthoung',desc:'Kawthoung Airport',region:'MM-05',runways:1,longest:6000,elev:180,country:'MM',continent:'AS',lat:10.0493001937866,lon:98.5380020141602})
+CREATE (a3049:airport {id:'3049',code:'ZKE',icao:'CZKE',city:'Kashechewan',desc:'Kashechewan Airport',region:'CA-ON',runways:1,longest:3500,elev:35,country:'CA',continent:'NA',lat:52.2825012207031,lon:-81.6778030395508})
+CREATE (a3050:airport {id:'3050',code:'YAT',icao:'CYAT',city:'Attawapiskat',desc:'Attawapiskat Airport',region:'CA-ON',runways:1,longest:3495,elev:30,country:'CA',continent:'NA',lat:52.9275016784668,lon:-82.4319000244141})
+CREATE (a3051:airport {id:'3051',code:'KUS',icao:'BGKK',city:'Kulusuk',desc:'Kulusuk Airport',region:'GL-SM',runways:1,longest:3934,elev:117,country:'GL',continent:'NA',lat:65.573600769,lon:-37.1236000061})
+CREATE (a3052:airport {id:'3052',code:'IFJ',icao:'BIIS',city:'Ísafjörður',desc:'Ísafjörður Airport',region:'IS-4',runways:1,longest:4593,elev:8,country:'IS',continent:'EU',lat:66.0580978393555,lon:-23.1352996826172})
+CREATE (a3053:airport {id:'3053',code:'EGS',icao:'BIEG',city:'Egilsstaðir',desc:'Egilsstaðir Airport',region:'IS-7',runways:1,longest:6562,elev:76,country:'IS',continent:'EU',lat:65.2833023071289,lon:-14.4013996124268})
+CREATE (a3054:airport {id:'3054',code:'AEY',icao:'BIAR',city:'Akureyri',desc:'Akureyri Airport',region:'IS-6',runways:1,longest:6365,elev:6,country:'IS',continent:'EU',lat:65.6600036621094,lon:-18.0727005004883})
+CREATE (a3055:airport {id:'3055',code:'YCS',icao:'CYCS',city:'Chesterfield Inlet',desc:'Chesterfield Inlet Airport',region:'CA-NU',runways:1,longest:3600,elev:32,country:'CA',continent:'NA',lat:63.3469009399,lon:-90.7311019897})
+CREATE (a3056:airport {id:'3056',code:'YUT',icao:'CYUT',city:'Repulse Bay',desc:'Repulse Bay Airport',region:'CA-NU',runways:1,longest:3400,elev:80,country:'CA',continent:'NA',lat:66.5214004517,lon:-86.2247009277})
+CREATE (a3057:airport {id:'3057',code:'ELG',icao:'DAUE',city:'El Golea',desc:'El Golea Airport',region:'DZ-47',runways:2,longest:9843,elev:1306,country:'DZ',continent:'AF',lat:30.5713005065918,lon:2.85959005355835})
+CREATE (a3058:airport {id:'3058',code:'LTI',icao:'ZMAT',city:'Altai',desc:'Altai Airport',region:'MN-065',runways:1,longest:7513,elev:7260,country:'MN',continent:'AS',lat:46.3763999938965,lon:96.2210998535156})
+CREATE (a3059:airport {id:'3059',code:'ZQZ',icao:'ZBZJ',city:'Zhangjiakou',desc:'Zhangjiakou Ningyuan Airport',region:'CN-13',runways:1,longest:8202,elev:2347,country:'CN',continent:'AS',lat:40.7386016846,lon:114.930000305})
+CREATE (a3060:airport {id:'3060',code:'CMA',icao:'YCMU',city:'Cunnamulla',desc:'Cunnamulla Airport',region:'AU-QLD',runways:2,longest:5686,elev:630,country:'AU',continent:'OC',lat:-28.0300006866455,lon:145.621994018555})
+CREATE (a3061:airport {id:'3061',code:'XTG',icao:'YTGM',city:'Thargomindah',desc:'Thargomindah Airport',region:'AU-QLD',runways:2,longest:4800,elev:433,country:'AU',continent:'OC',lat:-27.986400604248,lon:143.811004638672})
+CREATE (a3062:airport {id:'3062',code:'AAT',icao:'ZWAT',city:'Altay',desc:'Altay Air Base',region:'CN-65',runways:1,longest:5741,elev:2491,country:'CN',continent:'AS',lat:47.7498855591,lon:88.0858078003})
+CREATE (a3063:airport {id:'3063',code:'ABS',icao:'HEBL',city:'Abu Simbel',desc:'Abu Simbel Airport',region:'EG-ASN',runways:1,longest:9843,elev:616,country:'EG',continent:'AF',lat:22.3759994507,lon:31.611700058})
+CREATE (a3064:airport {id:'3064',code:'ACR',icao:'SKAC',city:'Araracuara',desc:'Araracuara Airport',region:'CO-CAQ',runways:1,longest:4199,elev:1250,country:'CO',continent:'SA',lat:-0.5833,lon:-72.4083})
+CREATE (a3065:airport {id:'3065',code:'AFZ',icao:'OIMS',city:'Sabzevar',desc:'Sabzevar National Airport',region:'IR-30',runways:1,longest:10428,elev:3010,country:'IR',continent:'AS',lat:36.168098449707,lon:57.5951995849609})
+CREATE (a3066:airport {id:'3066',code:'AKI',icao:'PFAK',city:'Akiak',desc:'Akiak Airport',region:'US-AK',runways:1,longest:3196,elev:30,country:'US',continent:'NA',lat:60.9029006958,lon:-161.231002808})
+CREATE (a3067:airport {id:'3067',code:'AKV',icao:'CYKO',city:'Akulivik',desc:'Akulivik Airport',region:'CA-QC',runways:1,longest:3510,elev:75,country:'CA',continent:'NA',lat:60.8185997009277,lon:-78.1485977172852})
+CREATE (a3068:airport {id:'3068',code:'ANG',icao:'LFBU',city:'Angoulême/Brie/Champniers',desc:'Angoulême-Brie-Champniers Airport',region:'FR-T',runways:1,longest:5938,elev:436,country:'FR',continent:'EU',lat:45.7291984558105,lon:0.221456006169319})
+CREATE (a3069:airport {id:'3069',code:'ANV',icao:'PANV',city:'Anvik',desc:'Anvik Airport',region:'US-AK',runways:1,longest:2960,elev:291,country:'US',continent:'NA',lat:62.64670181,lon:-160.1909943})
+CREATE (a3070:airport {id:'3070',code:'ASV',icao:'HKAM',city:'Amboseli National Park',desc:'Amboseli Airport',region:'KE-700',runways:1,longest:3871,elev:3755,country:'KE',continent:'AF',lat:-2.64505004882812,lon:37.253101348877})
+CREATE (a3071:airport {id:'3071',code:'AUK',icao:'PAUK',city:'Alakanuk',desc:'Alakanuk Airport',region:'US-AK',runways:1,longest:2200,elev:10,country:'US',continent:'NA',lat:62.6800422668,lon:-164.659927368})
+CREATE (a3072:airport {id:'3072',code:'AUY',icao:'NVVA',city:'Anatom Island',desc:'Aneityum Airport',region:'VU-TAE',runways:1,longest:2001,elev:7,country:'VU',continent:'OC',lat:-20.2492008209,lon:169.770996094})
+CREATE (a3073:airport {id:'3073',code:'AWD',icao:'NVVB',city:'Aniwa',desc:'Aniwa Airport',region:'VU-TAE',runways:1,longest:2625,elev:69,country:'VU',continent:'OC',lat:-19.2346,lon:169.6009})
+CREATE (a3074:airport {id:'3074',code:'BEU',icao:'YBIE',city:'Bedourie',desc:'Bedourie Airport',region:'AU-QLD',runways:1,longest:4921,elev:300,country:'AU',continent:'OC',lat:-24.3460998535156,lon:139.460006713867})
+CREATE (a3075:airport {id:'3075',code:'BJB',icao:'OIMN',city:'Bojnord',desc:'Bojnord Airport',region:'IR-31',runways:1,longest:10582,elev:3499,country:'IR',continent:'AS',lat:37.4930000305176,lon:57.3082008361816})
+CREATE (a3076:airport {id:'3076',code:'BJF',icao:'ENBS',city:'Båtsfjord',desc:'Båtsfjord Airport',region:'NO-20',runways:1,longest:3281,elev:490,country:'NO',continent:'EU',lat:70.6005020141602,lon:29.6914005279541})
+CREATE (a3077:airport {id:'3077',code:'BKM',icao:'WBGQ',city:'Bakalalan',desc:'Bakalalan Airport',region:'MY-13',runways:1,longest:1801,elev:2900,country:'MY',continent:'AS',lat:3.97399997711182,lon:115.61799621582})
+CREATE (a3078:airport {id:'3078',code:'BKY',icao:'FZMA',city:'Bukavu',desc:'Bukavu Kavumu Airport',region:'CD-SK',runways:1,longest:6562,elev:5643,country:'CD',continent:'AF',lat:-2.30897998809814,lon:28.8087997436523})
+CREATE (a3079:airport {id:'3079',code:'BKZ',icao:'HTBU',city:'Bukoba',desc:'Bukoba Airport',region:'TZ-05',runways:1,longest:3445,elev:3745,country:'TZ',continent:'AF',lat:-1.332,lon:31.8212})
+CREATE (a3080:airport {id:'3080',code:'BMW',icao:'DATM',city:'Bordj Badji Mokhtar',desc:'Bordj Badji Mokhtar Airport',region:'DZ-01',runways:1,longest:7372,elev:1303,country:'DZ',continent:'AF',lat:21.375,lon:0.923888981342})
+CREATE (a3081:airport {id:'3081',code:'BPL',icao:'ZWBL',city:'Bole',desc:'Alashankou Bole (Bortala) airport',region:'CN-65',runways:1,longest:8530,elev:1253,country:'CN',continent:'AS',lat:44.895,lon:82.3})
+CREATE (a3082:airport {id:'3082',code:'BSC',icao:'SKBS',city:'Bahía Solano',desc:'José Celestino Mutis Airport',region:'CO-CHO',runways:2,longest:3973,elev:80,country:'CO',continent:'SA',lat:6.20292,lon:-77.3947})
+CREATE (a3083:airport {id:'3083',code:'BTC',icao:'VCCB',city:'Batticaloa',desc:'Batticaloa Airport',region:'LK-5',runways:1,longest:3592,elev:20,country:'LK',continent:'AS',lat:7.70576000213623,lon:81.6788024902344})
+CREATE (a3084:airport {id:'3084',code:'BUC',icao:'YBKT',city:'Burketown',desc:'Burketown Airport',region:'AU-QLD',runways:2,longest:4501,elev:21,country:'AU',continent:'OC',lat:-17.7486000061035,lon:139.533996582031})
+CREATE (a3085:airport {id:'3085',code:'BVG',icao:'ENBV',city:'Berlevåg',desc:'Berlevåg Airport',region:'NO-20',runways:1,longest:3372,elev:42,country:'NO',continent:'EU',lat:70.8713989257812,lon:29.034200668335})
+CREATE (a3086:airport {id:'3086',code:'BVI',icao:'YBDV',city:'Birdsville',desc:'Birdsville Airport',region:'AU-QLD',runways:2,longest:5682,elev:159,country:'AU',continent:'OC',lat:-25.8974990844727,lon:139.348007202148})
+CREATE (a3087:airport {id:'3087',code:'BXB',icao:'WASO',city:'Babo-Papua Island',desc:'Babo Airport',region:'ID-IJ',runways:1,longest:4280,elev:10,country:'ID',continent:'AS',lat:-2.53223991394043,lon:133.438995361328})
+CREATE (a3088:airport {id:'3088',code:'BXR',icao:'OIKM',city:'Bam',desc:'Bam Airport',region:'IR-15',runways:1,longest:11107,elev:3231,country:'IR',continent:'AS',lat:29.0841999053955,lon:58.4500007629395})
+CREATE (a3089:airport {id:'3089',code:'BYC',icao:'SLYA',city:'Yacuíba',desc:'Yacuiba Airport',region:'BO-T',runways:1,longest:6890,elev:2112,country:'BO',continent:'SA',lat:-21.9608993530273,lon:-63.6516990661621})
+CREATE (a3090:airport {id:'3090',code:'CAJ',icao:'SVCN',city:'Canaima',desc:'Canaima Airport',region:'VE-F',runways:1,longest:7070,elev:1450,country:'VE',continent:'SA',lat:6.23198890686035,lon:-62.8544311523438})
+CREATE (a3091:airport {id:'3091',code:'CNP',icao:'BGCO',city:'Neerlerit Inaat',desc:'Neerlerit Inaat Airport',region:'GL-U-A',runways:1,longest:3281,elev:45,country:'GL',continent:'NA',lat:70.7431030273,lon:-22.6504993439})
+CREATE (a3092:airport {id:'3092',code:'CSH',icao:'ULAS',city:'Solovetsky Islands',desc:'Solovki Airport',region:'RU-ARK',runways:1,longest:4921,elev:60,country:'RU',continent:'EU',lat:65.0299987793,lon:35.7333335876})
+CREATE (a3093:airport {id:'3093',code:'CZH',icao:'none',city:'Corozal',desc:'Corozal Municipal Airport',region:'BZ-CZL',runways:1,longest:2200,elev:40,country:'BZ',continent:'NA',lat:18.3822002410889,lon:-88.4119033813477})
+CREATE (a3094:airport {id:'3094',code:'CZS',icao:'SBCZ',city:'Cruzeiro Do Sul',desc:'Cruzeiro do Sul Airport',region:'BR-AC',runways:1,longest:7874,elev:637,country:'BR',continent:'SA',lat:-7.59990978241,lon:-72.7695007324})
+CREATE (a3095:airport {id:'3095',code:'DEF',icao:'OIAD',city:'Dezful',desc:'Dezful Airport',region:'IR-10',runways:2,longest:12641,elev:474,country:'IR',continent:'AS',lat:32.4343986511,lon:48.3975982666})
+CREATE (a3096:airport {id:'3096',code:'ELC',icao:'YELD',city:'Elcho Island',desc:'Elcho Island Airport',region:'AU-NT',runways:1,longest:4724,elev:101,country:'AU',continent:'OC',lat:-12.0193996429,lon:135.570999146})
+CREATE (a3097:airport {id:'3097',code:'ENE',icao:'WATE',city:'Ende-Flores Island',desc:'Ende (H Hasan Aroeboesman) Airport',region:'ID-NT',runways:1,longest:5440,elev:49,country:'ID',continent:'AS',lat:-8.8492898941,lon:121.661003113})
+CREATE (a3098:airport {id:'3098',code:'ERN',icao:'SWEI',city:'Eirunepé',desc:'Eirunepé Airport',region:'BR-AM',runways:1,longest:7546,elev:412,country:'BR',continent:'SA',lat:-6.63953018188477,lon:-69.8797988891602})
+CREATE (a3099:airport {id:'3099',code:'FTA',icao:'NVVF',city:'Futuna Island',desc:'Futuna Airport',region:'VU-TAE',runways:1,longest:2297,elev:95,country:'VU',continent:'OC',lat:-19.5163993835,lon:170.231994629})
+CREATE (a3100:airport {id:'3100',code:'FUT',icao:'NLWF',city:'Futuna Island',desc:'Pointe Vele Airport',region:'WF-U-A',runways:1,longest:3609,elev:20,country:'WF',continent:'OC',lat:-14.3114004135,lon:-178.065994263})
+CREATE (a3101:airport {id:'3101',code:'GCH',icao:'OIAH',city:'Gachsaran',desc:'Gachsaran Airport',region:'IR-18',runways:1,longest:6070,elev:2414,country:'IR',continent:'AS',lat:30.337600708,lon:50.827999115})
+CREATE (a3102:airport {id:'3102',code:'GDE',icao:'HAGO',city:'Gode',desc:'Gode Airport',region:'ET-SO',runways:1,longest:7505,elev:834,country:'ET',continent:'AF',lat:5.93513011932,lon:43.5786018372})
+CREATE (a3103:airport {id:'3103',code:'GJA',icao:'MHNJ',city:'Guanaja',desc:'La Laguna Airport',region:'HN-IB',runways:1,longest:3990,elev:49,country:'HN',continent:'NA',lat:16.4454002380371,lon:-85.9066009521484})
+CREATE (a3104:airport {id:'3104',code:'GYA',icao:'SLGY',city:'Guayaramerín',desc:'Capitán de Av. Emilio Beltrán Airport',region:'BO-B',runways:1,longest:5905,elev:557,country:'BO',continent:'SA',lat:-10.820599556,lon:-65.3455963135})
+CREATE (a3105:airport {id:'3105',code:'HFA',icao:'LLHA',city:'Haifa',desc:'Haifa International Airport',region:'IL-HA',runways:1,longest:4324,elev:28,country:'IL',continent:'AS',lat:32.809398651123,lon:35.043098449707})
+CREATE (a3106:airport {id:'3106',code:'IIL',icao:'OICI',city:'Ilam',desc:'Ilam Airport',region:'IR-05',runways:1,longest:9183,elev:4404,country:'IR',continent:'AS',lat:33.5866012573242,lon:46.4048004150391})
+CREATE (a3107:airport {id:'3107',code:'IRZ',icao:'SWTP',city:'Santa Isabel Do Rio Negro',desc:'Tapuruquara Airport',region:'BR-AM',runways:1,longest:3937,elev:223,country:'BR',continent:'SA',lat:-0.3786,lon:-64.9923})
+CREATE (a3108:airport {id:'3108',code:'ITB',icao:'SBIH',city:'Itaituba',desc:'Itaituba Airport',region:'BR-PA',runways:1,longest:5266,elev:110,country:'BR',continent:'SA',lat:-4.24234008789062,lon:-56.0007019042969})
+CREATE (a3109:airport {id:'3109',code:'JAV',icao:'BGJN',city:'Ilulissat',desc:'Ilulissat Airport',region:'GL-U-A',runways:1,longest:2772,elev:95,country:'GL',continent:'NA',lat:69.2432022095,lon:-51.0570983887})
+CREATE (a3110:airport {id:'3110',code:'JEG',icao:'BGAA',city:'Aasiaat',desc:'Aasiaat Airport',region:'GL-U-A',runways:1,longest:2621,elev:74,country:'GL',continent:'NA',lat:68.7218017578,lon:-52.7846984863})
+CREATE (a3111:airport {id:'3111',code:'JFR',icao:'BGPT',city:'Paamiut',desc:'Paamiut Airport',region:'GL-U-A',runways:1,longest:2621,elev:120,country:'GL',continent:'NA',lat:62.0147361755,lon:-49.6709365845})
+CREATE (a3112:airport {id:'3112',code:'JHS',icao:'BGSS',city:'Sisimiut',desc:'Sisimiut Airport',region:'GL-U-A',runways:1,longest:2621,elev:33,country:'GL',continent:'NA',lat:66.9513015747,lon:-53.7293014526})
+CREATE (a3113:airport {id:'3113',code:'JSU',icao:'BGMQ',city:'Maniitsoq',desc:'Maniitsoq Airport',region:'GL-U-A',runways:1,longest:2621,elev:91,country:'GL',continent:'NA',lat:65.4124984741,lon:-52.9393997192})
+CREATE (a3114:airport {id:'3114',code:'KAL',icao:'PAKV',city:'Kaltag',desc:'Kaltag Airport',region:'US-AK',runways:1,longest:3986,elev:181,country:'US',continent:'NA',lat:64.31909943,lon:-158.7409973})
+CREATE (a3115:airport {id:'3115',code:'KCA',icao:'ZWKC',city:'Kuqa',desc:'Kuqa Airport',region:'CN-65',runways:1,longest:5577,elev:3524,country:'CN',continent:'AS',lat:41.7181015014648,lon:82.9869003295898})
+CREATE (a3116:airport {id:'3116',code:'KHD',icao:'OICK',city:'Khorramabad',desc:'Khoram Abad Airport',region:'IR-20',runways:1,longest:10498,elev:3782,country:'IR',continent:'AS',lat:33.4353981018066,lon:48.282901763916})
+CREATE (a3117:airport {id:'3117',code:'KHY',icao:'OITK',city:'Khoy',desc:'Khoy Airport',region:'IR-02',runways:1,longest:9190,elev:3981,country:'IR',continent:'AS',lat:38.4275016784668,lon:44.9735984802246})
+CREATE (a3118:airport {id:'3118',code:'KIF',icao:'CNM5',city:'Kingfisher Lake',desc:'Kingfisher Lake Airport',region:'CA-ON',runways:1,longest:3520,elev:866,country:'CA',continent:'NA',lat:53.0125007629395,lon:-89.8553009033203})
+CREATE (a3119:airport {id:'3119',code:'KRY',icao:'ZWKM',city:'Karamay',desc:'Karamay Airport',region:'CN-65',runways:1,longest:8530,elev:1096,country:'CN',continent:'AS',lat:45.46655,lon:84.9527})
+CREATE (a3120:airport {id:'3120',code:'KTL',icao:'HKKT',city:'Kitale',desc:'Kitale Airport',region:'KE-700',runways:1,longest:4757,elev:6070,country:'KE',continent:'AF',lat:0.97198897600174,lon:34.9585990905762})
+CREATE (a3121:airport {id:'3121',code:'KTG',icao:'WIOK',city:'Ketapang-Borneo Island',desc:'Ketapang(Rahadi Usman) Airport',region:'ID-KB',runways:1,longest:4585,elev:46,country:'ID',continent:'AS',lat:-1.81664001941681,lon:109.962997436523})
+CREATE (a3122:airport {id:'3122',code:'KWK',icao:'PAGG',city:'Kwigillingok',desc:'Kwigillingok Airport',region:'US-AK',runways:1,longest:1835,elev:18,country:'US',continent:'NA',lat:59.8764991760254,lon:-163.169006347656})
+CREATE (a3123:airport {id:'3123',code:'LAU',icao:'HKLU',city:'Lamu',desc:'Manda Airstrip',region:'KE-300',runways:3,longest:3293,elev:20,country:'KE',continent:'AF',lat:-2.25241994857788,lon:40.9131011962891})
+CREATE (a3124:airport {id:'3124',code:'LBP',icao:'WB01',city:'Long Banga',desc:'Long Banga Airport',region:'MY-13',runways:1,longest:1804,elev:750,country:'MY',continent:'AS',lat:3.202,lon:115.4018})
+CREATE (a3125:airport {id:'3125',code:'LCR',icao:'none',city:'La Chorrera',desc:'La Chorrera Airport',region:'CO-AMA',runways:1,longest:4757,elev:709,country:'CO',continent:'SA',lat:-0.733333,lon:-73.01667})
+CREATE (a3126:airport {id:'3126',code:'LKG',icao:'HKLK',city:'Lokichoggio',desc:'Lokichoggio Airport',region:'KE-700',runways:1,longest:6195,elev:2074,country:'KE',continent:'AF',lat:4.20412015914917,lon:34.348201751709})
+CREATE (a3127:airport {id:'3127',code:'LMC',icao:'none',city:'La Macarena',desc:'La Macarena Airport',region:'CO-MET',runways:1,longest:5184,elev:790,country:'CO',continent:'SA',lat:2.17565,lon:-73.78674})
+CREATE (a3128:airport {id:'3128',code:'LPD',icao:'SKLP',city:'La Pedrera',desc:'La Pedrera Airport',region:'CO-AMA',runways:1,longest:5643,elev:590,country:'CO',continent:'SA',lat:-1.32861,lon:-69.5797})
+CREATE (a3129:airport {id:'3129',code:'LQM',icao:'SKLG',city:'Puerto Leguízamo',desc:'Caucaya Airport',region:'CO-PUT',runways:1,longest:3937,elev:573,country:'CO',continent:'SA',lat:-0.182278,lon:-74.7708})
+CREATE (a3130:airport {id:'3130',code:'LSA',icao:'AYKA',city:'Losuia',desc:'Losuia Airport',region:'PG-MBA',runways:1,longest:5348,elev:27,country:'PG',continent:'OC',lat:-8.50582027435303,lon:151.080993652344})
+CREATE (a3131:airport {id:'3131',code:'MGT',icao:'YMGB',city:'Milingimbi Island',desc:'Milingimbi Airport',region:'AU-NT',runways:1,longest:4626,elev:53,country:'AU',continent:'OC',lat:-12.0944004059,lon:134.893997192})
+CREATE (a3132:airport {id:'3132',code:'MKQ',icao:'WAKK',city:'Merauke-Papua Island',desc:'Mopah Airport',region:'ID-PA',runways:1,longest:6070,elev:10,country:'ID',continent:'AS',lat:-8.52029037475586,lon:140.417999267578})
+CREATE (a3133:airport {id:'3133',code:'NIB',icao:'PAFS',city:'Nikolai',desc:'Nikolai Airport',region:'US-AK',runways:1,longest:4021,elev:441,country:'US',continent:'NA',lat:63.0186004638672,lon:-154.358001708984})
+CREATE (a3134:airport {id:'3134',code:'GMA',icao:'FZFK',city:'Gemena',desc:'Gemena Airport',region:'CD-EQ',runways:1,longest:6550,elev:1378,country:'CD',continent:'AF',lat:3.23536992073,lon:19.7712993622})
+CREATE (a3135:airport {id:'3135',code:'MEH',icao:'ENMH',city:'Mehamn',desc:'Mehamn Airport',region:'NO-20',runways:1,longest:2887,elev:39,country:'NO',continent:'EU',lat:71.0297012329102,lon:27.8267002105713})
+CREATE (a3136:airport {id:'3136',code:'ZFN',icao:'CZFN',city:'Tulita',desc:'Tulita Airport',region:'CA-NT',runways:1,longest:3935,elev:332,country:'CA',continent:'NA',lat:64.9096984863281,lon:-125.572998046875})
+CREATE (a3137:airport {id:'3137',code:'ZEM',icao:'CZEM',city:'Eastmain River',desc:'Eastmain River Airport',region:'CA-QC',runways:1,longest:3510,elev:24,country:'CA',continent:'NA',lat:52.2263984680176,lon:-78.5224990844727})
+CREATE (a3138:airport {id:'3138',code:'ZDY',icao:'OMDL',city:'Delma Island',desc:'Delma Island',region:'AE-AZ',runways:1,longest:8202,elev:25,country:'AE',continent:'AS',lat:24.509722,lon:52.335000})
+CREATE (a3139:airport {id:'3139',code:'ZGS',icao:'CTT5',city:'La Romaine',desc:'La Romaine Airport',region:'CA-QC',runways:1,longest:3932,elev:90,country:'CA',continent:'NA',lat:50.2597007751465,lon:-60.6794013977051})
+CREATE (a3140:airport {id:'3140',code:'YXN',icao:'CYXN',city:'Whale Cove',desc:'Whale Cove Airport',region:'CA-NU',runways:1,longest:4000,elev:40,country:'CA',continent:'NA',lat:62.2400016785,lon:-92.5980987549})
+CREATE (a3141:airport {id:'3141',code:'YVM',icao:'CYVM',city:'Qikiqtarjuaq',desc:'Qikiqtarjuaq Airport',region:'CA-NU',runways:1,longest:3800,elev:21,country:'CA',continent:'NA',lat:67.5457992554,lon:-64.0314025879})
+CREATE (a3142:airport {id:'3142',code:'YSO',icao:'CCD4',city:'Postville',desc:'Postville Airport',region:'CA-NL',runways:1,longest:2675,elev:193,country:'CA',continent:'NA',lat:54.9105987548828,lon:-59.7867012023926})
+CREATE (a3143:airport {id:'3143',code:'YRG',icao:'CCZ2',city:'Rigolet',desc:'Rigolet Airport',region:'CA-NL',runways:1,longest:2680,elev:180,country:'CA',continent:'NA',lat:54.1796989440918,lon:-58.4575004577637})
+CREATE (a3144:airport {id:'3144',code:'YQC',icao:'CYHA',city:'Quaqtaq',desc:'Quaqtaq Airport',region:'CA-QC',runways:1,longest:3520,elev:103,country:'CA',continent:'NA',lat:61.0463981628418,lon:-69.6177978515625})
+CREATE (a3145:airport {id:'3145',code:'YPO',icao:'CYPO',city:'Peawanuck',desc:'Peawanuck Airport',region:'CA-ON',runways:1,longest:3500,elev:173,country:'CA',continent:'NA',lat:54.9880981445312,lon:-85.4432983398438})
+CREATE (a3146:airport {id:'3146',code:'YOG',icao:'CYKP',city:'Ogoki Post',desc:'Ogoki Post Airport',region:'CA-ON',runways:1,longest:3500,elev:594,country:'CA',continent:'NA',lat:51.6585998535,lon:-85.9017028809})
+CREATE (a3147:airport {id:'3147',code:'YNC',icao:'CYNC',city:'Wemindji',desc:'Wemindji Airport',region:'CA-QC',runways:1,longest:3510,elev:66,country:'CA',continent:'NA',lat:53.0106010437012,lon:-78.8311004638672})
+CREATE (a3148:airport {id:'3148',code:'YIO',icao:'CYIO',city:'Pond Inlet',desc:'Pond Inlet Airport',region:'CA-NU',runways:1,longest:4000,elev:181,country:'CA',continent:'NA',lat:72.6832962036,lon:-77.9666976929})
+CREATE (a3149:airport {id:'3149',code:'YIK',icao:'CYIK',city:'Ivujivik',desc:'Ivujivik Airport',region:'CA-QC',runways:1,longest:3521,elev:126,country:'CA',continent:'NA',lat:62.4173011779785,lon:-77.9253005981445})
+CREATE (a3150:airport {id:'3150',code:'YIE',icao:'ZBES',city:'Aershan',desc:'Yiershi Airport',region:'CN-15',runways:1,longest:7874,elev:3182,country:'CN',continent:'AS',lat:47.310556,lon:119.911944})
+CREATE (a3151:airport {id:'3151',code:'YHR',icao:'CYHR',city:'Chevery',desc:'Chevery Airport',region:'CA-QC',runways:1,longest:4500,elev:39,country:'CA',continent:'NA',lat:50.4688987731934,lon:-59.6366996765137})
+CREATE (a3152:airport {id:'3152',code:'YHI',icao:'CYHI',city:'Ulukhaktok',desc:'Ulukhaktok Holman Airport',region:'CA-NT',runways:1,longest:4300,elev:117,country:'CA',continent:'NA',lat:70.7628021240234,lon:-117.805999755859})
+CREATE (a3153:airport {id:'3153',code:'YGH',icao:'CYGH',city:'Fort Good Hope',desc:'Fort Good Hope Airport',region:'CA-NT',runways:1,longest:3000,elev:268,country:'CA',continent:'NA',lat:66.2407989501953,lon:-128.651000976562})
+CREATE (a3154:airport {id:'3154',code:'YFJ',icao:'CYWE',city:'Wekweètì',desc:'Wekweètì Airport',region:'CA-NT',runways:1,longest:3000,elev:1208,country:'CA',continent:'NA',lat:64.1908035278,lon:-114.077003479})
+CREATE (a3155:airport {id:'3155',code:'YEV',icao:'CYEV',city:'Inuvik',desc:'Inuvik Mike Zubko Airport',region:'CA-NT',runways:1,longest:6000,elev:224,country:'CA',continent:'NA',lat:68.3041992188,lon:-133.483001709})
+CREATE (a3156:airport {id:'3156',code:'YES',icao:'OISY',city:'Yasouj',desc:'Yasouj Airport',region:'IR-18',runways:1,longest:8522,elev:5939,country:'IR',continent:'AS',lat:30.7005004882812,lon:51.5451011657715})
+CREATE (a3157:airport {id:'3157',code:'YEK',icao:'CYEK',city:'Arviat',desc:'Arviat Airport',region:'CA-NU',runways:1,longest:4000,elev:32,country:'CA',continent:'NA',lat:61.0942001343,lon:-94.0708007812})
+CREATE (a3158:airport {id:'3158',code:'YDP',icao:'CYDP',city:'Nain',desc:'Nain Airport',region:'CA-NL',runways:1,longest:2000,elev:22,country:'CA',continent:'NA',lat:56.5491981506348,lon:-61.6803016662598})
+CREATE (a3159:airport {id:'3159',code:'YBX',icao:'CYBX',city:'Lourdes-De-Blanc-Sablon',desc:'Lourdes de Blanc Sablon Airport',region:'CA-QC',runways:1,longest:4500,elev:121,country:'CA',continent:'NA',lat:51.4435997009,lon:-57.1852989197})
+CREATE (a3160:airport {id:'3160',code:'YBK',icao:'CYBK',city:'Baker Lake',desc:'Baker Lake Airport',region:'CA-NU',runways:1,longest:4200,elev:59,country:'CA',continent:'NA',lat:64.2988967896,lon:-96.077796936})
+CREATE (a3161:airport {id:'3161',code:'YAC',icao:'CYAC',city:'Cat Lake',desc:'Cat Lake Airport',region:'CA-ON',runways:1,longest:3900,elev:1344,country:'CA',continent:'NA',lat:51.7271995544434,lon:-91.8244018554688})
+CREATE (a3162:airport {id:'3162',code:'XKS',icao:'CYAQ',city:'Kasabonika',desc:'Kasabonika Airport',region:'CA-ON',runways:1,longest:3500,elev:672,country:'CA',continent:'NA',lat:53.5247001647949,lon:-88.6427993774414})
+CREATE (a3163:airport {id:'3163',code:'XBE',icao:'CNE3',city:'Bearskin Lake',desc:'Bearskin Lake Airport',region:'CA-ON',runways:1,longest:3500,elev:800,country:'CA',continent:'NA',lat:53.9655990600586,lon:-91.0271987915039})
+CREATE (a3164:airport {id:'3164',code:'WNR',icao:'YWDH',city:'Windorah',desc:'Windorah Airport',region:'AU-QLD',runways:1,longest:4508,elev:452,country:'AU',continent:'OC',lat:-25.4130992889404,lon:142.667007446289})
+CREATE (a3165:airport {id:'3165',code:'WMR',icao:'FMNC',city:'Mananara Nord',desc:'Mananara Nord Airport',region:'MG-A',runways:1,longest:4101,elev:9,country:'MG',continent:'AF',lat:-16.1639003753662,lon:49.7737998962402})
+CREATE (a3166:airport {id:'3166',code:'VEE',icao:'PAVE',city:'Venetie',desc:'Venetie Airport',region:'US-AK',runways:1,longest:4000,elev:574,country:'US',continent:'NA',lat:67.0086975098,lon:-146.365997314})
+CREATE (a3167:airport {id:'3167',code:'UTS',icao:'UUYX',city:'Ust-Tsylma',desc:'Ust-Tsylma Airport',region:'RU-KO',runways:1,longest:4370,elev:262,country:'RU',continent:'EU',lat:65.4372940063,lon:52.2003364563})
+CREATE (a3168:airport {id:'3168',code:'USK',icao:'UUYS',city:'Usinsk',desc:'Usinsk Airport',region:'RU-KO',runways:1,longest:8209,elev:262,country:'RU',continent:'EU',lat:66.0046997070312,lon:57.3671989440918})
+CREATE (a3169:airport {id:'3169',code:'URG',icao:'SBUG',city:'Uruguaiana',desc:'Rubem Berta Airport',region:'BR-RS',runways:2,longest:4921,elev:256,country:'BR',continent:'SA',lat:-29.7821998596,lon:-57.0382003784})
+CREATE (a3170:airport {id:'3170',code:'UKA',icao:'HKUK',city:'Ukunda',desc:'Ukunda Airstrip',region:'KE-300',runways:1,longest:3609,elev:98,country:'KE',continent:'AF',lat:-4.29333019256592,lon:39.5710983276367})
+CREATE (a3171:airport {id:'3171',code:'UAS',icao:'HKSB',city:'Samburu South',desc:'Samburu South Airport',region:'KE-400',runways:1,longest:3281,elev:3295,country:'KE',continent:'AF',lat:0.530583024024963,lon:37.5341949462891})
+CREATE (a3172:airport {id:'3172',code:'UAP',icao:'NTMP',city:'Ua Pou',desc:'Ua Pou Airport',region:'PF-U-A',runways:1,longest:2723,elev:16,country:'PF',continent:'OC',lat:-9.35167026519775,lon:-140.078002929688})
+CREATE (a3173:airport {id:'3173',code:'UAK',icao:'BGBW',city:'Narsarsuaq',desc:'Narsarsuaq Airport',region:'GL-U-A',runways:1,longest:6004,elev:112,country:'GL',continent:'NA',lat:61.1604995728,lon:-45.4259986877})
+CREATE (a3174:airport {id:'3174',code:'UAH',icao:'NTMU',city:'Ua Huka',desc:'Ua Huka Airport',region:'PF-U-A',runways:1,longest:2477,elev:160,country:'PF',continent:'OC',lat:-8.93610954284668,lon:-139.552001953125})
+CREATE (a3175:airport {id:'3175',code:'TRR',icao:'VCCT',city:'Trincomalee',desc:'China Bay Airport',region:'LK-5',runways:1,longest:7850,elev:6,country:'LK',continent:'AS',lat:8.5385103225708,lon:81.1819000244141})
+CREATE (a3176:airport {id:'3176',code:'TQL',icao:'USDS',city:'Tarko-Sale',desc:'Tarko-Sale Airport',region:'RU-YAN',runways:1,longest:6562,elev:80,country:'RU',continent:'AS',lat:64.9308013916,lon:77.8180999756})
+CREATE (a3177:airport {id:'3177',code:'TOH',icao:'NVSD',city:'Loh/Linua',desc:'Torres Airstrip',region:'VU-TOB',runways:1,longest:2789,elev:75,country:'VU',continent:'OC',lat:-13.3280000687,lon:166.638000488})
+CREATE (a3178:airport {id:'3178',code:'TOG',icao:'PATG',city:'Togiak Village',desc:'Togiak Airport',region:'US-AK',runways:2,longest:4400,elev:21,country:'US',continent:'NA',lat:59.0527992248535,lon:-160.397003173828})
+CREATE (a3179:airport {id:'3179',code:'TMT',icao:'SBTB',city:'Oriximiná',desc:'Trombetas Airport',region:'BR-PA',runways:1,longest:5249,elev:287,country:'BR',continent:'SA',lat:-1.48959994316101,lon:-56.396800994873})
+CREATE (a3180:airport {id:'3180',code:'TKP',icao:'NTGT',city:'Takapoto',desc:'Takapoto Airport',region:'PF-U-A',runways:1,longest:3018,elev:12,country:'PF',continent:'OC',lat:-14.7095003128052,lon:-145.246002197266})
+CREATE (a3181:airport {id:'3181',code:'TCG',icao:'ZWTC',city:'Tacheng',desc:'Tacheng Airport',region:'CN-65',runways:1,longest:5052,elev:1982,country:'CN',continent:'AS',lat:46.6725006103516,lon:83.3407974243164})
+CREATE (a3182:airport {id:'3182',code:'SNV',icao:'SVSE',city:'Santa Elena de Uairen',desc:'Santa Elena de Uairen Airport',region:'VE-F',runways:1,longest:5445,elev:2938,country:'VE',continent:'SA',lat:4.55499982833862,lon:-61.1500015258789})
+CREATE (a3183:airport {id:'3183',code:'SLX',icao:'MBSY',city:'Salt Cay',desc:'Salt Cay Airport',region:'TC-SL',runways:1,longest:2697,elev:3,country:'TC',continent:'NA',lat:21.3330001831,lon:-71.1999969482})
+CREATE (a3184:airport {id:'3184',code:'SJL',icao:'SBUA',city:'São Gabriel Da Cachoeira',desc:'São Gabriel da Cachoeira Airport',region:'BR-AM',runways:1,longest:8530,elev:251,country:'BR',continent:'SA',lat:-0.14835,lon:-66.9855})
+CREATE (a3185:airport {id:'3185',code:'RCM',icao:'YRMD',city:'Richmond',desc:'Richmond Airport',region:'AU-QLD',runways:1,longest:5000,elev:676,country:'AU',continent:'OC',lat:-20.7019004821777,lon:143.115005493164})
+CREATE (a3186:airport {id:'3186',code:'PZH',icao:'OPZB',city:'Fort Sandeman',desc:'Zhob Airport',region:'PK-BA',runways:1,longest:6001,elev:4728,country:'PK',continent:'AS',lat:31.3584003448486,lon:69.4636001586914})
+CREATE (a3187:airport {id:'3187',code:'PVA',icao:'SKPV',city:'Providencia',desc:'El Embrujo Airport',region:'CO-SAP',runways:1,longest:3832,elev:10,country:'CO',continent:'SA',lat:13.3569,lon:-81.3583})
+CREATE (a3188:airport {id:'3188',code:'PND',icao:'none',city:'Punta Gorda',desc:'Punta Gorda Airport',region:'BZ-TOL',runways:1,longest:2297,elev:7,country:'BZ',continent:'NA',lat:16.102399826,lon:-88.8082962036})
+CREATE (a3189:airport {id:'3189',code:'PGU',icao:'OIBP',city:'Asalouyeh',desc:'Persian Gulf International Airport',region:'IR-06',runways:1,longest:13115,elev:27,country:'IR',continent:'AS',lat:27.3796005249023,lon:52.7377014160156})
+CREATE (a3190:airport {id:'3190',code:'PFQ',icao:'OITP',city:'Parsabad',desc:'Parsabade Moghan Airport',region:'IR-03',runways:1,longest:8515,elev:251,country:'IR',continent:'AS',lat:39.6035995483398,lon:47.8815002441406})
+CREATE (a3191:airport {id:'3191',code:'PBU',icao:'VYPT',city:'Putao',desc:'Putao Airport',region:'MM-11',runways:1,longest:7002,elev:1500,country:'MM',continent:'AS',lat:27.3299007415771,lon:97.4263000488281})
+CREATE (a3192:airport {id:'3192',code:'PAC',icao:'MPMG',city:'Albrook',desc:'Marcos A. Gelabert International Airport',region:'PA-8',runways:1,longest:5906,elev:31,country:'PA',continent:'NA',lat:8.97334003448486,lon:-79.5556030273438})
+CREATE (a3193:airport {id:'3193',code:'ORZ',icao:'none',city:'Orange Walk',desc:'Orange Walk Airport',region:'BZ-OW',runways:1,longest:2297,elev:111,country:'BZ',continent:'NA',lat:18.0467662811,lon:-88.5838699341})
+CREATE (a3194:airport {id:'3194',code:'ORU',icao:'SLOR',city:'Oruro',desc:'Juan Mendoza Airport',region:'BO-O',runways:2,longest:8075,elev:12152,country:'BO',continent:'SA',lat:-17.962600708,lon:-67.0762023926})
+CREATE (a3195:airport {id:'3195',code:'ONG',icao:'YMTI',city:'Mornington Island',desc:'Mornington Island Airport',region:'AU-QLD',runways:2,longest:4987,elev:33,country:'AU',continent:'OC',lat:-16.6625003814697,lon:139.177993774414})
+CREATE (a3196:airport {id:'3196',code:'OLC',icao:'SDCG',city:'São Paulo De Olivença',desc:'Senadora Eunice Micheles Airport',region:'BR-AM',runways:1,longest:3937,elev:335,country:'BR',continent:'SA',lat:-3.46792950765,lon:-68.9204120636})
+CREATE (a3197:airport {id:'3197',code:'OKL',icao:'WAJO',city:'Oksibil-Papua Island',desc:'Oksibil Airport',region:'ID-PA',runways:1,longest:2854,elev:2500,country:'ID',continent:'AS',lat:-5.09106016159058,lon:140.610000610352})
+CREATE (a3198:airport {id:'3198',code:'NTX',icao:'WION',city:'Ranai-Natuna Besar Island',desc:'Ranai Airport',region:'ID-RI',runways:1,longest:8410,elev:7,country:'ID',continent:'AS',lat:3.90871000289917,lon:108.388000488281})
+CREATE (a3199:airport {id:'3199',code:'NQU',icao:'SKNQ',city:'Nuquí',desc:'Reyes Murillo Airport',region:'CO-CHO',runways:1,longest:2427,elev:12,country:'CO',continent:'SA',lat:5.6964,lon:-77.2806})
+CREATE (a3200:airport {id:'3200',code:'NNM',icao:'ULAM',city:'Naryan Mar',desc:'Naryan Mar Airport',region:'RU-NEN',runways:1,longest:8406,elev:36,country:'RU',continent:'EU',lat:67.6399993896484,lon:53.121898651123})
+CREATE (a3201:airport {id:'3201',code:'KSA',icao:'PTSA',city:'Okat',desc:'Kosrae International Airport',region:'FM-KSA',runways:1,longest:5750,elev:11,country:'FM',continent:'OC',lat:5.35697984695,lon:162.957992554})
+CREATE (a3202:airport {id:'3202',code:'NLT',icao:'ZWNL',city:'Xinyuan',desc:'Xinyuan Nalati Airport',region:'CN-65',runways:1,longest:7546,elev:3051,country:'CN',continent:'AS',lat:43.433056,lon:83.380278})
+CREATE (a3203:airport {id:'3203',code:'NLG',icao:'PAOU',city:'Nelson Lagoon',desc:'Nelson Lagoon Airport',region:'US-AK',runways:1,longest:4003,elev:14,country:'US',continent:'NA',lat:56.0074996948242,lon:-161.160003662109})
+CREATE (a3204:airport {id:'3204',code:'NBX',icao:'WABI',city:'Nabire-Papua Island',desc:'Nabire Airport',region:'ID-PA',runways:1,longest:4593,elev:20,country:'ID',continent:'AS',lat:-3.3681800365448,lon:135.496002197266})
+CREATE (a3205:airport {id:'3205',code:'MTV',icao:'NVSA',city:'Ablow',desc:'Mota Lava Airport',region:'VU-TOB',runways:1,longest:2953,elev:63,country:'VU',continent:'OC',lat:-13.6660003662,lon:167.712005615})
+CREATE (a3206:airport {id:'3206',code:'MSA',icao:'CZMD',city:'Muskrat Dam',desc:'Muskrat Dam Airport',region:'CA-ON',runways:1,longest:3500,elev:911,country:'CA',continent:'NA',lat:53.4413986206055,lon:-91.7628021240234})
+CREATE (a3207:airport {id:'3207',code:'KGX',icao:'PAGX',city:'Grayling',desc:'Grayling Airport',region:'US-AK',runways:1,longest:4000,elev:137,country:'US',continent:'NA',lat:62.8945999146,lon:-160.065002441})
+CREATE (a3208:airport {id:'3208',code:'KAE',icao:'PAFE',city:'Kake',desc:'Kake Airport',region:'US-AK',runways:1,longest:4000,elev:171,country:'US',continent:'NA',lat:56.9613990784,lon:-133.910003662})
+CREATE (a3209:airport {id:'3209',code:'JUV',icao:'BGUK',city:'Upernavik',desc:'Upernavik Airport',region:'GL-U-A',runways:1,longest:2621,elev:414,country:'GL',continent:'NA',lat:72.7901992798,lon:-56.1305999756})
+CREATE (a3210:airport {id:'3210',code:'JQA',icao:'BGUQ',city:'Uummannaq',desc:'Qaarsut Airport',region:'GL-U-A',runways:1,longest:2953,elev:289,country:'GL',continent:'NA',lat:70.7341995239,lon:-52.6962013245})
+CREATE (a3211:airport {id:'3211',code:'SHC',icao:'none',city:'Shire Indasilase',desc:'Shire Inda Selassie Airport',region:'ET-TI',runways:1,longest:7694,elev:6207,country:'ET',continent:'AF',lat:14.0781002044678,lon:38.2724990844727})
+CREATE (a3212:airport {id:'3212',code:'SDV',icao:'LLSD',city:'Tel Aviv',desc:'Sde Dov Airport',region:'IL-TA',runways:1,longest:5712,elev:43,country:'IL',continent:'AS',lat:32.1147003173828,lon:34.7821998596191})
+CREATE (a3213:airport {id:'3213',code:'SDG',icao:'OICS',city:'Sanandaj',desc:'Sanandaj Airport',region:'IR-16',runways:1,longest:8660,elev:4522,country:'IR',continent:'AS',lat:35.2458992004395,lon:47.0092010498047})
+CREATE (a3214:airport {id:'3214',code:'RIB',icao:'SLRI',city:'Riberalta',desc:'Capitán Av. Selin Zeitun Lopez Airport',region:'BO-B',runways:1,longest:5906,elev:462,country:'BO',continent:'SA',lat:-11,lon:-66})
+CREATE (a3215:airport {id:'3215',code:'ZTB',icao:'CTB6',city:'Tête-à-la-Baleine',desc:'Tête-à-la-Baleine Airport',region:'CA-QC',runways:1,longest:1640,elev:107,country:'CA',continent:'NA',lat:50.6744003295898,lon:-59.3835983276367})
+CREATE (a3216:airport {id:'3216',code:'ZPB',icao:'CZPB',city:'Sachigo Lake',desc:'Sachigo Lake Airport',region:'CA-ON',runways:1,longest:3500,elev:876,country:'CA',continent:'NA',lat:53.8911018371582,lon:-92.196403503418})
+CREATE (a3217:airport {id:'3217',code:'ZLT',icao:'CTU5',city:'La Tabatière',desc:'La Tabatière Airport',region:'CA-QC',runways:1,longest:1640,elev:102,country:'CA',continent:'NA',lat:50.8307991027832,lon:-58.9756011962891})
+CREATE (a3218:airport {id:'3218',code:'YIF',icao:'CYIF',city:'St-Augustin',desc:'St Augustin Airport',region:'CA-QC',runways:1,longest:4590,elev:20,country:'CA',continent:'NA',lat:51.2117004395,lon:-58.6582984924})
+CREATE (a3219:airport {id:'3219',code:'ZKG',icao:'CTK6',city:'Kegaska',desc:'Kegaska Airport',region:'CA-QC',runways:1,longest:1640,elev:32,country:'CA',continent:'NA',lat:50.1958007812,lon:-61.2658004761})
+CREATE (a3220:airport {id:'3220',code:'ARC',icao:'PARC',city:'Arctic Village',desc:'Arctic Village Airport',region:'US-AK',runways:1,longest:4500,elev:2092,country:'US',continent:'NA',lat:68.1147003173828,lon:-145.578994750977})
+CREATE (a3221:airport {id:'3221',code:'ZFM',icao:'CZFM',city:'Fort Mcpherson',desc:'Fort Mcpherson Airport',region:'CA-NT',runways:1,longest:3500,elev:116,country:'CA',continent:'NA',lat:67.4075012207031,lon:-134.860992431641})
+CREATE (a3222:airport {id:'3222',code:'YZG',icao:'CYZG',city:'Salluit',desc:'Salluit Airport',region:'CA-QC',runways:1,longest:3500,elev:743,country:'CA',continent:'NA',lat:62.1794013977051,lon:-75.6671981811523})
+CREATE (a3223:airport {id:'3223',code:'YWB',icao:'CYKG',city:'Kangiqsujuaq',desc:'Kangiqsujuaq (Wakeham Bay) Airport',region:'CA-QC',runways:1,longest:3511,elev:501,country:'CA',continent:'NA',lat:61.5886001587,lon:-71.929397583})
+CREATE (a3224:airport {id:'3224',code:'YUB',icao:'CYUB',city:'Tuktoyaktuk',desc:'Tuktoyaktuk Airport',region:'CA-NT',runways:1,longest:5000,elev:15,country:'CA',continent:'NA',lat:69.4332962036133,lon:-133.026000976562})
+CREATE (a3225:airport {id:'3225',code:'YSY',icao:'CYSY',city:'Sachs Harbour',desc:'Sachs Harbour (David Nasogaluak Jr. Saaryuaq) Airport',region:'CA-NT',runways:1,longest:4000,elev:282,country:'CA',continent:'NA',lat:71.9938964844,lon:-125.242996216})
+CREATE (a3226:airport {id:'3226',code:'YPC',icao:'CYPC',city:'Paulatuk',desc:'Paulatuk (Nora Aliqatchialuk Ruben) Airport',region:'CA-NT',runways:1,longest:4000,elev:15,country:'CA',continent:'NA',lat:69.3608381154,lon:-124.075469971})
+CREATE (a3227:airport {id:'3227',code:'YNP',icao:'CNH2',city:'Natuashish',desc:'Natuashish Airport',region:'CA-NL',runways:1,longest:2500,elev:30,country:'CA',continent:'NA',lat:55.9138984680176,lon:-61.184398651123})
+CREATE (a3228:airport {id:'3228',code:'YMN',icao:'CYFT',city:'Makkovik',desc:'Makkovik Airport',region:'CA-NL',runways:1,longest:2500,elev:234,country:'CA',continent:'NA',lat:55.0769004821777,lon:-59.1864013671875})
+CREATE (a3229:airport {id:'3229',code:'YHO',icao:'CYHO',city:'Hopedale',desc:'Hopedale Airport',region:'CA-NL',runways:1,longest:2500,elev:39,country:'CA',continent:'NA',lat:55.448299407959,lon:-60.2285995483398})
+CREATE (a3230:airport {id:'3230',code:'YTL',icao:'CYTL',city:'Big Trout Lake',desc:'Big Trout Lake Airport',region:'CA-ON',runways:1,longest:3900,elev:729,country:'CA',continent:'NA',lat:53.817798614502,lon:-89.8968963623047})
+CREATE (a3231:airport {id:'3231',code:'YGZ',icao:'CYGZ',city:'Grise Fiord',desc:'Grise Fiord Airport',region:'CA-NU',runways:1,longest:1988,elev:146,country:'CA',continent:'NA',lat:76.4261016846,lon:-82.9092025757})
+CREATE (a3232:airport {id:'3232',code:'YRB',icao:'CYRB',city:'Resolute Bay',desc:'Resolute Bay Airport',region:'CA-NU',runways:1,longest:6500,elev:215,country:'CA',continent:'NA',lat:74.7169036865,lon:-94.9693984985})
+CREATE (a3233:airport {id:'3233',code:'YAB',icao:'CJX7',city:'Arctic Bay',desc:'Arctic Bay Airport',region:'CA-NU',runways:1,longest:3935,elev:72,country:'CA',continent:'NA',lat:73.0057668174,lon:-85.0425052643})
+CREATE (a3234:airport {id:'3234',code:'THU',icao:'BGTL',city:'Pituffik',desc:'Thule Air Base',region:'GL-U-A',runways:2,longest:9997,elev:251,country:'GL',continent:'NA',lat:76.5311965942,lon:-68.7032012939})
+CREATE (a3235:airport {id:'3235',code:'NAQ',icao:'BGQQ',city:'Qaanaaq',desc:'Qaanaaq Airport',region:'GL-U-A',runways:1,longest:2953,elev:51,country:'GL',continent:'NA',lat:77.4886016846,lon:-69.3887023926})
+CREATE (a3236:airport {id:'3236',code:'OLH',icao:'none',city:'Old Harbor',desc:'Old Harbor Airport',region:'US-AK',runways:1,longest:2750,elev:55,country:'US',continent:'NA',lat:57.2181015014648,lon:-153.270004272461})
+CREATE (a3237:airport {id:'3237',code:'INI',icao:'LYNI',city:'Nis',desc:'Nis Constantine the Great Airport',region:'RS-20',runways:1,longest:8202,elev:648,country:'RS',continent:'EU',lat:43.337299,lon:21.853701})
+CREATE (a3238:airport {id:'3238',code:'PNI',icao:'PTPN',city:'Pohnpei Island',desc:'Pohnpei International Airport',region:'FM-PNI',runways:1,longest:6001,elev:10,country:'FM',continent:'OC',lat:6.98509979248047,lon:158.208999633789})
+CREATE (a3239:airport {id:'3239',code:'SZI',icao:'UASZ',city:'Zaisan',desc:'Zaisan (Zaysan) Airport',region:'KZ-VOS',runways:1,longest:4938,elev:1900,country:'KZ',continent:'AS',lat:47.487083,lon:84.888156})
+CREATE (a3240:airport {id:'3240',code:'TUR',icao:'SBTU',city:'Tucuruí',desc:'Tucuruí Airport',region:'BR-PA',runways:1,longest:6562,elev:830,country:'BR',continent:'SA',lat:-3.78601002693176,lon:-49.7202987670898})
+CREATE (a3241:airport {id:'3241',code:'YAX',icao:'CKB6',city:'Angling Lake',desc:'Wapekeka Airport',region:'CA-ON',runways:1,longest:3600,elev:712,country:'CA',continent:'NA',lat:53.8492012023926,lon:-89.5793991088867})
+CREATE (a3242:airport {id:'3242',code:'YER',icao:'CYER',city:'Fort Severn',desc:'Fort Severn Airport',region:'CA-ON',runways:1,longest:3500,elev:48,country:'CA',continent:'NA',lat:56.0189018249512,lon:-87.6761016845703})
+CREATE (a3243:airport {id:'3243',code:'ZSJ',icao:'CZSJ',city:'Sandy Lake',desc:'Sandy Lake Airport',region:'CA-ON',runways:1,longest:3500,elev:951,country:'CA',continent:'NA',lat:53.0642013549805,lon:-93.3443984985352})
+CREATE (a3244:airport {id:'3244',code:'YVZ',icao:'CYVZ',city:'Deer Lake',desc:'Deer Lake Airport',region:'CA-ON',runways:1,longest:3500,elev:1092,country:'CA',continent:'NA',lat:52.6557998657227,lon:-94.0614013671875})
+CREATE (a3245:airport {id:'3245',code:'YPM',icao:'CYPM',city:'Pikangikum',desc:'Pikangikum Airport',region:'CA-ON',runways:1,longest:3500,elev:1114,country:'CA',continent:'NA',lat:51.8196983337402,lon:-93.9732971191406})
+CREATE (a3246:airport {id:'3246',code:'KEW',icao:'CPV8',city:'Keewaywin',desc:'Keewaywin Airport',region:'CA-ON',runways:1,longest:3500,elev:988,country:'CA',continent:'NA',lat:52.9911003113,lon:-92.8364028931})
+CREATE (a3247:airport {id:'3247',code:'YHP',icao:'CPV7',city:'Poplar Hill',desc:'Poplar Hill Airport',region:'CA-ON',runways:1,longest:3500,elev:1095,country:'CA',continent:'NA',lat:52.1133003234863,lon:-94.2555999755859})
+CREATE (a3248:airport {id:'3248',code:'YNO',icao:'CKQ3',city:'North Spirit Lake',desc:'North Spirit Lake Airport',region:'CA-ON',runways:1,longest:3500,elev:1082,country:'CA',continent:'NA',lat:52.4900016784668,lon:-92.9710998535156})
+CREATE (a3249:airport {id:'3249',code:'YHD',icao:'CYHD',city:'Dryden',desc:'Dryden Regional Airport',region:'CA-ON',runways:2,longest:6000,elev:1354,country:'CA',continent:'NA',lat:49.8316993713379,lon:-92.7442016601562})
+CREATE (a3250:airport {id:'3250',code:'ZRJ',icao:'CZRJ',city:'Round Lake',desc:'Round Lake (Weagamow Lake) Airport',region:'CA-ON',runways:1,longest:3500,elev:974,country:'CA',continent:'NA',lat:52.9435997009277,lon:-91.3127975463867})
+CREATE (a3251:airport {id:'3251',code:'TTA',icao:'GMAT',city:'Tan Tan',desc:'Tan Tan Airport',region:'MA-TNT',runways:1,longest:6562,elev:653,country:'MA',continent:'AF',lat:28.4482002258301,lon:-11.1612997055054})
+CREATE (a3252:airport {id:'3252',code:'SXK',icao:'WAPI',city:'Saumlaki-Yamdena Island',desc:'Saumlaki/Olilit Airport',region:'ID-MA',runways:1,longest:2953,elev:218,country:'ID',continent:'AS',lat:-7.9886097908,lon:131.305999756})
+CREATE (a3253:airport {id:'3253',code:'SVK',icao:'none',city:'Kanantik',desc:'Silver Creek Airport',region:'BZ-SC',runways:1,longest:2900,elev:216,country:'BZ',continent:'NA',lat:16.7252998352051,lon:-88.3399963378906})
+CREATE (a3254:airport {id:'3254',code:'INB',icao:'none',city:'Savannah',desc:'Independence Airport, Stann Creek',region:'BZ-SC',runways:1,longest:2720,elev:18,country:'BZ',continent:'NA',lat:16.5345001220703,lon:-88.4412994384766})
+CREATE (a3255:airport {id:'3255',code:'RIG',icao:'SJRG',city:'Rio Grande',desc:'Rio Grande Airport',region:'BR-RS',runways:1,longest:4921,elev:27,country:'BR',continent:'SA',lat:-32.081699,lon:-52.163299})
+CREATE (a3256:airport {id:'3256',code:'SHG',icao:'PAGH',city:'Shungnak',desc:'Shungnak Airport',region:'US-AK',runways:1,longest:4000,elev:197,country:'US',continent:'NA',lat:66.8880996704102,lon:-157.162002563477})
+CREATE (a3257:airport {id:'3257',code:'OBU',icao:'PAOB',city:'Kobuk',desc:'Kobuk Airport',region:'US-AK',runways:1,longest:4000,elev:137,country:'US',continent:'NA',lat:66.9123001099,lon:-156.897003174})
+CREATE (a3258:airport {id:'3258',code:'SCM',icao:'PACM',city:'Scammon Bay',desc:'Scammon Bay Airport',region:'US-AK',runways:1,longest:3000,elev:14,country:'US',continent:'NA',lat:61.8452987671,lon:-165.570999146})
+CREATE (a3259:airport {id:'3259',code:'SWO',icao:'KSWO',city:'Stillwater',desc:'Stillwater Regional Airport',region:'US-OK',runways:3,longest:7401,elev:1000,country:'US',continent:'NA',lat:36.1612014770508,lon:-97.0857009887695})
+CREATE (a3260:airport {id:'3260',code:'KNO',icao:'WIMM',city:'Medan',desc:'Medan/Kualanamu International Airport',region:'ID-SU',runways:1,longest:9514,elev:90,country:'ID',continent:'AS',lat:3.642222,lon:98.885278})
+CREATE (a3261:airport {id:'3261',code:'NAA',icao:'YNBR',city:'Narrabri',desc:'Narrabri Airport',region:'AU-NSW',runways:2,longest:5000,elev:788,country:'AU',continent:'OC',lat:-30.3192005157,lon:149.82699585})
+CREATE (a3262:airport {id:'3262',code:'LUV',icao:'WAPL',city:'Langgur-Seram Island',desc:'Dumatumbun Airport',region:'ID-MA',runways:1,longest:4265,elev:10,country:'ID',continent:'AS',lat:-5.66162014007568,lon:132.731002807617})
+CREATE (a3263:airport {id:'3263',code:'DOB',icao:'WAPD',city:'Dobo-Warmar Island',desc:'Rar Gwamar Airport',region:'ID-MA',runways:1,longest:2625,elev:61,country:'ID',continent:'AS',lat:-5.77222013474,lon:134.212005615})
+CREATE (a3264:airport {id:'3264',code:'ZIA',icao:'UUBW',city:'Zhukovsky',desc:'Ramenskoye Airport',region:'RU-MOS',runways:1,longest:15092,elev:404,country:'RU',continent:'EU',lat:55.5532989501953,lon:38.1500015258789})
+CREATE (a3265:airport {id:'3265',code:'CFG',icao:'MUCF',city:'Cienfuegos',desc:'Jaime Gonzalez Airport',region:'CU-06',runways:1,longest:7874,elev:102,country:'CU',continent:'NA',lat:22.1499996185303,lon:-80.4141998291016})
+CREATE (a3266:airport {id:'3266',code:'CDT',icao:'LECN',city:'Castellón de La Plana',desc:'Castellon De La Plana Airport',region:'ES-V',runways:1,longest:3117,elev:20,country:'ES',continent:'EU',lat:39.9991989136,lon:0.0261109992862})
+CREATE (a3267:airport {id:'3267',code:'LCJ',icao:'EPLL',city:'Łódź',desc:'Łódź Władysław Reymont Airport',region:'PL-LD',runways:2,longest:8022,elev:604,country:'PL',continent:'EU',lat:51.7219009399,lon:19.3980998993})
+CREATE (a3268:airport {id:'3268',code:'HLP',icao:'WIHH',city:'Jakarta',desc:'Halim Perdanakusuma International Airport',region:'ID-JK',runways:1,longest:9843,elev:84,country:'ID',continent:'AS',lat:-6.26661014556885,lon:106.890998840332})
+CREATE (a3269:airport {id:'3269',code:'BCM',icao:'LRBC',city:'Bacău',desc:'Bacău Airport',region:'RO-BC',runways:1,longest:8203,elev:607,country:'RO',continent:'EU',lat:46.521900177002,lon:26.9102993011475})
+CREATE (a3270:airport {id:'3270',code:'NIF',icao:'YCNF',city:'Camp Nifty',desc:'Camp Nifty Airport',region:'AU-WA',runways:1,longest:5577,elev:295,country:'AU',continent:'OC',lat:-21.6716995239258,lon:121.58699798584})
+CREATE (a3271:airport {id:'3271',code:'INT',icao:'KINT',city:'Winston Salem',desc:'Smith Reynolds Airport',region:'US-NC',runways:2,longest:6655,elev:969,country:'US',continent:'NA',lat:36.1337013244629,lon:-80.2220001220703})
+CREATE (a3272:airport {id:'3272',code:'APA',icao:'KAPA',city:'Denver',desc:'Centennial Airport',region:'US-CO',runways:3,longest:10002,elev:5885,country:'US',continent:'NA',lat:39.57009888,lon:-104.848999})
+CREATE (a3273:airport {id:'3273',code:'USA',icao:'KJQF',city:'Concord',desc:'Concord Regional Airport',region:'US-NC',runways:1,longest:7403,elev:705,country:'US',continent:'NA',lat:35.3877983093262,lon:-80.709098815918})
+CREATE (a3274:airport {id:'3274',code:'DAM',icao:'OSDI',city:'Damascus',desc:'Damascus International Airport',region:'SY-DI',runways:2,longest:11811,elev:2020,country:'SY',continent:'AS',lat:33.4114990234375,lon:36.5155982971191})
+CREATE (a3275:airport {id:'3275',code:'NAL',icao:'URMN',city:'Nalchik',desc:'Nalchik Airport',region:'RU-KB',runways:1,longest:7218,elev:1461,country:'RU',continent:'EU',lat:43.5129013061523,lon:43.6366004943848})
+CREATE (a3276:airport {id:'3276',code:'SZY',icao:'EPSY',city:'Szcytno',desc:'Olsztyn-Mazury Airport',region:'PL-WN',runways:1,longest:6562,elev:463,country:'PL',continent:'EU',lat:53.481858,lon:20.937692})
+CREATE (a3277:airport {id:'3277',code:'VDA',icao:'LLOV',city:'Eilat',desc:'Ovda International Airport',region:'IL-D',runways:2,longest:9843,elev:1492,country:'IL',continent:'AS',lat:29.940299987793,lon:34.9357986450195})
+CREATE (a3278:airport {id:'3278',code:'WTB',icao:'YBWW',city:'Toowoomba',desc:'Brisbane West Wellcamp Airport',region:'AU-QLD',runways:1,longest:9416,elev:1509,country:'AU',continent:'AS',lat:-27.558332,lon:151.793333})
+CREATE (a3279:airport {id:'3279',code:'BLB',icao:'MPPA',city:'Panamá City/Balboa',desc:'Panama Pacific International Airport',region:'PA-8',runways:1,longest:8500,elev:52,country:'PA',continent:'NA',lat:8.9147901535,lon:-79.5996017456})
+CREATE (a3280:airport {id:'3280',code:'OMC',icao:'RPVO',city:'Ormoc City',desc:'Ormoc Airport',region:'PH-LEY',runways:1,longest:6120,elev:83,country:'PH',continent:'AS',lat:11.0579996109009,lon:124.565002441406})
+CREATE (a3281:airport {id:'3281',code:'BWU',icao:'YSBK',city:'Sydney',desc:'Sydney Bankstown Airport',region:'AU-NSW',runways:3,longest:4644,elev:29,country:'AU',continent:'OC',lat:-33.9244003295898,lon:150.988006591797})
+CREATE (a3282:airport {id:'3282',code:'VRB',icao:'KVRB',city:'Vero Beach',desc:'Vero Beach Municipal Airport',region:'US-FL',runways:3,longest:7314,elev:24,country:'US',continent:'NA',lat:27.6555995941162,lon:-80.4179000854492})
+CREATE (a3283:airport {id:'3283',code:'SUN',icao:'KSUN',city:'Hailey',desc:'Friedman Memorial Airport',region:'US-ID',runways:1,longest:6952,elev:5318,country:'US',continent:'NA',lat:43.50439835,lon:-114.2959976})
+CREATE (a3284:airport {id:'3284',code:'BID',icao:'KBID',city:'Block Island',desc:'Block Island State Airport',region:'US-RI',runways:1,longest:2502,elev:108,country:'US',continent:'NA',lat:41.1680984497,lon:-71.577796936})
+CREATE (a3285:airport {id:'3285',code:'DVL',icao:'KDVL',city:'Devils Lake',desc:'Devils Lake Regional Airport',region:'US-ND',runways:2,longest:5509,elev:1456,country:'US',continent:'NA',lat:48.11420059,lon:-98.90879822})
+CREATE (a3286:airport {id:'3286',code:'JMS',icao:'KJMS',city:'Jamestown',desc:'Jamestown Regional Airport',region:'US-ND',runways:2,longest:6500,elev:1500,country:'US',continent:'NA',lat:46.92969894,lon:-98.67819977})
+CREATE (a3287:airport {id:'3287',code:'HYS',icao:'KHYS',city:'Hays',desc:'Hays Regional Airport',region:'US-KS',runways:2,longest:6500,elev:1999,country:'US',continent:'NA',lat:38.84220123,lon:-99.27320099})
+CREATE (a3288:airport {id:'3288',code:'MCW',icao:'KMCW',city:'Mason City',desc:'Mason City Municipal Airport',region:'US-IA',runways:2,longest:6501,elev:1213,country:'US',continent:'NA',lat:43.1577987671,lon:-93.3312988281})
+CREATE (a3289:airport {id:'3289',code:'NBW',icao:'MUGM',city:'Guantanamo Bay Naval Station',desc:'Leeward Point Field',region:'CU-14',runways:1,longest:8000,elev:56,country:'CU',continent:'NA',lat:19.9064998626709,lon:-75.2070999145508})
+CREATE (a3290:airport {id:'3290',code:'SFH',icao:'MMSF',city:'San Felipe',desc:'San Felipe International Airport',region:'MX-BCN',runways:1,longest:4921,elev:148,country:'MX',continent:'NA',lat:30.9302005767822,lon:-114.80899810791})
+CREATE (a3291:airport {id:'3291',code:'SHF',icao:'ZWHZ',city:'Shikezi',desc:'Shikezi Huayuan Airport',region:'CN-65',runways:1,longest:7874,elev:1690,country:'CN',continent:'AS',lat:44.242064,lon:85.890539})
+CREATE (a3292:airport {id:'3292',code:'BPE',icao:'ZBDH',city:'Qinhuangdao',desc:'Qinhuangdao Beidaihe Airport',region:'CN-42',runways:1,longest:8530,elev:46,country:'CN',continent:'AS',lat:39.666389,lon:119.061389})
+CREATE (a3293:airport {id:'3293',code:'FYJ',icao:'ZYFY',city:'Fuyuan',desc:'Fuyuan Dongji Airport',region:'CN-23',runways:1,longest:8202,elev:190,country:'CN',continent:'AS',lat:48.19949,lon:134.366447})
+CREATE (a3294:airport {id:'3294',code:'PNT',icao:'SCNT',city:'Puerto Natales',desc:'Teniente Julio Gallardo Airport',region:'CL-MA',runways:1,longest:5786,elev:217,country:'CL',continent:'SA',lat:-51.671501159668,lon:-72.5283966064453})
+CREATE (a3295:airport {id:'3295',code:'LLV',icao:'ZBLL',city:'Luliang',desc:'Luliang Airport',region:'CN-61',runways:1,longest:8530,elev:1273,country:'CN',continent:'AS',lat:37.681667,lon:111.142778})
+CREATE (a3296:airport {id:'3296',code:'WEH',icao:'ZSWH',city:'Weihai',desc:'Weihai Airport',region:'CN-37',runways:1,longest:8530,elev:145,country:'CN',continent:'AS',lat:37.1870994567871,lon:122.228996276855})
+CREATE (a3297:airport {id:'3297',code:'WDS',icao:'ZHSY',city:'Shiyan',desc:'Shiyan Wudangshan Airport',region:'CN-42',runways:1,longest:8530,elev:1207,country:'CN',continent:'AS',lat:32.593056,lon:110.905833})
+CREATE (a3298:airport {id:'3298',code:'UCB',icao:'ZBWL',city:'Ulanqab',desc:'Ulanqab Airport',region:'CN-15',runways:1,longest:8530,elev:4622,country:'CN',continent:'AS',lat:41.130000,lon:113.106389})
+CREATE (a3299:airport {id:'3299',code:'TNH',icao:'ZYTN',city:'Tonghua',desc:'Tonghua Sanyuanpu Airport',region:'CN-22',runways:1,longest:7874,elev:1200,country:'CN',continent:'AS',lat:42.2538888889,lon:125.703333333})
+CREATE (a3300:airport {id:'3300',code:'TLQ',icao:'ZWTP',city:'Turpan',desc:'Turpan Jiaohe Airport',region:'CN-65',runways:1,longest:9186,elev:108,country:'CN',continent:'AS',lat:43.030556,lon:89.098611})
+CREATE (a3301:airport {id:'3301',code:'THQ',icao:'ZLTS',city:'Tianshui',desc:'Tianshui Maijishan Airport',region:'CN-62',runways:1,longest:9186,elev:3590,country:'CN',continent:'AS',lat:34.5593986511,lon:105.86000061})
+CREATE (a3302:airport {id:'3302',code:'SQJ',icao:'ZSSM',city:'Sanming',desc:'Sanming Shaxian Airport',region:'CN-35',runways:1,longest:8530,elev:889,country:'CN',continent:'AS',lat:26.426111,lon:117.833611})
+CREATE (a3303:airport {id:'3303',code:'RKZ',icao:'ZURK',city:'Xigaze',desc:'Shigatse Peace Airport',region:'CN-54',runways:1,longest:16404,elev:12408,country:'CN',continent:'AS',lat:29.351944,lon:89.310278})
+CREATE (a3304:airport {id:'3304',code:'RIZ',icao:'none',city:'Rizhao',desc:'Rizhao Shanzihe Airport',region:'CN-37',runways:1,longest:8530,elev:98,country:'CN',continent:'AS',lat:35.402,lon:119.320})
+CREATE (a3305:airport {id:'3305',code:'LPF',icao:'ZUPS',city:'Liupanshui',desc:'Liupanshui Yuezhao Airport',region:'CN-52',runways:1,longest:9186,elev:6440,country:'CN',continent:'AS',lat:26.608889,lon:104.978333})
+CREATE (a3306:airport {id:'3306',code:'CVN',icao:'KCVN',city:'Clovis',desc:'Clovis Municipal Airport',region:'US-NM',runways:3,longest:6200,elev:4216,country:'US',continent:'NA',lat:34.4250984192,lon:-103.07900238})
+CREATE (a3307:airport {id:'3307',code:'CVT',icao:'EGBE',city:'Coventry',desc:'Coventry Airport',region:'GB-ENG',runways:1,longest:5988,elev:267,country:'UK',continent:'EU',lat:52.3697013855,lon:-1.47971999645})
+CREATE (a3308:airport {id:'3308',code:'SZF',icao:'LTFH',city:'Samsun',desc:'Samsun Çarşamba Airport',region:'TR-55',runways:1,longest:9843,elev:18,country:'TR',continent:'AS',lat:41.2545013428,lon:36.5671005249})
+CREATE (a3309:airport {id:'3309',code:'KHE',icao:'UKOH',city:'Kherson',desc:'Chernobayevka Airport',region:'UA-65',runways:1,longest:8202,elev:148,country:'UA',continent:'EU',lat:46.6758003235,lon:32.506401062})
+CREATE (a3310:airport {id:'3310',code:'NKT',icao:'LTCV',city:'Sirnak',desc:'Sirnak Airport',region:'TR-73',runways:1,longest:9843,elev:2038,country:'TR',continent:'AS',lat:37.359722,lon:42.062500})
+CREATE (a3311:airport {id:'3311',code:'YKO',icao:'LTCW',city:'Hakkari',desc:'Hakkari Selahaddin Eyyubi Airport',region:'TR-30',runways:1,longest:10499,elev:2038,country:'TR',continent:'AS',lat:37.551667,lon:44.233611})
+CREATE (a3312:airport {id:'3312',code:'OGU',icao:'LTCB',city:'Ordu/Giresun',desc:'Ordu Giresun Airport',region:'TR-28',runways:1,longest:9843,elev:18,country:'TR',continent:'AS',lat:40.966667,lon:38.066667})
+CREATE (a3313:airport {id:'3313',code:'AFW',icao:'KAFW',city:'Fort Worth',desc:'Fort Worth Alliance Airport',region:'US-TX',runways:2,longest:9600,elev:722,country:'US',continent:'NA',lat:32.9875984192,lon:-97.3188018799})
+CREATE (a3314:airport {id:'3314',code:'IWD',icao:'KIWD',city:'Ironwood',desc:'Gogebic Iron County Airport',region:'US-MI',runways:1,longest:6501,elev:1230,country:'US',continent:'NA',lat:46.5275001526,lon:-90.131401062})
+CREATE (a3315:airport {id:'3315',code:'LFQ',icao:'none',city:'Linfen',desc:'Linfen Qiaoli Airport',region:'CN-14',runways:1,longest:8530,elev:1620,country:'CN',continent:'AS',lat:36.041944,lon:111.492222})
+CREATE (a3316:airport {id:'3316',code:'KJI',icao:'ZWKN',city:'Burqin County',desc:'Kanas Airport',region:'CN-65',runways:1,longest:8202,elev:3898,country:'CN',continent:'AS',lat:48.222222,lon:86.995556})
+CREATE (a3317:airport {id:'3317',code:'MEB',icao:'YMEN',city:'Melbourne',desc:'Melbourne Essendon Airport',region:'AU-VIC',runways:2,longest:6302,elev:282,country:'AU',continent:'OC',lat:-37.728099822998,lon:144.901992797852})
+CREATE (a3318:airport {id:'3318',code:'ENF',icao:'EFET',city:'Enontekio',desc:'Enontekio Airport',region:'FI-10',runways:1,longest:6565,elev:1005,country:'FI',continent:'EU',lat:68.3626022338867,lon:23.4242992401123})
+CREATE (a3319:airport {id:'3319',code:'WMB',icao:'YWBL',city:'Warrnambool',desc:'Warrnambool Airport',region:'AU-VIC',runways:2,longest:4501,elev:242,country:'AU',continent:'OC',lat:-38.2952995300293,lon:142.447006225586})
+CREATE (a3320:airport {id:'3320',code:'PTJ',icao:'YPOD',city:'Portland',desc:'Portland Airport',region:'AU-VIC',runways:2,longest:5202,elev:265,country:'AU',continent:'OC',lat:-38.3180999755859,lon:141.470993041992})
+CREATE (a3321:airport {id:'3321',code:'CMF',icao:'LFLB',city:'Chambéry/Aix-les-Bains',desc:'Chambéry-Savoie Airport',region:'FR-V',runways:1,longest:6628,elev:779,country:'FR',continent:'EU',lat:45.6380996704102,lon:5.88022994995117})
+CREATE (a3322:airport {id:'3322',code:'MZO',icao:'MUMZ',city:'Manzanillo',desc:'Sierra Maestra Airport',region:'CU-12',runways:1,longest:7875,elev:112,country:'CU',continent:'NA',lat:20.2880992889404,lon:-77.0892028808594})
+CREATE (a3323:airport {id:'3323',code:'TEX',icao:'KTEX',city:'Telluride',desc:'Telluride Regional Airport',region:'US-CO',runways:1,longest:7111,elev:9069,country:'US',continent:'NA',lat:37.9538002,lon:-107.9079971})
+CREATE (a3324:airport {id:'3324',code:'LPK',icao:'UUOL',city:'Lipetsk',desc:'Lipetsk Airport',region:'RU-LIP',runways:1,longest:7546,elev:585,country:'RU',continent:'EU',lat:52.7028007507324,lon:39.5377998352051})
+CREATE (a3325:airport {id:'3325',code:'ULY',icao:'UWLW',city:'Ulyanovsk',desc:'Ulyanovsk East Airport',region:'RU-ULY',runways:1,longest:16404,elev:253,country:'RU',continent:'EU',lat:54.4010009765625,lon:48.8027000427246})
+CREATE (a3326:airport {id:'3326',code:'FOD',icao:'KFOD',city:'Fort Dodge',desc:'Fort Dodge Regional Airport',region:'US-IA',runways:2,longest:6547,elev:1156,country:'US',continent:'NA',lat:42.55149841,lon:-94.19259644})
+CREATE (a3327:airport {id:'3327',code:'HUZ',icao:'ZGHZ',city:'Huizhou',desc:'Huizhou Airport',region:'CN-44',runways:1,longest:7874,elev:50,country:'CN',continent:'AS',lat:23.0499992371,lon:114.599998474})
+CREATE (a3328:airport {id:'3328',code:'HZG',icao:'ZLHZ',city:'Hanzhong',desc:'Hanzhong Airport',region:'CN-61',runways:1,longest:8203,elev:1657,country:'CN',continent:'AS',lat:33.0635986328125,lon:107.008003234863})
+CREATE (a3329:airport {id:'3329',code:'HNY',icao:'ZGHY',city:'Hengyang',desc:'Hengyang Airport',region:'CN-43',runways:1,longest:8530,elev:305,country:'CN',continent:'AS',lat:26.9053001403809,lon:112.627998352051})
+CREATE (a3330:airport {id:'3330',code:'YKH',icao:'ZYYK',city:'Yingkou',desc:'Yingkou Lanqi Airport',region:'CN-21',runways:1,longest:8202,elev:2,country:'CN',continent:'AS',lat:40.542222,lon:122.358333})
+CREATE (a3331:airport {id:'3331',code:'MPN',icao:'EGYP',city:'Mount Pleasant',desc:'Mount Pleasant Airport',region:'FK-U-A',runways:2,longest:8497,elev:244,country:'FK',continent:'SA',lat:-51.8227996826172,lon:-58.4472007751465})
+CREATE (a3332:airport {id:'3332',code:'PSY',icao:'SFAL',city:'Stanley',desc:'Stanley Airport',region:'FK-U-A',runways:2,longest:3013,elev:75,country:'FK',continent:'SA',lat:-51.6856994628906,lon:-57.7775993347168})
+CREATE (a3333:airport {id:'3333',code:'ASI',icao:'FHAW',city:'Georgetown',desc:'RAF Ascension Island',region:'SH-AC',runways:1,longest:10019,elev:278,country:'SH',continent:'AF',lat:-7.96960020065308,lon:-14.3936996459961})
+CREATE (a3334:airport {id:'3334',code:'BZZ',icao:'EGVN',city:'Oxford/Brize Norton',desc:'RAF Brize Norton',region:'GB-ENG',runways:1,longest:10007,elev:288,country:'UK',continent:'EU',lat:51.749964,lon:-1.58361995220184})
+CREATE (a3335:airport {id:'3335',code:'HLE',icao:'FHSH',city:'Jamestown',desc:'St. Helena Airport',region:'SH-HL',runways:1,longest:6398,elev:1017,country:'SH',continent:'AF',lat:-15.959166,lon:-5.645832})
+CREATE (a3336:airport {id:'3336',code:'RKT',icao:'OMRK',city:'Ras Al Khaimah',desc:'Ras Al Khaimah International Airport',region:'AE-RK',runways:1,longest:12336,elev:102,country:'AE',continent:'AS',lat:25.6135005950928,lon:55.9388008117676})
+CREATE (a3337:airport {id:'3337',code:'KAC',icao:'OSKL',city:'Kamishly',desc:'Kamishly Airport',region:'SY-HA',runways:1,longest:11860,elev:1480,country:'SY',continent:'AS',lat:37.0205993652344,lon:41.1913986206055})
+CREATE (a3338:airport {id:'3338',code:'GNB',icao:'LFLS',city:'Grenoble',desc:'Grenoble Alpes-Isère Airport',region:'FR-V',runways:1,longest:10007,elev:1302,country:'FR',continent:'EU',lat:45.3628997802734,lon:5.32937002182007})
+CREATE (a3339:airport {id:'3339',code:'FYN',icao:'ZWFY',city:'Fuyun',desc:'Fuyun Kroktokay Airport',region:'CN-65',runways:1,longest:8530,elev:3064,country:'CN',continent:'AS',lat:46.811897,lon:89.555514})
+CREATE (a3340:airport {id:'3340',code:'MNI',icao:'TRPG',city:'Gerald\'s Park',desc:'John A. Osborne Airport',region:'MS-U-A',runways:1,longest:1968,elev:550,country:'MS',continent:'NA',lat:16.7914009094238,lon:-62.1932983398438})
+CREATE (a3341:airport {id:'3341',code:'THG',icao:'YTNG',city:'Biloela',desc:'Thangool Airport',region:'AU-QLD',runways:2,longest:4993,elev:644,country:'AU',continent:'OC',lat:-24.4939002990723,lon:150.57600402832})
+CREATE (a3342:airport {id:'3342',code:'TDK',icao:'UAAT',city:'Taldy Kurgan',desc:'Taldykorgan Airport',region:'KZ-ALM',runways:1,longest:9846,elev:1925,country:'KZ',continent:'AS',lat:45.1262016296387,lon:78.4469985961914})
+CREATE (a3343:airport {id:'3343',code:'XTO',icao:'YTAM',city:'Taroom',desc:'Taroom Airport',region:'AU-QLD',runways:2,longest:3609,elev:240,country:'AU',continent:'OC',lat:-25.801700592041,lon:149.899993896484})
+CREATE (a3344:airport {id:'3344',code:'CCL',icao:'YCCA',city:'Chinchilla',desc:'Chinchilla Airport',region:'AU-QLD',runways:2,longest:3497,elev:1028,country:'AU',continent:'OC',lat:-26.7749996185303,lon:150.617004394531})
+CREATE (a3345:airport {id:'3345',code:'TQP',icao:'YTEE',city:'Trepell',desc:'Trepell Airport',region:'AU-QLD',runways:1,longest:5903,elev:891,country:'AU',continent:'OC',lat:-21.8349990844727,lon:140.888000488281})
+CREATE (a3346:airport {id:'3346',code:'RDP',icao:'VEDG',city:'Andal',desc:'Kazi Nazrul Islam Airport',region:'IN-WB',runways:1,longest:9186,elev:289,country:'IN',continent:'AS',lat:23.622500,lon:87.242778})
+CREATE (a3347:airport {id:'3347',code:'IFP',icao:'KIFP',city:'Bullhead City',desc:'Laughlin Bullhead International Airport',region:'US-AZ',runways:1,longest:7500,elev:698,country:'US',continent:'NA',lat:35.15739822,lon:-114.5599976})
+CREATE (a3348:airport {id:'3348',code:'KXK',icao:'UHKK',city:'Komsomolsk-on-Amur',desc:'Komsomolsk-on-Amur Airport',region:'RU-KHA',runways:1,longest:8202,elev:92,country:'RU',continent:'AS',lat:50.4090003967285,lon:136.934005737305})
+CREATE (a3349:airport {id:'3349',code:'GMQ',icao:'ZLGL',city:'Golog',desc:'Golog Maqin Airport',region:'CN-63',runways:1,longest:12467,elev:12427,country:'CN',continent:'AS',lat:34.415833,lon:100.311111})
+CREATE (a3350:airport {id:'3350',code:'GYU',icao:'ZLGY',city:'Guyuan',desc:'Guyuan Liupanshan Airport',region:'CN-64',runways:1,longest:8858,elev:5577,country:'CN',continent:'AS',lat:36.078611,lon:106.216667})
+CREATE (a3351:airport {id:'3351',code:'HPG',icao:'ZHSN',city:'Shennongjia',desc:'Shennongjia Hongping Airport',region:'CN-42',runways:1,longest:9186,elev:8465,country:'CN',continent:'AS',lat:31.633611,lon:110.338056})
+CREATE (a3352:airport {id:'3352',code:'HTT',icao:'ZLHX',city:'Huatugou',desc:'Huatugou Airport',region:'CN-63',runways:1,longest:11811,elev:9662,country:'CN',continent:'AS',lat:38.203333,lon:90.841667})
+CREATE (a3353:airport {id:'3353',code:'HCJ',icao:'ZGHC',city:'Hechi',desc:'Hechi Jin Cheng Jiang Airport',region:'CN-45',runways:1,longest:7218,elev:2221,country:'CN',continent:'AS',lat:24.783889,lon:107.699722})
+CREATE (a3354:airport {id:'3354',code:'SCV',icao:'LRSV',city:'Suceava',desc:'Suceava Stefan cel Mare Airport',region:'RO-SV',runways:1,longest:5906,elev:1375,country:'RO',continent:'EU',lat:47.6875,lon:26.3540992736816})
+CREATE (a3355:airport {id:'3355',code:'VIT',icao:'LEVT',city:'Vitoria',desc:'Vitoria/Foronda Airport',region:'ES-PV',runways:1,longest:11483,elev:1682,country:'ES',continent:'EU',lat:42.8828010559082,lon:-2.72446990013123})
+CREATE (a3356:airport {id:'3356',code:'IQM',icao:'ZWCM',city:'Qiemo',desc:'Qiemo Yudu Airport',region:'CN-65',runways:1,longest:9186,elev:4108,country:'CN',continent:'AS',lat:38.233611,lon:85.465556})
+CREATE (a3357:airport {id:'3357',code:'KJH',icao:'ZUKJ',city:'Kaili',desc:'Kaili Huangping Airport',region:'CN-52',runways:1,longest:8530,elev:3115,country:'CN',continent:'AS',lat:26.971667,lon:107.987778})
+CREATE (a3358:airport {id:'3358',code:'HXD',icao:'ZLDL',city:'Delingha',desc:'Delingha Airport',region:'CN-63',runways:1,longest:9843,elev:9383,country:'CN',continent:'AS',lat:37.125000,lon:97.268611})
+CREATE (a3359:airport {id:'3359',code:'AHJ',icao:'ZUHY',city:'Hongyuan',desc:'Hongyuan Aba  Airport',region:'CN-51',runways:1,longest:11811,elev:11598,country:'CN',continent:'AS',lat:32.531389,lon:102.352222})
+CREATE (a3360:airport {id:'3360',code:'CWC',icao:'UKLN',city:'Chernivtsi',desc:'Chernivtsi International Airport',region:'UA-77',runways:1,longest:7270,elev:826,country:'UA',continent:'EU',lat:48.2593002319336,lon:25.9808006286621})
+CREATE (a3361:airport {id:'3361',code:'BZK',icao:'UUBP',city:'Bryansk',desc:'Bryansk Airport',region:'RU-BRY',runways:1,longest:7874,elev:666,country:'RU',continent:'EU',lat:53.2141990662,lon:34.176399231})
+CREATE (a3362:airport {id:'3362',code:'UZR',icao:'UASU',city:'Urdzhar',desc:'Urdzhar Airport',region:'KZ-VOS',runways:1,longest:4957,elev:1680,country:'KZ',continent:'AS',lat:47.09115,lon:81.66521})
+CREATE (a3363:airport {id:'3363',code:'BBL',icao:'YLLE',city:'Ballera',desc:'Ballera Airport',region:'AU-QLD',runways:1,longest:5906,elev:385,country:'AU',continent:'OC',lat:-27.4083003997803,lon:141.807998657227})
+CREATE (a3364:airport {id:'3364',code:'MOO',icao:'YOOM',city:'Moomba',desc:'Moomba Airport',region:'AU-SA',runways:1,longest:5636,elev:143,country:'AU',continent:'OC',lat:-28.0993995666504,lon:140.197006225586})
+CREATE (a3365:airport {id:'3365',code:'VTB',icao:'UMII',city:'Vitebsk',desc:'Vitebsk East Airport',region:'BY-VI',runways:1,longest:8550,elev:683,country:'BY',continent:'EU',lat:55.1264991760254,lon:30.3495998382568})
+CREATE (a3366:airport {id:'3366',code:'ANE',icao:'LFJR',city:'Angers',desc:'Marce, Angers - Loire Airport',region:'FR-R',runways:2,longest:5906,elev:194,country:'FR',continent:'EU',lat:47.5602989196777,lon:-0.312222003936768})
+CREATE (a3367:airport {id:'3367',code:'URO',icao:'LFOP',city:'Rouen',desc:'Vallee de Seine Airport',region:'FR-Q',runways:2,longest:5577,elev:512,country:'FR',continent:'EU',lat:49.3842010498047,lon:1.17480003833771})
+CREATE (a3368:airport {id:'3368',code:'LOV',icao:'MMMV',city:'Monclova',desc:'Venustiano Carranza International Airport',region:'MX-COA',runways:2,longest:6890,elev:1864,country:'MX',continent:'NA',lat:26.9556999206543,lon:-101.470001220703})
+CREATE (a3369:airport {id:'3369',code:'OHS',icao:'OOSH',city:'Sohar',desc:'Sohar Airport',region:'OM-BA',runways:1,longest:13100,elev:105,country:'OM',continent:'AS',lat:24.386167,lon:56.625667})
+CREATE (a3370:airport {id:'3370',code:'FIE',icao:'EGEF',city:'Fair Isle',desc:'Shetland Islands, Fair Isle Airport',region:'GB-SCT',runways:1,longest:1667,elev:223,country:'UK',continent:'EU',lat:59.5358009338379,lon:-1.62805998325348})
+CREATE (a3371:airport {id:'3371',code:'LWK',icao:'EGET',city:'Lerwick',desc:'Tingwall Airport',region:'GB-SCT',runways:1,longest:2395,elev:43,country:'UK',continent:'EU',lat:60.192199707,lon:-1.24361002445})
+CREATE (a3372:airport {id:'3372',code:'FOA',icao:'none',city:'Foula',desc:'Foula Airport',region:'GB-SCT',runways:1,longest:1444,elev:150,country:'UK',continent:'EU',lat:60.1209983825684,lon:-2.05200004577637})
+CREATE (a3373:airport {id:'3373',code:'PSV',icao:'none',city:'Papa Stour Island',desc:'Papa Stour Airport',region:'GB-SCT',runways:1,longest:1465,elev:59,country:'UK',continent:'EU',lat:60.3217010498047,lon:-1.69306004047394})
+CREATE (a3374:airport {id:'3374',code:'NDZ',icao:'ETMN',city:'Cuxhaven',desc:'Nordholz-Spieka',region:'DE-NI',runways:1,longest:8002,elev:74,country:'DE',continent:'EU',lat:53.7677001953,lon:8.65849971771})
+CREATE (a3375:airport {id:'3375',code:'WOL',icao:'YWOL',city:'Wollongong',desc:'Illawarra Regional Airport',region:'AU-NSW',runways:1,longest:5967,elev:31,country:'AU',continent:'OC',lat:-34.5611,lon:150.788611})
+CREATE (a3376:airport {id:'3376',code:'OND',icao:'FYOA',city:'Ondangwa',desc:'Ondangwa Airport',region:'NA-OT',runways:1,longest:9800,elev:3599,country:'NA',continent:'AF',lat:-17.8782005310059,lon:15.9525995254517})
+CREATE (a3377:airport {id:'3377',code:'GAY',icao:'VEGY',city:'Gaya',desc:'Gaya Airport',region:'IN-BR',runways:1,longest:7500,elev:380,country:'IN',continent:'AS',lat:24.7443008422852,lon:84.9512023925781})
+CREATE (a3378:airport {id:'3378',code:'ENI',icao:'none',city:'El Nido',desc:'El Nido Airport',region:'PH-PLW',runways:1,longest:3280,elev:17,country:'PH',continent:'AS',lat:11.2019996643066,lon:119.416999816895})
+CREATE (a3379:airport {id:'3379',code:'IGT',icao:'URMS',city:'Sleptsovskaya',desc:'Magas Airport',region:'RU-IN',runways:1,longest:9843,elev:1207,country:'RU',continent:'EU',lat:43.3222999573,lon:45.0125999451})
+CREATE (a3380:airport {id:'3380',code:'EPA',icao:'SADP',city:'El Palomar',desc:'El Palomar Airport',region:'AR-B',runways:1,longest:6923,elev:59,country:'AR',continent:'SA',lat:-34.6099,lon:-58.6126})
+CREATE (a3381:airport {id:'3381',code:'YHG',icao:'CCH4',city:'Charlottetown',desc:'Charlottetown Airport',region:'CA-NL',runways:1,longest:2502,elev:209,country:'CA',continent:'NA',lat:52.7649993896484,lon:-56.1156005859375})
+CREATE (a3382:airport {id:'3382',code:'MBX',icao:'LJMB',city:'Maribor',desc:'Maribor Airport',region:'SI-070',runways:2,longest:8202,elev:876,country:'SI',continent:'EU',lat:46.4799003601074,lon:15.6861000061035})
+CREATE (a3383:airport {id:'3383',code:'KLF',icao:'UUBC',city:'Kaluga',desc:'Grabtsevo Airport',region:'RU-KLU',runways:1,longest:7218,elev:666,country:'RU',continent:'EU',lat:54.548611,lon:36.371389})
+CREATE (a3384:airport {id:'3384',code:'JSK',icao:'OIZJ',city:'Jask',desc:'Jask Airport',region:'IR-23',runways:1,longest:6200,elev:19,country:'IR',continent:'AS',lat:25.653600692749,lon:57.7993011474609})
+CREATE (a3385:airport {id:'3385',code:'CAT',icao:'LPCS',city:'Cascais',desc:'Cascais Airport',region:'PT-11',runways:1,longest:4593,elev:325,country:'PT',continent:'EU',lat:38.7249984741211,lon:-9.3552303314209})
+CREATE (a3386:airport {id:'3386',code:'VRL',icao:'LPVR',city:'Vila Real',desc:'Vila Real Airport',region:'PT-17',runways:1,longest:3107,elev:1805,country:'PT',continent:'EU',lat:41.274299621582,lon:-7.72046995162964})
+CREATE (a3387:airport {id:'3387',code:'VSE',icao:'LPVZ',city:'Viseu',desc:'Viseu Airport',region:'PT-18',runways:1,longest:4015,elev:2060,country:'PT',continent:'EU',lat:40.7254981994629,lon:-7.88898992538452})
+CREATE (a3388:airport {id:'3388',code:'PRM',icao:'LPPM',city:'Portimao',desc:'Portimao Airport',region:'PT-08',runways:1,longest:2819,elev:5,country:'PT',continent:'EU',lat:37.149299621582,lon:-8.58395957946777})
+CREATE (a3389:airport {id:'3389',code:'BGC',icao:'LPBG',city:'Braganca',desc:'Braganca Airport',region:'PT-04',runways:1,longest:5600,elev:2241,country:'PT',continent:'EU',lat:41.85779953,lon:-6.70712995529})
+CREATE (a3390:airport {id:'3390',code:'CNQ',icao:'SARC',city:'Corrientes',desc:'Corrientes Airport',region:'AR-W',runways:1,longest:6890,elev:202,country:'AR',continent:'SA',lat:-27.445502,lon:-58.761863})
+CREATE (a3391:airport {id:'3391',code:'YAZ',icao:'CYAZ',city:'Tofino',desc:'Long Beach Airport',region:'CA-BC',runways:3,longest:5000,elev:80,country:'CA',continent:'NA',lat:49.0798255464,lon:-125.775604248})
+CREATE (a3392:airport {id:'3392',code:'OHD',icao:'LWOH',city:'Ohrid',desc:'Ohrid St. Paul the Apostle Airport',region:'MK-58',runways:1,longest:8366,elev:2313,country:'MK',continent:'EU',lat:41.179956,lon:20.7423000335693})
+CREATE (a3393:airport {id:'3393',code:'MKZ',icao:'WMKM',city:'Malacca',desc:'Malacca Airport',region:'MY-04',runways:1,longest:7005,elev:40,country:'MY',continent:'AS',lat:2.263056,lon:102.2525})
+CREATE (a3394:airport {id:'3394',code:'CHR',icao:'LFLX',city:'Châteauroux/Déols',desc:'Châteauroux-Déols Marcel Dassault Airport',region:'FR-F',runways:1,longest:11483,elev:529,country:'FR',continent:'EU',lat:46.8622016906738,lon:1.73066997528076})
+CREATE (a3395:airport {id:'3395',code:'TLK',icao:'UECT',city:'Talakan',desc:'Talakan Airport',region:'RU-SA',runways:1,longest:10171,elev:1330,country:'RU',continent:'AS',lat:59.881667,lon:111.045556})
+CREATE (a3396:airport {id:'3396',code:'GRS',icao:'LIRS',city:'Grosetto',desc:'Grosseto Airport',region:'IT-52',runways:2,longest:9823,elev:15,country:'IT',continent:'EU',lat:42.7597007751465,lon:11.0719003677368})
+CREATE (a3397:airport {id:'3397',code:'HHQ',icao:'VTPH',city:'Hua Hin',desc:'Hua Hin Airport',region:'TH-76',runways:1,longest:6890,elev:62,country:'TH',continent:'AS',lat:12.6361999512,lon:99.951499939})
+CREATE (a3398:airport {id:'3398',code:'GME',icao:'UMGG',city:'Gomel',desc:'Gomel Airport',region:'BY-HO',runways:1,longest:8432,elev:471,country:'BY',continent:'EU',lat:52.5270004272461,lon:31.0167007446289})
+CREATE (a3399:airport {id:'3399',code:'CRV',icao:'LIBC',city:'Crotone',desc:'Crotone-Sant\'Anna Airport',region:'IT-78',runways:1,longest:6562,elev:521,country:'IT',continent:'EU',lat:38.997200012207,lon:17.0802001953125})
+CREATE (a3400:airport {id:'3400',code:'NLI',icao:'UHNN',city:'Nikolayevsk-na-Amure',desc:'Nikolayevsk-na-Amure Airport',region:'RU-KHA',runways:1,longest:6112,elev:187,country:'RU',continent:'AS',lat:53.1549987792969,lon:140.649993896484})
+CREATE (a3401:airport {id:'3401',code:'EKA',icao:'KEKA',city:'Eureka',desc:'Murray Field',region:'US-CA',runways:1,longest:3011,elev:7,country:'US',continent:'NA',lat:40.8033981323,lon:-124.112998962})
+CREATE (a3402:airport {id:'3402',code:'CVQ',icao:'YCAR',city:'Carnarvon',desc:'Carnarvon Airport',region:'AU-WA',runways:2,longest:5509,elev:13,country:'AU',continent:'OC',lat:-24.8805999755859,lon:113.671997070312})
+CREATE (a3403:airport {id:'3403',code:'MJK',icao:'YSHK',city:'Denham/Monkey Mia',desc:'Shark Bay Airport',region:'AU-WA',runways:1,longest:5545,elev:111,country:'AU',continent:'OC',lat:-25.8938999176,lon:113.577003479})
+CREATE (a3404:airport {id:'3404',code:'GOB',icao:'HAGB',city:'Goba',desc:'Robe Airport',region:'ET-OR',runways:1,longest:6562,elev:7892,country:'ET',continent:'AF',lat:7.1160634,lon:40.0463033})
+CREATE (a3405:airport {id:'3405',code:'AWA',icao:'HALA',city:'Awassa',desc:'Awassa Airport',region:'ET-SN',runways:1,longest:3937,elev:5604,country:'ET',continent:'AF',lat:7.067222,lon:38.490278})
+CREATE (a3406:airport {id:'3406',code:'JRH',icao:'VEJT',city:'Jorhat',desc:'Jorhat Airport',region:'IN-AS',runways:1,longest:9000,elev:311,country:'IN',continent:'AS',lat:26.7315006256,lon:94.1754989624})
+CREATE (a3407:airport {id:'3407',code:'BYK',icao:'DIBK',city:'Bouaké',desc:'Bouaké Airport',region:'CI-04',runways:1,longest:10827,elev:1230,country:'CI',continent:'AF',lat:7.73880004882812,lon:-5.07366991043091})
+CREATE (a3408:airport {id:'3408',code:'DTB',icao:'WIMN',city:'Tingkeum-Sumatra Island',desc:'Silangit Airport',region:'ID-SU',runways:1,longest:5225,elev:4059,country:'ID',continent:'AS',lat:2.25973010063171,lon:98.9918975830078})
+CREATE (a3409:airport {id:'3409',code:'TKQ',icao:'HTKA',city:'Kigoma',desc:'Kigoma Airport',region:'TZ-08',runways:1,longest:5906,elev:2700,country:'TZ',continent:'AF',lat:-4.8862,lon:29.6709})
+CREATE (a3410:airport {id:'3410',code:'AEH',icao:'FTTC',city:'Abeche',desc:'Abeche Airport',region:'TD-OD',runways:1,longest:9186,elev:1788,country:'TD',continent:'AF',lat:13.8470001220703,lon:20.8442993164062})
+CREATE (a3411:airport {id:'3411',code:'SRH',icao:'FTTA',city:'Sarh',desc:'Sarh Airport',region:'TD-MC',runways:1,longest:5905,elev:1198,country:'TD',continent:'AF',lat:9.14443969726562,lon:18.3743991851807})
+CREATE (a3412:airport {id:'3412',code:'DSS',icao:'GOBD',city:'Dakar',desc:'Blaise Diagne International Airport',region:'SN-TH',runways:1,longest:11483,elev:290,country:'SN',continent:'AF',lat:14.670833,lon:-17.072777})
+CREATE (a3413:airport {id:'3413',code:'MQQ',icao:'FTTD',city:'Moundou',desc:'Moundou Airport',region:'TD-LO',runways:1,longest:5906,elev:1407,country:'TD',continent:'AF',lat:8.62440967559814,lon:16.0713996887207})
+CREATE (a3414:airport {id:'3414',code:'FYT',icao:'FTTY',city:'Faya-Largeau',desc:'Faya-Largeau Airport',region:'TD-BET',runways:1,longest:9186,elev:771,country:'TD',continent:'AF',lat:17.9171009063721,lon:19.1110992431641})
+CREATE (a3415:airport {id:'3415',code:'ERH',icao:'GMFK',city:'Errachidia',desc:'Moulay Ali Cherif Airport',region:'MA-ERR',runways:1,longest:10499,elev:3428,country:'MA',continent:'AF',lat:31.9475002289,lon:-4.39833021164})
+CREATE (a3416:airport {id:'3416',code:'DRT',icao:'KDRT',city:'Del Rio',desc:'Del Rio International Airport',region:'US-TX',runways:1,longest:6300,elev:1002,country:'US',continent:'NA',lat:29.3742008209,lon:-100.927001953})
+CREATE (a3417:airport {id:'3417',code:'BAR',icao:'ZJQH',city:'Qionghai',desc:'Bo\'ao Airport',region:'CN-46',runways:1,longest:8858,elev:52,country:'CN',continent:'AS',lat:19.138889,lon:110.454167})
+CREATE (a3418:airport {id:'3418',code:'USJ',icao:'UAAL',city:'Usharal',desc:'Usharal Airport',region:'KZ-ALM',runways:1,longest:7546,elev:1293,country:'KZ',continent:'AS',lat:46.1908,lon:80.8309})
+CREATE (a3419:airport {id:'3419',code:'TYL',icao:'SPYL',city:'Talara',desc:'Capitan Montes Airport',region:'PE-PIU',runways:1,longest:8071,elev:282,country:'PE',continent:'SA',lat:-4.57664012908936,lon:-81.2540969848633})
+CREATE (a3420:airport {id:'3420',code:'CNN',icao:'VOKN',city:'Kannur',desc:'Kannurl International Airport',region:'IN-KL',runways:1,longest:10007,elev:344,country:'IN',continent:'AS',lat:11.920,lon:75.550})
+CREATE (a3421:airport {id:'3421',code:'JAE',icao:'SPJE',city:'Jaén',desc:'Shumba Airport',region:'PE-CAJ',runways:1,longest:7874,elev:2477,country:'PE',continent:'SA',lat:-5.591388,lon:-78.771388})
+CREATE (a3422:airport {id:'3422',code:'INF',icao:'DATG',city:'In Guezzam',desc:'In Guezzam Airport',region:'DZ-11',runways:1,longest:7218,elev:1325,country:'DZ',continent:'AF',lat:19.5669994354248,lon:5.75})
+CREATE (a3423:airport {id:'3423',code:'KLB',icao:'FLKL',city:'Kalabo',desc:'Kalabo Airport',region:'ZM-01',runways:1,longest:3609,elev:3450,country:'ZM',continent:'AF',lat:-14.9982995986938,lon:22.6453990936279})
+CREATE (a3424:airport {id:'3424',code:'VDO',icao:'VVVD',city:'VanDon',desc:'Van Don International Airport',region:'VN-13',runways:1,longest:11811,elev:26,country:'VN',continent:'AS',lat:21.117778,lon:107.414167})
+CREATE (a3425:airport {id:'3425',code:'RMU',icao:'LEMI',city:'Valladolises',desc:'Region of Murcia International Airport',region:'ES-MC',runways:1,longest:9842,elev:633,country:'ES',continent:'EU',lat:37.8030,lon:-1.1250})
+CREATE (a3426:airport {id:'3426',code:'PAE',icao:'KPAE',city:'Everett',desc:'Snohomish County (Paine Field) Airport',region:'US-WA',runways:3,longest:9010,elev:607,country:'US',continent:'NA',lat:47.90629959,lon:-122.2819977})
+CREATE (a3427:airport {id:'3427',code:'LUA',icao:'VNLK',city:'Lukla',desc:'Tenzing-Hillary Airport',region:'NP-SA',runways:1,longest:1500,elev:9100,country:'NP',continent:'AS',lat:27.6868991851807,lon:86.7296981811523})
+CREATE (a3428:airport {id:'3428',code:'MRQ',icao:'RPUW',city:'Marinduque',desc:'Gasan Airport',region:'PH-MAD',runways:1,longest:4785,elev:32,country:'PH',continent:'AS',lat:13.3610000610352,lon:121.825996398926})
+CREATE (a3429:airport {id:'3429',code:'SHI',icao:'RORS',city:'Shimojishima',desc:'Shimojishima Airport',region:'JP-47',runways:1,longest:9842,elev:54,country:'JP',continent:'AS',lat:24.8267002106,lon:125.144996643})
+CREATE (a3430:airport {id:'3430',code:'BXG',icao:'YBDG',city:'East Bendigo',desc:'Bendigo Airport',region:'AU-VIC',runways:2,longest:3724,elev:705,country:'AU',continent:'OC',lat:-36.7393989563,lon:144.330001831})
+CREATE (a3431:airport {id:'3431',code:'UAR',icao:'GMFB',city:'Bouarfa',desc:'Bouarfa Airport',region:'MA-FIG',runways:1,longest:10499,elev:3680,country:'MA',continent:'AF',lat:32.5143055556,lon:-1.98305555556})
+CREATE (a3432:airport {id:'3432',code:'TRA',icao:'RORT',city:'Tarama',desc:'Tarama Airport',region:'JP-47',runways:1,longest:4921,elev:36,country:'JP',continent:'AS',lat:24.6539001465,lon:124.675003052})
+CREATE (a3433:airport {id:'3433',code:'ISL',icao:'LTBA',city:'Istanbul',desc:'Ataturk International Airport',region:'TR-34',runways:3,longest:9843,elev:163,country:'TR',continent:'EU',lat:40.9768981934,lon:28.8145999908})
+CREATE (a3434:airport {id:'3434',code:'USQ',icao:'LTBO',city:'Uşak',desc:'Uşak Airport',region:'TR-64',runways:1,longest:8385,elev:2897,country:'TR',continent:'AS',lat:38.6814994812012,lon:29.471700668335})
+CREATE (a3435:airport {id:'3435',code:'MJI',icao:'HLLM',city:'Tripoli',desc:'Mitiga Airport',region:'LY-TB',runways:2,longest:11076,elev:36,country:'LY',continent:'AF',lat:32.894100189209,lon:13.2760000228882})
+CREATE (a3436:airport {id:'3436',code:'SXZ',icao:'LTCL',city:'Siirt',desc:'Siirt Airport',region:'TR-56',runways:1,longest:5905,elev:2001,country:'TR',continent:'AS',lat:37.9789009094238,lon:41.8404006958008})
+CREATE (a3437:airport {id:'3437',code:'XSP',icao:'WSSL',city:'Singapore',desc:'Seletar Airport',region:'SG-02',runways:1,longest:6024,elev:45,country:'SG',continent:'AS',lat:1.4169499874115,lon:103.86799621582})
+CREATE (a3438:airport {id:'3438',code:'ZTA',icao:'NTGY',city:'Tureia',desc:'Tureia Airport',region:'PF-U-A',runways:1,longest:3445,elev:12,country:'PF',continent:'OC',lat:-20.7896995544434,lon:-138.570007324219})
+CREATE (a3439:airport {id:'3439',code:'BFM',icao:'KBFM',city:'Mobile',desc:'Mobile Downtown Airport',region:'US-AL',runways:2,longest:9618,elev:26,country:'US',continent:'NA',lat:30.6268005371,lon:-88.0680999756})
+CREATE (a3440:airport {id:'3440',code:'NUK',icao:'NTGW',city:'Nukutavake',desc:'Nukutavake Airport',region:'PF-U-A',runways:1,longest:2789,elev:17,country:'PF',continent:'OC',lat:-19.2849998474121,lon:-138.772003173828})
+CREATE (a3441:airport {id:'3441',code:'DBB',icao:'HEAL',city:'Dabaa',desc:'Al Alamein International Airport',region:'EG-MT',runways:1,longest:11479,elev:143,country:'EG',continent:'AF',lat:30.9244995117188,lon:28.4613990783691})
+CREATE (a3442:airport {id:'3442',code:'GGR',icao:'HCMW',city:'Garowe',desc:'Garowe International Airport',region:'SO-NU',runways:1,longest:8202,elev:1465,country:'SO',continent:'AF',lat:8.458333,lon:48.567778})
+CREATE (a3443:airport {id:'3443',code:'KJT',icao:'WICA',city:'Majalengka',desc:'Kertajati International Airport',region:'ID-JB',runways:1,longest:11483,elev:134,country:'ID',continent:'AS',lat:-6.647777,lon:108.166111})
+CREATE (a3444:airport {id:'3444',code:'TSL',icao:'MMTN',city:'Tamuin',desc:'Tamuin National Airport',region:'MX-SLP',runways:1,longest:4735,elev:164,country:'MX',continent:'NA',lat:22.038292,lon:-98.806502})
+CREATE (a3445:airport {id:'3445',code:'PKX',icao:'ZBAD',city:'Beijing',desc:'Beijing Daxing International Airport',region:'CN-11',runways:4,longest:12467,elev:98,country:'CN',continent:'AS',lat:39.509167,lon:116.410556})
+CREATE (a3446:airport {id:'3446',code:'BZX',icao:'ZUBZ',city:'Bazhong',desc:'Bazhong Enyang Airport',region:'CN-51',runways:1,longest:8530,elev:1804,country:'CN',continent:'AS',lat:31.737778,lon:106.642778})
+CREATE (a3447:airport {id:'3447',code:'DBC',icao:'ZYBA',city:'Baicheng',desc:'Chang\'an',region:'CN-22',runways:1,longest:8202,elev:479,country:'CN',continent:'AS',lat:45.505278,lon:123.019722})
+CREATE (a3448:airport {id:'3448',code:'ETM',icao:'LLER',city:'Eilat',desc:'Ramon International Airport',region:'IL-C',runways:1,longest:11811,elev:42,country:'IL',continent:'AS',lat:29.723694,lon:35.723694})
+CREATE (a3449:airport {id:'3449',code:'KET',icao:'VYKG',city:'Kengtung',desc:'Kengtung Airport',region:'MM-17',runways:1,longest:11811,elev:2798,country:'MM',continent:'AS',lat:21.301611,lon:99.635997})
+CREATE (a3450:airport {id:'3450',code:'KFE',icao:'YFDF',city:'Cloudbreak Village',desc:'Fortescue - Dave Forrest Aerodrome',region:'AU-WA',runways:1,longest:7546,elev:1565,country:'AU',continent:'OC',lat:-22.2854555556,lon:119.429161111})
+CREATE (a3451:airport {id:'3451',code:'KHM',icao:'VYKI',city:'Khamti',desc:'Kanti Airport',region:'MM-01',runways:1,longest:4200,elev:6000,country:'MM',continent:'AS',lat:25.9883003234863,lon:95.6744003295898})
+CREATE (a3452:airport {id:'3452',code:'KTR',icao:'YPTN',city:'Katherine',desc:'Tindal Airport',region:'AU-NT',runways:1,longest:2744,elev:443,country:'AU',continent:'OC',lat:-14.5211000442505,lon:132.378005981445})
+CREATE (a3453:airport {id:'3453',code:'MNC',icao:'FQNC',city:'Nacala',desc:'Nacala Airport',region:'MZ-N',runways:1,longest:8202,elev:410,country:'MZ',continent:'AF',lat:-14.4882001876831,lon:40.7122001647949})
+CREATE (a3454:airport {id:'3454',code:'SQD',icao:'ZSSR',city:'Shangrao',desc:'Shangrao Sanqingshan Airport',region:'CN-36',runways:1,longest:7874,elev:340,country:'CN',continent:'AS',lat:28.379444,lon:117.964167})
+CREATE (a3455:airport {id:'3455',code:'BPG',icao:'SBBW',city:'Barra Do Garças',desc:'Barra do Garças Airport',region:'BR-MT',runways:1,longest:5243,elev:1147,country:'BR',continent:'SA',lat:-15.8613004684,lon:-52.3889007568})
+CREATE (a3456:airport {id:'3456',code:'CQA',icao:'SWEK',city:'Canarana',desc:'Canarana Airport',region:'BR-MT',runways:1,longest:3412,elev:1314,country:'BR',continent:'SA',lat:-13.5744438171387,lon:-52.2705574035645})
+CREATE (a3457:airport {id:'3457',code:'DOD',icao:'HTDO',city:'Dodoma',desc:'Dodoma Airport',region:'TZ-03',runways:1,longest:6700,elev:3637,country:'TZ',continent:'AF',lat:-6.17044019699097,lon:35.7526016235352})
+CREATE (a3458:airport {id:'3458',code:'SEU',icao:'HTSN',city:'Seronera',desc:'Seronera Airport',region:'TZ-13',runways:1,longest:5177,elev:5080,country:'TZ',continent:'AF',lat:-2.45806002616882,lon:34.8224983215332})
+CREATE (a3459:airport {id:'3459',code:'NRR',icao:'TJRV',city:'Ceiba',desc:'Jose Aponte de la Torre Airport',region:'PR-U-A',runways:1,longest:11000,elev:38,country:'PR',continent:'NA',lat:18.245300293,lon:-65.6434020996})
+CREATE (a3460:airport {id:'3460',code:'LNL',icao:'ZLLN',city:'Longnan',desc:'Cheng Xian Airport',region:'CN-62',runways:1,longest:9186,elev:3707,country:'CN',continent:'AS',lat:33.789722,lon:105.788611})
+CREATE (a3461:airport {id:'3461',code:'XAI',icao:'ZHXY',city:'Xinyang',desc:'Xinyang Minggang Airport',region:'CN-41',runways:1,longest:8858,elev:4528,country:'CN',continent:'AS',lat:32.540556,lon:114.078889})
+CREATE (a3462:airport {id:'3462',code:'YYA',icao:'ZGYY',city:'Yueyang',desc:'Sanhe Airport',region:'CN-43',runways:1,longest:8530,elev:230,country:'CN',continent:'AS',lat:29.312500,lon:113.281667})
+CREATE (a3463:airport {id:'3463',code:'BQJ',icao:'UEBB',city:'Batagay',desc:'Batagay Airport',region:'RU-SA',runways:2,longest:6562,elev:699,country:'RU',continent:'AS',lat:67.647778,lon:134.693611})
+CREATE (a3464:airport {id:'3464',code:'DPT',icao:'UEBD',city:'Deputatskij',desc:'Deputatskij Airport',region:'RU-SA',runways:1,longest:7021,elev:920,country:'RU',continent:'AS',lat:69.392500,lon:139.889444})
+CREATE (a3465:airport {id:'3465',code:'AKR',icao:'DNAK',city:'Akure',desc:'Akure Airport',region:'NG-ON',runways:1,longest:9195,elev:1100,country:'NG',continent:'AF',lat:7.24673986434937,lon:5.30101013183594})
+CREATE (a3466:airport {id:'3466',code:'APK',icao:'NTGD',city:'Apataki',desc:'Apataki Airport',region:'PF-U-A',runways:1,longest:2700,elev:8,country:'PF',continent:'OC',lat:-15.5735998153687,lon:-146.414993286133})
+CREATE (a3467:airport {id:'3467',code:'BWB',icao:'YBWX',city:'Barrow Island',desc:'Barrow Island Airport',region:'AU-WA',runways:1,longest:6234,elev:26,country:'AU',continent:'OC',lat:-20.8644008636475,lon:115.40599822998})
+CREATE (a3468:airport {id:'3468',code:'CEH',icao:'FWCD',city:'Chelinda',desc:'Chelinda Malawi Airport',region:'MW-RU',runways:1,longest:4249,elev:7759,country:'MW',continent:'AF',lat:-10.5500001907,lon:33.7999992371})
+CREATE (a3469:airport {id:'3469',code:'CMK',icao:'FWCM',city:'Club Makokola',desc:'Club Makokola Airport',region:'MW-MG',runways:1,longest:3576,elev:1587,country:'MW',continent:'AF',lat:-14.3069000244141,lon:35.1324996948242})
+CREATE (a3470:airport {id:'3470',code:'CRC',icao:'SKGO',city:'Cartago',desc:'Santa Ana Airport',region:'CO-VAC',runways:1,longest:7218,elev:2979,country:'CO',continent:'SA',lat:4.75818,lon:-75.9557})
+CREATE (a3471:airport {id:'3471',code:'EUA',icao:'NFTE',city:'Eua Island',desc:'Kaufana Airport',region:'TO-01',runways:1,longest:2247,elev:325,country:'TO',continent:'OC',lat:-21.3782997131,lon:-174.957992554})
+CREATE (a3472:airport {id:'3472',code:'GYG',icao:'UEMM',city:'Magan',desc:'Magan Airport',region:'RU-SA',runways:2,longest:3839,elev:577,country:'RU',continent:'AS',lat:62.1034812927246,lon:129.545288085938})
+CREATE (a3473:airport {id:'3473',code:'GYZ',icao:'LSGT',city:'Gruyere',desc:'Gruyere Airport',region:'CH-FR',runways:1,longest:2661,elev:2257,country:'CH',continent:'EU',lat:46.5942001342773,lon:7.09443998336792})
+CREATE (a3474:airport {id:'3474',code:'HFN',icao:'BIHN',city:'Hornafjordur',desc:'Hornafjordur Airport',region:'IS-7',runways:1,longest:4921,elev:24,country:'IS',continent:'EU',lat:64.2956008911133,lon:-15.2271995544434})
+CREATE (a3475:airport {id:'3475',code:'HPA',icao:'NFTL',city:'Lifuka',desc:'Lifuka Island Airport',region:'TO-02',runways:1,longest:2300,elev:31,country:'TO',continent:'OC',lat:-19.7770004272461,lon:-174.341003417969})
+CREATE (a3476:airport {id:'3476',code:'HZK',icao:'BIHU',city:'Husavik',desc:'Husavik Airport',region:'IS-6',runways:1,longest:5266,elev:48,country:'IS',continent:'EU',lat:65.9523010253906,lon:-17.4260005950928})
+CREATE (a3477:airport {id:'3477',code:'LIX',icao:'FWLK',city:'Likoma Island',desc:'Likoma Island Airport',region:'MW-LK',runways:1,longest:3707,elev:1600,country:'MW',continent:'AF',lat:-12.0830001831055,lon:34.7330017089844})
+CREATE (a3478:airport {id:'3478',code:'LRV',icao:'SVRS',city:'Gran Roque Island',desc:'Los Roques Airport',region:'VE-W',runways:1,longest:3281,elev:17,country:'VE',continent:'SA',lat:11.9499998093,lon:-66.6699981689})
+CREATE (a3479:airport {id:'3479',code:'MYC',icao:'SVBS',city:'Maracay',desc:'Escuela Mariscal Sucre Airport',region:'VE-D',runways:2,longest:6846,elev:1338,country:'VE',continent:'SA',lat:10.2499780654907,lon:-67.6494216918945})
+CREATE (a3480:airport {id:'3480',code:'NFO',icao:'NFTO',city:'Angaha, Niuafo\'ou Island',desc:'Mata\'aho Airport',region:'TO-03',runways:1,longest:2800,elev:160,country:'TO',continent:'OC',lat:-15.5707998276,lon:-175.632995605})
+CREATE (a3481:airport {id:'3481',code:'SFD',icao:'SVSR',city:'Inglaterra',desc:'San Fernando De Apure Airport',region:'VE-C',runways:1,longest:6240,elev:154,country:'VE',continent:'SA',lat:7.88331985473633,lon:-67.4440002441406})
+CREATE (a3482:airport {id:'3482',code:'UMS',icao:'UEMU',city:'Ust-Maya',desc:'Ust-Maya Airport',region:'RU-SA',runways:1,longest:6234,elev:561,country:'RU',continent:'EU',lat:60.3569984436035,lon:134.434997558594})
+CREATE (a3483:airport {id:'3483',code:'VAV',icao:'NFTV',city:'Vava\'u Island',desc:'Vava\'u International Airport',region:'TO-05',runways:1,longest:5593,elev:236,country:'TO',continent:'OC',lat:-18.5853004455566,lon:-173.962005615234})
+CREATE (a3484:airport {id:'3484',code:'VCV',icao:'KVCV',city:'Victorville',desc:'Southern California Logistics Airport',region:'US-CA',runways:2,longest:15050,elev:2885,country:'US',continent:'NA',lat:34.5974998474,lon:-117.383003235})
+CREATE (a3485:airport {id:'3485',code:'VUU',icao:'none',city:'Liwonde National Park',desc:'Mvuu Camp Airport',region:'MW-MH',runways:1,longest:4429,elev:1600,country:'MW',continent:'AF',lat:-14.8386111111,lon:35.3013888889})
+CREATE (a3486:airport {id:'3486',code:'WZA',icao:'DGLW',city:'Wa',desc:'Wa Airport',region:'GH-UW',runways:1,longest:6612,elev:1060,country:'GH',continent:'AF',lat:10.0826997756958,lon:-2.50768995285034})
+CREATE (a3487:airport {id:'3487',code:'XWA',icao:'KXWA',city:'Williston',desc:'Williston Basin International Airport',region:'US-ND',runways:1,longest:7501,elev:2353,country:'US',continent:'NA',lat:48.260864,lon:-103.751138})
+CREATE (a3488:airport {id:'3488',code:'YEI',icao:'LTBR',city:'Bursa',desc:'Bursa Yenişehir Airport',region:'TR-16',runways:2,longest:9818,elev:764,country:'TR',continent:'AS',lat:40.2551994324,lon:29.5625991821})
+CREATE (a3489:airport {id:'3489',code:'ZZU',icao:'FWUU',city:'Mzuzu',desc:'Mzuzu Airport',region:'MW-MZ',runways:1,longest:4291,elev:4115,country:'MW',continent:'AF',lat:-11.4447002410889,lon:34.0117988586426})
+CREATE (a3490:airport {id:'3490',code:'YIA',icao:'WAHI',city:'Yogyakarta',desc:'Yogyakarta International Airport',region:'ID-YO',runways:1,longest:10663,elev:350,country:'ID',continent:'AS',lat:-7.907499,lon:110.054444})
+CREATE (a3491:airport {id:'3491',code:'NUL',icao:'PANU',city:'Nulato',desc:'Nulato Airport',region:'US-AK',runways:1,longest:4011,elev:405,country:'US',continent:'NA',lat:64.7293014526367,lon:-158.074005126953})
+CREATE (a3492:airport {id:'3492',code:'KMV',icao:'VYKL',city:'Kalemyo',desc:'Kalay Airport',region:'MM-01',runways:1,longest:5502,elev:499,country:'MM',continent:'AS',lat:23.1888008117676,lon:94.0511016845703})
+CREATE (a3493:airport {id:'3493',code:'KHT',icao:'OAKS',city:'Khost',desc:'Khost Airport',region:'AF-PIA',runways:1,longest:8805,elev:3844,country:'AF',continent:'AS',lat:33.3334007263,lon:69.952003479})
+CREATE (a3494:airport {id:'3494',code:'SYS',icao:'UERS',city:'Saskylakh',desc:'Saskylakh Airport',region:'RU-SA',runways:1,longest:5906,elev:200,country:'RU',continent:'EU',lat:71.9279022216797,lon:114.080001831055})
+CREATE (a3495:airport {id:'3495',code:'AAA',icao:'NTGA',city:'Anaa',desc:'Anaa Airport',region:'PF-U-A',runways:1,longest:4921,elev:10,country:'PF',continent:'OC',lat:-17.3526000976562,lon:-145.509994506836})
+CREATE (a3496:airport {id:'3496',code:'GBI',icao:'VOGB',city:'Kalaburagi',desc:'Kalaburagi International Airport',region:'IN-KA',runways:1,longest:10745,elev:1571,country:'IN',continent:'AS',lat:17.521111,lon:77.597778})
+CREATE (a3497:airport {id:'3497',code:'KVO',icao:'LYKV',city:'Kraljevo',desc:'Morava Airport',region:'RS-18',runways:1,longest:7218,elev:686,country:'RS',continent:'EU',lat:43.818298,lon:20.5872})
+CREATE (a3498:airport {id:'3498',code:'FAC',icao:'NTKF',city:'Faaite',desc:'Faaite Airport',region:'PF-U-A',runways:1,longest:3871,elev:7,country:'PF',continent:'OC',lat:-16.6867008209229,lon:-145.328994750977})
+CREATE (a3499:airport {id:'3499',code:'RRR',icao:'NTKO',city:'Raroia',desc:'Raroia Airport',region:'PF-U-A',runways:1,longest:3871,elev:12,country:'PF',continent:'OC',lat:-16.044999,lon:-142.476944})
+CREATE (a3500:airport {id:'3500',code:'PKP',icao:'NTGP',city:'Puka Puka',desc:'Puka Puka Airport',region:'PF-U-A',runways:1,longest:3051,elev:5,country:'PF',continent:'OC',lat:-14.8094997406006,lon:-138.813003540039})
+CREATE (a3501:airport {id:'3501',code:'NAU',icao:'NTGN',city:'Napuka Island',desc:'Napuka Island Airport',region:'PF-U-A',runways:1,longest:4101,elev:7,country:'PF',continent:'OC',lat:-14.1767997741699,lon:-141.266998291016})
+CREATE (a3502:airport {id:'3502',code:'FGU',icao:'NTGB',city:'Fangatau',desc:'Fangatau Airport',region:'PF-U-A',runways:1,longest:3936,elev:9,country:'PF',continent:'OC',lat:-15.819899559021,lon:-140.886993408203})
+CREATE (a3503:airport {id:'3503',code:'BER',icao:'EDDB',city:'Berlin',desc:'Berlin Brandenburg International Airport',region:'DE-BB',runways:2,longest:13123,elev:157,country:'DE',continent:'EU',lat:52.378333,lon:13.520556})
+CREATE (a3504:airport {id:'3504',code:'TCA',icao:'YTNK',city:'Tennant Creek',desc:'Tennant Creek Airport',region:'AU-NT',runways:2,longest:6427,elev:1236,country:'AU',continent:'OC',lat:-19.6343994140625,lon:134.182998657227})
+
+//Countries
+CREATE (a3505:country {id:'3505',code:'AF', desc:'Afghanistan'})
+CREATE (a3506:country {id:'3506',code:'AL', desc:'Albania'})
+CREATE (a3507:country {id:'3507',code:'DZ', desc:'Algeria'})
+CREATE (a3508:country {id:'3508',code:'AS', desc:'American Samoa'})
+CREATE (a3509:country {id:'3509',code:'AD', desc:'Andorra'})
+CREATE (a3510:country {id:'3510',code:'AO', desc:'Angola'})
+CREATE (a3511:country {id:'3511',code:'AI', desc:'Anguilla'})
+CREATE (a3512:country {id:'3512',code:'AG', desc:'Antigua and Barbuda'})
+CREATE (a3513:country {id:'3513',code:'AR', desc:'Argentina'})
+CREATE (a3514:country {id:'3514',code:'AM', desc:'Armenia'})
+CREATE (a3515:country {id:'3515',code:'AW', desc:'Aruba'})
+CREATE (a3516:country {id:'3516',code:'AT', desc:'Austria'})
+CREATE (a3517:country {id:'3517',code:'AU', desc:'Australia'})
+CREATE (a3518:country {id:'3518',code:'AZ', desc:'Azerbajan'})
+CREATE (a3519:country {id:'3519',code:'BS', desc:'Bahamas'})
+CREATE (a3520:country {id:'3520',code:'BH', desc:'Bahrain'})
+CREATE (a3521:country {id:'3521',code:'BD', desc:'Bangladesh'})
+CREATE (a3522:country {id:'3522',code:'BB', desc:'Barbados'})
+CREATE (a3523:country {id:'3523',code:'BY', desc:'Belarus'})
+CREATE (a3524:country {id:'3524',code:'BE', desc:'Belgium'})
+CREATE (a3525:country {id:'3525',code:'BZ', desc:'Belize'})
+CREATE (a3526:country {id:'3526',code:'BJ', desc:'Benin'})
+CREATE (a3527:country {id:'3527',code:'BM', desc:'Bermuda'})
+CREATE (a3528:country {id:'3528',code:'BT', desc:'Bhutan'})
+CREATE (a3529:country {id:'3529',code:'BO', desc:'Bolivia'})
+CREATE (a3530:country {id:'3530',code:'BQ', desc:'Bonaire - Sint Eustatius and Saba'})
+CREATE (a3531:country {id:'3531',code:'BA', desc:'Bosnia and Herzegovina'})
+CREATE (a3532:country {id:'3532',code:'BW', desc:'Botswana'})
+CREATE (a3533:country {id:'3533',code:'BR', desc:'Brazil'})
+CREATE (a3534:country {id:'3534',code:'VG', desc:'British Virgin Islands'})
+CREATE (a3535:country {id:'3535',code:'BN', desc:'Brunei'})
+CREATE (a3536:country {id:'3536',code:'BG', desc:'Bulgaria'})
+CREATE (a3537:country {id:'3537',code:'BF', desc:'Burkina Faso'})
+CREATE (a3538:country {id:'3538',code:'BI', desc:'Burundi'})
+CREATE (a3539:country {id:'3539',code:'KH', desc:'Cambodia'})
+CREATE (a3540:country {id:'3540',code:'CM', desc:'Cameroon'})
+CREATE (a3541:country {id:'3541',code:'CV', desc:'Cabo Verde'})
+CREATE (a3542:country {id:'3542',code:'CA', desc:'Canada'})
+CREATE (a3543:country {id:'3543',code:'KY', desc:'Cayman Islands'})
+CREATE (a3544:country {id:'3544',code:'CF', desc:'Central African Republic'})
+CREATE (a3545:country {id:'3545',code:'TD', desc:'Chad'})
+CREATE (a3546:country {id:'3546',code:'CL', desc:'Chile'})
+CREATE (a3547:country {id:'3547',code:'CN', desc:'China'})
+CREATE (a3548:country {id:'3548',code:'CX', desc:'Christmas Island'})
+CREATE (a3549:country {id:'3549',code:'CO', desc:'Colombia'})
+CREATE (a3550:country {id:'3550',code:'CG', desc:'Congo'})
+CREATE (a3551:country {id:'3551',code:'CK', desc:'Cook Islands'})
+CREATE (a3552:country {id:'3552',code:'CR', desc:'Costa Rica'})
+CREATE (a3553:country {id:'3553',code:'CI', desc:'Côte d\'Ivoire'})
+CREATE (a3554:country {id:'3554',code:'CC', desc:'Cocos (Keeling) Islands'})
+CREATE (a3555:country {id:'3555',code:'KM', desc:'Comoros'})
+CREATE (a3556:country {id:'3556',code:'HR', desc:'Croatia'})
+CREATE (a3557:country {id:'3557',code:'CU', desc:'Cuba'})
+CREATE (a3558:country {id:'3558',code:'CW', desc:'Curacao'})
+CREATE (a3559:country {id:'3559',code:'CY', desc:'Cyprus'})
+CREATE (a3560:country {id:'3560',code:'CZ', desc:'Czech Republic'})
+CREATE (a3561:country {id:'3561',code:'KP', desc:'Democratic People\'s Republic of Korea'})
+CREATE (a3562:country {id:'3562',code:'CD', desc:'Democratic Republic of the Congo'})
+CREATE (a3563:country {id:'3563',code:'DK', desc:'Denmark'})
+CREATE (a3564:country {id:'3564',code:'DJ', desc:'Djibouti'})
+CREATE (a3565:country {id:'3565',code:'DM', desc:'Dominica'})
+CREATE (a3566:country {id:'3566',code:'DO', desc:'Dominican Republic'})
+CREATE (a3567:country {id:'3567',code:'DE', desc:'Germany'})
+CREATE (a3568:country {id:'3568',code:'GL', desc:'Greenland'})
+CREATE (a3569:country {id:'3569',code:'EC', desc:'Ecuador'})
+CREATE (a3570:country {id:'3570',code:'EG', desc:'Egypt'})
+CREATE (a3571:country {id:'3571',code:'SV', desc:'El Salvador'})
+CREATE (a3572:country {id:'3572',code:'ER', desc:'Eritrea'})
+CREATE (a3573:country {id:'3573',code:'EE', desc:'Estonia'})
+CREATE (a3574:country {id:'3574',code:'ET', desc:'Ethiopia'})
+CREATE (a3575:country {id:'3575',code:'GQ', desc:'Equatorial Guinea'})
+CREATE (a3576:country {id:'3576',code:'FK', desc:'Falkland Islands'})
+CREATE (a3577:country {id:'3577',code:'FO', desc:'Faroe Islands'})
+CREATE (a3578:country {id:'3578',code:'FM', desc:'Federated States of Micronesia'})
+CREATE (a3579:country {id:'3579',code:'FJ', desc:'Fiji'})
+CREATE (a3580:country {id:'3580',code:'FI', desc:'Finland'})
+CREATE (a3581:country {id:'3581',code:'FR', desc:'France'})
+CREATE (a3582:country {id:'3582',code:'GF', desc:'French Guiana'})
+CREATE (a3583:country {id:'3583',code:'PF', desc:'French Polynesia'})
+CREATE (a3584:country {id:'3584',code:'GA', desc:'Gabon'})
+CREATE (a3585:country {id:'3585',code:'GM', desc:'Gambia'})
+CREATE (a3586:country {id:'3586',code:'GE', desc:'Georgia'})
+CREATE (a3587:country {id:'3587',code:'GH', desc:'Ghana'})
+CREATE (a3588:country {id:'3588',code:'GI', desc:'Gibraltar'})
+CREATE (a3589:country {id:'3589',code:'GR', desc:'Greece'})
+CREATE (a3590:country {id:'3590',code:'GD', desc:'Grenada'})
+CREATE (a3591:country {id:'3591',code:'GU', desc:'Guam'})
+CREATE (a3592:country {id:'3592',code:'GP', desc:'Guadeloupe'})
+CREATE (a3593:country {id:'3593',code:'GT', desc:'Guatemala'})
+CREATE (a3594:country {id:'3594',code:'GG', desc:'Guernsey'})
+CREATE (a3595:country {id:'3595',code:'GN', desc:'Guinea'})
+CREATE (a3596:country {id:'3596',code:'GW', desc:'Guinea-Bissau'})
+CREATE (a3597:country {id:'3597',code:'GY', desc:'Guyana'})
+CREATE (a3598:country {id:'3598',code:'HT', desc:'Haiti'})
+CREATE (a3599:country {id:'3599',code:'HN', desc:'Honduras'})
+CREATE (a3600:country {id:'3600',code:'HK', desc:'Hong Kong'})
+CREATE (a3601:country {id:'3601',code:'HU', desc:'Hungary'})
+CREATE (a3602:country {id:'3602',code:'IS', desc:'Iceland'})
+CREATE (a3603:country {id:'3603',code:'IN', desc:'India'})
+CREATE (a3604:country {id:'3604',code:'ID', desc:'Indonesia'})
+CREATE (a3605:country {id:'3605',code:'IQ', desc:'Iraq'})
+CREATE (a3606:country {id:'3606',code:'IR', desc:'Iran'})
+CREATE (a3607:country {id:'3607',code:'IE', desc:'Ireland'})
+CREATE (a3608:country {id:'3608',code:'IM', desc:'Isle of Man'})
+CREATE (a3609:country {id:'3609',code:'IL', desc:'Israel'})
+CREATE (a3610:country {id:'3610',code:'IT', desc:'Italy'})
+CREATE (a3611:country {id:'3611',code:'JM', desc:'Jamaica'})
+CREATE (a3612:country {id:'3612',code:'JP', desc:'Japan'})
+CREATE (a3613:country {id:'3613',code:'JE', desc:'Jersey'})
+CREATE (a3614:country {id:'3614',code:'JO', desc:'Jordan'})
+CREATE (a3615:country {id:'3615',code:'KZ', desc:'Kazakhstan'})
+CREATE (a3616:country {id:'3616',code:'KE', desc:'Kenya'})
+CREATE (a3617:country {id:'3617',code:'KI', desc:'Kiribati'})
+CREATE (a3618:country {id:'3618',code:'KS', desc:'Kosovo'})
+CREATE (a3619:country {id:'3619',code:'KW', desc:'Kuwait'})
+CREATE (a3620:country {id:'3620',code:'KG', desc:'Kyrgyzstan'})
+CREATE (a3621:country {id:'3621',code:'LA', desc:'Lao PDR'})
+CREATE (a3622:country {id:'3622',code:'LV', desc:'Latvia'})
+CREATE (a3623:country {id:'3623',code:'LB', desc:'Lebanon'})
+CREATE (a3624:country {id:'3624',code:'LS', desc:'Lesotho'})
+CREATE (a3625:country {id:'3625',code:'LR', desc:'Liberia'})
+CREATE (a3626:country {id:'3626',code:'LY', desc:'Libya'})
+CREATE (a3627:country {id:'3627',code:'LI', desc:'Liechtenstein'})
+CREATE (a3628:country {id:'3628',code:'LT', desc:'Lithuania'})
+CREATE (a3629:country {id:'3629',code:'LU', desc:'Luxembourg'})
+CREATE (a3630:country {id:'3630',code:'MO', desc:'Macau'})
+CREATE (a3631:country {id:'3631',code:'MK', desc:'Macedonia'})
+CREATE (a3632:country {id:'3632',code:'MG', desc:'Madagascar'})
+CREATE (a3633:country {id:'3633',code:'MW', desc:'Malawi'})
+CREATE (a3634:country {id:'3634',code:'MY', desc:'Malaysia'})
+CREATE (a3635:country {id:'3635',code:'ML', desc:'Mali'})
+CREATE (a3636:country {id:'3636',code:'MT', desc:'Malta'})
+CREATE (a3637:country {id:'3637',code:'MV', desc:'Maldives'})
+CREATE (a3638:country {id:'3638',code:'MH', desc:'Marshall Islands'})
+CREATE (a3639:country {id:'3639',code:'MQ', desc:'Martinique'})
+CREATE (a3640:country {id:'3640',code:'MR', desc:'Mauritania'})
+CREATE (a3641:country {id:'3641',code:'MU', desc:'Mauritius'})
+CREATE (a3642:country {id:'3642',code:'YT', desc:'Mayotte'})
+CREATE (a3643:country {id:'3643',code:'MM', desc:'Myanmar'})
+CREATE (a3644:country {id:'3644',code:'MX', desc:'Mexico'})
+CREATE (a3645:country {id:'3645',code:'MC', desc:'Monaco'})
+CREATE (a3646:country {id:'3646',code:'ME', desc:'Montenegro'})
+CREATE (a3647:country {id:'3647',code:'MN', desc:'Mongolia'})
+CREATE (a3648:country {id:'3648',code:'MS', desc:'Montserrat'})
+CREATE (a3649:country {id:'3649',code:'MA', desc:'Morocco'})
+CREATE (a3650:country {id:'3650',code:'MD', desc:'Moldova'})
+CREATE (a3651:country {id:'3651',code:'MZ', desc:'Mozambique'})
+CREATE (a3652:country {id:'3652',code:'NA', desc:'Namibia'})
+CREATE (a3653:country {id:'3653',code:'NR', desc:'Nauru'})
+CREATE (a3654:country {id:'3654',code:'NP', desc:'Nepal'})
+CREATE (a3655:country {id:'3655',code:'NL', desc:'Netherlands'})
+CREATE (a3656:country {id:'3656',code:'NC', desc:'New Caledonia'})
+CREATE (a3657:country {id:'3657',code:'NI', desc:'Nicaragua'})
+CREATE (a3658:country {id:'3658',code:'NE', desc:'Niger'})
+CREATE (a3659:country {id:'3659',code:'NG', desc:'Nigeria'})
+CREATE (a3660:country {id:'3660',code:'NF', desc:'Norfolk Island'})
+CREATE (a3661:country {id:'3661',code:'MP', desc:'Northern Mariana Islands'})
+CREATE (a3662:country {id:'3662',code:'NO', desc:'Norway'})
+CREATE (a3663:country {id:'3663',code:'NZ', desc:'New Zealand'})
+CREATE (a3664:country {id:'3664',code:'OM', desc:'Oman'})
+CREATE (a3665:country {id:'3665',code:'PA', desc:'Panama'})
+CREATE (a3666:country {id:'3666',code:'PK', desc:'Pakistan'})
+CREATE (a3667:country {id:'3667',code:'PG', desc:'Papua New Guinea'})
+CREATE (a3668:country {id:'3668',code:'PY', desc:'Paraguay'})
+CREATE (a3669:country {id:'3669',code:'PW', desc:'Palau'})
+CREATE (a3670:country {id:'3670',code:'PE', desc:'Peru'})
+CREATE (a3671:country {id:'3671',code:'PH', desc:'Philippines'})
+CREATE (a3672:country {id:'3672',code:'PN', desc:'Pitcairn'})
+CREATE (a3673:country {id:'3673',code:'PL', desc:'Poland'})
+CREATE (a3674:country {id:'3674',code:'PT', desc:'Portugal'})
+CREATE (a3675:country {id:'3675',code:'PR', desc:'Puerto Rico'})
+CREATE (a3676:country {id:'3676',code:'QA', desc:'Qatar'})
+CREATE (a3677:country {id:'3677',code:'KR', desc:'Republic of Korea'})
+CREATE (a3678:country {id:'3678',code:'RE', desc:'Reunion'})
+CREATE (a3679:country {id:'3679',code:'RO', desc:'Romania'})
+CREATE (a3680:country {id:'3680',code:'RU', desc:'Russian Federation'})
+CREATE (a3681:country {id:'3681',code:'RW', desc:'Rwanda'})
+CREATE (a3682:country {id:'3682',code:'BL', desc:'Saint-Barthelemy'})
+CREATE (a3683:country {id:'3683',code:'SH', desc:'Saint Helena'})
+CREATE (a3684:country {id:'3684',code:'KN', desc:'Saint Kitts and Nevis'})
+CREATE (a3685:country {id:'3685',code:'LC', desc:'Saint Lucia'})
+CREATE (a3686:country {id:'3686',code:'MF', desc:'Saint-Martin (France)'})
+CREATE (a3687:country {id:'3687',code:'PM', desc:'Saint Pierre and Miquelon'})
+CREATE (a3688:country {id:'3688',code:'VC', desc:'Saint Vincent and Grenadines'})
+CREATE (a3689:country {id:'3689',code:'WS', desc:'Samoa'})
+CREATE (a3690:country {id:'3690',code:'SM', desc:'San Marino'})
+CREATE (a3691:country {id:'3691',code:'ST', desc:'Sao Tome and Principe'})
+CREATE (a3692:country {id:'3692',code:'SA', desc:'Saudi Arabia'})
+CREATE (a3693:country {id:'3693',code:'SR', desc:'Suriname'})
+CREATE (a3694:country {id:'3694',code:'SC', desc:'Seychelles'})
+CREATE (a3695:country {id:'3695',code:'SL', desc:'Sierra Leone'})
+CREATE (a3696:country {id:'3696',code:'SN', desc:'Senegal'})
+CREATE (a3697:country {id:'3697',code:'RS', desc:'Serbia'})
+CREATE (a3698:country {id:'3698',code:'SG', desc:'Singapore'})
+CREATE (a3699:country {id:'3699',code:'SX', desc:'Sint Martin'})
+CREATE (a3700:country {id:'3700',code:'SK', desc:'Slovakia'})
+CREATE (a3701:country {id:'3701',code:'SI', desc:'Slovenia'})
+CREATE (a3702:country {id:'3702',code:'ES', desc:'Spain'})
+CREATE (a3703:country {id:'3703',code:'SO', desc:'Somalia'})
+CREATE (a3704:country {id:'3704',code:'SB', desc:'Solomon Islands'})
+CREATE (a3705:country {id:'3705',code:'ZA', desc:'South Africa'})
+CREATE (a3706:country {id:'3706',code:'SS', desc:'South Sudan'})
+CREATE (a3707:country {id:'3707',code:'LK', desc:'Sri Lanka'})
+CREATE (a3708:country {id:'3708',code:'SD', desc:'Sudan'})
+CREATE (a3709:country {id:'3709',code:'SE', desc:'Sweden'})
+CREATE (a3710:country {id:'3710',code:'SZ', desc:'Swaziland'})
+CREATE (a3711:country {id:'3711',code:'CH', desc:'Switzerland'})
+CREATE (a3712:country {id:'3712',code:'SY', desc:'Syrian Arab Republic'})
+CREATE (a3713:country {id:'3713',code:'TW', desc:'Taiwan'})
+CREATE (a3714:country {id:'3714',code:'TJ', desc:'Tajikistan'})
+CREATE (a3715:country {id:'3715',code:'TZ', desc:'Tanzania'})
+CREATE (a3716:country {id:'3716',code:'TG', desc:'Togo'})
+CREATE (a3717:country {id:'3717',code:'TO', desc:'Tonga'})
+CREATE (a3718:country {id:'3718',code:'TH', desc:'Thailand'})
+CREATE (a3719:country {id:'3719',code:'TL', desc:'Timor-Leste'})
+CREATE (a3720:country {id:'3720',code:'TT', desc:'Trinidad and Tobago'})
+CREATE (a3721:country {id:'3721',code:'TN', desc:'Tunisia'})
+CREATE (a3722:country {id:'3722',code:'TR', desc:'Turkey'})
+CREATE (a3723:country {id:'3723',code:'TM', desc:'Turkmenistan'})
+CREATE (a3724:country {id:'3724',code:'TC', desc:'Turks and Caicos Islands'})
+CREATE (a3725:country {id:'3725',code:'TV', desc:'Tuvalu'})
+CREATE (a3726:country {id:'3726',code:'UG', desc:'Uganda'})
+CREATE (a3727:country {id:'3727',code:'UA', desc:'Ukraine'})
+CREATE (a3728:country {id:'3728',code:'UK', desc:'United Kingdom'})
+CREATE (a3729:country {id:'3729',code:'AE', desc:'United Arab Emirates'})
+CREATE (a3730:country {id:'3730',code:'US', desc:'United States'})
+CREATE (a3731:country {id:'3731',code:'UY', desc:'Uruguay'})
+CREATE (a3732:country {id:'3732',code:'UZ', desc:'Uzbekistan'})
+CREATE (a3733:country {id:'3733',code:'VU', desc:'Vanuatu'})
+CREATE (a3734:country {id:'3734',code:'VE', desc:'Venezuela'})
+CREATE (a3735:country {id:'3735',code:'VI', desc:'Virgin Islands (US)'})
+CREATE (a3736:country {id:'3736',code:'VN', desc:'Viet Nam'})
+CREATE (a3737:country {id:'3737',code:'WF', desc:'Wallis and Futuna Islands'})
+CREATE (a3738:country {id:'3738',code:'EH', desc:'Western Sahara'})
+CREATE (a3739:country {id:'3739',code:'YE', desc:'Yemen'})
+CREATE (a3740:country {id:'3740',code:'ZM', desc:'Zambia'})
+CREATE (a3741:country {id:'3741',code:'ZW', desc:'Zimbabwe'})
+
+//Continents
+CREATE (a3742:continent {id:'3742',code:'EU', desc:'Europe'})
+CREATE (a3743:continent {id:'3743',code:'AF', desc:'Africa'})
+CREATE (a3744:continent {id:'3744',code:'NA', desc:'North America'})
+CREATE (a3745:continent {id:'3745',code:'SA', desc:'South America'})
+CREATE (a3746:continent {id:'3746',code:'AS', desc:'Asia'})
+CREATE (a3747:continent {id:'3747',code:'OC', desc:'Oceania'})
+CREATE (a3748:continent {id:'3748',code:'AN', desc:'Antarctica'})
+
+//Version
+CREATE (v:version {id:'0',code:'0.89',date:'2022-Aug-29',author:'Kelvin R. Lawrence',desc:'Air Routes Data - Version: 0.89 Generated: 2023-11-07 00:04:34 UTC'})
+
+//Routes
+CREATE
+(a1)-[:route {id: '3749', dist: 809}]->(a3),
+(a1)-[:route {id: '3750', dist: 214}]->(a4),
+(a1)-[:route {id: '3751', dist: 945}]->(a5),
+(a1)-[:route {id: '3752', dist: 576}]->(a6),
+(a1)-[:route {id: '3753', dist: 546}]->(a7),
+(a1)-[:route {id: '3754', dist: 729}]->(a8),
+(a1)-[:route {id: '3755', dist: 581}]->(a9),
+(a1)-[:route {id: '3756', dist: 533}]->(a10),
+(a1)-[:route {id: '3757', dist: 688}]->(a11),
+(a1)-[:route {id: '3758', dist: 759}]->(a12),
+(a1)-[:route {id: '3759', dist: 1941}]->(a13),
+(a1)-[:route {id: '3760', dist: 761}]->(a14),
+(a1)-[:route {id: '3761', dist: 404}]->(a15),
+(a1)-[:route {id: '3762', dist: 596}]->(a16),
+(a1)-[:route {id: '3763', dist: 906}]->(a17),
+(a1)-[:route {id: '3764', dist: 606}]->(a18),
+(a1)-[:route {id: '3765', dist: 546}]->(a19),
+(a1)-[:route {id: '3766', dist: 1580}]->(a20),
+(a1)-[:route {id: '3767', dist: 356}]->(a21),
+(a1)-[:route {id: '3768', dist: 2180}]->(a22),
+(a1)-[:route {id: '3769', dist: 2130}]->(a23),
+(a1)-[:route {id: '3770', dist: 2110}]->(a24),
+(a1)-[:route {id: '3771', dist: 406}]->(a25),
+(a1)-[:route {id: '3772', dist: 1890}]->(a26),
+(a1)-[:route {id: '3773', dist: 2460}]->(a27),
+(a1)-[:route {id: '3774', dist: 1910}]->(a28),
+(a1)-[:route {id: '3775', dist: 1590}]->(a29),
+(a1)-[:route {id: '3776', dist: 1740}]->(a30),
+(a1)-[:route {id: '3777', dist: 1200}]->(a31),
+(a1)-[:route {id: '3778', dist: 780}]->(a32),
+(a1)-[:route {id: '3779', dist: 872}]->(a33),
+(a1)-[:route {id: '3780', dist: 424}]->(a34),
+(a1)-[:route {id: '3781', dist: 745}]->(a35),
+(a1)-[:route {id: '3782', dist: 694}]->(a36),
+(a1)-[:route {id: '3783', dist: 4502}]->(a37),
+(a1)-[:route {id: '3784', dist: 693}]->(a38),
+(a1)-[:route {id: '3785', dist: 1279}]->(a39),
+(a1)-[:route {id: '3786', dist: 1550}]->(a40),
+(a1)-[:route {id: '3787', dist: 556}]->(a41),
+(a1)-[:route {id: '3788', dist: 2124}]->(a42),
+(a1)-[:route {id: '3789', dist: 1540}]->(a43),
+(a1)-[:route {id: '3790', dist: 667}]->(a45),
+(a1)-[:route {id: '3791', dist: 596}]->(a46),
+(a2)-[:route {id: '3792', dist: 3030}]->(a8),
+(a2)-[:route {id: '3793', dist: 3260}]->(a11),
+(a2)-[:route {id: '3794', dist: 2340}]->(a13),
+(a2)-[:route {id: '3795', dist: 2519}]->(a17),
+(a2)-[:route {id: '3796', dist: 2840}]->(a18),
+(a2)-[:route {id: '3797', dist: 2547}]->(a20),
+(a2)-[:route {id: '3798', dist: 1440}]->(a22),
+(a2)-[:route {id: '3799', dist: 2010}]->(a23),
+(a2)-[:route {id: '3800', dist: 2360}]->(a27),
+(a2)-[:route {id: '3801', dist: 2304}]->(a30),
+(a2)-[:route {id: '3802', dist: 2400}]->(a31),
+(a2)-[:route {id: '3803', dist: 2778}]->(a37),
+(a3)-[:route {id: '3804', dist: 809}]->(a1),
+(a3)-[:route {id: '3805', dist: 755}]->(a4),
+(a3)-[:route {id: '3806', dist: 1690}]->(a5),
+(a3)-[:route {id: '3807', dist: 1339}]->(a6),
+(a3)-[:route {id: '3808', dist: 1313}]->(a7),
+(a3)-[:route {id: '3809', dist: 190}]->(a8),
+(a3)-[:route {id: '3810', dist: 1110}]->(a9),
+(a3)-[:route {id: '3811', dist: 1294}]->(a10),
+(a3)-[:route {id: '3812', dist: 142}]->(a11),
+(a3)-[:route {id: '3813', dist: 1520}]->(a12),
+(a3)-[:route {id: '3814', dist: 1230}]->(a13),
+(a3)-[:route {id: '3815', dist: 994}]->(a15),
+(a3)-[:route {id: '3816', dist: 1101}]->(a16),
+(a3)-[:route {id: '3817', dist: 1040}]->(a17),
+(a3)-[:route {id: '3818', dist: 973}]->(a18),
+(a3)-[:route {id: '3819', dist: 866}]->(a20),
+(a3)-[:route {id: '3820', dist: 1159}]->(a21),
+(a3)-[:route {id: '3821', dist: 1768}]->(a22),
+(a3)-[:route {id: '3822', dist: 1500}]->(a23),
+(a3)-[:route {id: '3823', dist: 1476}]->(a24),
+(a3)-[:route {id: '3824', dist: 925}]->(a25),
+(a3)-[:route {id: '3825', dist: 1160}]->(a26),
+(a3)-[:route {id: '3826', dist: 1220}]->(a27),
+(a3)-[:route {id: '3827', dist: 1206}]->(a28),
+(a3)-[:route {id: '3828', dist: 1080}]->(a29),
+(a3)-[:route {id: '3829', dist: 1080}]->(a30),
+(a3)-[:route {id: '3830', dist: 768}]->(a31),
+(a3)-[:route {id: '3831', dist: 66}]->(a33),
+(a3)-[:route {id: '3832', dist: 3755}]->(a37),
+(a3)-[:route {id: '3833', dist: 444}]->(a34),
+(a3)-[:route {id: '3834', dist: 1500}]->(a35),
+(a3)-[:route {id: '3835', dist: 152}]->(a38),
+(a3)-[:route {id: '3836', dist: 527}]->(a39),
+(a3)-[:route {id: '3837', dist: 1173}]->(a41),
+(a3)-[:route {id: '3838', dist: 1493}]->(a42),
+(a3)-[:route {id: '3839', dist: 795}]->(a43),
+(a3)-[:route {id: '3840', dist: 1430}]->(a45),
+(a3)-[:route {id: '3841', dist: 1140}]->(a46),
+(a4)-[:route {id: '3842', dist: 214}]->(a1),
+(a4)-[:route {id: '3843', dist: 755}]->(a3),
+(a4)-[:route {id: '3844', dist: 939}]->(a5),
+(a4)-[:route {id: '3845', dist: 586}]->(a6),
+(a4)-[:route {id: '3846', dist: 560}]->(a7),
+(a4)-[:route {id: '3847', dist: 630}]->(a8),
+(a4)-[:route {id: '3848', dist: 793}]->(a9),
+(a4)-[:route {id: '3849', dist: 540}]->(a10),
+(a4)-[:route {id: '3850', dist: 657}]->(a11),
+(a4)-[:route {id: '3851', dist: 763}]->(a12),
+(a4)-[:route {id: '3852', dist: 1790}]->(a13),
+(a4)-[:route {id: '3853', dist: 762}]->(a14),
+(a4)-[:route {id: '3854', dist: 616}]->(a15),
+(a4)-[:route {id: '3855', dist: 806}]->(a16),
+(a4)-[:route {id: '3856', dist: 694}]->(a17),
+(a4)-[:route {id: '3857', dist: 409}]->(a18),
+(a4)-[:route {id: '3858', dist: 1444}]->(a20),
+(a4)-[:route {id: '3859', dist: 441}]->(a21),
+(a4)-[:route {id: '3860', dist: 1972}]->(a22),
+(a4)-[:route {id: '3861', dist: 1963}]->(a23),
+(a4)-[:route {id: '3862', dist: 612}]->(a25),
+(a4)-[:route {id: '3863', dist: 1746}]->(a26),
+(a4)-[:route {id: '3864', dist: 1400}]->(a29),
+(a4)-[:route {id: '3865', dist: 1582}]->(a30),
+(a4)-[:route {id: '3866', dist: 1010}]->(a31),
+(a4)-[:route {id: '3867', dist: 820}]->(a33),
+(a4)-[:route {id: '3868', dist: 471}]->(a34),
+(a4)-[:route {id: '3869', dist: 745}]->(a35),
+(a4)-[:route {id: '3870', dist: 481}]->(a36),
+(a4)-[:route {id: '3871', dist: 669}]->(a38),
+(a4)-[:route {id: '3872', dist: 448}]->(a41),
+(a4)-[:route {id: '3873', dist: 1953}]->(a42),
+(a4)-[:route {id: '3874', dist: 674}]->(a45),
+(a4)-[:route {id: '3875', dist: 456}]->(a46),
+(a5)-[:route {id: '3876', dist: 945}]->(a1),
+(a5)-[:route {id: '3877', dist: 1690}]->(a3),
+(a5)-[:route {id: '3878', dist: 939}]->(a4),
+(a5)-[:route {id: '3879', dist: 368}]->(a6),
+(a5)-[:route {id: '3880', dist: 398}]->(a7),
+(a5)-[:route {id: '3881', dist: 1560}]->(a8),
+(a5)-[:route {id: '3882', dist: 1240}]->(a9),
+(a5)-[:route {id: '3883', dist: 411}]->(a10),
+(a5)-[:route {id: '3884', dist: 1590}]->(a11),
+(a5)-[:route {id: '3885', dist: 186}]->(a12),
+(a5)-[:route {id: '3886', dist: 2600}]->(a13),
+(a5)-[:route {id: '3887', dist: 184}]->(a14),
+(a5)-[:route {id: '3888', dist: 1120}]->(a15),
+(a5)-[:route {id: '3889', dist: 1260}]->(a16),
+(a5)-[:route {id: '3890', dist: 1120}]->(a17),
+(a5)-[:route {id: '3891', dist: 863}]->(a18),
+(a5)-[:route {id: '3892', dist: 1200}]->(a19),
+(a5)-[:route {id: '3893', dist: 2290}]->(a20),
+(a5)-[:route {id: '3894', dist: 612}]->(a21),
+(a5)-[:route {id: '3895', dist: 2490}]->(a22),
+(a5)-[:route {id: '3896', dist: 2700}]->(a23),
+(a5)-[:route {id: '3897', dist: 2680}]->(a24),
+(a5)-[:route {id: '3898', dist: 1180}]->(a25),
+(a5)-[:route {id: '3899', dist: 2580}]->(a26),
+(a5)-[:route {id: '3900', dist: 2590}]->(a27),
+(a5)-[:route {id: '3901', dist: 2100}]->(a29),
+(a5)-[:route {id: '3902', dist: 2370}]->(a30),
+(a5)-[:route {id: '3903', dist: 1750}]->(a31),
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+(a3502)-[:route {id: '54178', dist: 589}]->(a638),
+(a3502)-[:route {id: '54179', dist: 156}]->(a2238),
+(a3502)-[:route {id: '54180', dist: 300}]->(a3498),
+(a3502)-[:route {id: '54181', dist: 107}]->(a3499),
+(a3502)-[:route {id: '54182', dist: 155}]->(a3500),
+(a3503)-[:route {id: '54183', dist: 3969}]->(a12),
+(a3503)-[:route {id: '54184', dist: 5803}]->(a13),
+(a3503)-[:route {id: '54185', dist: 4976}]->(a16),
+(a3503)-[:route {id: '54186', dist: 4413}]->(a18),
+(a3503)-[:route {id: '54187', dist: 5674}]->(a23),
+(a3503)-[:route {id: '54188', dist: 3981}]->(a35),
+(a3503)-[:route {id: '54189', dist: 4061}]->(a45),
+(a3503)-[:route {id: '54190', dist: 4039}]->(a47),
+(a3503)-[:route {id: '54191', dist: 598}]->(a49),
+(a3503)-[:route {id: '54192', dist: 592}]->(a50),
+(a3503)-[:route {id: '54193', dist: 533}]->(a51),
+(a3503)-[:route {id: '54194', dist: 270}]->(a52),
+(a3503)-[:route {id: '54195', dist: 700}]->(a53),
+(a3503)-[:route {id: '54196', dist: 6161}]->(a56),
+(a3503)-[:route {id: '54197', dist: 825}]->(a60),
+(a3503)-[:route {id: '54198', dist: 4568}]->(a64),
+(a3503)-[:route {id: '54199', dist: 733}]->(a68),
+(a3503)-[:route {id: '54200', dist: 370}]->(a70),
+(a3503)-[:route {id: '54201', dist: 161}]->(a72),
+(a3503)-[:route {id: '54202', dist: 935}]->(a73),
+(a3503)-[:route {id: '54203', dist: 1150}]->(a74),
+(a3503)-[:route {id: '54204', dist: 324}]->(a75),
+(a3503)-[:route {id: '54205', dist: 405}]->(a76),
+(a3503)-[:route {id: '54206', dist: 539}]->(a77),
+(a3503)-[:route {id: '54207', dist: 401}]->(a79),
+(a3503)-[:route {id: '54208', dist: 289}]->(a80),
+(a3503)-[:route {id: '54209', dist: 661}]->(a84),
+(a3503)-[:route {id: '54210', dist: 293}]->(a87),
+(a3503)-[:route {id: '54211', dist: 369}]->(a89),
+(a3503)-[:route {id: '54212', dist: 478}]->(a90),
+(a3503)-[:route {id: '54213', dist: 940}]->(a91),
+(a3503)-[:route {id: '54214', dist: 548}]->(a92),
+(a3503)-[:route {id: '54215', dist: 530}]->(a93),
+(a3503)-[:route {id: '54216', dist: 564}]->(a94),
+(a3503)-[:route {id: '54217', dist: 623}]->(a95),
+(a3503)-[:route {id: '54218', dist: 724}]->(a96),
+(a3503)-[:route {id: '54219', dist: 763}]->(a97),
+(a3503)-[:route {id: '54220', dist: 685}]->(a98),
+(a3503)-[:route {id: '54221', dist: 1009}]->(a102),
+(a3503)-[:route {id: '54222', dist: 992}]->(a103),
+(a3503)-[:route {id: '54223', dist: 2722}]->(a106),
+(a3503)-[:route {id: '54224', dist: 550}]->(a107),
+(a3503)-[:route {id: '54225', dist: 669}]->(a108),
+(a3503)-[:route {id: '54226', dist: 514}]->(a109),
+(a3503)-[:route {id: '54227', dist: 1117}]->(a110),
+(a3503)-[:route {id: '54228', dist: 473}]->(a111),
+(a3503)-[:route {id: '54229', dist: 426}]->(a112),
+(a3503)-[:route {id: '54230', dist: 1185}]->(a113),
+(a3503)-[:route {id: '54231', dist: 983}]->(a114),
+(a3503)-[:route {id: '54232', dist: 1099}]->(a115),
+(a3503)-[:route {id: '54233', dist: 971}]->(a116),
+(a3503)-[:route {id: '54234', dist: 1561}]->(a139),
+(a3503)-[:route {id: '54235', dist: 315}]->(a140),
+(a3503)-[:route {id: '54236', dist: 1142}]->(a141),
+(a3503)-[:route {id: '54237', dist: 811}]->(a142),
+(a3503)-[:route {id: '54238', dist: 607}]->(a143),
+(a3503)-[:route {id: '54239', dist: 1785}]->(a144),
+(a3503)-[:route {id: '54240', dist: 1767}]->(a146),
+(a3503)-[:route {id: '54241', dist: 1048}]->(a161),
+(a3503)-[:route {id: '54242', dist: 2882}]->(a164),
+(a3503)-[:route {id: '54243', dist: 317}]->(a168),
+(a3503)-[:route {id: '54244', dist: 591}]->(a169),
+(a3503)-[:route {id: '54245', dist: 795}]->(a170),
+(a3503)-[:route {id: '54246', dist: 618}]->(a171),
+(a3503)-[:route {id: '54247', dist: 563}]->(a172),
+(a3503)-[:route {id: '54248', dist: 552}]->(a173),
+(a3503)-[:route {id: '54249', dist: 497}]->(a175),
+(a3503)-[:route {id: '54250', dist: 764}]->(a176),
+(a3503)-[:route {id: '54251', dist: 227}]->(a177),
+(a3503)-[:route {id: '54252', dist: 370}]->(a179),
+(a3503)-[:route {id: '54253', dist: 298}]->(a198),
+(a3503)-[:route {id: '54254', dist: 1432}]->(a202),
+(a3503)-[:route {id: '54255', dist: 589}]->(a206),
+(a3503)-[:route {id: '54256', dist: 1510}]->(a217),
+(a3503)-[:route {id: '54257', dist: 2246}]->(a228),
+(a3503)-[:route {id: '54258', dist: 1024}]->(a230),
+(a3503)-[:route {id: '54259', dist: 522}]->(a248),
+(a3503)-[:route {id: '54260', dist: 1393}]->(a251),
+(a3503)-[:route {id: '54261', dist: 2029}]->(a252),
+(a3503)-[:route {id: '54262', dist: 637}]->(a253),
+(a3503)-[:route {id: '54263', dist: 1358}]->(a255),
+(a3503)-[:route {id: '54264', dist: 719}]->(a257),
+(a3503)-[:route {id: '54265', dist: 1311}]->(a259),
+(a3503)-[:route {id: '54266', dist: 695}]->(a260),
+(a3503)-[:route {id: '54267', dist: 647}]->(a261),
+(a3503)-[:route {id: '54268', dist: 353}]->(a274),
+(a3503)-[:route {id: '54269', dist: 1395}]->(a275),
+(a3503)-[:route {id: '54270', dist: 425}]->(a276),
+(a3503)-[:route {id: '54271', dist: 713}]->(a279),
+(a3503)-[:route {id: '54272', dist: 544}]->(a284),
+(a3503)-[:route {id: '54273', dist: 1818}]->(a286),
+(a3503)-[:route {id: '54274', dist: 632}]->(a287),
+(a3503)-[:route {id: '54275', dist: 653}]->(a302),
+(a3503)-[:route {id: '54276', dist: 984}]->(a318),
+(a3503)-[:route {id: '54277', dist: 624}]->(a319),
+(a3503)-[:route {id: '54278', dist: 516}]->(a327),
+(a3503)-[:route {id: '54279', dist: 597}]->(a328),
+(a3503)-[:route {id: '54280', dist: 726}]->(a329),
+(a3503)-[:route {id: '54281', dist: 787}]->(a330),
+(a3503)-[:route {id: '54282', dist: 1680}]->(a332),
+(a3503)-[:route {id: '54283', dist: 1680}]->(a336),
+(a3503)-[:route {id: '54284', dist: 1485}]->(a338),
+(a3503)-[:route {id: '54285', dist: 1180}]->(a340),
+(a3503)-[:route {id: '54286', dist: 761}]->(a342),
+(a3503)-[:route {id: '54287', dist: 497}]->(a343),
+(a3503)-[:route {id: '54288', dist: 820}]->(a346),
+(a3503)-[:route {id: '54289', dist: 367}]->(a433),
+(a3503)-[:route {id: '54290', dist: 642}]->(a451),
+(a3503)-[:route {id: '54291', dist: 318}]->(a453),
+(a3503)-[:route {id: '54292', dist: 1262}]->(a454),
+(a3503)-[:route {id: '54293', dist: 771}]->(a455),
+(a3503)-[:route {id: '54294', dist: 464}]->(a460),
+(a3503)-[:route {id: '54295', dist: 1342}]->(a462),
+(a3503)-[:route {id: '54296', dist: 602}]->(a463),
+(a3503)-[:route {id: '54297', dist: 762}]->(a471),
+(a3503)-[:route {id: '54298', dist: 823}]->(a475),
+(a3503)-[:route {id: '54299', dist: 807}]->(a476),
+(a3503)-[:route {id: '54300', dist: 314}]->(a482),
+(a3503)-[:route {id: '54301', dist: 2166}]->(a484),
+(a3503)-[:route {id: '54302', dist: 2129}]->(a485),
+(a3503)-[:route {id: '54303', dist: 2280}]->(a486),
+(a3503)-[:route {id: '54304', dist: 1915}]->(a487),
+(a3503)-[:route {id: '54305', dist: 1797}]->(a488),
+(a3503)-[:route {id: '54306', dist: 2031}]->(a491),
+(a3503)-[:route {id: '54307', dist: 1997}]->(a492),
+(a3503)-[:route {id: '54308', dist: 1536}]->(a494),
+(a3503)-[:route {id: '54309', dist: 704}]->(a500),
+(a3503)-[:route {id: '54310', dist: 750}]->(a502),
+(a3503)-[:route {id: '54311', dist: 1309}]->(a504),
+(a3503)-[:route {id: '54312', dist: 1041}]->(a505),
+(a3503)-[:route {id: '54313', dist: 934}]->(a507),
+(a3503)-[:route {id: '54314', dist: 933}]->(a510),
+(a3503)-[:route {id: '54315', dist: 791}]->(a511),
+(a3503)-[:route {id: '54316', dist: 1033}]->(a512),
+(a3503)-[:route {id: '54317', dist: 981}]->(a513),
+(a3503)-[:route {id: '54318', dist: 815}]->(a514),
+(a3503)-[:route {id: '54319', dist: 1173}]->(a516),
+(a3503)-[:route {id: '54320', dist: 1312}]->(a517),
+(a3503)-[:route {id: '54321', dist: 1086}]->(a519),
+(a3503)-[:route {id: '54322', dist: 1136}]->(a521),
+(a3503)-[:route {id: '54323', dist: 609}]->(a522),
+(a3503)-[:route {id: '54324', dist: 226}]->(a532),
+(a3503)-[:route {id: '54325', dist: 548}]->(a535),
+(a3503)-[:route {id: '54326', dist: 246}]->(a541),
+(a3503)-[:route {id: '54327', dist: 318}]->(a542),
+(a3503)-[:route {id: '54328', dist: 2288}]->(a544),
+(a3503)-[:route {id: '54329', dist: 881}]->(a550),
+(a3503)-[:route {id: '54330', dist: 1203}]->(a553),
+(a3503)-[:route {id: '54331', dist: 940}]->(a554),
+(a3503)-[:route {id: '54332', dist: 428}]->(a555),
+(a3503)-[:route {id: '54333', dist: 1408}]->(a557),
+(a3503)-[:route {id: '54334', dist: 1637}]->(a566),
+(a3503)-[:route {id: '54335', dist: 507}]->(a653),
+(a3503)-[:route {id: '54336', dist: 913}]->(a726),
+(a3503)-[:route {id: '54337', dist: 495}]->(a786),
+(a3503)-[:route {id: '54338', dist: 518}]->(a789),
+(a3503)-[:route {id: '54339', dist: 578}]->(a790),
+(a3503)-[:route {id: '54340', dist: 494}]->(a793),
+(a3503)-[:route {id: '54341', dist: 1285}]->(a796),
+(a3503)-[:route {id: '54342', dist: 248}]->(a798),
+(a3503)-[:route {id: '54343', dist: 371}]->(a799),
+(a3503)-[:route {id: '54344', dist: 275}]->(a800),
+(a3503)-[:route {id: '54345', dist: 1438}]->(a803),
+(a3503)-[:route {id: '54346', dist: 382}]->(a805),
+(a3503)-[:route {id: '54347', dist: 783}]->(a808),
+(a3503)-[:route {id: '54348', dist: 742}]->(a809),
+(a3503)-[:route {id: '54349', dist: 813}]->(a824),
+(a3503)-[:route {id: '54350', dist: 1156}]->(a835),
+(a3503)-[:route {id: '54351', dist: 926}]->(a856),
+(a3503)-[:route {id: '54352', dist: 1680}]->(a860),
+(a3503)-[:route {id: '54353', dist: 1009}]->(a1213),
+(a3503)-[:route {id: '54354', dist: 848}]->(a1215),
+(a3503)-[:route {id: '54355', dist: 932}]->(a1216),
+(a3503)-[:route {id: '54356', dist: 575}]->(a1218),
+(a3503)-[:route {id: '54357', dist: 2153}]->(a1221),
+(a3503)-[:route {id: '54358', dist: 398}]->(a1223),
+(a3503)-[:route {id: '54359', dist: 631}]->(a1224),
+(a3503)-[:route {id: '54360', dist: 723}]->(a1225),
+(a3503)-[:route {id: '54361', dist: 486}]->(a1230),
+(a3503)-[:route {id: '54362', dist: 836}]->(a1233),
+(a3503)-[:route {id: '54363', dist: 542}]->(a1236),
+(a3503)-[:route {id: '54364', dist: 336}]->(a1265),
+(a3503)-[:route {id: '54365', dist: 1066}]->(a1308),
+(a3503)-[:route {id: '54366', dist: 606}]->(a1387),
+(a3503)-[:route {id: '54367', dist: 741}]->(a1390),
+(a3503)-[:route {id: '54368', dist: 295}]->(a1397),
+(a3503)-[:route {id: '54369', dist: 345}]->(a1419),
+(a3503)-[:route {id: '54370', dist: 263}]->(a1432),
+(a3503)-[:route {id: '54371', dist: 825}]->(a1652),
+(a3503)-[:route {id: '54372', dist: 355}]->(a1731),
+(a3503)-[:route {id: '54373', dist: 297}]->(a1924),
+(a3503)-[:route {id: '54374', dist: 812}]->(a1928),
+(a3503)-[:route {id: '54375', dist: 597}]->(a2130),
+(a3503)-[:route {id: '54376', dist: 1496}]->(a2138),
+(a3503)-[:route {id: '54377', dist: 1574}]->(a2139),
+(a3503)-[:route {id: '54378', dist: 1915}]->(a2295),
+(a3503)-[:route {id: '54379', dist: 1515}]->(a2652),
+(a3503)-[:route {id: '54380', dist: 338}]->(a2679),
+(a3503)-[:route {id: '54381', dist: 733}]->(a3237),
+(a3503)-[:route {id: '54382', dist: 1893}]->(a3277),
+(a3503)-[:route {id: '54383', dist: 1324}]->(a3308),
+(a3503)-[:route {id: '54384', dist: 1394}]->(a3312),
+(a3504)-[:route {id: '54385', dist: 289}]->(a157)
+
+//Country and Continent contains Airport
+CREATE
+(a3730)-[:contains {id: '54386'}]->(a1),
+(a3744)-[:contains {id: '54387'}]->(a1),
+(a3730)-[:contains {id: '54388'}]->(a2),
+(a3744)-[:contains {id: '54389'}]->(a2),
+(a3730)-[:contains {id: '54390'}]->(a3),
+(a3744)-[:contains {id: '54391'}]->(a3),
+(a3730)-[:contains {id: '54392'}]->(a4),
+(a3744)-[:contains {id: '54393'}]->(a4),
+(a3730)-[:contains {id: '54394'}]->(a5),
+(a3744)-[:contains {id: '54395'}]->(a5),
+(a3730)-[:contains {id: '54396'}]->(a6),
+(a3744)-[:contains {id: '54397'}]->(a6),
+(a3730)-[:contains {id: '54398'}]->(a7),
+(a3744)-[:contains {id: '54399'}]->(a7),
+(a3730)-[:contains {id: '54400'}]->(a8),
+(a3744)-[:contains {id: '54401'}]->(a8),
+(a3730)-[:contains {id: '54402'}]->(a9),
+(a3744)-[:contains {id: '54403'}]->(a9),
+(a3730)-[:contains {id: '54404'}]->(a10),
+(a3744)-[:contains {id: '54405'}]->(a10),
+(a3730)-[:contains {id: '54406'}]->(a11),
+(a3744)-[:contains {id: '54407'}]->(a11),
+(a3730)-[:contains {id: '54408'}]->(a12),
+(a3744)-[:contains {id: '54409'}]->(a12),
+(a3730)-[:contains {id: '54410'}]->(a13),
+(a3744)-[:contains {id: '54411'}]->(a13),
+(a3730)-[:contains {id: '54412'}]->(a14),
+(a3744)-[:contains {id: '54413'}]->(a14),
+(a3730)-[:contains {id: '54414'}]->(a15),
+(a3744)-[:contains {id: '54415'}]->(a15),
+(a3730)-[:contains {id: '54416'}]->(a16),
+(a3744)-[:contains {id: '54417'}]->(a16),
+(a3730)-[:contains {id: '54418'}]->(a17),
+(a3744)-[:contains {id: '54419'}]->(a17),
+(a3730)-[:contains {id: '54420'}]->(a18),
+(a3744)-[:contains {id: '54421'}]->(a18),
+(a3730)-[:contains {id: '54422'}]->(a19),
+(a3744)-[:contains {id: '54423'}]->(a19),
+(a3730)-[:contains {id: '54424'}]->(a20),
+(a3744)-[:contains {id: '54425'}]->(a20),
+(a3730)-[:contains {id: '54426'}]->(a21),
+(a3744)-[:contains {id: '54427'}]->(a21),
+(a3730)-[:contains {id: '54428'}]->(a22),
+(a3744)-[:contains {id: '54429'}]->(a22),
+(a3730)-[:contains {id: '54430'}]->(a23),
+(a3744)-[:contains {id: '54431'}]->(a23),
+(a3730)-[:contains {id: '54432'}]->(a24),
+(a3744)-[:contains {id: '54433'}]->(a24),
+(a3730)-[:contains {id: '54434'}]->(a25),
+(a3744)-[:contains {id: '54435'}]->(a25),
+(a3730)-[:contains {id: '54436'}]->(a26),
+(a3744)-[:contains {id: '54437'}]->(a26),
+(a3730)-[:contains {id: '54438'}]->(a27),
+(a3744)-[:contains {id: '54439'}]->(a27),
+(a3730)-[:contains {id: '54440'}]->(a28),
+(a3744)-[:contains {id: '54441'}]->(a28),
+(a3730)-[:contains {id: '54442'}]->(a29),
+(a3744)-[:contains {id: '54443'}]->(a29),
+(a3730)-[:contains {id: '54444'}]->(a30),
+(a3744)-[:contains {id: '54445'}]->(a30),
+(a3730)-[:contains {id: '54446'}]->(a31),
+(a3744)-[:contains {id: '54447'}]->(a31),
+(a3730)-[:contains {id: '54448'}]->(a32),
+(a3744)-[:contains {id: '54449'}]->(a32),
+(a3730)-[:contains {id: '54450'}]->(a33),
+(a3744)-[:contains {id: '54451'}]->(a33),
+(a3730)-[:contains {id: '54452'}]->(a34),
+(a3744)-[:contains {id: '54453'}]->(a34),
+(a3730)-[:contains {id: '54454'}]->(a35),
+(a3744)-[:contains {id: '54455'}]->(a35),
+(a3730)-[:contains {id: '54456'}]->(a36),
+(a3744)-[:contains {id: '54457'}]->(a36),
+(a3730)-[:contains {id: '54458'}]->(a37),
+(a3744)-[:contains {id: '54459'}]->(a37),
+(a3730)-[:contains {id: '54460'}]->(a38),
+(a3744)-[:contains {id: '54461'}]->(a38),
+(a3730)-[:contains {id: '54462'}]->(a39),
+(a3744)-[:contains {id: '54463'}]->(a39),
+(a3675)-[:contains {id: '54464'}]->(a40),
+(a3744)-[:contains {id: '54465'}]->(a40),
+(a3730)-[:contains {id: '54466'}]->(a41),
+(a3744)-[:contains {id: '54467'}]->(a41),
+(a3730)-[:contains {id: '54468'}]->(a42),
+(a3744)-[:contains {id: '54469'}]->(a42),
+(a3730)-[:contains {id: '54470'}]->(a43),
+(a3744)-[:contains {id: '54471'}]->(a43),
+(a3730)-[:contains {id: '54472'}]->(a44),
+(a3744)-[:contains {id: '54473'}]->(a44),
+(a3730)-[:contains {id: '54474'}]->(a45),
+(a3744)-[:contains {id: '54475'}]->(a45),
+(a3730)-[:contains {id: '54476'}]->(a46),
+(a3744)-[:contains {id: '54477'}]->(a46),
+(a3542)-[:contains {id: '54478'}]->(a47),
+(a3744)-[:contains {id: '54479'}]->(a47),
+(a3542)-[:contains {id: '54480'}]->(a48),
+(a3744)-[:contains {id: '54481'}]->(a48),
+(a3728)-[:contains {id: '54482'}]->(a49),
+(a3742)-[:contains {id: '54483'}]->(a49),
+(a3728)-[:contains {id: '54484'}]->(a50),
+(a3742)-[:contains {id: '54485'}]->(a50),
+(a3581)-[:contains {id: '54486'}]->(a51),
+(a3742)-[:contains {id: '54487'}]->(a51),
+(a3567)-[:contains {id: '54488'}]->(a52),
+(a3742)-[:contains {id: '54489'}]->(a52),
+(a3580)-[:contains {id: '54490'}]->(a53),
+(a3742)-[:contains {id: '54491'}]->(a53),
+(a3612)-[:contains {id: '54492'}]->(a54),
+(a3746)-[:contains {id: '54493'}]->(a54),
+(a3517)-[:contains {id: '54494'}]->(a55),
+(a3747)-[:contains {id: '54495'}]->(a55),
+(a3698)-[:contains {id: '54496'}]->(a56),
+(a3746)-[:contains {id: '54497'}]->(a56),
+(a3517)-[:contains {id: '54498'}]->(a57),
+(a3747)-[:contains {id: '54499'}]->(a57),
+(a3729)-[:contains {id: '54500'}]->(a58),
+(a3746)-[:contains {id: '54501'}]->(a58),
+(a3603)-[:contains {id: '54502'}]->(a59),
+(a3746)-[:contains {id: '54503'}]->(a59),
+(a3607)-[:contains {id: '54504'}]->(a60),
+(a3742)-[:contains {id: '54505'}]->(a60),
+(a3600)-[:contains {id: '54506'}]->(a61),
+(a3746)-[:contains {id: '54507'}]->(a61),
+(a3517)-[:contains {id: '54508'}]->(a62),
+(a3747)-[:contains {id: '54509'}]->(a62),
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+(a3675)-[:contains {id: '61302'}]->(a3459),
+(a3744)-[:contains {id: '61303'}]->(a3459),
+(a3547)-[:contains {id: '61304'}]->(a3460),
+(a3746)-[:contains {id: '61305'}]->(a3460),
+(a3547)-[:contains {id: '61306'}]->(a3461),
+(a3746)-[:contains {id: '61307'}]->(a3461),
+(a3547)-[:contains {id: '61308'}]->(a3462),
+(a3746)-[:contains {id: '61309'}]->(a3462),
+(a3680)-[:contains {id: '61310'}]->(a3463),
+(a3746)-[:contains {id: '61311'}]->(a3463),
+(a3680)-[:contains {id: '61312'}]->(a3464),
+(a3746)-[:contains {id: '61313'}]->(a3464),
+(a3659)-[:contains {id: '61314'}]->(a3465),
+(a3743)-[:contains {id: '61315'}]->(a3465),
+(a3583)-[:contains {id: '61316'}]->(a3466),
+(a3747)-[:contains {id: '61317'}]->(a3466),
+(a3517)-[:contains {id: '61318'}]->(a3467),
+(a3747)-[:contains {id: '61319'}]->(a3467),
+(a3633)-[:contains {id: '61320'}]->(a3468),
+(a3743)-[:contains {id: '61321'}]->(a3468),
+(a3633)-[:contains {id: '61322'}]->(a3469),
+(a3743)-[:contains {id: '61323'}]->(a3469),
+(a3549)-[:contains {id: '61324'}]->(a3470),
+(a3745)-[:contains {id: '61325'}]->(a3470),
+(a3717)-[:contains {id: '61326'}]->(a3471),
+(a3747)-[:contains {id: '61327'}]->(a3471),
+(a3680)-[:contains {id: '61328'}]->(a3472),
+(a3746)-[:contains {id: '61329'}]->(a3472),
+(a3711)-[:contains {id: '61330'}]->(a3473),
+(a3742)-[:contains {id: '61331'}]->(a3473),
+(a3602)-[:contains {id: '61332'}]->(a3474),
+(a3742)-[:contains {id: '61333'}]->(a3474),
+(a3717)-[:contains {id: '61334'}]->(a3475),
+(a3747)-[:contains {id: '61335'}]->(a3475),
+(a3602)-[:contains {id: '61336'}]->(a3476),
+(a3742)-[:contains {id: '61337'}]->(a3476),
+(a3633)-[:contains {id: '61338'}]->(a3477),
+(a3743)-[:contains {id: '61339'}]->(a3477),
+(a3734)-[:contains {id: '61340'}]->(a3478),
+(a3745)-[:contains {id: '61341'}]->(a3478),
+(a3734)-[:contains {id: '61342'}]->(a3479),
+(a3745)-[:contains {id: '61343'}]->(a3479),
+(a3717)-[:contains {id: '61344'}]->(a3480),
+(a3747)-[:contains {id: '61345'}]->(a3480),
+(a3734)-[:contains {id: '61346'}]->(a3481),
+(a3745)-[:contains {id: '61347'}]->(a3481),
+(a3680)-[:contains {id: '61348'}]->(a3482),
+(a3742)-[:contains {id: '61349'}]->(a3482),
+(a3717)-[:contains {id: '61350'}]->(a3483),
+(a3747)-[:contains {id: '61351'}]->(a3483),
+(a3730)-[:contains {id: '61352'}]->(a3484),
+(a3744)-[:contains {id: '61353'}]->(a3484),
+(a3633)-[:contains {id: '61354'}]->(a3485),
+(a3743)-[:contains {id: '61355'}]->(a3485),
+(a3587)-[:contains {id: '61356'}]->(a3486),
+(a3743)-[:contains {id: '61357'}]->(a3486),
+(a3730)-[:contains {id: '61358'}]->(a3487),
+(a3744)-[:contains {id: '61359'}]->(a3487),
+(a3722)-[:contains {id: '61360'}]->(a3488),
+(a3746)-[:contains {id: '61361'}]->(a3488),
+(a3633)-[:contains {id: '61362'}]->(a3489),
+(a3743)-[:contains {id: '61363'}]->(a3489),
+(a3604)-[:contains {id: '61364'}]->(a3490),
+(a3746)-[:contains {id: '61365'}]->(a3490),
+(a3730)-[:contains {id: '61366'}]->(a3491),
+(a3744)-[:contains {id: '61367'}]->(a3491),
+(a3643)-[:contains {id: '61368'}]->(a3492),
+(a3746)-[:contains {id: '61369'}]->(a3492),
+(a3505)-[:contains {id: '61370'}]->(a3493),
+(a3746)-[:contains {id: '61371'}]->(a3493),
+(a3680)-[:contains {id: '61372'}]->(a3494),
+(a3742)-[:contains {id: '61373'}]->(a3494),
+(a3583)-[:contains {id: '61374'}]->(a3495),
+(a3747)-[:contains {id: '61375'}]->(a3495),
+(a3603)-[:contains {id: '61376'}]->(a3496),
+(a3746)-[:contains {id: '61377'}]->(a3496),
+(a3697)-[:contains {id: '61378'}]->(a3497),
+(a3742)-[:contains {id: '61379'}]->(a3497),
+(a3583)-[:contains {id: '61380'}]->(a3498),
+(a3747)-[:contains {id: '61381'}]->(a3498),
+(a3583)-[:contains {id: '61382'}]->(a3499),
+(a3747)-[:contains {id: '61383'}]->(a3499),
+(a3583)-[:contains {id: '61384'}]->(a3500),
+(a3747)-[:contains {id: '61385'}]->(a3500),
+(a3583)-[:contains {id: '61386'}]->(a3501),
+(a3747)-[:contains {id: '61387'}]->(a3501),
+(a3583)-[:contains {id: '61388'}]->(a3502),
+(a3747)-[:contains {id: '61389'}]->(a3502),
+(a3567)-[:contains {id: '61390'}]->(a3503),
+(a3742)-[:contains {id: '61391'}]->(a3503),
+(a3517)-[:contains {id: '61392'}]->(a3504),
+(a3747)-[:contains {id: '61393'}]->(a3504)
diff --git a/src/graph_notebook/seed/queries/propertygraph/opencypher/epl/__init__.py b/src/graph_notebook/seed/queries/propertygraph/opencypher/epl/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/opencypher/epl/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/opencypher/epl/epl_full.txt b/src/graph_notebook/seed/queries/propertygraph/opencypher/epl/epl_full.txt
new file mode 100644
index 00000000..be3ecd5b
--- /dev/null
+++ b/src/graph_notebook/seed/queries/propertygraph/opencypher/epl/epl_full.txt
@@ -0,0 +1,106 @@
+// Leagues
+CREATE (epl:League { name:"English Premier League",nickname: "EPL"})
+
+// Teams
+CREATE (arsenal:Team {name:"Arsenal", fullName:"Arsenal F. C.", nickname:"The Gunners", founded:1886})
+CREATE (chelsea:Team {name:"Chelsea", fullName:"Chelsea F.C.", nickname:"The Blues", founded:1905})
+CREATE (tottenhamhotspur:Team {name:"Tottenham Hotspur", fullName:"Tottenham Hotspur F.C.", nickname:"Spurs", founded:1882})
+CREATE (westhamunited:Team {name:"West Ham United", fullName:"West Ham United F.C.", nickname:"The Hammers", founded:1895})
+CREATE (liverpool:Team {name:"Liverpool", fullName:"Liverpool F.C.", nickname:"The Reds", founded:1892})
+CREATE (everton:Team {name:"Everton", fullName:"Everton F.C.", nickname:"The Toffees", founded:1878})
+CREATE (manchesterunited:Team {name:"Manchester United", fullName:"Manchester United F.C.", nickname:"The Red Devils", founded:1878})
+CREATE (manchestercity:Team {name:"Manchester City", fullName:"Manchester City F.C", nickname:"The Citizens", founded:1880})
+CREATE (wolverhamptonwanderers:Team {name:"Wolverhampton Wanderers", fullName:"Wolverhampton Wanderers F.C", nickname:"Wolves", founded:1877})
+CREATE (burnley:Team {name:"Burnley", fullName:"Burnley F.C", nickname:"The Clarets", founded:1882})
+CREATE (sheffieldunited:Team {name:"Sheffield United", fullName:"Sheffield United F.C", nickname:"The Blades", founded:1889})
+CREATE (crystalpalace:Team {name:"Crystal Palace", fullName:"Crystal Palace F.C", nickname:"Eagles", founded:1905})
+CREATE (southampton:Team {name:"Southampton", fullName:"Southampton F.C", nickname:"The Saints", founded:1885})
+CREATE (newcastleunited:Team {name:"Newcastle United", fullName:"Newcastle United F.C", nickname:"The Magpies", founded:1892})
+CREATE (brightonandhovealbion:Team {name:"Brighton and Hove Albion", fullName:"Brighton and Hove Albion F.C", nickname:"Seagulls", founded:1901})
+CREATE (watford:Team {name:"Watford", fullName:"Watford F.C.", nickname:"Hornets", founded:1898})
+CREATE (bournemouth:Team {name:"Bournemouth", fullName:"Bournemouth F.C.", nickname:"The Cherries", founded:1899})
+CREATE (astonvilla:Team {name:"Aston Villa", fullName:"Aston Villa F.C.", nickname:"The Villans", founded:1897})
+CREATE (leicestercity:Team {name:"Leicester City", fullName:"Leicester City F.C.", nickname:"The Foxes", founded:1884})
+CREATE (norwichcity:Team {name:"Norwich City", fullName:"Norwich City F.C.", nickname:"The Canaries", founded:1902})
+
+// Stadiums
+CREATE (theemirates:Stadium {name:"The Emirates", opened:2006, capacity:60704})
+CREATE (stamfordbridge:Stadium {name:"Stamford Bridge", opened:1877, capacity:40834})
+CREATE (tottenhamhotspurstadium:Stadium {name:"Tottenham Hotspur Stadium", opened:2019, capacity:62214})
+CREATE (londonstadium:Stadium {name:"London Stadium", opened:2016, capacity:60000})
+CREATE (anfield:Stadium {name:"Anfield", opened:1884, capacity:53394})
+CREATE (goodisonpark:Stadium {name:"Goodison Park", opened:1892, capacity:39414})
+CREATE (oldtrafford:Stadium {name:"Old Trafford", opened:1910, capacity:75643})
+CREATE (etihadstadium:Stadium {name:"Etihad Stadium", opened:2003, capacity:55107})
+CREATE (molineuxstadium:Stadium {name:"Molineux Stadium", opened:1889, capacity:32050})
+CREATE (turfmoor:Stadium {name:"Turf Moor", opened:1883, capacity:21944})
+CREATE (bramalllane:Stadium {name:"Bramall Lane", opened:1855, capacity:32125})
+CREATE (selhurstparkstadium:Stadium {name:"Selhurst Park Stadium", opened:1924, capacity:25486})
+CREATE (stmarysstadium:Stadium {name:"St. Mary's Stadium", opened:2001, capacity:32384})
+CREATE (stjamespark:Stadium {name:"St. James' Park", opened:1880, capacity:52305})
+CREATE (americanexpresscommunitystadium:Stadium {name:"American Express Community Stadium", opened:2011, capacity:30750})
+CREATE (vicarageroad:Stadium {name:"Vicarage Road", opened:1922, capacity:22200})
+CREATE (vitalitystadium:Stadium {name:"Vitality Stadium", opened:1910, capacity:11364})
+CREATE (villapark:Stadium {name:"Villa Park", opened:1897, capacity:42095})
+CREATE (kingpowerstadium:Stadium {name:"King Power Stadium", opened:2002, capacity:32261})
+CREATE (carrowroadstadium:Stadium {name:"Carrow Road Stadium", opened:1935, capacity:27359})
+
+// Cities
+CREATE (citylondon:City {name:"London"})
+CREATE (cityliverpool:City {name:"Liverpool"})
+CREATE (citymanchester:City {name:"Manchester"})
+CREATE (citywolverhampton:City {name:"Wolverhampton"})
+CREATE (cityleicester:City {name:"Leicester"})
+CREATE (citybrighton:City {name:"Brighton"})
+CREATE (citysouthampton:City {name:"Southampton"})
+CREATE (citynewcastle:City {name:"Newcastle"})
+CREATE (citysheffield:City {name:"Sheffield"})
+CREATE (citybirmingham:City {name:"Birmingham"})
+CREATE (citywatford:City {name:"Watford"})
+CREATE (citynorwich:City {name:"Norwich"})
+CREATE (citybournemouth:City {name:"Bournemouth"})
+CREATE (cityburnley:City {name:"Burnley"})
+
+// Stadium Rels
+CREATE (arsenal)-[:STADIUM]->(theemirates)-[:CITY]->(citylondon)
+CREATE (chelsea)-[:STADIUM]->(stamfordbridge)-[:CITY]->(citylondon)
+CREATE (tottenhamhotspur)-[:STADIUM]->(tottenhamhotspurstadium)-[:CITY]->(citylondon)
+CREATE (westhamunited)-[:STADIUM]->(londonstadium)-[:CITY]->(citylondon)
+CREATE (crystalpalace)-[:STADIUM]->(selhurstparkstadium)-[:CITY]->(citylondon)
+CREATE (liverpool)-[:STADIUM]->(anfield)-[:CITY]->(cityliverpool)
+CREATE (everton)-[:STADIUM]->(goodisonpark)-[:CITY]->(cityliverpool)
+CREATE (manchesterunited)-[:STADIUM]->(oldtrafford)-[:CITY]->(citymanchester)
+CREATE (manchestercity)-[:STADIUM]->(etihadstadium)-[:CITY]->(citymanchester)
+CREATE (wolverhamptonwanderers)-[:STADIUM]->(molineuxstadium)-[:CITY]->(citywolverhampton)
+CREATE (leicestercity)-[:STADIUM]->(kingpowerstadium)-[:CITY]->(cityleicester)
+CREATE (brightonandhovealbion)-[:STADIUM]->(americanexpresscommunitystadium)-[:CITY]->(citybrighton)
+CREATE (southampton)-[:STADIUM]->(stmarysstadium)-[:CITY]->(citysouthampton)
+CREATE (newcastleunited)-[:STADIUM]->(stjamespark)-[:CITY]->(citynewcastle)
+CREATE (sheffieldunited)-[:STADIUM]->(bramalllane)-[:CITY]->(citysheffield)
+CREATE (astonvilla)-[:STADIUM]->(villapark)-[:CITY]->(citybirmingham)
+CREATE (watford)-[:STADIUM]->(vicarageroad)-[:CITY]->(citywatford)
+CREATE (norwichcity)-[:STADIUM]->(carrowroadstadium)-[:CITY]->(citynorwich)
+CREATE (bournemouth)-[:STADIUM]->(vitalitystadium)-[:CITY]->(citybournemouth)
+CREATE (burnley)-[:STADIUM]->(turfmoor)-[:CITY]->(cityburnley)
+
+// League Rels
+CREATE (arsenal)-[:CURRENT_LEAGUE]->(epl)
+CREATE (chelsea)-[:CURRENT_LEAGUE]->(epl)
+CREATE (tottenhamhotspur)-[:CURRENT_LEAGUE]->(epl)
+CREATE (westhamunited)-[:CURRENT_LEAGUE]->(epl)
+CREATE (liverpool)-[:CURRENT_LEAGUE]->(epl)
+CREATE (everton)-[:CURRENT_LEAGUE]->(epl)
+CREATE (manchesterunited)-[:CURRENT_LEAGUE]->(epl)
+CREATE (manchestercity)-[:CURRENT_LEAGUE]->(epl)
+CREATE (wolverhamptonwanderers)-[:CURRENT_LEAGUE]->(epl)
+CREATE (burnley)-[:CURRENT_LEAGUE]->(epl)
+CREATE (sheffieldunited)-[:CURRENT_LEAGUE]->(epl)
+CREATE (crystalpalace)-[:CURRENT_LEAGUE]->(epl)
+CREATE (southampton)-[:CURRENT_LEAGUE]->(epl)
+CREATE (newcastleunited)-[:CURRENT_LEAGUE]->(epl)
+CREATE (brightonandhovealbion)-[:CURRENT_LEAGUE]->(epl)
+CREATE (watford)-[:CURRENT_LEAGUE]->(epl)
+CREATE (bournemouth)-[:CURRENT_LEAGUE]->(epl)
+CREATE (astonvilla)-[:CURRENT_LEAGUE]->(epl)
+CREATE (leicestercity)-[:CURRENT_LEAGUE]->(epl)
+CREATE (norwichcity)-[:CURRENT_LEAGUE]->(epl)
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/rdf/sparql/__init__.py b/src/graph_notebook/seed/queries/rdf/sparql/__init__.py
new file mode 100644
index 00000000..fa84f3bc
--- /dev/null
+++ b/src/graph_notebook/seed/queries/rdf/sparql/__init__.py
@@ -0,0 +1,4 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/rdf/airports/0_nodes.txt b/src/graph_notebook/seed/queries/rdf/sparql/airports/0_nodes.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/rdf/airports/0_nodes.txt
rename to src/graph_notebook/seed/queries/rdf/sparql/airports/0_nodes.txt
diff --git a/src/graph_notebook/seed/queries/rdf/airports/1_edges_part_1.txt b/src/graph_notebook/seed/queries/rdf/sparql/airports/1_edges_part_1.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/rdf/airports/1_edges_part_1.txt
rename to src/graph_notebook/seed/queries/rdf/sparql/airports/1_edges_part_1.txt
diff --git a/src/graph_notebook/seed/queries/rdf/airports/2_edges_part_2.txt b/src/graph_notebook/seed/queries/rdf/sparql/airports/2_edges_part_2.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/rdf/airports/2_edges_part_2.txt
rename to src/graph_notebook/seed/queries/rdf/sparql/airports/2_edges_part_2.txt
diff --git a/src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/__init__.py b/src/graph_notebook/seed/queries/rdf/sparql/airports/__init__.py
similarity index 100%
rename from src/graph_notebook/notebooks/03-Sample-Applications/03-Identity-Graphs/__init__.py
rename to src/graph_notebook/seed/queries/rdf/sparql/airports/__init__.py
diff --git a/src/graph_notebook/seed/queries/rdf/epl/0_epl_data.txt b/src/graph_notebook/seed/queries/rdf/sparql/epl/0_epl_data.txt
similarity index 100%
rename from src/graph_notebook/seed/queries/rdf/epl/0_epl_data.txt
rename to src/graph_notebook/seed/queries/rdf/sparql/epl/0_epl_data.txt
diff --git a/src/graph_notebook/seed/queries/propertygraph/dining_by_friends/__init__.py b/src/graph_notebook/seed/queries/rdf/sparql/epl/__init__.py
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/dining_by_friends/__init__.py
rename to src/graph_notebook/seed/queries/rdf/sparql/epl/__init__.py
diff --git a/src/graph_notebook/start_notebook.py b/src/graph_notebook/start_notebook.py
index cd0f829b..65370abc 100644
--- a/src/graph_notebook/start_notebook.py
+++ b/src/graph_notebook/start_notebook.py
@@ -9,8 +9,10 @@
 
 HOME_PATH = os.path.expanduser("~")
 NBCONFIG_DIR_TREE = HOME_PATH + '/.jupyter/nbconfig'
-CFG_FILE_NAME = 'notebook.json'
-NOTEBOOK_CFG_PATH = NBCONFIG_DIR_TREE + '/' + CFG_FILE_NAME
+NOTEBOOK_CFG_PATH = NBCONFIG_DIR_TREE + '/notebook.json'
+
+CUSTOM_DIR_TREE = HOME_PATH + '/.jupyter/custom'
+NOTEBOOK_CUSTOMJS_PATH = CUSTOM_DIR_TREE + '/custom.js'
 
 
 def patch_cm_cypher_config():
@@ -33,6 +35,30 @@ def patch_cm_cypher_config():
         json.dump(notebook_cfg, file, indent=2)
 
 
+def patch_customjs():
+    # Increases time allotted to load nbextensions on large notebooks. Limit is set to 60s and can be increased further.
+    # Reference: https://github.com/ipython-contrib/jupyter_contrib_nbextensions/blob/master/docs/source/troubleshooting.md#extensions-not-loading-for-large-notebooks
+    limit = "60"
+    increase_requirejs_timeout_prefix = "window.requirejs.config({waitSeconds:"
+    increase_requirejs_timeout_suffix = "});"
+    requirejs_timeout_full = increase_requirejs_timeout_prefix + limit + increase_requirejs_timeout_suffix
+
+    try:
+        os.makedirs(CUSTOM_DIR_TREE, exist_ok=True)
+        with open(NOTEBOOK_CUSTOMJS_PATH, 'r') as file:
+            customjs_content = file.read()
+    except (json.decoder.JSONDecodeError, FileNotFoundError) as e:
+        customjs_content = ""
+
+    if increase_requirejs_timeout_prefix not in customjs_content:
+        if customjs_content:
+            customjs_content += "\n"
+        customjs_content += requirejs_timeout_full
+        with open(NOTEBOOK_CUSTOMJS_PATH, 'w') as file:
+            file.write(customjs_content)
+        print(f"Modified nbextensions loader timeout limit to {limit} seconds")
+
+
 def main():
     parser = argparse.ArgumentParser()
     parser.add_argument('--notebooks-dir', default='', type=str, help='The directory to start Jupyter from.')
@@ -40,6 +66,7 @@ def main():
     args = parser.parse_args()
 
     patch_cm_cypher_config()
+    patch_customjs()
 
     kernel_manager_option = "--NotebookApp.kernel_manager_class=notebook.services.kernels.kernelmanager.AsyncMappingKernelManager"
     notebooks_dir = '~/notebook/destination/dir' if args.notebooks_dir == '' else args.notebooks_dir
diff --git a/src/graph_notebook/widgets/package.json b/src/graph_notebook/widgets/package.json
index c3d664b3..184f79a0 100644
--- a/src/graph_notebook/widgets/package.json
+++ b/src/graph_notebook/widgets/package.json
@@ -1,6 +1,6 @@
 {
   "name": "graph_notebook_widgets",
-  "version": "3.7.1",
+  "version": "4.0.0",
   "author": "amazon",
   "description": "A Custom Jupyter Library for rendering NetworkX MultiDiGraphs using vis-network",
   "dependencies": {
diff --git a/test/integration/iam/ml/__init__.py b/test/integration/iam/ml/__init__.py
index ec2a1f6b..790792cf 100644
--- a/test/integration/iam/ml/__init__.py
+++ b/test/integration/iam/ml/__init__.py
@@ -13,6 +13,7 @@ def setup_iam_client(config: Configuration) -> Client:
     client = ClientBuilder() \
         .with_host(config.host) \
         .with_port(config.port) \
+        .with_neptune_service(config.neptune_service) \
         .with_region(config.aws_region) \
         .with_tls(config.ssl) \
         .with_ssl_verify(config.ssl_verify) \
@@ -28,6 +29,7 @@ def setup_iam_client(config: Configuration) -> Client:
 
     assert client.host == config.host
     assert client.port == config.port
+    assert client.neptune_service == config.neptune_service
     assert client.region == config.aws_region
     assert client.proxy_host == config.proxy_host
     assert client.proxy_port == config.proxy_port
diff --git a/test/integration/iam/notebook/test_open_cypher_graph_notebook.py b/test/integration/iam/notebook/test_open_cypher_graph_notebook.py
index 46fb861d..15d28a30 100644
--- a/test/integration/iam/notebook/test_open_cypher_graph_notebook.py
+++ b/test/integration/iam/notebook/test_open_cypher_graph_notebook.py
@@ -48,6 +48,66 @@ def test_opencypher_bolt(self):
         assert len(res) == 1
         assert 'b' in res[0]
 
+    @pytest.mark.jupyter
+    @pytest.mark.opencypher
+    def test_opencypher_query_parameterized_with_var_input(self):
+        expected_league_name = "English Premier League"
+        query = 'MATCH (l:League {nickname: $LEAGUE_NICKNAME}) RETURN l.name'
+
+        store_to_var = 'res'
+        self.ip.user_ns['params_var'] = {'LEAGUE_NICKNAME': 'EPL'}
+        cell = f'''%%oc --query-parameters params_var --store-to {store_to_var}
+                        {query}'''
+        self.ip.run_cell(cell)
+        res = self.ip.user_ns[store_to_var]
+
+        assert len(res['results']) == 1
+        assert expected_league_name == res['results'][0]['l.name']
+
+    @pytest.mark.jupyter
+    @pytest.mark.opencypher
+    def test_opencypher_query_parameterized_with_str_input(self):
+        expected_league_name = "English Premier League"
+        query = 'MATCH (l:League {nickname: $LEAGUE_NICKNAME}) RETURN l.name'
+
+        store_to_var = 'res'
+        params_str = '{"LEAGUE_NICKNAME":"EPL"}'
+        cell = f'''%%oc --query-parameters {params_str} --store-to {store_to_var}
+                {query}'''
+        self.ip.run_cell(cell)
+        res = self.ip.user_ns[store_to_var]
+
+        assert len(res['results']) == 1
+        assert expected_league_name == res['results'][0]['l.name']
+
+    @pytest.mark.jupyter
+    @pytest.mark.opencypher
+    def test_opencypher_query_parameterized_invalid(self):
+        query = 'MATCH (l:League {nickname: $LEAGUE_NICKNAME}) RETURN l.name'
+
+        self.ip.user_ns['params_var'] = ['LEAGUE_NICKNAME']
+        cell = f'''%%oc --query-parameters params_var 
+                    {query}'''
+        self.ip.run_cell(cell)
+        self.assertTrue('graph_notebook_error' in self.ip.user_ns)
+
+    @pytest.mark.jupyter
+    @pytest.mark.opencypher
+    def test_opencypher_bolt_parameterized(self):
+        expected_league_name = "English Premier League"
+        query = 'MATCH (l:League {nickname: $LEAGUE_NICKNAME}) RETURN l.name'
+
+        store_to_var = 'res'
+        params_var = '{"LEAGUE_NICKNAME":"EPL"}'
+        cell = f'''%%oc bolt --query-parameters {params_var} --store-to {store_to_var}
+                    {query}'''
+        self.ip.run_cell(cell)
+        self.assertFalse('graph_notebook_error' in self.ip.user_ns)
+        res = self.ip.user_ns[store_to_var]
+
+        assert len(res) == 1
+        assert expected_league_name == res[0]['l.name']
+
     @pytest.mark.jupyter
     def test_load_opencypher_config(self):
         config = '''{
diff --git a/test/integration/iam/opencypher/test_opencypher_query_with_iam.py b/test/integration/iam/opencypher/test_opencypher_query_with_iam.py
index 3f34c737..1c707b15 100644
--- a/test/integration/iam/opencypher/test_opencypher_query_with_iam.py
+++ b/test/integration/iam/opencypher/test_opencypher_query_with_iam.py
@@ -22,7 +22,7 @@ def test_do_opencypher_query(self):
         assert oc_res.status_code == 200
 
         res = oc_res.json()
-        assert type(res) == dict
+        assert isinstance(res, dict)
         assert expected_league_name == res['results'][0]['l.name']
 
     @pytest.mark.opencypher
diff --git a/test/integration/iam/statistics/test_statistics_with_iam.py b/test/integration/iam/statistics/test_statistics_with_iam.py
index 894c0eb7..919339df 100644
--- a/test/integration/iam/statistics/test_statistics_with_iam.py
+++ b/test/integration/iam/statistics/test_statistics_with_iam.py
@@ -36,7 +36,7 @@ def test_statistics_disable_autocompute(self, lang):
         expected = {
             "status": "200 OK"
         }
-        disable_res = self.client.statistics(lang, 'disableAutoCompute')
+        disable_res = self.client.statistics(lang, False, 'disableAutoCompute')
         assert disable_res.status_code == 200
         disable_status = disable_res.json()
         self.assertEqual(disable_status, expected)
@@ -52,7 +52,7 @@ def test_statistics_enable_autocompute(self, lang):
         expected = {
             "status": "200 OK"
         }
-        enable_res = self.client.statistics(lang, 'enableAutoCompute')
+        enable_res = self.client.statistics(lang, False, 'enableAutoCompute')
         assert enable_res.status_code == 200
         enable_status = enable_res.json()
         self.assertEqual(enable_status, expected)
@@ -82,7 +82,7 @@ def test_statistics_delete(self, lang):
                 "statisticsId": -1
             }
         }
-        res = self.client.statistics(lang, 'delete')
+        res = self.client.statistics(lang, False, 'delete')
         assert res.status_code == 200
         statistics_status = res.json()
         self.assertEqual(statistics_status, expected)
diff --git a/test/integration/iam/statistics/test_summary_with_iam.py b/test/integration/iam/statistics/test_summary_with_iam.py
new file mode 100644
index 00000000..7ad00e6f
--- /dev/null
+++ b/test/integration/iam/statistics/test_summary_with_iam.py
@@ -0,0 +1,82 @@
+"""
+Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+SPDX-License-Identifier: Apache-2.0
+"""
+import pytest
+from botocore.session import get_session
+
+from test.integration import IntegrationTest
+from parameterized import parameterized
+
+lang_list = ["pg", "sparql"]
+summary_detailed_fields_pg = ["nodeStructures", "edgeStructures"]
+summary_detailed_fields_rdf = ["subjectStructures"]
+
+
+class TestSummaryWithIAM(IntegrationTest):
+    def setUp(self) -> None:
+        super().setUp()
+        self.client = self.client_builder.with_iam(get_session()).build()
+
+    @pytest.mark.neptune
+    @pytest.mark.iam
+    @parameterized.expand(lang_list)
+    def test_summary_default(self, lang):
+        expected_payload_fields = ['version', 'lastStatisticsComputationTime', 'graphSummary']
+        res = self.client.statistics(lang, True)
+        assert res.status_code == 200
+        summary_default = res.json()
+        self.assertEqual(summary_default['status'], '200 OK')
+        res_payload_fields = list(summary_default['payload'].keys())
+        for x in expected_payload_fields:
+            self.assertIn(x, res_payload_fields)
+
+    @pytest.mark.neptune
+    @pytest.mark.iam
+    def test_summary_basic_pg(self):
+        res = self.client.statistics("pg", True, "basic")
+        assert res.status_code == 200
+        summary_pg_basic = res.json()
+        self.assertEqual(summary_pg_basic['status'], '200 OK')
+        summary_pg_fields = list(summary_pg_basic['payload']['graphSummary'].keys())
+
+        self.assertIn("numNodes", summary_pg_fields)
+        for x in summary_detailed_fields_pg:
+            self.assertNotIn(x, summary_pg_fields)
+
+    @pytest.mark.neptune
+    @pytest.mark.iam
+    def test_summary_basic_rdf(self):
+        res = self.client.statistics("rdf", True, "basic")
+        assert res.status_code == 200
+        summary_rdf_basic = res.json()
+        self.assertEqual(summary_rdf_basic['status'], '200 OK')
+        summary_rdf_fields = list(summary_rdf_basic['payload']['graphSummary'].keys())
+
+        self.assertIn("numDistinctSubjects", summary_rdf_fields)
+        for x in summary_detailed_fields_rdf:
+            self.assertNotIn(x, summary_rdf_fields)
+
+    @pytest.mark.neptune
+    @pytest.mark.iam
+    def test_summary_detailed_pg(self):
+        res = self.client.statistics("pg", True, "detailed")
+        assert res.status_code == 200
+        summary_pg_detailed = res.json()
+        self.assertEqual(summary_pg_detailed['status'], '200 OK')
+        summary_pg_fields = list(summary_pg_detailed['payload']['graphSummary'].keys())
+
+        for x in summary_detailed_fields_pg:
+            self.assertIn(x, summary_pg_fields)
+
+    @pytest.mark.neptune
+    @pytest.mark.iam
+    def test_summary_detailed_rdf(self):
+        res = self.client.statistics("rdf", True, "detailed")
+        assert res.status_code == 200
+        summary_rdf_detailed = res.json()
+        self.assertEqual(summary_rdf_detailed['status'], '200 OK')
+        summary_rdf_fields = list(summary_rdf_detailed['payload']['graphSummary'].keys())
+
+        for x in summary_detailed_fields_rdf:
+            self.assertIn(x, summary_rdf_fields)
diff --git a/test/unit/configuration/test_configuration.py b/test/unit/configuration/test_configuration.py
index b7d51271..59a9fef7 100644
--- a/test/unit/configuration/test_configuration.py
+++ b/test/unit/configuration/test_configuration.py
@@ -8,6 +8,7 @@
 
 from graph_notebook.configuration.get_config import get_config
 from graph_notebook.configuration.generate_config import Configuration, DEFAULT_AUTH_MODE, AuthModeEnum, generate_config
+from graph_notebook.neptune.client import NEPTUNE_DB_SERVICE_NAME, NEPTUNE_ANALYTICS_SERVICE_NAME
 
 
 class TestGenerateConfiguration(unittest.TestCase):
@@ -21,6 +22,10 @@ def setUpClass(cls) -> None:
         cls.port = 8182
         cls.custom_hosts_list = ['localhost']
         cls.test_file_path = f'{os.path.abspath(os.path.curdir)}/test_configuration_file.json'
+        cls.neptune_service_db = NEPTUNE_DB_SERVICE_NAME
+        cls.neptune_service_db_short = 'db'
+        cls.neptune_service_graph = NEPTUNE_ANALYTICS_SERVICE_NAME
+        cls.neptune_service_graph_short = 'graph'
 
     def tearDown(self) -> None:
         if os.path.exists(self.test_file_path):
@@ -136,6 +141,25 @@ def test_generate_configuration_override_defaults_neptune_reg(self):
         config_from_file = get_config(self.test_file_path)
         self.assertEqual(config.to_dict(), config_from_file.to_dict())
 
+    def test_generate_configuration_override_defaults_neptune_no_verify(self):
+        auth_mode = AuthModeEnum.IAM
+        ssl = True
+        ssl_verify = False
+        loader_arn = 'foo'
+        aws_region = 'us-iso-east-1'
+        config = Configuration(self.neptune_host_reg, self.port, auth_mode=auth_mode,
+                               load_from_s3_arn=loader_arn,
+                               ssl=ssl, ssl_verify=ssl_verify,
+                               aws_region=aws_region)
+
+        c = generate_config(config.host, config.port, auth_mode=config.auth_mode,
+                            load_from_s3_arn=config.load_from_s3_arn,
+                            ssl=config.ssl, ssl_verify=config.ssl_verify,
+                            aws_region=config.aws_region)
+        c.write_to_file(self.test_file_path)
+        config_from_file = get_config(self.test_file_path)
+        self.assertEqual(config.to_dict(), config_from_file.to_dict())
+
     def test_generate_configuration_override_defaults_neptune_cn(self):
         auth_mode = AuthModeEnum.IAM
         ssl = False
@@ -194,3 +218,31 @@ def test_configuration_neptune_proxy_host_with_whitespace_using_setter(self):
         config.proxy_host = self.neptune_host_with_whitespace
         self.assertEqual(config.proxy_host, self.neptune_host_reg)
         self.assertEqual(config._proxy_host, self.neptune_host_reg)
+
+    def test_configuration_neptune_service_default(self):
+        config = Configuration(self.neptune_host_reg, self.port)
+        self.assertEqual(config.neptune_service, self.neptune_service_db)
+
+    def test_configuration_neptune_service_db(self):
+        config = Configuration(self.neptune_host_reg, self.port, neptune_service=self.neptune_service_db)
+        self.assertEqual(config.neptune_service, self.neptune_service_db)
+
+    def test_configuration_neptune_service_graph(self):
+        config = Configuration(self.neptune_host_reg, self.port, neptune_service=self.neptune_service_graph)
+        self.assertEqual(config.neptune_service, self.neptune_service_graph)
+
+    def test_configuration_neptune_service_db_short(self):
+        config = Configuration(self.neptune_host_reg, self.port, neptune_service=self.neptune_service_db_short)
+        self.assertEqual(config.neptune_service, self.neptune_service_db)
+
+    def test_configuration_neptune_service_graph_short(self):
+        config = Configuration(self.neptune_host_reg, self.port, neptune_service=self.neptune_service_graph_short)
+        self.assertEqual(config.neptune_service, self.neptune_service_graph)
+
+    def test_configuration_neptune_service_empty(self):
+        config = Configuration(self.neptune_host_reg, self.port, neptune_service='')
+        self.assertEqual(config.neptune_service, self.neptune_service_db)
+
+    def test_configuration_neptune_service_invalid(self):
+        config = Configuration(self.neptune_host_reg, self.port, neptune_service='rds')
+        self.assertEqual(config.neptune_service, self.neptune_service_db)
diff --git a/test/unit/configuration/test_configuration_from_main.py b/test/unit/configuration/test_configuration_from_main.py
index 957413c6..275948f9 100644
--- a/test/unit/configuration/test_configuration_from_main.py
+++ b/test/unit/configuration/test_configuration_from_main.py
@@ -30,6 +30,7 @@ def tearDown(self) -> None:
     def test_generate_configuration_main_defaults_neptune_reg(self):
         expected_config = Configuration(self.neptune_host_reg,
                                         self.port,
+                                        neptune_service='neptune-db',
                                         auth_mode=AuthModeEnum.DEFAULT,
                                         load_from_s3_arn='',
                                         ssl=True)
@@ -48,13 +49,19 @@ def test_generate_configuration_main_defaults_generic(self):
         self.generate_config_from_main_and_test(expected_config)
 
     def test_generate_configuration_main_override_defaults_neptune_reg(self):
-        expected_config = Configuration(self.neptune_host_reg, self.port, auth_mode=AuthModeEnum.IAM,
-                                        load_from_s3_arn='loader_arn', ssl=False)
+        expected_config = Configuration(self.neptune_host_reg, self.port, neptune_service='neptune-graph',
+                                        auth_mode=AuthModeEnum.IAM, load_from_s3_arn='loader_arn', ssl=False)
+        self.generate_config_from_main_and_test(expected_config, host_type='neptune')
+
+    def test_generate_configuration_main_override_defaults_neptune_no_verify(self):
+        expected_config = Configuration(self.neptune_host_reg, self.port, neptune_service='neptune-graph',
+                                        auth_mode=AuthModeEnum.IAM, load_from_s3_arn='loader_arn',
+                                        ssl=True, ssl_verify=False)
         self.generate_config_from_main_and_test(expected_config, host_type='neptune')
 
     def test_generate_configuration_main_override_defaults_neptune_cn(self):
-        expected_config = Configuration(self.neptune_host_cn, self.port, auth_mode=AuthModeEnum.IAM,
-                                        load_from_s3_arn='loader_arn', ssl=False)
+        expected_config = Configuration(self.neptune_host_cn, self.port, neptune_service='neptune-graph',
+                                        auth_mode=AuthModeEnum.IAM, load_from_s3_arn='loader_arn', ssl=False)
         self.generate_config_from_main_and_test(expected_config, host_type='neptune')
 
     def test_generate_configuration_main_override_defaults_generic(self):
@@ -64,8 +71,10 @@ def test_generate_configuration_main_override_defaults_generic(self):
     def test_generate_configuration_main_empty_args_neptune(self):
         expected_config = Configuration(self.neptune_host_reg, self.port)
         result = os.system(f'{self.python_cmd} -m graph_notebook.configuration.generate_config '
-                           f'--host "{expected_config.host}" --port "{expected_config.port}" --auth_mode "" --ssl "" '
-                           f'--load_from_s3_arn "" --config_destination="{self.test_file_path}" ')
+                           f'--host "{expected_config.host}" --port "{expected_config.port}" '
+                           f'--auth_mode "" --ssl "" '
+                           f'--load_from_s3_arn "" --config_destination="{self.test_file_path}" '
+                           f'--neptune_service ""')
         self.assertEqual(0, result)
         config = get_config(self.test_file_path)
         self.assertEqual(expected_config.to_dict(), config.to_dict())
@@ -75,7 +84,8 @@ def test_generate_configuration_main_empty_args_custom(self):
         result = os.system(f'{self.python_cmd} -m graph_notebook.configuration.generate_config '
                            f'--host "{expected_config.host}" --port "{expected_config.port}" --auth_mode "" --ssl "" '
                            f'--load_from_s3_arn "" --config_destination="{self.test_file_path}" '
-                           f'--neptune_hosts {self.custom_hosts_list[0]}')
+                           f'--neptune_hosts {self.custom_hosts_list[0]} '
+                           f'--neptune_service ""')
         self.assertEqual(0, result)
         config = get_config(self.test_file_path, neptune_hosts=self.custom_hosts_list)
         self.assertEqual(expected_config.to_dict(), config.to_dict())
@@ -84,7 +94,8 @@ def test_generate_configuration_main_empty_args_generic(self):
         expected_config = Configuration(self.generic_host, self.port)
         result = os.system(f'{self.python_cmd} -m graph_notebook.configuration.generate_config '
                            f'--host "{expected_config.host}" --port "{expected_config.port}" --ssl "" '
-                           f'--config_destination="{self.test_file_path}" ')
+                           f'--config_destination="{self.test_file_path}" '
+                           f'--neptune_service ""')
         self.assertEqual(0, result)
         config = get_config(self.test_file_path)
         self.assertEqual(expected_config.to_dict(), config.to_dict())
@@ -95,8 +106,12 @@ def generate_config_from_main_and_test(self, source_config: Configuration, host_
         # Configuration object we get from the resulting file is what we expect.
         if host_type == 'neptune':
             result = os.system(f'{self.python_cmd} -m graph_notebook.configuration.generate_config '
-                               f'--host "{source_config.host}" --port "{source_config.port}" '
-                               f'--auth_mode "{source_config.auth_mode.value}" --ssl "{source_config.ssl}" '
+                               f'--host "{source_config.host}" '
+                               f'--port "{source_config.port}" '
+                               f'--neptune_service "{source_config.neptune_service}" '
+                               f'--auth_mode "{source_config.auth_mode.value}" '
+                               f'--ssl "{source_config.ssl}" '
+                               f'--ssl-verify "{source_config.ssl_verify}" '
                                f'--load_from_s3_arn "{source_config.load_from_s3_arn}" '
                                f'--proxy_host "{source_config.proxy_host}" '
                                f'--proxy_port "{source_config.proxy_port}" '
@@ -106,7 +121,9 @@ def generate_config_from_main_and_test(self, source_config: Configuration, host_
                                f'--host "{source_config.host}" --port "{source_config.port}" '
                                f'--proxy_host "{source_config.proxy_host}" '
                                f'--proxy_port "{source_config.proxy_port}" '
-                               f'--ssl "{source_config.ssl}" --config_destination="{self.test_file_path}" ')
+                               f'--ssl "{source_config.ssl}" '
+                               f'--ssl-verify "{source_config.ssl_verify}" '
+                               f'--config_destination="{self.test_file_path}" ')
         self.assertEqual(result, 0)
         config = get_config(self.test_file_path)
         self.assertEqual(source_config.to_dict(), config.to_dict())
diff --git a/test/unit/network/gremlin/test_gremlin_network.py b/test/unit/network/gremlin/test_gremlin_network.py
index 2c3b47d4..1aadcef1 100644
--- a/test/unit/network/gremlin/test_gremlin_network.py
+++ b/test/unit/network/gremlin/test_gremlin_network.py
@@ -5,6 +5,7 @@
 
 import unittest
 from decimal import Decimal
+from uuid import uuid4
 from gremlin_python.structure.graph import Path, Edge, Vertex
 from gremlin_python.process.traversal import T, Direction
 from graph_notebook.network.EventfulNetwork import EVENT_ADD_NODE
@@ -191,6 +192,75 @@ def test_add_explicit_type_vertex_with_valid_label_and_invalid_tooltip(self):
         self.assertEqual(node1['label'], '1')
         self.assertEqual(node1['title'], '1')
 
+    def test_add_explicit_type_vertex_with_string_id(self):
+        v_id = 'a_id'
+        vertex = Vertex(id=v_id)
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get(v_id)
+        self.assertIsNotNone(node)
+        self.assertEqual(node['properties']['id'], v_id)
+
+    def test_add_explicit_type_vertex_with_uuid_id(self):
+        v_id = uuid4()
+        vertex = Vertex(id=v_id)
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get(str(v_id))
+        self.assertIsNotNone(node)
+        self.assertEqual(node['properties']['id'], str(v_id))
+
+    def test_add_explicit_type_vertex_with_integer_id(self):
+        v_id = 1
+        vertex = Vertex(id=v_id)
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get(v_id)
+        self.assertIsNotNone(node)
+        self.assertEqual(node['properties']['id'], v_id)
+
+    def test_add_vertex_with_string_id(self):
+        v_id = 'a_id'
+        vertex = {
+            T.id: v_id,
+            T.label: 'label'
+        }
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get(v_id)
+        self.assertIsNotNone(node)
+        self.assertEqual(node['properties'][T.id], v_id)
+
+    def test_add_vertex_with_uuid_id(self):
+        v_id = uuid4()
+        vertex = {
+            T.id: v_id,
+            T.label: 'label'
+        }
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get(str(v_id))
+        self.assertIsNotNone(node)
+        self.assertEqual(node['properties'][T.id], str(v_id))
+
+    def test_add_vertex_with_integer_id(self):
+        v_id = 99
+        vertex = {
+            T.id: v_id,
+            T.label: 'label'
+        }
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get(str(v_id))
+        self.assertIsNotNone(node)
+        self.assertEqual(node['properties'][T.id], v_id)
+
     def test_add_vertex_without_node_property(self):
         vertex = {
             T.id: '1234',
@@ -753,6 +823,51 @@ def test_add_vertex_with_Decimal_type_property_in_list(self):
         self.assertIsInstance(final_lon_value, float)
         self.assertIsInstance(final_lat_value, float)
 
+    def test_add_explicit_type_single_edge_with_string_id(self):
+        vertex1 = Vertex(id='1')
+        vertex2 = Vertex(id='2')
+        e_id = '1'
+
+        edge1 = Edge(id=e_id, outV=vertex1, inV=vertex2, label='route')
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex1)
+        gn.add_vertex(vertex2)
+        gn.add_path_edge(edge1)
+        edge = gn.graph.get_edge_data('1', '2')
+        self.assertIsNotNone(edge)
+        self.assertEqual(edge[e_id]['properties']['id'], e_id)
+
+    def test_add_explicit_type_single_edge_with_uuid_id(self):
+        vertex1 = Vertex(id='1')
+        vertex2 = Vertex(id='2')
+        e_id = uuid4()
+
+        edge1 = Edge(id=e_id, outV=vertex1, inV=vertex2, label='route')
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex1)
+        gn.add_vertex(vertex2)
+        gn.add_path_edge(edge1)
+        edge = gn.graph.get_edge_data('1', '2')
+        self.assertIsNotNone(edge)
+        self.assertEqual(edge[str(e_id)]['properties']['id'], str(e_id))
+
+    def test_add_explicit_type_single_edge_with_integer_id(self):
+        vertex1 = Vertex(id='1')
+        vertex2 = Vertex(id='2')
+        e_id = 1
+
+        edge1 = Edge(id=e_id, outV=vertex1, inV=vertex2, label='route')
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex1)
+        gn.add_vertex(vertex2)
+        gn.add_path_edge(edge1)
+        edge = gn.graph.get_edge_data('1', '2')
+        self.assertIsNotNone(edge)
+        self.assertEqual(edge[e_id]['properties']['id'], e_id)
+
     def test_add_explicit_type_single_edge_without_edge_property(self):
         vertex1 = Vertex(id='1')
         vertex2 = Vertex(id='2')
@@ -981,6 +1096,51 @@ def test_add_explicit_type_single_edge_with_valid_label_and_invalid_tooltip(self
         self.assertEqual(edge['1']['label'], 'v[2]')
         self.assertEqual(edge['1']['title'], 'v[2]')
 
+    def test_add_single_edge_with_string_id(self):
+        vertex1 = Vertex(id='1')
+        vertex2 = Vertex(id='2')
+        e_id = '1'
+
+        edge1 = {T.id: e_id, T.label: 'route', 'outV': 'v[1]', 'inV': 'v[2]'}
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex1)
+        gn.add_vertex(vertex2)
+        gn.add_path_edge(edge1, from_id='1', to_id='2')
+        edge = gn.graph.get_edge_data('1', '2')
+        self.assertIsNotNone(edge)
+        self.assertEqual(edge[e_id]['properties'][T.id], e_id)
+
+    def test_add_single_edge_with_uuid_id(self):
+        vertex1 = Vertex(id='1')
+        vertex2 = Vertex(id='2')
+        e_id = uuid4()
+
+        edge1 = {T.id: e_id, T.label: 'route', 'outV': 'v[1]', 'inV': 'v[2]'}
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex1)
+        gn.add_vertex(vertex2)
+        gn.add_path_edge(edge1, from_id='1', to_id='2')
+        edge = gn.graph.get_edge_data('1', '2')
+        self.assertIsNotNone(edge)
+        self.assertEqual(edge[str(e_id)]['properties'][T.id], str(e_id))
+
+    def test_add_single_edge_with_integer_id(self):
+        vertex1 = Vertex(id='1')
+        vertex2 = Vertex(id='2')
+        e_id = 1
+
+        edge1 = {T.id: e_id, T.label: 'route', 'outV': 'v[1]', 'inV': 'v[2]'}
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex1)
+        gn.add_vertex(vertex2)
+        gn.add_path_edge(edge1, from_id='1', to_id='2')
+        edge = gn.graph.get_edge_data('1', '2')
+        self.assertIsNotNone(edge)
+        self.assertEqual(edge[str(e_id)]['properties'][T.id], e_id)
+
     def test_add_single_edge_without_edge_property(self):
         vertex1 = Vertex(id='1')
         vertex2 = Vertex(id='2')
@@ -1589,7 +1749,7 @@ def test_group_with_groupby_invalid_json_single_label(self):
         gn = GremlinNetwork(group_by_property='{"airport":{"code"}}')
         gn.add_vertex(vertex1)
         node1 = gn.graph.nodes.get(vertex1[T.id])
-        self.assertEqual(node1['group'], '')
+        self.assertEqual(node1['group'], 'DEFAULT_GROUP')
 
     def test_group_with_groupby_invalid_json_multiple_labels(self):
         vertex1 = {
@@ -1613,8 +1773,8 @@ def test_group_with_groupby_invalid_json_multiple_labels(self):
         gn.add_vertex(vertex2)
         node1 = gn.graph.nodes.get(vertex1[T.id])
         node2 = gn.graph.nodes.get(vertex2[T.id])
-        self.assertEqual(node1['group'], '')
-        self.assertEqual(node2['group'], '')
+        self.assertEqual(node1['group'], 'DEFAULT_GROUP')
+        self.assertEqual(node2['group'], 'DEFAULT_GROUP')
 
     def test_group_nonexistent_groupby(self):
         vertex = {
@@ -1628,7 +1788,7 @@ def test_group_nonexistent_groupby(self):
         gn = GremlinNetwork(group_by_property='foo')
         gn.add_vertex(vertex)
         node = gn.graph.nodes.get(vertex[T.id])
-        self.assertEqual(node['group'], '')
+        self.assertEqual(node['group'], 'DEFAULT_GROUP')
 
     def test_group_nonexistent_groupby_properties_json_single_label(self):
         vertex1 = {
@@ -1642,7 +1802,7 @@ def test_group_nonexistent_groupby_properties_json_single_label(self):
         gn = GremlinNetwork(group_by_property='{"airport":{"groupby":"foo"}}')
         gn.add_vertex(vertex1)
         node1 = gn.graph.nodes.get(vertex1[T.id])
-        self.assertEqual(node1['group'], '')
+        self.assertEqual(node1['group'], 'DEFAULT_GROUP')
 
     def test_group_nonexistent_groupby_properties_json_multiple_labels(self):
         vertex1 = {
@@ -1666,7 +1826,7 @@ def test_group_nonexistent_groupby_properties_json_multiple_labels(self):
         gn.add_vertex(vertex2)
         node1 = gn.graph.nodes.get(vertex1[T.id])
         node2 = gn.graph.nodes.get(vertex2[T.id])
-        self.assertEqual(node1['group'], '')
+        self.assertEqual(node1['group'], 'DEFAULT_GROUP')
         self.assertEqual(node2['group'], 'Europe')
 
     def test_group_nonexistent_label_properties_json_single_label(self):
@@ -1681,7 +1841,7 @@ def test_group_nonexistent_label_properties_json_single_label(self):
         gn = GremlinNetwork(group_by_property='{"air_port":{"groupby":"code"}')
         gn.add_vertex(vertex1)
         node1 = gn.graph.nodes.get(vertex1[T.id])
-        self.assertEqual(node1['group'], '')
+        self.assertEqual(node1['group'], 'DEFAULT_GROUP')
 
     def test_group_nonexistent_label_properties_json_multiple_labels(self):
         vertex1 = {
@@ -1706,7 +1866,7 @@ def test_group_nonexistent_label_properties_json_multiple_labels(self):
         node1 = gn.graph.nodes.get(vertex1[T.id])
         node2 = gn.graph.nodes.get(vertex2[T.id])
         self.assertEqual(node1['group'], 'SEA')
-        self.assertEqual(node2['group'], '')
+        self.assertEqual(node2['group'], 'DEFAULT_GROUP')
 
     def test_group_without_groupby(self):
         vertex = {
@@ -2095,6 +2255,62 @@ def test_group_returnvertex_groupby_id_properties_json(self):
         node = gn.graph.nodes.get('1')
         self.assertEqual(node['group'], '1')
 
+    def test_group_returnvertex_groupby_missing_property(self):
+        vertex = Vertex(id='1')
+
+        gn = GremlinNetwork(group_by_property="foo")
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('1')
+        self.assertEqual(node['group'], 'DEFAULT_GROUP')
+
+    def test_group_returnvertex_groupby_missing_property_key_json(self):
+        vertex = Vertex(id='1')
+
+        gn = GremlinNetwork(group_by_property='{"foo":"label"}')
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('1')
+        self.assertEqual(node['group'], 'DEFAULT_GROUP')
+
+    def test_group_returnvertex_groupby_missing_property_value_json(self):
+        vertex = Vertex(id='1')
+
+        gn = GremlinNetwork(group_by_property='{"vertex":"bar"}')
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('1')
+        self.assertEqual(node['group'], 'DEFAULT_GROUP')
+
+    def test_group_returnmisctype_default(self):
+        vertex = 'a_vertex'
+
+        gn = GremlinNetwork()
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('a_vertex')
+        self.assertEqual(node['group'], 'DEFAULT_GROUP')
+
+    def test_group_returnmisctype_groupby_property(self):
+        vertex = 'a_vertex'
+
+        gn = GremlinNetwork(group_by_property="foo")
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('a_vertex')
+        self.assertEqual(node['group'], 'DEFAULT_GROUP')
+
+    def test_group_returnmisctype_groupby_raw(self):
+        vertex = 'a_vertex'
+
+        gn = GremlinNetwork(group_by_raw=True)
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('a_vertex')
+        self.assertEqual(node['group'], 'a_vertex')
+
+    def test_group_returnmisctype_groupby_depth(self):
+        vertex = 'a_vertex'
+
+        gn = GremlinNetwork(group_by_property='TRAVERSAL_DEPTH')
+        gn.add_vertex(vertex)
+        node = gn.graph.nodes.get('a_vertex')
+        self.assertEqual(node['group'], '__DEPTH--1__')
+
     def test_group_by_raw_explicit(self):
         vertex = {
             T.id: '1234',
@@ -2157,6 +2373,26 @@ def test_add_elementmap_edge(self):
         self.assertEqual(inv_data['properties'], edge_map[Direction.IN])
         self.assertEqual(outv_data['properties'], edge_map[Direction.OUT])
 
+    def test_add_elementmap_edge_with_direction_uuid_ids(self):
+        in_node_id = uuid4()
+        out_node_id = uuid4()
+        edge_map = {
+            T.id: '5298',
+            T.label: 'route',
+            Direction.IN: {T.id: in_node_id, T.label: 'airport'},
+            Direction.OUT: {T.id: out_node_id, T.label: 'airport'},
+            'dist': 763
+        }
+
+        gn = GremlinNetwork()
+        gn.insert_elementmap(edge_map, index=1)
+        inv_data = gn.graph.nodes.get(str(in_node_id))
+        outv_data = gn.graph.nodes.get(str(out_node_id))
+        self.assertIsNotNone(inv_data)
+        self.assertIsNotNone(outv_data)
+        self.assertEqual(inv_data['properties'][T.id], str(edge_map[Direction.IN][T.id]))
+        self.assertEqual(outv_data['properties'][T.id], str(edge_map[Direction.OUT][T.id]))
+
     def test_add_elementmap_edge_groupby_depth(self):
         edge_map = {
             T.id: '5298',
diff --git a/test/unit/notebooks/test_validate_notebooks.py b/test/unit/notebooks/test_validate_notebooks.py
index 66fdafad..87117228 100644
--- a/test/unit/notebooks/test_validate_notebooks.py
+++ b/test/unit/notebooks/test_validate_notebooks.py
@@ -18,45 +18,67 @@ def test_no_extra_notebooks(self):
         """
 
         expected_paths = [
-            f'{NOTEBOOK_BASE_DIR}/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/Air-Routes-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/Air-Routes-openCypher.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/Air-Routes-SPARQL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/Blog Workbench Visualization.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/EPL-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/EPL-openCypher.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/EPL-SPARQL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/00-Sample-Applications-Overview.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-00-Getting-Started-with-Neptune-ML-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-01-Introduction-to-Node-Classification-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-02-Introduction-to-Node-Regression-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-03-Introduction-to-Link-Prediction-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-04-Introduction-to-Edge-Classification-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-05-Introduction-to-Edge-Regression-Gremlin.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/04-Machine-Learning/Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/05-Data-Science/00-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/05-Data-Science/01-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb',            
-            f'{NOTEBOOK_BASE_DIR}/05-Data-Science/02-Logistics-Analysis-using-a-Transportation-Network.ipynb',
-            f'{NOTEBOOK_BASE_DIR}/06-Language-Tutorials/01-SPARQL/01-SPARQL-Basics.ipynb']
+            f'{NOTEBOOK_BASE_DIR}/Overview.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/About-the-Neptune-Notebook.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/01-Getting-Started/01-About-the-Neptune-Notebook.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/01-Getting-Started/02-Using-Gremlin-to-Access-the-Graph.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/01-Getting-Started/03-Using-RDF-and-SPARQL-to-Access-the-Graph.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/01-Getting-Started/04-Social-Network-Recommendations-with-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/01-Getting-Started/05-Dining-By-Friends-in-Amazon-Neptune.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/Air-Routes-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/Air-Routes-openCypher.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/Air-Routes-SPARQL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/Blog Workbench Visualization.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/EPL-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/EPL-openCypher.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/EPL-SPARQL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/02-Visualization/Grouping-and-Appearance-Customization-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/00-Sample-Applications-Overview.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/01-Fraud-Graphs/01-Building-a-Fraud-Graph-Application.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/02-Knowledge-Graphs/Building-a-Knowledge-Graph-Application-openCypher.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/01-Building-an-Identity-Graph-Application.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/02-Data-Modeling-for-Identity-Graphs.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/03-Identity-Graphs/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL/03-Jumpstart-Identity-Graphs-Using-Canonical-Model-and-ETL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/04-Security-Graphs/01-Building-a-Security-Graph-Application-with-openCypher.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/05-Healthcare-and-Life-Sciences-Graphs/01-Modeling-Molecular-Structures-as-Graph-Data-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/01-Identifying-Fraud-Rings-Using-Social-Network-Analytics.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/02-Identifying-1st-Person-Synthetic-Identity-Fraud-Using-Graph-Similarity.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/06-Data-Science-Samples/03-Logistics-Analysis-using-a-Transportation-Network.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/01-Getting-Started/01-Getting-Started-With-Neptune-Analytics.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/01-Getting-Started-With-Graph-Algorithms.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/02-Path-Finding-Algorithms.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/03-Centrality-Algorithms.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/04-Community-Detection-Algorithms.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/02-Graph-Algorithms/05-Similarity-Algorithms.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/03-Sample-Use-Cases/Overview.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/03-Sample-Use-Cases/01-FinTech/01-Fraud-Ring-Identifcation.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/02-Neptune-Analytics/03-Sample-Use-Cases/02-Investment-Analysis/01-EDGAR-Competitior-Analysis-using-Knowledge-Graph-Graph-Algorithms-and-Vector-Search.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/01-Gremlin/01-Getting-Started-with-Neptune-ML-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/01-Gremlin/02-Introduction-to-Node-Classification-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/01-Gremlin/03-Introduction-to-Node-Regression-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/01-Gremlin/04-Introduction-to-Link-Prediction-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/01-Gremlin/05-Introduction-to-Edge-Classification-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/01-Gremlin/06-Introduction-to-Edge-Regression-Gremlin.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/02-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/02-SPARQL/Neptune-ML-01-Introduction-to-Object-Classification-SPARQL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/02-SPARQL/Neptune-ML-02-Introduction-to-Object-Regression-SPARQL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/02-SPARQL/Neptune-ML-03-Introduction-to-Link-Prediction-SPARQL.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/03-Sample-Applications/01-People-Analytics/People-Analytics-using-Neptune-ML.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/03-Sample-Applications/02-Job-Recommendation-Text-Encoding.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/03-Neptune-ML/03-Sample-Applications/03-Real-Time-Fraud-Detection-Using-Inductive-Inference.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/01-Gremlin/01-Basic-Read-Queries.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/01-Gremlin/02-Loops-Repeats.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/01-Gremlin/03-Ordering-Functions-Grouping.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/01-Gremlin/04-Creating-Updating-Deleting-Queries.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/01-Gremlin/Gremlin-Exercises-Answer-Sheet.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/02-openCypher/01-Basic-Read-Queries.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/02-openCypher/02-Variable-Length-Paths.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/02-openCypher/03-Ordering-Functions-Grouping.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/02-openCypher/04-Creating-Updating-Delete-Queries.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/02-openCypher/openCypher-Exercises-Answer-Key.ipynb',
+            f'{NOTEBOOK_BASE_DIR}/04-Language-Tutorials/03-SPARQL/01-SPARQL-Basics.ipynb']
         notebook_paths = get_all_notebooks_paths()
         expected_paths.sort()
         notebook_paths.sort()
@@ -68,16 +90,18 @@ def test_no_extra_notebooks(self):
     def test_validate_notebooks_have_no_output(self):
         notebooks = get_all_notebooks_paths()
         for n in notebooks:
+            print(f"Notebook: {n}")
             with open(n, 'r') as notebook_file:
                 file_content = notebook_file.read()
                 nb_content = json.loads(file_content)
                 for cell in nb_content['cells']:
                     if 'cell_type' in cell and cell['cell_type'] == 'code':
                         self.assertEqual(0, len(cell['outputs']))
+            print("Passed!")
 
     def test_readme_and_overview_match(self):
-        notebook_file_path = f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/00-Sample-Applications-Overview.ipynb'
-        readme_file_path = f'{NOTEBOOK_BASE_DIR}/03-Sample-Applications/README.md'
+        notebook_file_path = f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/00-Sample-Applications-Overview.ipynb'
+        readme_file_path = f'{NOTEBOOK_BASE_DIR}/01-Neptune-Database/03-Sample-Applications/README.md'
 
         with open(notebook_file_path, 'r') as notebook_file:
             notebook_js = json.load(notebook_file)
diff --git a/test/unit/seed/get_datasets_test.py b/test/unit/seed/get_datasets_test.py
index f9fa3df0..2d152032 100644
--- a/test/unit/seed/get_datasets_test.py
+++ b/test/unit/seed/get_datasets_test.py
@@ -4,6 +4,7 @@
 """
 
 import unittest
+import os
 
 from graph_notebook.seed.load_query import get_data_sets, get_queries
 
@@ -13,20 +14,89 @@ def test_get_data_sets_gremlin(self):
         data_sets = get_data_sets('gremlin')
         self.assertTrue('airports' in data_sets)
 
-    def test_get_queries_gremlin(self):
+    def test_get_sample_queries_gremlin(self):
         language = 'gremlin'
         name = 'airports'
-        queries = get_queries(language, name)
+        location = 'samples'
+        queries = get_queries(language, name, location)
         self.assertEqual(3, len(queries))
         self.assertEqual('0_nodes.txt', queries[0]['name'])
 
+    def test_get_custom_queries_from_directory_gremlin(self):
+        language = ''
+        name = 'local_seed_test_propertygraph'
+        location = 'Custom'
+        name_full_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), name)
+        queries = get_queries(language, name_full_path, location)
+        self.assertEqual(2, len(queries))
+        self.assertEqual('0_test_nodes.txt', queries[0]['name'])
+        self.assertEqual('1_test_edges.txt', queries[1]['name'])
+
+    def test_get_custom_queries_from_file_gremlin(self):
+        language = ''
+        name = 'local_seed_test_propertygraph/0_test_nodes.txt'
+        location = 'Custom'
+        name_full_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), name)
+        queries = get_queries(language, name_full_path, location)
+        self.assertEqual(1, len(queries))
+        self.assertEqual('0_test_nodes.txt', queries[0]['name'])
+
     def test_get_data_sets_sparql(self):
         data_sets = get_data_sets('sparql')
         self.assertTrue('airports' in data_sets)
 
-    def test_get_queries_sparql(self):
+    def test_get_sample_queries_sparql(self):
         language = 'sparql'
         name = 'airports'
-        queries = get_queries(language, name)
+        location = 'samples'
+        queries = get_queries(language, name, location)
         self.assertEqual(3, len(queries))
         self.assertEqual('0_nodes.txt', queries[0]['name'])
+
+    def test_get_custom_queries_from_directory_sparql(self):
+        language = ''
+        name = 'local_seed_test_rdf'
+        location = 'Custom'
+        name_full_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), name)
+        queries = get_queries(language, name_full_path, location)
+        self.assertEqual(1, len(queries))
+        self.assertEqual('0_test_data.txt', queries[0]['name'])
+
+    def test_get_custom_queries_from_file_sparql(self):
+        language = ''
+        name = 'local_seed_test_rdf/0_test_data.txt'
+        location = 'Custom'
+        name_full_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), name)
+        queries = get_queries(language, name_full_path, location)
+        self.assertEqual(1, len(queries))
+        self.assertEqual('0_test_data.txt', queries[0]['name'])
+
+    def test_get_data_sets_cypher(self):
+        data_sets = get_data_sets('opencypher')
+        self.assertTrue('airports' in data_sets)
+
+    def test_get_sample_queries_cypher(self):
+        language = 'opencypher'
+        name = 'airports'
+        location = 'samples'
+        queries = get_queries(language, name, location)
+        self.assertEqual(1, len(queries))
+        self.assertEqual('airports_full.txt', queries[0]['name'])
+
+    def test_get_custom_queries_from_directory_cypher(self):
+        language = ''
+        name = 'local_seed_test_cypher'
+        location = 'Custom'
+        name_full_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), name)
+        queries = get_queries(language, name_full_path, location)
+        self.assertEqual(1, len(queries))
+        self.assertEqual('0_test_data.txt', queries[0]['name'])
+
+    def test_get_custom_queries_from_file_cypher(self):
+        language = ''
+        name = 'local_seed_test_cypher/0_test_data.txt'
+        location = 'Custom'
+        name_full_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), name)
+        queries = get_queries(language, name_full_path, location)
+        self.assertEqual(1, len(queries))
+        self.assertEqual('0_test_data.txt', queries[0]['name'])
diff --git a/test/unit/seed/local_seed_test_cypher/0_test_data.txt b/test/unit/seed/local_seed_test_cypher/0_test_data.txt
new file mode 100644
index 00000000..81db8514
--- /dev/null
+++ b/test/unit/seed/local_seed_test_cypher/0_test_data.txt
@@ -0,0 +1 @@
+CREATE (:Person {name: 'Michael'})-[:WORKS_AT]->(:Company {name: 'AWS'})
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/epl/__init__.py b/test/unit/seed/local_seed_test_cypher/__init__.py
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/epl/__init__.py
rename to test/unit/seed/local_seed_test_cypher/__init__.py
diff --git a/test/unit/seed/local_seed_test_propertygraph/0_test_nodes.txt b/test/unit/seed/local_seed_test_propertygraph/0_test_nodes.txt
new file mode 100644
index 00000000..23f43715
--- /dev/null
+++ b/test/unit/seed/local_seed_test_propertygraph/0_test_nodes.txt
@@ -0,0 +1,2 @@
+g.addV("node_0").property(id,"0")
+g.addV("node_1").property(id,"1")
\ No newline at end of file
diff --git a/test/unit/seed/local_seed_test_propertygraph/1_test_edges.txt b/test/unit/seed/local_seed_test_propertygraph/1_test_edges.txt
new file mode 100644
index 00000000..b715bef8
--- /dev/null
+++ b/test/unit/seed/local_seed_test_propertygraph/1_test_edges.txt
@@ -0,0 +1 @@
+g.addE("edge_0").property(id,"0").from(V("0")).to(V("1"))
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/fraud_graph/__init__.py b/test/unit/seed/local_seed_test_propertygraph/__init__.py
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/fraud_graph/__init__.py
rename to test/unit/seed/local_seed_test_propertygraph/__init__.py
diff --git a/test/unit/seed/local_seed_test_rdf/0_test_data.txt b/test/unit/seed/local_seed_test_rdf/0_test_data.txt
new file mode 100644
index 00000000..ad40bc93
--- /dev/null
+++ b/test/unit/seed/local_seed_test_rdf/0_test_data.txt
@@ -0,0 +1,3 @@
+%%sparql
+
+INSERT DATA { <https://test.com/s> <https://test.com/p> <https://test.com/o> . }
\ No newline at end of file
diff --git a/src/graph_notebook/seed/queries/propertygraph/knowledge-graph/__init__.py b/test/unit/seed/local_seed_test_rdf/__init__.py
similarity index 100%
rename from src/graph_notebook/seed/queries/propertygraph/knowledge-graph/__init__.py
rename to test/unit/seed/local_seed_test_rdf/__init__.py

From fab5542638b21c156c4749cc69c843e76e8ccaf3 Mon Sep 17 00:00:00 2001
From: Michael Chin <chnmch@amazon.com>
Date: Wed, 29 Nov 2023 10:04:05 -0800
Subject: [PATCH 2/2] Clean up gitignore

---
 .gitignore                      | 7 -------
 additional-databases/.gitignore | 2 --
 2 files changed, 9 deletions(-)
 delete mode 100644 additional-databases/.gitignore

diff --git a/.gitignore b/.gitignore
index cf8e12be..eeee3ce5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -31,10 +31,3 @@ src/graph_notebook/widgets/package-lock.json
 blazegraph.jnl
 rules.log
 *.env
-
-package-lock.json
-package.json
-graph_notebook.tar.gz
-
-
-
diff --git a/additional-databases/.gitignore b/additional-databases/.gitignore
deleted file mode 100644
index ec380d93..00000000
--- a/additional-databases/.gitignore
+++ /dev/null
@@ -1,2 +0,0 @@
-sagemaker/graph_notebook/install.sh
-sagemaker/graph_notebook_beta/install.sh
\ No newline at end of file