diff --git a/src/notebooks/Python Examples/maps_using_samples_genomes_and_studies_datasets.ipynb b/src/notebooks/Python Examples/maps_using_samples_genomes_and_studies_datasets.ipynb
new file mode 100644
index 0000000..c5f5a21
--- /dev/null
+++ b/src/notebooks/Python Examples/maps_using_samples_genomes_and_studies_datasets.ipynb
@@ -0,0 +1,2298 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "04e67a84-d34d-45a8-b7d5-9747b383541e",
+ "metadata": {},
+ "source": [
+ ""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "69b6aa7a-421c-4d79-9404-3f7ba7cb5140",
+ "metadata": {},
+ "source": [
+ "![](\"../_resources/mgnify_logo.png\")
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4c42744c-cda5-4427-9123-55da7787bd5e",
+ "metadata": {},
+ "source": [
+ "# Locate samples on a map"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fc82aa0a-e462-4ad6-855c-b29360af601f",
+ "metadata": {},
+ "source": [
+ "**This notebook aimed to give a few examples of maps that can be drawn from MGnify MAGs samples, studies and genomes data.**\n",
+ "\n",
+ "This notebook is divided in 6 sections:\n",
+ "- 1: Libraries needed to run the full notebook and Spark Session\n",
+ "- 2: Load previously queried and saved datasets (Here we use the `studies`, `genomes` and `samples` as an example).\n",
+ "- 3: Join the three datasets together \n",
+ "- 4: First map example: `Interactive Map` representing the `Number of Genomes according to their geographic origin` (in this case per continents).\n",
+ "- 5: Second map example: `Number of Samples per country vs. Number of Genomes per country` on two different interactive maps displayed side-by-side.\n",
+ "- 6: Third map example: Use of the `samples' latitude and longitude` to bring samples, genomes and studies together on an `interactive map`.\n",
+ "\n",
+ "This is an interactive code notebook (a Jupyter Notebook).\n",
+ "To run this code, click into each cell and press the ▶ button in the top toolbar, or press `shift+enter`."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a96cee29-4b47-4203-bce1-580ef465b5a9",
+ "metadata": {},
+ "source": [
+ "## Libraries and Spark Session"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7f44cb39-3f57-4d1e-8ae0-6db250a32a95",
+ "metadata": {},
+ "source": [
+ "### Import python libraries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "117ec8b1-2fb7-4d01-a013-314cf6b95504",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Dataframes and display\n",
+ "import pandas as pd\n",
+ "\n",
+ "from pyspark.sql import SparkSession\n",
+ "import pyspark.sql.functions as F\n",
+ "from pyspark.sql import Window as W\n",
+ "\n",
+ "# Transformation data\n",
+ "from functools import reduce\n",
+ "\n",
+ "# Map plots\n",
+ "import geopandas as gpd\n",
+ "from lets_plot import *\n",
+ "from lets_plot import tilesets\n",
+ "\n",
+ "LetsPlot.setup_html()\n",
+ "\n",
+ "# Warning verbosity\n",
+ "import warnings \n",
+ "warnings.filterwarnings(action=\"ignore\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "885bad4a-b51c-4efd-be0a-83a4e24b5341",
+ "metadata": {},
+ "source": [
+ "### Create Spark Session"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "4b10b63b-cd40-4db4-9785-c06048bb8447",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Setting default log level to \"WARN\".\n",
+ "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "22/12/01 15:04:20 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
+ ]
+ }
+ ],
+ "source": [
+ "spark = SparkSession.builder.getOrCreate()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "a3c8e024-afcb-48a0-ba2c-70bbf60a1191",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ "
SparkSession - in-memory
\n",
+ " \n",
+ "
\n",
+ "
SparkContext
\n",
+ "\n",
+ "
Spark UI
\n",
+ "\n",
+ "
\n",
+ " - Version
\n",
+ " v3.3.1- Master
\n",
+ " local[*]- AppName
\n",
+ " pyspark-shell
\n",
+ "
\n",
+ " \n",
+ "
![](\"../_resources/mgnify_banner.png\")