diff --git a/contrib/upload-kktix-ticket-csv-to-bigquery.py b/contrib/upload-kktix-ticket-csv-to-bigquery.py
new file mode 100755
index 00000000..7e189ee8
--- /dev/null
+++ b/contrib/upload-kktix-ticket-csv-to-bigquery.py
@@ -0,0 +1,326 @@
+#!/usr/bin/env python3
+import argparse
+import hashlib
+import logging
+import re
+import unittest
+
+import pandas as pd
+from google.cloud import bigquery
+
+CANONICAL_COLUMN_NAMES = [
+    "ticket_type",
+    "payment_status",
+    "tags",
+    "paid_date",
+    "price",
+    "invoice_policy",
+    "invoiced_company_name",
+    "unified_business_no",
+    "dietary_habit",
+    "years_of_using_python",
+    "area_of_interest",
+    "organization",
+    "job_title",
+    "country_or_region",
+    "departure_from_region",
+    "how_did_you_know_pycon_tw",
+    "have_you_ever_attended_pycon_tw",
+    "know_financial_aid",
+    "gender",
+    "pynight_attendee_numbers",
+    "pynight_attending_or_not",
+    "email_from_sponsor",
+    "email_to_sponsor",
+    "ive_already_read_and_i_accept_the_epidemic_prevention_of_pycon_tw",
+    "ive_already_read_and_i_accept_the_privacy_policy_of_pycon_tw",
+    "email",
+]
+
+HEURISTIC_COMPATIBLE_MAPPING_TABLE = {
+    # from 2020 reformatted column names
+    "years_of_using_python_python": "years_of_using_python",
+    "company_for_students_or_teachers_fill_in_the_school_department_name": "organization",
+    "invoiced_company_name_optional": "invoiced_company_name",
+    "unified_business_no_optional": "unified_business_no",
+    "job_title_if_you_are_a_student_fill_in_student": "job_title",
+    "come_from": "country_or_region",
+    "departure_from_regions": "departure_from_region",
+    "how_did_you_find_out_pycon_tw_pycon_tw": "how_did_you_know_pycon_tw",
+    "have_you_ever_attended_pycon_tw_pycon_tw": "have_you_ever_attended_pycon_tw",
+    "privacy_policy_of_pycon_tw_2020_pycon_tw_2020_bitly3eipaut": "privacy_policy_of_pycon_tw",
+    "ive_already_read_and_i_accept_the_privacy_policy_of_pycon_tw_2020_pycon_tw_2020": "ive_already_read_and_i_accept_the_privacy_policy_of_pycon_tw",
+    "ive_already_read_and_i_accept_the_epidemic_prevention_of_pycon_tw_2020_pycon_tw_2020_covid19": "ive_already_read_and_i_accept_the_epidemic_prevention_of_pycon_tw",
+    "do_you_know_we_have_financial_aid_this_year": "know_financial_aid",
+    "contact_email": "email",
+    # from 2020 reformatted column names which made it duplicate
+    "PyNight 參加意願僅供統計人數，實際是否舉辦需由官方另行公告": "pynight_attendee_numbers",
+    "PyNight 參加意願": "pynight_attending_or_not",
+    "是否願意收到贊助商轉發 Email 訊息": "email_from_sponsor",
+    "是否願意提供 Email 給贊助商": "email_to_sponsor",
+}
+
+
+logging.basicConfig(level=logging.INFO)
+
+
+def upload_dataframe_to_bigquery(
+    df: pd.DataFrame, project_id: str, dataset_name: str, table_name: str
+) -> None:
+    client = bigquery.Client(project=project_id)
+
+    dataset_ref = bigquery.dataset.DatasetReference(project_id, dataset_name)
+    table_ref = bigquery.table.TableReference(dataset_ref, table_name)
+
+    # dump the csv into bigquery
+    job = client.load_table_from_dataframe(df, table_ref)
+
+    job.result()
+
+    logging.info(
+        "Loaded {} rows into {}:{}.".format(job.output_rows, dataset_name, table_name)
+    )
+
+
+def reserved_alphabet_space_underscore(string_as_is: str) -> str:
+    regex = re.compile("[^a-zA-Z 0-9_]")
+    return regex.sub("", string_as_is)
+
+
+def reserved_only_one_space_between_words(string_as_is: str) -> str:
+    string_as_is = string_as_is.strip()
+    # two or more space between two words
+    # \w : word characters, a.k.a. alphanumeric and underscore
+    match = re.search(r"\w[ ]{2,}\w", string_as_is)
+
+    if not match:
+        return string_as_is
+
+    regex = re.compile(r"\s+")
+    string_as_is = regex.sub(" ", string_as_is)
+
+    return string_as_is
+
+
+def get_reformatted_style_columns(columns: dict) -> dict:
+    reformatted_columns = {}
+    for key, column_name in columns.items():
+        reformatted_column_name = reserved_alphabet_space_underscore(column_name)
+        reformatted_column_name = reserved_only_one_space_between_words(
+            reformatted_column_name
+        )
+        reformatted_column_name = reformatted_column_name.replace(" ", "_")
+        reformatted_column_name = reformatted_column_name.lower()
+
+        reformatted_columns[key] = reformatted_column_name
+
+    return reformatted_columns
+
+
+def find_reformat_none_unique(columns: dict) -> list:
+    # reverse key-value of original dict to be value-key of reverse_dict
+    reverse_dict = {}
+
+    for key, value in columns.items():
+        reverse_dict.setdefault(value, set()).add(key)
+
+    result = [key for key, values in reverse_dict.items() if len(values) > 1]
+
+    return result
+
+
+def apply_compatible_mapping_name(columns: dict) -> dict:
+    """Unify names with a heuristic hash table"""
+    updated_columns = apply_heuristic_name(columns)
+
+    return updated_columns
+
+
+def apply_heuristic_name(columns: dict) -> dict:
+    updated_columns = dict(columns)
+
+    for candidate in HEURISTIC_COMPATIBLE_MAPPING_TABLE.keys():
+        for key, value in columns.items():
+            if candidate == value:
+                candidate_value = HEURISTIC_COMPATIBLE_MAPPING_TABLE[candidate]
+                updated_columns[key] = candidate_value
+
+    return updated_columns
+
+
+def init_rename_column_dict(columns_array: pd.core.indexes.base.Index) -> dict:
+    columns_dict = {}
+
+    for item in columns_array:
+        columns_dict[item] = item
+
+    return columns_dict
+
+
+def sanitize_column_names(df: pd.DataFrame) -> pd.DataFrame:
+    """
+    Pre-process the column names of raw data
+
+    Pre-checking rules of column name black list and re-formatting if necessary.
+
+    The sanitized pre-process of data should follow the following rules:
+        1. style of column name (which follows general SQL conventions)
+        1-1. singular noun
+        1-2. lower case
+        1-3. snake-style (underscore-separated words)
+        1-4. full word (if possible) except common abbreviations
+        2. a column name SHOULD be unique
+        3. backward compatible with column names in the past years
+    """
+    rename_column_dict = init_rename_column_dict(df.columns)
+
+    # apply possible heuristic name if possible
+    # this is mainly meant to resolve style-reformatted names duplicate conflicts
+    applied_heuristic_columns = apply_heuristic_name(rename_column_dict)
+
+    # pre-process of style of column name
+    style_reformatted_columns = get_reformatted_style_columns(applied_heuristic_columns)
+    df.rename(columns=style_reformatted_columns)
+
+    # pre-process of name uniqueness
+    duplicate_column_names = find_reformat_none_unique(style_reformatted_columns)
+    logging.info(
+        f"Found the following duplicate column names: {duplicate_column_names}"
+    )
+
+    # pre-process of backward compatibility
+    compatible_columns = apply_compatible_mapping_name(style_reformatted_columns)
+
+    return df.rename(columns=compatible_columns)
+
+
+def hash_string(string_to_hash: str) -> str:
+    sha = hashlib.sha256()
+    sha.update(string_to_hash.encode("utf-8"))
+    string_hashed = sha.hexdigest()
+
+    return string_hashed
+
+
+def hash_privacy_info(df: pd.DataFrame) -> None:
+    df["email"] = df["email"].apply(hash_string)
+
+
+def main():
+    """
+    Commandline entrypoint
+    """
+    parser = argparse.ArgumentParser(
+        description="Sanitize ticket CSV and upload to BigQuery"
+    )
+
+    parser.add_argument(
+        "csv_file", type=str, help="Ticket CSV file",
+    )
+
+    parser.add_argument("-p", "--project-id", help="BigQuery project ID")
+
+    parser.add_argument(
+        "-d", "--dataset-name", help="BigQuery dataset name to create or append"
+    )
+
+    parser.add_argument(
+        "-t", "--table-name", help="BigQuery table name to create or append"
+    )
+
+    parser.add_argument(
+        "--upload",
+        action="store_true",
+        help="Parsing the file but not upload it",
+        default=False,
+    )
+
+    args = parser.parse_args()
+
+    # load the csv into bigquery
+    df = pd.read_csv(args.csv_file)
+    sanitized_df = sanitize_column_names(df)
+    hash_privacy_info(sanitized_df)
+
+    if args.upload:
+        upload_dataframe_to_bigquery(
+            sanitized_df, args.project_id, args.dataset_name, args.table_name
+        )
+    else:
+        logging.info("Dry-run mode. Data will not be uploaded.")
+        logging.info("Column names (as-is):")
+        logging.info(df.columns)
+        logging.info("")
+        logging.info("Column names (to-be):")
+        logging.info(sanitized_df.columns)
+
+    return sanitized_df.columns
+
+
+class Test2020Ticket(unittest.TestCase):
+    """python -m unittest upload-kktix-ticket-csv-to-bigquery.py"""
+
+    CANONICAL_COLUMN_NAMES_2020 = [
+        "ticket_type",
+        "payment_status",
+        "tags",
+        "paid_date",
+        "price",
+        "invoice_policy",
+        "invoiced_company_name_optional",
+        "unified_business_no_optional",
+        "dietary_habit",
+        "years_of_using_python",
+        "area_of_interest",
+        "organization",
+        "job_role",
+        "country_or_region",
+        "departure_from_region",
+        "how_did_you_know_pycon_tw",
+        "have_you_ever_attended_pycon_tw",
+        "do_you_know_we_have_financial_aid_this_year",
+        "gender",
+        "pynight_attendee_numbers",
+        "pynight_attending_or_not",
+        "email_from_sponsor",
+        "email_to_sponsor",
+        "privacy_policy_of_pycon_tw",
+        "ive_already_read_and_i_accept_the_privacy_policy_of_pycon_tw",
+    ]
+
+    @classmethod
+    def setUpClass(cls):
+        cls.df = pd.read_csv("./data/corporate-attendees.csv")
+        cls.sanitized_df = sanitize_column_names(cls.df)
+
+    def test_column_number(self):
+        assert len(self.sanitized_df.columns) == 26
+
+    def test_column_title_content(self):
+        for column in self.sanitized_df.columns:
+            if column not in CANONICAL_COLUMN_NAMES:
+                logging.info(f"{column} is not in the canonical table.")
+                assert False
+
+    def test_column_content(self):
+        assert self.sanitized_df["ticket_type"][1] == "Regular 原價"
+
+    def test_hash(self):
+        string_hashed = hash_string("1234567890-=qwertyuiop[]")
+
+        assert (
+            string_hashed
+            == "aefefa43927b374a9af62ab60e4512e86f974364919d1b09d0013254c667e512"
+        )
+
+    def test_hash_email(self):
+        hash_privacy_info(self.sanitized_df)
+
+        assert (
+            self.sanitized_df["email"][1]
+            == "caecbd114bfa0cc3fd43f2a68ce52a8a92141c6bca87e0418d4833af56e504f1"
+        )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/poetry.lock b/poetry.lock
index 67290a69..5c98005b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -14,7 +14,7 @@ SQLAlchemy = ">=1.3.0"
 
 [[package]]
 name = "apache-airflow"
-version = "1.10.14"
+version = "1.10.15"
 description = "Programmatically author, schedule and monitor data pipelines"
 category = "main"
 optional = false
@@ -44,7 +44,7 @@ funcsigs = ">=1.0.0,<2.0.0"
 future = ">=0.16.0,<0.19"
 graphviz = ">=0.12"
 gunicorn = ">=19.5.0,<21.0"
-importlib-metadata = {version = ">=2.0,<3.0", markers = "python_version < \"3.8\""}
+importlib-metadata = {version = ">=2.0,<3.0", markers = "python_version < \"3.9\""}
 importlib-resources = ">=1.4,<2.0"
 iso8601 = ">=0.1.12"
 jinja2 = ">=2.10.1,<2.12.0"
@@ -78,9 +78,10 @@ werkzeug = "<1.0.0"
 "zope.deprecation" = ">=4.0,<5.0"
 
 [package.extras]
-all = ["cassandra-driver (>=3.13.0,<3.21.0)", "cloudant (>=0.5.9,<2.0)", "pydruid (>=0.4.1,<=0.5.8)", "hmsclient (>=0.1.0)", "pyhive[hive] (>=0.6.0)", "dnspython (>=1.13.0,<2.0.0)", "pymongo (>=3.6.0,<3.11.0)", "pymssql (>=2.1.1,<2.2.0)", "mysqlclient (>=1.3.6,<1.4)", "pinotdb (==0.1.1)", "psycopg2-binary (>=2.7.4)", "presto-python-client (>=0.7.0,<0.8)", "vertica-python (>=0.5.1)", "atlasclient (>=0.1.2)", "boto3 (>=1.10,<1.11)", "azure-storage (>=0.34.0,<0.37.0)", "azure-storage-common", "azure-mgmt-containerinstance (>=1.5.0,<2)", "azure-cosmos (>=3.0.1,<4)", "azure-datalake-store (>=0.0.45)", "azure-mgmt-datalake-store (>=0.5.0)", "azure-mgmt-resource (>=2.2.0)", "azure-identity (>=1.3.1)", "azure-keyvault (>=4.1.0)", "cgroupspy (>=0.1.4)", "beautifulsoup4 (>=4.7.1,<4.8.0)", "click (==6.7)", "coverage", "docutils (>=0.14,<0.16)", "ecdsa (<0.15)", "flake8 (>=3.6.0)", "flake8-colors", "flaky", "freezegun", "gitpython", "idna (<2.9)", "ipdb", "jira", "mongomock", "moto (==1.3.14)", "packaging", "parameterized", "paramiko", "pipdeptree", "pre-commit", "pysftp", "pytest (<6.0.0)", "pytest-cov", "pytest-instafail", "pytest-timeouts", "pywinrm", "qds-sdk (>=1.9.6)", "requests-mock", "yamllint", "mypy (==0.720)", "sphinx-argparse (>=0.1.13)", "sphinx-autoapi (==1.0.0)", "sphinx-jinja (>=1.1,<2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "cryptography (>=2.0.0)", "kubernetes (>=3.0.0,<12.0.0)", "bcrypt (>=2.0.0)", "flask-bcrypt (>=0.7.1)", "flower (>=0.7.3,<1.0)", "tornado (>=4.2.0,<6.0)", "vine (>=1.3,<2.0)", "datadog (>=0.14.0)", "docker (>=3.0,<4.0)", "elasticsearch (>=5.0.0,<6.0.0)", "elasticsearch-dsl (>=5.0.0,<6.0.0)", "google-api-python-client (>=1.6.0,<2.0.0)", "google-auth (>=1.0.0,<2.0.0)", "google-auth-httplib2 (>=0.0.1)", "google-cloud-bigtable (>=1.0.0,<2.0.0)", "google-cloud-container (>=0.1.1,<2.0.0)", "google-cloud-dlp (>=0.11.0,<2.0.0)", "google-cloud-language (>=1.1.1,<2.0.0)", "google-cloud-secret-manager (>=0.2.0,<2.0.0)", "google-cloud-spanner (>=1.10.0,<2.0.0)", "google-cloud-speech (>=0.36.3,<2.0.0)", "google-cloud-storage (>=1.16,<2.0.0)", "google-cloud-texttospeech (>=0.4.0,<2)", "google-cloud-translate (>=1.3.3,<2.0.0)", "google-cloud-videointelligence (>=1.7.0,<2.0.0)", "google-cloud-vision (>=0.35.2,<2.0.0)", "grpcio-gcp (>=0.2.2)", "pandas-gbq", "grpcio (>=1.15.0)", "hvac (>=0.10,<1.0)", "JPype1 (==0.7.1)", "jaydebeapi (>=1.1.1)", "python-jenkins (>=1.0.0)", "pykerberos (>=1.1.13)", "requests-kerberos (>=0.10.0)", "ldap3 (>=2.5.1)", "papermill[all] (>=1.0.0)", "nteract-scrapbook[all] (>=0.2.1)", "pyarrow (<1.0.0)", "amqp (<5.0.0)", "redis (>=3.2,<4.0)", "pysmbclient (>=0.1.3)", "analytics-python (>=1.2.9)", "sendgrid (>=5.2.0,<6)", "blinker (>=1.1)", "sentry-sdk (>=0.8.0)", "slackclient (>=1.0.0,<2.0.0)", "websocket-client (<0.55.0)", "snowflake-connector-python (>=1.5.2)", "snowflake-sqlalchemy (>=1.1.0)", "paramiko (>=2.1.1)", "pysftp (>=0.2.9)", "sshtunnel (>=0.1.4,<0.2)", "virtualenv", "hdfs[dataframe,kerberos,avro] (>=2.0.4)", "zdesk", "snakebite (>=2.7.8)", "cffi (<1.14.0)", "pyrsistent (<=0.16.0)", "sphinx (==1.8.5)", "celery (==4.3.1)", "kombu (==4.6.3)", "cryptography (>=0.9.3,<3.0)", "PyOpenSSL (<20.0.0)", "thrift-sasl (>=0.2.0,<0.4.1)", "cx-Oracle (>=5.1.2,<8.0)", "mock", "contextdecorator", "azure-storage-blob (<12.0.0)", "importlib-metadata (>=2.0,<3.0)", "fsspec (<0.8.0)", "snakebite-py3", "pyrsistent", "sphinx (>=2.1.2)", "celery (>=4.3,<5.0)", "cryptography (>=0.9.3)", "pyopenssl", "thrift-sasl (>=0.2.0)", "cx-Oracle (>=5.1.2)", "azure-storage-blob", "sphinx-copybutton", "black (==20.8b0)"]
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+celery = ["celery (>=4.3,<5.0)", "flower (>=0.7.3,<1.0)", "tornado (>=4.2.0,<6.0)", "vine (>=1.3,<2.0)", "celery (==4.3.1)", "kombu (==4.6.3)"]
 all_dbs = ["cassandra-driver (>=3.13.0,<3.21.0)", "cloudant (>=0.5.9,<2.0)", "pydruid (>=0.4.1,<=0.5.8)", "hmsclient (>=0.1.0)", "pyhive[hive] (>=0.6.0)", "dnspython (>=1.13.0,<2.0.0)", "pymongo (>=3.6.0,<3.11.0)", "pymssql (>=2.1.1,<2.2.0)", "mysqlclient (>=1.3.6,<1.4)", "pinotdb (==0.1.1)", "psycopg2-binary (>=2.7.4)", "presto-python-client (>=0.7.0,<0.8)", "vertica-python (>=0.5.1)", "snakebite (>=2.7.8)", "snakebite-py3"]
-amazon = ["boto3 (>=1.10,<1.11)"]
+amazon = ["boto3 (>=1.10,<2.0)"]
 "apache.atlas" = ["atlasclient (>=0.1.2)"]
 "apache.cassandra" = ["cassandra-driver (>=3.13.0,<3.21.0)"]
 "apache.druid" = ["pydruid (>=0.4.1,<=0.5.8)"]
@@ -88,10 +89,10 @@ amazon = ["boto3 (>=1.10,<1.11)"]
 "apache.hive" = ["hmsclient (>=0.1.0)", "pyhive[hive] (>=0.6.0)"]
 "apache.pinot" = ["pinotdb (==0.1.1)"]
 "apache.presto" = ["presto-python-client (>=0.7.0,<0.8)"]
-"apache.webhdfs" = ["hdfs[dataframe,kerberos,avro] (>=2.0.4)"]
+"apache.webhdfs" = ["hdfs[dataframe,avro,kerberos] (>=2.0.4)"]
 async = ["eventlet (>=0.9.7)", "gevent (>=0.13)", "greenlet (>=0.4.9)"]
 atlas = ["atlasclient (>=0.1.2)"]
-aws = ["boto3 (>=1.10,<1.11)"]
+aws = ["boto3 (>=1.10,<2.0)"]
 azure = ["azure-storage (>=0.34.0,<0.37.0)", "azure-storage-common", "azure-mgmt-containerinstance (>=1.5.0,<2)", "azure-cosmos (>=3.0.1,<4)", "azure-datalake-store (>=0.0.45)", "azure-mgmt-datalake-store (>=0.5.0)", "azure-mgmt-resource (>=2.2.0)", "azure-identity (>=1.3.1)", "azure-keyvault (>=4.1.0)", "cffi (<1.14.0)", "azure-storage-blob (<12.0.0)", "azure-storage-blob"]
 azure_blob_storage = ["azure-storage (>=0.34.0,<0.37.0)", "azure-storage-common", "azure-storage-blob (<12.0.0)", "azure-storage-blob"]
 azure_container_instances = ["azure-mgmt-containerinstance (>=1.5.0,<2)"]
@@ -99,7 +100,7 @@ azure_cosmos = ["azure-cosmos (>=3.0.1,<4)"]
 azure_data_lake = ["azure-datalake-store (>=0.0.45)", "azure-mgmt-datalake-store (>=0.5.0)", "azure-mgmt-resource (>=2.2.0)", "cffi (<1.14.0)"]
 azure_secrets = ["azure-identity (>=1.3.1)", "azure-keyvault (>=4.1.0)"]
 cassandra = ["cassandra-driver (>=3.13.0,<3.21.0)"]
-celery = ["flower (>=0.7.3,<1.0)", "tornado (>=4.2.0,<6.0)", "vine (>=1.3,<2.0)", "celery (==4.3.1)", "kombu (==4.6.3)", "celery (>=4.3,<5.0)"]
+devel_ci = ["hvac (>=0.10,<1.0)", "cassandra-driver (>=3.13.0,<3.21.0)", "cloudant (>=0.5.9,<2.0)", "pydruid (>=0.4.1,<=0.5.8)", "hmsclient (>=0.1.0)", "pyhive[hive] (>=0.6.0)", "dnspython (>=1.13.0,<2.0.0)", "pymongo (>=3.6.0,<3.11.0)", "pymssql (>=2.1.1,<2.2.0)", "mysqlclient (>=1.3.6,<1.4)", "pinotdb (==0.1.1)", "psycopg2-binary (>=2.7.4)", "presto-python-client (>=0.7.0,<0.8)", "vertica-python (>=0.5.1)", "atlasclient (>=0.1.2)", "boto3 (>=1.10,<2.0)", "azure-storage (>=0.34.0,<0.37.0)", "azure-storage-common", "azure-mgmt-containerinstance (>=1.5.0,<2)", "azure-cosmos (>=3.0.1,<4)", "azure-datalake-store (>=0.0.45)", "azure-mgmt-datalake-store (>=0.5.0)", "azure-mgmt-resource (>=2.2.0)", "azure-identity (>=1.3.1)", "azure-keyvault (>=4.1.0)", "cgroupspy (>=0.1.4)", "beautifulsoup4 (>=4.7.1,<4.8.0)", "click (==6.7)", "coverage", "docutils (>=0.14,<0.16)", "ecdsa (<0.15)", "flake8 (>=3.6.0)", "flake8-colors", "flaky", "freezegun", "gitpython", "idna (<2.9)", "ipdb", "jira", "mongomock", "moto (==1.3.14)", "packaging", "parameterized", "paramiko", "pipdeptree", "pre-commit", "pysftp", "pytest (<6.0.0)", "pytest-cov", "pytest-instafail", "pytest-timeouts", "pywinrm", "qds-sdk (>=1.9.6)", "requests-mock", "yamllint", "mypy (==0.720)", "sphinx-argparse (>=0.1.13)", "sphinx-autoapi (==1.0.0)", "sphinx-jinja (>=1.1,<2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "cryptography (>=2.0.0)", "kubernetes (>=3.0.0,<12.0.0)", "bcrypt (>=2.0.0)", "flask-bcrypt (>=0.7.1)", "flower (>=0.7.3,<1.0)", "tornado (>=4.2.0,<6.0)", "vine (>=1.3,<2.0)", "datadog (>=0.14.0)", "docker (>=3.0,<4.0)", "elasticsearch (>=5.0.0,<6.0.0)", "elasticsearch-dsl (>=5.0.0,<6.0.0)", "google-api-python-client (>=1.6.0,<2.0.0)", "google-auth (>=1.0.0,<2.0.0)", "google-auth-httplib2 (>=0.0.1)", "google-cloud-bigtable (>=1.0.0,<2.0.0)", "google-cloud-container (>=0.1.1,<2.0.0)", "google-cloud-dlp (>=0.11.0,<2.0.0)", "google-cloud-language (>=1.1.1,<2.0.0)", "google-cloud-secret-manager (>=0.2.0,<2.0.0)", "google-cloud-spanner (>=1.10.0,<2.0.0)", "google-cloud-speech (>=0.36.3,<2.0.0)", "google-cloud-storage (>=1.16,<2.0.0)", "google-cloud-texttospeech (>=0.4.0,<2)", "google-cloud-translate (>=1.3.3,<2.0.0)", "google-cloud-videointelligence (>=1.7.0,<2.0.0)", "google-cloud-vision (>=0.35.2,<2.0.0)", "grpcio-gcp (>=0.2.2)", "pandas-gbq", "grpcio (>=1.15.0)", "JPype1 (==0.7.1)", "jaydebeapi (>=1.1.1)", "python-jenkins (>=1.0.0)", "pykerberos (>=1.1.13)", "requests-kerberos (>=0.10.0)", "ldap3 (>=2.5.1)", "papermill[all] (>=1.0.0)", "nteract-scrapbook[all] (>=0.2.1)", "pyarrow (<1.0.0)", "amqp (<5.0.0)", "redis (>=3.2,<4.0)", "pysmbclient (>=0.1.3)", "analytics-python (>=1.2.9)", "sendgrid (>=5.2.0,<6)", "blinker (>=1.1)", "sentry-sdk (>=0.8.0)", "slackclient (>=1.0.0,<2.0.0)", "websocket-client (<0.55.0)", "boto3 (<1.11)", "snowflake-connector-python (>=1.5.2)", "snowflake-sqlalchemy (>=1.1.0)", "paramiko (>=2.1.1)", "pysftp (>=0.2.9)", "sshtunnel (>=0.1.4,<0.2)", "virtualenv", "hdfs[dataframe,avro,kerberos] (>=2.0.4)", "zdesk", "snakebite (>=2.7.8)", "cffi (<1.14.0)", "pyrsistent (<=0.16.0)", "sphinx (==1.8.5)", "celery (==4.3.1)", "kombu (==4.6.3)", "cryptography (>=0.9.3,<3.0)", "PyOpenSSL (<20.0.0)", "thrift-sasl (>=0.2.0,<0.4.1)", "cx-Oracle (>=5.1.2,<8.0)", "mock", "contextdecorator", "azure-storage-blob (<12.0.0)", "importlib-metadata (>=2.0,<3.0)", "fsspec (<0.8.0)", "snakebite-py3", "pyrsistent", "sphinx (>=2.1.2)", "celery (>=4.3,<5.0)", "cryptography (>=0.9.3)", "pyopenssl", "thrift-sasl (>=0.2.0)", "cx-Oracle (>=5.1.2)", "azure-storage-blob", "sphinx-copybutton", "black (==20.8b0)"]
 cgroups = ["cgroupspy (>=0.1.4)"]
 cloudant = ["cloudant (>=0.5.9,<2.0)"]
 "cncf.kubernetes" = ["cryptography (>=2.0.0)", "kubernetes (>=3.0.0,<12.0.0)"]
@@ -107,16 +108,15 @@ crypto = ["cryptography (>=0.9.3,<3.0)", "cryptography (>=0.9.3)"]
 dask = ["distributed (>=1.17.1,<2)"]
 databricks = ["requests (>=2.20.0,<3)"]
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+devel_azure = ["azure-storage (>=0.34.0,<0.37.0)", "azure-storage-common", "azure-mgmt-containerinstance (>=1.5.0,<2)", "azure-cosmos (>=3.0.1,<4)", "azure-datalake-store (>=0.0.45)", "azure-mgmt-datalake-store (>=0.5.0)", "azure-mgmt-resource (>=2.2.0)", "azure-identity (>=1.3.1)", "azure-keyvault (>=4.1.0)", "boto3 (>=1.10,<2.0)", "cgroupspy (>=0.1.4)", "beautifulsoup4 (>=4.7.1,<4.8.0)", "click (==6.7)", "coverage", "docutils (>=0.14,<0.16)", "ecdsa (<0.15)", "flake8 (>=3.6.0)", "flake8-colors", "flaky", "freezegun", "gitpython", "idna (<2.9)", "ipdb", "jira", "mongomock", "moto (==1.3.14)", "packaging", "parameterized", "paramiko", "pipdeptree", "pre-commit", "pysftp", "pytest (<6.0.0)", "pytest-cov", "pytest-instafail", "pytest-timeouts", "pywinrm", "qds-sdk (>=1.9.6)", "requests-mock", "yamllint", "mypy (==0.720)", "sphinx-argparse (>=0.1.13)", "sphinx-autoapi (==1.0.0)", "sphinx-jinja (>=1.1,<2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "cryptography (>=2.0.0)", "kubernetes (>=3.0.0,<12.0.0)", "mysqlclient (>=1.3.6,<1.4)", "bcrypt (>=2.0.0)", "flask-bcrypt (>=0.7.1)", "cffi (<1.14.0)", "pyrsistent (<=0.16.0)", "sphinx (==1.8.5)", "mock", "contextdecorator", "azure-storage-blob (<12.0.0)", "importlib-metadata (>=2.0,<3.0)", "pyrsistent", "sphinx (>=2.1.2)", "azure-storage-blob", "sphinx-copybutton"]
+devel_hadoop = ["boto3 (>=1.10,<2.0)", "cgroupspy (>=0.1.4)", "beautifulsoup4 (>=4.7.1,<4.8.0)", "click (==6.7)", "coverage", "docutils (>=0.14,<0.16)", "ecdsa (<0.15)", "flake8 (>=3.6.0)", "flake8-colors", "flaky", "freezegun", "gitpython", "idna (<2.9)", "ipdb", "jira", "mongomock", "moto (==1.3.14)", "packaging", "parameterized", "paramiko", "pipdeptree", "pre-commit", "pysftp", "pytest (<6.0.0)", "pytest-cov", "pytest-instafail", "pytest-timeouts", "pywinrm", "qds-sdk (>=1.9.6)", "requests-mock", "yamllint", "mypy (==0.720)", "sphinx-argparse (>=0.1.13)", "sphinx-autoapi (==1.0.0)", "sphinx-jinja (>=1.1,<2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "cryptography (>=2.0.0)", "kubernetes (>=3.0.0,<12.0.0)", "mysqlclient (>=1.3.6,<1.4)", "bcrypt (>=2.0.0)", "flask-bcrypt (>=0.7.1)", "hmsclient (>=0.1.0)", "pyhive[hive] (>=0.6.0)", "pykerberos (>=1.1.13)", "requests-kerberos (>=0.10.0)", "presto-python-client (>=0.7.0,<0.8)", "hdfs[dataframe,avro,kerberos] (>=2.0.4)", "pyrsistent (<=0.16.0)", "sphinx (==1.8.5)", "snakebite (>=2.7.8)", "thrift-sasl (>=0.2.0,<0.4.1)", "mock", "contextdecorator", "importlib-metadata (>=2.0,<3.0)", "pyrsistent", "sphinx (>=2.1.2)", "snakebite-py3", "thrift-sasl (>=0.2.0)", "sphinx-copybutton"]
 doc = ["sphinx-argparse (>=0.1.13)", "sphinx-autoapi (==1.0.0)", "sphinx-jinja (>=1.1,<2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "sphinx (==1.8.5)", "sphinx (>=2.1.2)", "sphinx-copybutton"]
 docker = ["docker (>=3.0,<4.0)"]
 druid = ["pydruid (>=0.4.1,<=0.5.8)"]
 elasticsearch = ["elasticsearch (>=5.0.0,<6.0.0)", "elasticsearch-dsl (>=5.0.0,<6.0.0)"]
-emr = ["boto3 (>=1.10,<1.11)"]
+emr = ["boto3 (>=1.10,<2.0)"]
 gcp = ["google-api-python-client (>=1.6.0,<2.0.0)", "google-auth (>=1.0.0,<2.0.0)", "google-auth-httplib2 (>=0.0.1)", "google-cloud-bigtable (>=1.0.0,<2.0.0)", "google-cloud-container (>=0.1.1,<2.0.0)", "google-cloud-dlp (>=0.11.0,<2.0.0)", "google-cloud-language (>=1.1.1,<2.0.0)", "google-cloud-secret-manager (>=0.2.0,<2.0.0)", "google-cloud-spanner (>=1.10.0,<2.0.0)", "google-cloud-speech (>=0.36.3,<2.0.0)", "google-cloud-storage (>=1.16,<2.0.0)", "google-cloud-texttospeech (>=0.4.0,<2)", "google-cloud-translate (>=1.3.3,<2.0.0)", "google-cloud-videointelligence (>=1.7.0,<2.0.0)", "google-cloud-vision (>=0.35.2,<2.0.0)", "grpcio-gcp (>=0.2.2)", "pandas-gbq", "PyOpenSSL (<20.0.0)", "pyopenssl"]
 gcp_api = ["google-api-python-client (>=1.6.0,<2.0.0)", "google-auth (>=1.0.0,<2.0.0)", "google-auth-httplib2 (>=0.0.1)", "google-cloud-bigtable (>=1.0.0,<2.0.0)", "google-cloud-container (>=0.1.1,<2.0.0)", "google-cloud-dlp (>=0.11.0,<2.0.0)", "google-cloud-language (>=1.1.1,<2.0.0)", "google-cloud-secret-manager (>=0.2.0,<2.0.0)", "google-cloud-spanner (>=1.10.0,<2.0.0)", "google-cloud-speech (>=0.36.3,<2.0.0)", "google-cloud-storage (>=1.16,<2.0.0)", "google-cloud-texttospeech (>=0.4.0,<2)", "google-cloud-translate (>=1.3.3,<2.0.0)", "google-cloud-videointelligence (>=1.7.0,<2.0.0)", "google-cloud-vision (>=0.35.2,<2.0.0)", "grpcio-gcp (>=0.2.2)", "pandas-gbq", "PyOpenSSL (<20.0.0)", "pyopenssl"]
 github_enterprise = ["Flask-OAuthlib (>=0.9.1,<0.9.6)", "oauthlib (>=1.1.2,!=2.0.3,!=2.0.4,!=2.0.5,<3.0.0)", "requests-oauthlib (==1.1.0)"]
@@ -146,19 +146,19 @@ presto = ["presto-python-client (>=0.7.0,<0.8)"]
 qds = ["qds-sdk (>=1.10.4)"]
 rabbitmq = ["amqp (<5.0.0)"]
 redis = ["redis (>=3.2,<4.0)"]
-s3 = ["boto3 (>=1.10,<1.11)"]
+s3 = ["boto3 (>=1.10,<2.0)"]
 salesforce = ["simple-salesforce (>=0.72,<1.0.0)"]
 samba = ["pysmbclient (>=0.1.3)"]
 segment = ["analytics-python (>=1.2.9)"]
 sendgrid = ["sendgrid (>=5.2.0,<6)"]
 sentry = ["blinker (>=1.1)", "sentry-sdk (>=0.8.0)"]
 slack = ["slackclient (>=1.0.0,<2.0.0)", "websocket-client (<0.55.0)"]
-snowflake = ["snowflake-connector-python (>=1.5.2)", "snowflake-sqlalchemy (>=1.1.0)"]
+snowflake = ["boto3 (<1.11)", "snowflake-connector-python (>=1.5.2)", "snowflake-sqlalchemy (>=1.1.0)"]
 ssh = ["paramiko (>=2.1.1)", "pysftp (>=0.2.9)", "sshtunnel (>=0.1.4,<0.2)"]
 statsd = ["statsd (>=3.3.0,<4.0)"]
 vertica = ["vertica-python (>=0.5.1)"]
 virtualenv = ["virtualenv"]
-webhdfs = ["hdfs[dataframe,kerberos,avro] (>=2.0.4)"]
+webhdfs = ["hdfs[dataframe,avro,kerberos] (>=2.0.4)"]
 winrm = ["pywinrm (>=0.4,<1.0)"]
 
 [[package]]
@@ -404,6 +404,17 @@ sdist = ["setuptools-rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["pytest (>=6.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
 
+[[package]]
+name = "cycler"
+version = "0.10.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "dill"
 version = "0.3.3"
@@ -1024,6 +1035,14 @@ six = ">=1.11.0"
 format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
 format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"]
 
+[[package]]
+name = "kiwisolver"
+version = "1.3.1"
+description = "A fast implementation of the Cassowary constraint solver"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.4.3"
@@ -1115,6 +1134,22 @@ docs = ["sphinx (==3.0.4)", "alabaster (==0.7.12)", "sphinx-issues (==1.2.0)"]
 lint = ["flake8 (==3.8.2)", "flake8-bugbear (==20.1.4)", "pre-commit (>=2.0,<3.0)"]
 tests = ["pytest", "pytest-lazy-fixture"]
 
+[[package]]
+name = "matplotlib"
+version = "3.3.4"
+description = "Python plotting package"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cycler = ">=0.10"
+kiwisolver = ">=1.0.1"
+numpy = ">=1.15"
+pillow = ">=6.2.0"
+pyparsing = ">=2.0.3,<2.0.4 || >2.0.4,<2.1.2 || >2.1.2,<2.1.6 || >2.1.6"
+python-dateutil = ">=2.1"
+
 [[package]]
 name = "mccabe"
 version = "0.6.1"
@@ -1202,19 +1237,19 @@ pyparsing = ">=2.0.2"
 
 [[package]]
 name = "pandas"
-version = "1.1.5"
+version = "1.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7.1"
 
 [package.dependencies]
-numpy = ">=1.15.4"
+numpy = ">=1.16.5"
 python-dateutil = ">=2.7.3"
-pytz = ">=2017.2"
+pytz = ">=2017.3"
 
 [package.extras]
-test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
+test = ["pytest (>=5.0.1)", "pytest-xdist", "hypothesis (>=3.58)"]
 
 [[package]]
 name = "pathspec"
@@ -1245,6 +1280,14 @@ python-dateutil = ">=2.6.0.0,<3.0.0.0"
 pytzdata = ">=2018.3.0.0"
 tzlocal = ">=1.5.0.0,<2.0.0.0"
 
+[[package]]
+name = "pillow"
+version = "8.1.2"
+description = "Python Imaging Library (Fork)"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "pluggy"
 version = "0.13.1"
@@ -1317,6 +1360,17 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pyarrow"
+version = "3.0.0"
+description = "Python library for Apache Arrow"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+numpy = ">=1.16.6"
+
 [[package]]
 name = "pyasn1"
 version = "0.4.8"
@@ -1344,6 +1398,24 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pycontw-report-generator"
+version = "1.5.0"
+description = "PyCon TW post-event report generator.A cli command to generate PyCon TW post-event reports."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = "*"
+Jinja2 = "*"
+matplotlib = "*"
+numpy = "*"
+pandas = "*"
+Pillow = "*"
+PyYAML = "*"
+seaborn = "*"
+
 [[package]]
 name = "pycparser"
 version = "2.20"
@@ -1594,6 +1666,31 @@ dparse = ">=0.5.1"
 packaging = "*"
 requests = "*"
 
+[[package]]
+name = "scipy"
+version = "1.6.1"
+description = "SciPy: Scientific Library for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = ">=1.16.5"
+
+[[package]]
+name = "seaborn"
+version = "0.11.1"
+description = "seaborn: statistical data visualization"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+matplotlib = ">=2.2"
+numpy = ">=1.15"
+pandas = ">=0.23"
+scipy = ">=1.0"
+
 [[package]]
 name = "searchconsole"
 version = "0.0.4"
@@ -1878,16 +1975,17 @@ test = ["zope.testrunner"]
 
 [metadata]
 lock-version = "1.1"
-python-versions = "^3.7"
-content-hash = "c041b72bd9dc09473ca45bc8b1fb81655f77cf500e8a92dbec0668be9f4c2b9f"
+python-versions = "^3.7.1"
+content-hash = "035243e520246ca194024e898373f9eeaa957c1e4f7a816b981ec56d04e6c806"
 
 [metadata.files]
 alembic = [
+    {file = "alembic-1.5.4-py2.py3-none-any.whl", hash = "sha256:422883bf429105b9b5f1fece6d79da64ed1ee648af2ef256d9b52edac236bc46"},
     {file = "alembic-1.5.4.tar.gz", hash = "sha256:e871118b6174681f7e9a9ea67cfcae954c6d18e05b49c6b17f662d2530c76bf5"},
 ]
 apache-airflow = [
-    {file = "apache-airflow-1.10.14.tar.gz", hash = "sha256:3a386bb0d2197e2538c3398ae28c3957930b61c2e98883879bbb912ef69015b7"},
-    {file = "apache_airflow-1.10.14-py2.py3-none-any.whl", hash = "sha256:49d7b79c8c0b8ed2c329ae0e2913f58316715c37ac91c3cfcf9401ff285fcad8"},
+    {file = "apache-airflow-1.10.15.tar.gz", hash = "sha256:7df77ab7b05a768fe5b49483b990f023abcdd8f031a469003f733f308d5a67ab"},
+    {file = "apache_airflow-1.10.15-py2.py3-none-any.whl", hash = "sha256:25ac3988e1f2ca20c14b397fdb21ac6b160d868ff319c474af944b4b2b46db63"},
 ]
 apispec = [
     {file = "apispec-1.3.3-py2.py3-none-any.whl", hash = "sha256:13088129b657789671d18e5022f4f9e6ec9ec38742d301285232f11d1d35976c"},
@@ -1986,6 +2084,7 @@ click = [
 ]
 colorama = [
     {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
+    {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
 ]
 colorlog = [
     {file = "colorlog-4.0.2-py2.py3-none-any.whl", hash = "sha256:450f52ea2a2b6ebb308f034ea9a9b15cea51e65650593dca1da3eb792e4e4981"},
@@ -2060,6 +2159,10 @@ cryptography = [
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+    {file = "scipy-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0c8a51d33556bf70367452d4d601d1742c0e806cd0194785914daf19775f0e67"},
+    {file = "scipy-1.6.1-cp39-cp39-manylinux1_i686.whl", hash = "sha256:83bf7c16245c15bc58ee76c5418e46ea1811edcc2e2b03041b804e46084ab627"},
+    {file = "scipy-1.6.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:794e768cc5f779736593046c9714e0f3a5940bc6dcc1dba885ad64cbfb28e9f0"},
+    {file = "scipy-1.6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:5da5471aed911fe7e52b86bf9ea32fb55ae93e2f0fac66c32e58897cfb02fa07"},
+    {file = "scipy-1.6.1-cp39-cp39-win32.whl", hash = "sha256:8e403a337749ed40af60e537cc4d4c03febddcc56cd26e774c9b1b600a70d3e4"},
+    {file = "scipy-1.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:a5193a098ae9f29af283dcf0041f762601faf2e595c0db1da929875b7570353f"},
+    {file = "scipy-1.6.1.tar.gz", hash = "sha256:c4fceb864890b6168e79b0e714c585dbe2fd4222768ee90bc1aa0f8218691b11"},
+]
+seaborn = [
+    {file = "seaborn-0.11.1-py3-none-any.whl", hash = "sha256:4e1cce9489449a1c6ff3c567f2113cdb41122f727e27a984950d004a88ef3c5c"},
+    {file = "seaborn-0.11.1.tar.gz", hash = "sha256:44e78eaed937c5a87fc7a892c329a7cc091060b67ebd1d0d306b446a74ba01ad"},
+]
 searchconsole = [
     {file = "searchconsole-0.0.4.tar.gz", hash = "sha256:74b3c1603ed00fc3aaa45d99cd9c12db62db60dbfb0ac8e2c4a3cb28d37247d6"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index ead66312..b0fa6eb6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,11 +5,13 @@ description = ""
 authors = ["davidtnfsh <davidtnfsh@gmail.com>"]
 
 [tool.poetry.dependencies]
-python = "^3.7"
+python = "^3.7.1"
 requests = "^2.23.0"
 apache-airflow = {extras = ["google_auth"], version = "^1.10.13"}
 searchconsole = "^0.0.4"
 google-cloud-bigquery = "<2.8.0"
+pandas = "^1.2.3"
+pyarrow = "^3.0.0"
 
 [tool.poetry.dev-dependencies]
 safety = "^1.9.0"