Overview.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        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      "metadata": {
        "id": "pClyCwlC84CB"
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    },
    {
      "cell_type": "markdown",
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      "metadata": {
        "id": "eHvZCGY-88q8"
      }
    },
    {
      "cell_type": "markdown",
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