Matplotlib_Pyplot_in_Python.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOaTg2XHSr9L5N3TzoK5Kyi",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/joynaomi81/Python-Programming/blob/main/Matplotlib_Pyplot_in_Python.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Matplotlib is a python library. it is an open source drawing library."
      ],
      "metadata": {
        "id": "ki9eIxYpP55v"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Types of plots\n",
        "* Bar chart\n",
        "* Scatter plot\n",
        "* Pie chart\n",
        "* Histogram   \n",
        "etc."
      ],
      "metadata": {
        "id": "IAo9F-v3QXhL"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WtqUFHNbNFq3"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array([1, 100]) # from 1 to 100\n",
        "y = np.array([1, 50]) # from 1 to 50\n",
        "\n",
        "plt.plot(x, y)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "V09Y7KDtRCb3",
        "outputId": "114e2b8b-1794-406b-db0a-e37e1da7a134"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array(['apple', 'mango', 'orange', 'coconut', 'avocado'])\n",
        "y = np.array([300, 700, 200, 400, 2500])\n",
        "\n",
        "plt.plot(x, y)\n",
        "# Create a title\n",
        "plt.title(\"Fruits Distribution\")\n",
        "# Create labels\n",
        "plt.xlabel(\"Fruits\")\n",
        "plt.ylabel(\"Price\")\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "iTomsuivSaol",
        "outputId": "4cea68b3-1237-4e2b-ddd3-504bb96d481b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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XrFmDKVOm4MKFC3jyySeRkpKCiooK+Pr6Yty4cVi0aJHWpbHz589jxowZiI2NhY2NDSZPnoxly5bBzOzvLlmxsbF48cUXcfr0afj4+OD111/HlClTGlQnpw4gIiLSrZjTBZj27V9wtZXj8MKHYGaq+/M3ujp+69U8S/qKYYmIiEi3Znx/HDtT8vFsvwAsGhnaLPtolfMsERERUetXeq0ae1Pr+hqP71b/wC59wLBERERELWpbUh6qa1Xo6GmHUG/9v2LDsEREREQtauOJiwCAid31/6wSwLBERERELSi7uAInckphIgNGd/GWupwGYVgiIiKiFrPpxlml/h3c4G5nKXE1DcOwRERERC1CpRLYeLJuIkpD6NitxrBERERELeLYucu4eOU67ORmGBrqce8n6AmGJSIiImoRG25cgns43AuW5qYSV9NwDEtERETU7K5X12JHcj4A/V/e5FYMS0RERNTs9pzOR3mVEj5OVnjA31nqchqFYYmIiIia3cYTNzp2d20DE5M7rw2rrxiWiIiIqFkVKipxMKMIADDOgEbBqTEsERERUbP6LSEXKgF0a+uIAFcbqctpNIYlIiIialbqUXCGNLfSzRiWiIiIqNmczlXgTP5VWJiaYGSEl9TlNAnDEhERETUb9aK5g0Pc4WhtIXE1TcOwRERERM1CWavC5oRcAIZ7CQ5gWCIiIqJmcjCzGMXlVXC2scDAYDepy2kyhiUiIiJqFuq5lUZ39oa5qeFGDsOtnIiIiPSWorIGe07VLW8ywYAvwQEMS0RERNQMdibnoUqpQnt3W3RqYy91OfeFYYmIiIh0boN6eZNuPpDJDGt5k1sxLBEREZFOXbh8DUezL0MmA8Z29Za6nPvGsEREREQ6pe7Y3TfQFV4OVhJXc/8YloiIiEhnhBDYeFK9vEkbiavRDYYlIiIi0pkTOVdwvuQarC1MER3mKXU5OsGwRERERDqj7tg9rJMnbORmElejGwxLREREpBOVNbXYlli3vImhz610M4YlIiIi0ol9ZwqhqFTCy8ESvdu5SF2OzjAsERERkU5sPFHXsXts1zYwNTHsuZVuxrBERERE9624vAqxaUUAgPFdW8coODWGJSIiIrpvWxNzoVQJRPg4oL2HndTl6BTDEhEREd039USUraljtxrDEhEREd2X9IKrSL5UBjMTGUZ1NvzlTW7FsERERET3RX1WaVBHdzjbWEhcje4xLBEREVGT1aoENp9UX4JrXR271RiWiIiIqMkOZRUjX1EJBytzDOroLnU5zYJhiYiIiJpMfQluVGcvyM1MJa6meTAsERERUZOUVymxKyUfADC+FY6CU2NYIiIioibZlZKP6zW1CHC1QVdfR6nLaTYMS0RERNQk6uVNxndtA5ms9SxvciuGJSIiImq0S6XXEX+2BEDdWnCtGcMSERERNdrmk5cgBNArwBm+ztZSl9OsGJaIiIioUYQQmktwrXF5k1sxLBEREVGjJF0sQ1ZRBeRmJhge7il1Oc2OYYmIiIgaRX1WKTrME3aW5hJX0/wYloiIiKjBqpUqbEnMBQCMb6XLm9yKYYmIiIgaLDatEFeu1cDdTo5+Qa5Sl9MiGJaIiIiowdTLm4zt2gZmpsYRI4zjXRIREdF9K71Wjb1nCgAYzyU4gGGJiIiIGmhrUh5qagVCvezR0dNe6nJaDMMSERERNciG4zeWNzGis0oAwxIRERE1QFZRORIulMLURIbRXbylLqdFMSwRERHRPW260bG7f3tXuNtZSlxNy2JYIiIionqpVAKbTtaFpfFGsLzJrRiWiIiIqF5Hsi/jUul12MnNMCTUQ+pyWhzDEhEREdVLvbzJiAgvWJqbSlxNy2NYIiIioru6Xl2LHcl5AIzzEhzAsERERET12HM6HxXVtfB1tkIPPyepy5EEwxIRERHd1YYbo+DGdfWBiYlM4mqkwbBEREREd1SgqMSfGUUAgPFdjWsiypsxLBEREdEd/ZZwCSoBdPdzgr+rjdTlSEbSsLR06VI88MADsLOzg7u7O8aOHYu0tDStNpWVlZg5cyZcXFxga2uLCRMmoKCgQKtNTk4ORowYAWtra7i7u+OVV16BUqnUahMbG4tu3bpBLpcjKCgIa9eube63R0REZLCEENhwvO4S3AQj7ditJmlY2r9/P2bOnInDhw8jJiYGNTU1GDp0KCoqKjRtXnzxRWzduhW//PIL9u/fj9zcXIwfP17zeG1tLUaMGIHq6mocOnQI33zzDdauXYvFixdr2mRnZ2PEiBEYNGgQEhISMHfuXDz77LPYvXt3i75fIiIiQ3E6T4G0gquwMDPBiHAvqcuRlEwIIaQuQq2oqAju7u7Yv38/+vfvj7KyMri5uWH9+vWYOHEiAODMmTMICQlBfHw8evfujZ07d2LkyJHIzc2Fh0fdRFmrVq3C/PnzUVRUBAsLC8yfPx/bt29HSkqKZl+PPfYYSktLsWvXrnvWpVAo4ODggLKyMtjbG88qy0REZLze3nYa//dnNkaEe+GLSd2kLqdJdHX81qs+S2VlZQAAZ2dnAMDx48dRU1ODqKgoTZuOHTuibdu2iI+PBwDEx8cjPDxcE5QAIDo6GgqFAqdOndK0ufk11G3Ur3GrqqoqKBQKrRsREZGxUNaq8FuCenkT4+3YraY3YUmlUmHu3Lno27cvOnXqBADIz8+HhYUFHB0dtdp6eHggPz9f0+bmoKR+XP1YfW0UCgWuX79+Wy1Lly6Fg4OD5ubr66uT90hERGQIDmQUobi8Gi42FujfwU3qciSnN2Fp5syZSElJwY8//ih1KVi4cCHKyso0twsXLkhdEhERUYtRz600uos3zE31JipIxkzqAgBg1qxZ2LZtGw4cOAAfn7973Ht6eqK6uhqlpaVaZ5cKCgrg6empaXP06FGt11OPlru5za0j6AoKCmBvbw8rK6vb6pHL5ZDL5Tp5b0RERIak7HoNYk7XHTONfRScmqRxUQiBWbNmYdOmTdi3bx8CAgK0Hu/evTvMzc2xd+9ezba0tDTk5OQgMjISABAZGYnk5GQUFhZq2sTExMDe3h6hoaGaNje/hrqN+jWIiIiozo7kPFQrVejgYYswbw5qAiQ+szRz5kysX78ev/32G+zs7DR9jBwcHGBlZQUHBwdMnToV8+bNg7OzM+zt7TF79mxERkaid+/eAIChQ4ciNDQUTz31FJYvX478/HwsWrQIM2fO1Jwdeu655/D555/j1VdfxT//+U/s27cPP//8M7Zv3y7ZeyciItJHG09cBFC3aK5MZpzLm9xK0qkD7vYhrFmzBlOmTAFQNynlSy+9hB9++AFVVVWIjo7GypUrNZfYAOD8+fOYMWMGYmNjYWNjg8mTJ2PZsmUwM/s7C8bGxuLFF1/E6dOn4ePjg9dff12zj3vh1AFERGQMzpdUYMAHsZDJgPgFg+HpYCl1SfdFV8dvvZpnSV8xLBERkTH45Pd0fPJ7Bh5s74rvpvaSupz71irnWSIiIiJpCCGw8QTnVroThiUiIiLC8fNXkHP5GqwtTBEd5nnvJxgRhiUiIiLSzK00vJMXrC30YmYhvcGwREREZOQqa2qxLSkXADChOy/B3YphiYiIyMjtTS3E1UolvB0s0TvARepy9A7DEhERkZFTz600rlsbmJhwbqVbMSwREREZseLyKsSmFwEAxnXl8iZ3wrBERERkxLYk5KJWJdDZ1xFB7rZSl6OXGJaIiIiM2IYbl+AmcG6lu2JYIiIiMlJn8hU4lauAuakMIyO8pS5HbzEsERERGalNN+ZWGhTsDmcbC4mr0V8MS0REREaoViWw6aR6eRN27K4PwxIREZERisssRuHVKjham2NQRzepy9FrDEtERERGSD230qgIb8jNTCWuRr8xLBERERmZ8ioldp3KBwCM5yi4e2JYIiIiMjI7k/NQWaNCO1cbdPF1lLocvcewREREZGQ2nlB37G4DmYzLm9wLwxIREZERuXjlGuLPlgAAxnblJbiGYFgiIiIyIr8l5AIAItu5wMfJWuJqDAPDEhERkZEQQmiWN2HH7oZjWCIiIjISiRfLcLaoApbmJhge7iV1OQaDYYmIiMhIqOdWGhbmCVu5mcTVGA6GJSIiIiNQpazFlsS6/kpc3qRxGJaIiIiMwB9nilB6rQbudnL0DXKVuhyDwrBERERkBNSX4MZ1bQNTE86t1BgMS0RERK3c5Ypq/JFWCICX4JqCYYmIiKiV25aUi5pagTBvewR72kldjsFhWCIiImrlNmiWN+FZpaZgWCIiImrFMgvLkXihFKYmMozu7C11OQaJYYmIiKgV23SyrmP3gA5ucLOTS1yNYWJYIiIiaqVUKoFNmktwXN6kqRiWiIiIWqnD2SXILauEnaUZokI8pC7HYDEsERERtVIbb5xVGhnhBUtzU4mrMVwMS0RERK3QtWoldibnAQAmcBTcfWFYIiIiaoX2nCpARXUt2jpbo7ufk9TlGDSGJSIiolZow43lTcZ3awOZjMub3A+GJSIiolYmv6wScZnFAIDxXXkJ7n4xLBEREbUymxMuQSWAB/yd0NbFWupyDB7DEhERUSsihMCG4+pLcDyrpAsMS0RERK3IqVwFMgrLYWFmgofDvaQup1VgWCIiImpF1B27h4R6wMHKXOJqWgeGJSIiolaiplaFLQm5AIAJXN5EZxiWiIiIWokD6UUoqaiGq60FHmzvJnU5rQbDEhERUSuhXt5kdOc2MDflIV5X+JMkIiJqBcqu1SAmtQBA3USUpDsMS0RERK3A9uQ8VCtVCPawQ5i3vdTltCoMS0RERK3ARi5v0mwYloiIiAzc+ZIK/HX+CkxkwNiuvASnawxLREREBk7dsbtfezd42FtKXE3rw7BERERkwIQQ2Hiy7hIc51ZqHgxLREREBuyv81dw4fJ12FiYYmiop9TltEoMS0RERAZM3bH74XAvWFmYSlxN68SwREREZKAqa2qxLTEPADC+m4/E1bReDEtEREQGKuZ0Aa5WKdHG0Qq9ApylLqfVYlgiIiIyUOpLcOO6toGJCedWai4MS0RERAao8GolDmQUAwDGcRRcs2JYIiIiMkBbEnJRqxLo4uuIQDdbqctp1RiWiIiIDJB6IkrOrdT8GJaIiIgMTGqeAqfzFDA3lWFkhLfU5bR6DEtEREQGZtPJurNKD3V0h5ONhcTVtH4MS0RERAZEWavShCXOrdQyGJaIiIgMSFxWCYquVsHR2hyDgt2lLscoSBqWDhw4gFGjRsHb2xsymQybN2/WenzKlCmQyWRat2HDhmm1uXz5MiZNmgR7e3s4Ojpi6tSpKC8v12qTlJSEBx98EJaWlvD19cXy5cub+60RERE1C/XcSqM7e8PCjOc8WoKkP+WKigp07twZX3zxxV3bDBs2DHl5eZrbDz/8oPX4pEmTcOrUKcTExGDbtm04cOAApk+frnlcoVBg6NCh8PPzw/Hjx/HBBx9gyZIlWL16dbO9LyIiouZwtbIGu0/lAwAm8BJcizGTcufDhw/H8OHD620jl8vh6XnnVZRTU1Oxa9cuHDt2DD169AAArFixAg8//DA+/PBDeHt7Y926daiursbXX38NCwsLhIWFISEhAf/5z3+0QhUREZG+25mSj8oaFQLdbBDh4yB1OUZD78/fxcbGwt3dHcHBwZgxYwZKSko0j8XHx8PR0VETlAAgKioKJiYmOHLkiKZN//79YWHx92iB6OhopKWl4cqVK3fcZ1VVFRQKhdaNiIhIaupLcOO7+UAm4/ImLUWvw9KwYcPw7bffYu/evXj//fexf/9+DB8+HLW1tQCA/Px8uLtrd24zMzODs7Mz8vPzNW08PDy02qjvq9vcaunSpXBwcNDcfH19df3WiIiIGuXC5Ws4fPYyZDJgbFdORNmSJL0Mdy+PPfaY5t/h4eGIiIhAYGAgYmNjMXjw4Gbb78KFCzFv3jzNfYVCwcBERESS2nxjuoDIdi5o42glcTXGRa/PLN2qXbt2cHV1RWZmJgDA09MThYWFWm2USiUuX76s6efk6emJgoICrTbq+3frCyWXy2Fvb691IyIikooQAhs5t5JkDCosXbx4ESUlJfDy8gIAREZGorS0FMePH9e02bdvH1QqFXr16qVpc+DAAdTU1GjaxMTEIDg4GE5OTi37BoiIiJrg5IVSZBdXwMrcFMM63fkPfWo+koal8vJyJCQkICEhAQCQnZ2NhIQE5OTkoLy8HK+88goOHz6Mc+fOYe/evRgzZgyCgoIQHR0NAAgJCcGwYcMwbdo0HD16FHFxcZg1axYee+wxeHvXrZXzxBNPwMLCAlOnTsWpU6fw008/4dNPP9W6zEZERKTP1B27h3XyhK1cr3vQtEqShqW//voLXbt2RdeuXQEA8+bNQ9euXbF48WKYmpoiKSkJo0ePRocOHTB16lR0794dBw8ehFwu17zGunXr0LFjRwwePBgPP/ww+vXrpzWHkoODA/bs2YPs7Gx0794dL730EhYvXsxpA4iIyCBUKWuxNTEPADC+Gzt2S0EmhBBSF6HvFAoFHBwcUFZWxv5LRETUonal5OG570/Aw16OQwsGw9SEUwY0lK6O3wbVZ4mIiMjYbDhR17F7bNc2DEoSua+wVF1djbS0NCiVSl3VQ0RERDdcrqjGH2fqRn2P78pRcFJpUli6du0apk6dCmtra4SFhSEnJwcAMHv2bCxbtkynBRIRERmrrYm5UKoEOrWxR7CnndTlGK0mhaWFCxciMTERsbGxsLS01GyPiorCTz/9pLPiiIiIjJlmeROeVZJUk8Yfbt68GT/99BN69+6ttTZNWFgYsrKydFYcERGRscosvIrEi2UwM5FhdBdvqcsxak06s1RUVHTbmmwAUFFRwYX9iIiIdGDjjY7dA4Pd4Gorv0drak5NCks9evTA9u3bNffVAel///sfIiMjdVMZERGRkVKpBDZxeRO90aTLcO+99x6GDx+O06dPQ6lU4tNPP8Xp06dx6NAh7N+/X9c1EhERGZXDZ0uQV1YJe0szPNTx9is51LKadGapX79+SEhIgFKpRHh4OPbs2QN3d3fEx8eje/fuuq6RiIjIqPx6o2P3yM7esDQ3lbgaavICM4GBgfjqq690WQsREZHRq6hSYldKPgBgApc30QtNOrO0Y8cO7N69+7btu3fvxs6dO++7KCIiImO1+1Q+rlXXws/FGt3aOkldDqGJYWnBggWora29bbsQAgsWLLjvooiIiIyVehTc+K4+HGGuJ5oUljIyMhAaGnrb9o4dOyIzM/O+iyIiIjJGeWXXEZdVDAAY15WX4PRFk8KSg4MDzp49e9v2zMxM2NjY3HdRRERExmjzyVwIAfT0d0ZbF2upy6EbmhSWxowZg7lz52rN1p2ZmYmXXnoJo0eP1llxRERExkII8ffyJuzYrVeaFJaWL18OGxsbdOzYEQEBAQgICEBISAhcXFzw4Ycf6rpGIiKiVi/lkgIZheWwMDPBwxFeUpdDN2nS1AEODg44dOgQYmJikJiYCCsrK0RERKB///66ro+IiMgobLhxVmloqAfsLc0lroZu1uR5lmQyGYYOHYqhQ4fqsh4iIiKjU1OrwpbEXADABC5voncaHJY+++wzTJ8+HZaWlvjss8/qbTtnzpz7LoyIiMhY7E8rwuWKarjayvFge1epy6FbNDgsffzxx5g0aRIsLS3x8ccf37WdTCZjWCIiImqEjSfrLsGN7eINM9MmdSemZtTgsJSdnX3HfxMREVHTlV2rwe+nCwEA43kJTi81Or7W1NQgMDAQqampzVEPERGRUdmWnIvqWhU6etoh1Nte6nLoDhodlszNzVFZWdkctRARERkd9fIm7Nitv5p0YXTmzJl4//33oVQqdV0PERGR0cgursDx81dgIgPGdPGWuhy6iyZNHXDs2DHs3bsXe/bsQXh4+G1LnGzcuFEnxREREbVmm27MrfRgeze421tKXA3dTZPCkqOjIyZMmKDrWoiIiIyGSiWw8WTdJTgub6LfGhWWVCoVPvjgA6Snp6O6uhoPPfQQlixZAisrq+aqj4iIqFU6du4yLl65Dlu5GYaGekpdDtWjUX2W3n33Xbz22muwtbVFmzZt8Nlnn2HmzJnNVRsREVGrpe7Y/XC4J6wsTCWuhurTqLD07bffYuXKldi9ezc2b96MrVu3Yt26dVCpVM1VHxERUatTWVOL7cl5ADi3kiFoVFjKycnBww8/rLkfFRUFmUyG3NxcnRdGRETUWu05XYDyKiXaOFqhp7+z1OXQPTQqLCmVSlhaavfWNzc3R01NjU6LIiIias023hgFN75bG5iYyCSuhu6lUR28hRCYMmUK5HK5ZltlZSWee+45rekDOHUAERHRnRVercSB9CIAwLiuHAVnCBoVliZPnnzbtieffFJnxRAREbV2WxJyoRJA17aOaOdmK3U51ACNCktr1qxprjqIiIiMwoYT6rmV2LHbUDRpuRMiIiJqvNO5CqTmKWBhaoJREV5Sl0MNxLBERETUQjadrOvYPTjEHY7WFhJXQw3FsERERNQClLUqbE6om2qHl+AMC8MSERFRC/gzsxhFV6vgbGOBAR3cpC6HGoFhiYiIqAWoO3aP7uwNCzMefg0JPy0iIqJmpqiswZ5T+QDqJqIkw8KwRERE1Mx2JuehSqlCkLstwts4SF0ONRLDEhERUTP7e26lNpDJuLyJoWFYIiIiakYXLl/D0ezLkMmAsV14Cc4QMSwRERE1o00n684q9Ql0gbejlcTVUFMwLBERETUTIQQ2nqibiHJ8V86tZKgYloiIiJrJiZxSnCu5BitzUwzr5Cl1OdREDEtERETNRH1WaXgnT9jIG7V2PekRhiUiIqJmUKWsxdZELm/SGjAsERERNYN9qYVQVCrhaW+JyEAXqcuh+8CwRERE1AzUcyuN69YGpiacW8mQMSwRERHpWEl5FWLTCgEA47tybiVDx7BERESkY1sTc6FUCUT4OKC9h53U5dB9YlgiIiLSMc3yJjyr1CowLBEREelQesFVJF8qg5mJDKM6e0tdDukAwxIREZEObbxxVmlgsDtcbOUSV0O6wLBERESkI7Uqgc031oKb0I2X4FoLhiUiIiIdic8qQb6iEvaWZngoxF3qckhHGJaIiIh0RL28yajO3pCbmUpcDekKwxIREZEOVFQpsTMlHwCXN2ltGJaIiIh0YFdKPq7X1MLfxRrd2jpKXQ7pEMMSERGRDmw8WXcJbnw3H8hkXN6kNWFYIiIiuk+5pddxKKsEADCOE1G2OpKGpQMHDmDUqFHw9vaGTCbD5s2btR4XQmDx4sXw8vKClZUVoqKikJGRodXm8uXLmDRpEuzt7eHo6IipU6eivLxcq01SUhIefPBBWFpawtfXF8uXL2/ut0ZEREZkc8IlCAH0DHCGr7O11OWQjkkalioqKtC5c2d88cUXd3x8+fLl+Oyzz7Bq1SocOXIENjY2iI6ORmVlpabNpEmTcOrUKcTExGDbtm04cOAApk+frnlcoVBg6NCh8PPzw/Hjx/HBBx9gyZIlWL16dbO/PyIiav2EEJqJKDm3Uisl9AQAsWnTJs19lUolPD09xQcffKDZVlpaKuRyufjhhx+EEEKcPn1aABDHjh3TtNm5c6eQyWTi0qVLQgghVq5cKZycnERVVZWmzfz580VwcHCDaysrKxMARFlZWVPfHhERtVKJF64Iv/nbRId/7xCK69VSl0M30dXxW2/7LGVnZyM/Px9RUVGabQ4ODujVqxfi4+MBAPHx8XB0dESPHj00baKiomBiYoIjR45o2vTv3x8WFhaaNtHR0UhLS8OVK1fuuO+qqiooFAqtGxER0Z2ozypFh3nCztJc4mqoOehtWMrPr5urwsPDQ2u7h4eH5rH8/Hy4u2vPkGpmZgZnZ2etNnd6jZv3caulS5fCwcFBc/P19b3/N0RERK1OtVKFLYm5AIDxvATXaultWJLSwoULUVZWprlduHBB6pKIiEgPxaYV4nJFNdzs5OgX5Cp1OdRM9DYseXp6AgAKCgq0thcUFGge8/T0RGFhodbjSqUSly9f1mpzp9e4eR+3ksvlsLe317oRERHdSn0JbmwXb5iZ6u0hle6T3n6yAQEB8PT0xN69ezXbFAoFjhw5gsjISABAZGQkSktLcfz4cU2bffv2QaVSoVevXpo2Bw4cQE1NjaZNTEwMgoOD4eTk1ELvhoiIWpvSa9XYe6buj28ub9K6SRqWysvLkZCQgISEBAB1nboTEhKQk5MDmUyGuXPn4p133sGWLVuQnJyMp59+Gt7e3hg7diwAICQkBMOGDcO0adNw9OhRxMXFYdasWXjsscfg7e0NAHjiiSdgYWGBqVOn4tSpU/jpp5/w6aefYt68eRK9ayIiag22JuWhplYgxMseIV68AtGamUm587/++guDBg3S3FcHmMmTJ2Pt2rV49dVXUVFRgenTp6O0tBT9+vXDrl27YGlpqXnOunXrMGvWLAwePBgmJiaYMGECPvvsM83jDg4O2LNnD2bOnInu3bvD1dUVixcv1pqLiYiIqLE2nqhb3oRzK7V+MiGEkLoIfadQKODg4ICysjL2XyIiIpwtKsdDH+2HiQw4/NpguNtZ3vtJ1OJ0dfzW2z5LRERE+mrTybqO3f07uDEoGQGGJSIiokZQqf5e3oQdu40DwxIREVEjHD13GZdKr8NOboahoR73fgIZPIYlIiKiRlB37H443AuW5qYSV0MtgWGJiIioga5X12JHct1SWVzexHgwLBERETXQntP5KK9SwsfJCg/4O0tdDrUQhiUiIqIGurljt4mJTOJqqKUwLBERETVAoaISBzOKAADju/ISnDFhWCIiImqA3xJyoRJAdz8n+LvaSF0OtSCGJSIionsQQmDDjVFw7NhtfBiWiIiI7uF0ngJn8q/CwtQEI8O9pS6HWhjDEhER0T2oO3ZHhbrDwdpc4mqopTEsERER1UNZq8JvCTdGwXXl8ibGiGGJiIioHgczilFcXg1nGwsMCHaTuhySAMMSERFRPdQdu0d39oa5KQ+bxoifOhER0V2UXa/BntMFAIAJ3XgJzlgxLBEREd3FzuQ8VCtVaO9ui05t7KUuhyTCsERERHQXNy9vIpNxeRNjxbBERER0Bzkl13D03GXIZMDYrpxbyZgxLBEREd3BppN1Z5X6BrrCy8FK4mpISgxLREREtxBCYOPJulFwE7pzeRNjx7BERER0ixM5V3C+5BqsLUwRHeYpdTkkMYYlIiKiW2y40bF7eCcvWFuYSVwNSY1hiYiI6CaVNbXYlpgLAJjQjZfgiGGJiIhIy97UQigqlfB2sETvdi5Sl0N6gGGJiIjoJhtvLG8ytmsbmJhwbiViWCIiItIoLq9CbHoRAGA8L8HRDQxLREREN2xJyEWtSqCzjwOC3O2kLof0BMMSERHRDeq5lcZz0Vy6CcMSERERgLT8q0i5pICZiQyjOnN5E/obwxIRERH+Pqs0qKM7nG0sJK6G9AnDEhERGb1alcDmG2vBcW4luhXDEhERGb1DWcUoUFTBwcocgzq6S10O6RmGJSIiMnobbyxvMqqzF+RmphJXQ/qGYYmIiIxaeZUSu1LyAXAUHN0ZwxLRfSq6WoValZC6DCJqol0p+bheU4t2rjbo6usodTmkh7iUMlETpeYp8NGedPyeWoAQL3ssnxCBcB8HqcsiokZSL28yvlsbyGRc3oRux7BE1EhZReX4OCYd25LyNNtS8xQYuzIOzz4YgBejOsDSnH0eiAzBpdLriD9bAqBuLTiiO2FYImqgC5ev4bO9Gdhw4iLUV91GRHjhmT7++Cb+PLYm5uK/+89iz6kCLB0fztXKiQzA5pOXIATQu50zfJyspS6H9BTDEtE9FCgq8fm+TPx4LAc1tXUpKSrEHfOGBCPU2x4A0MPfGaM7e2PR5mRkF1fgsdWHMalXWywY3hF2luZSlk9EdyGEwIYTXN6E7o1hieguLldUY9X+LHxz6ByqlCoAQL8gV8wb2gHd2jrd1n5IqAd6tXPG0h1n8MPRHKw7koN9Zwrx7rhOeKijR0uXT0T3kHixDGeLKmBpboLhnTylLof0GMMS0S0UlTX434Gz+L8/s1FRXQsA6O7nhJeHBiMysP5La/aW5lg6PhyjOnth4cZknC+5hn+u/Qtjunhj8chQuNjKW+ItEFEDqDt2R4d58gww1YthieiGa9VKrIk7h9UHzqLseg0AIMzbHi8PDcbAYLdGjZLpE+iKXS/0x8e/p+N/B8/it4RcHMwoxhujQjG6szdH3BBJrFqpwpbEXAC8BEf3xrBERq+yphbrj+RgZWwmisurAQBB7rZ4aUgHRId5wsSkacHGysIUrz0cghHhXpi/IQln8q/ihR8T8FtCLt4Z2wnejla6fBtE1Ah/pBWi9FoN3O3k6HuPM8ZEDEtktGpqVfj1+EV8tjcDeWWVAIC2ztaYG9UeY7q0gWkTQ9KtOvs6Ysusfvjv/iys2JeJfWcKMfTjA1gwvCOe6Nm2yWGMiJpOfQlubNc2MDPl/MxUP4YlMjq1KoEtiZfwye8ZOF9yDQDg5WCJ2Q+1xyM9fGDeDP9xWpiZYPbg9hjWyRPzNyThRE4pFm1OwZbEXCwbH452brY63ycR3dmVimrsO1MIoG4iSqJ7YVgioyGEwK6UfPwnJh0ZheUAAFdbCzw/MAhP9GrbIhNJtvewwy/P9cG38eewfFcajmZfxvBPD+LFIR3wbL8A/oVL1AK2JeWiplYg1MseHT3tpS6HDADDErV6QgjEphfhoz1pSLmkAADYW5rhXwMCMaWPP2zkLfs1MDWR4Zm+AYgK8cBrm5JxMKMYy3aewbakXLw/IQJh3lwyhag5bThxCQDPKlHDMSxRqxafVYKP9qThr/NXAAA2FqaY2i8AUx9sBwcraYcK+zpb49t/9sSGE5fw9rbTSLmkwOjP4/DcgHaY/VB7LplC1AyyisqRcKEUpiYyjO7iLXU5ZCAYlqhVOplzBR/tScefmcUAALmZCZ6O9MNzAwL1aq4jmUyGid190L+DK5ZsOYUdyfn44o8s7EzJx/IJEejh7yx1iUStyqYbZ5X6t3eFu52lxNWQoWBYolbldK4C/4lJw++pdZ03zU1leOyBtpj1UBA87PX3P0Z3O0usnNQdu1Ly8Ppvp3C2qAKP/DceT/f2wyvDOsK2hS8VErVGKpXAppN1YWlCd86tRA3H/4GpVcgqKsfHMenYlpQHADCRARO6+WDO4PbwdTacxTGHdfJCZDtXvLvjNH7+6yK+iT+P31PrlkwZGOwudXlEBu1I9mVcKr0OO0szRIVwCSJqOIYlMmgXLl/Dp3szsPHERajq1rjFyAgvvDikAwINdDi+g7U5lk/sjNGd22DBxiRcvHIdU9Ycw/hubfD6iFA42VhIXSKRQVLPrTQywot9AqlRGJbIIBUoKrFiXwZ+OnYBNbV1KSkqxB3zhgQj1Lt1DAXu194Ve17sjw93p2PNoWxsPHEJB9KL8OboTng43JNLphA1wrVqJXYk15155vIm1FgMS2RQSsqrsGp/Fr6NP48qpQoA0C/IFS8N7YCubZ0krk73rC3MsHhUKEZ29sL8X5OQUViOmetPYEioB94Z20mv+2ER6ZM9pwpQUV0LX2cr9PBrff9XUPNiWCKDUHa9Bv87eBZf/5mNiupaAEB3Pye8PDQYkUawrlO3tk7YNqcfvvgjCyv/yETM6QIcPluCfz8cgkcf8OVZJqJ72HDjEtz4rj78vlCjMSyRXquoUmLtoXP47/4sKCqVAIBObezx0tBgDOzgZlT/6cnNTDFvSAc8HO6J+b8mIfFiGRZsTMaWxFwsHR8OPxcbqUsk0kv5ZZWIuzGNCCeipKZgWCK9VFlTi3VHcvBlbCaKy6sBAO3dbfHS0A6IDjPu/jodPe2x8fm+WBOXjQ/3pOFQVgmiPzmAl4YE45/9AnS2ADBRa/FbwiWoBNDDz4l/VFCTMCyRXqmpVeGXvy5ixb4M5JVVAgD8XKwxN6o9RnduwyBwg6mJDM8+2A5DQj2wcGMyDmWV4N0dqXVLpkyM4HpXRDcIIf6+BMeO3dREDEukF2pVAr8lXMInv2cg5/I1AICXgyXmDG6Pid19YM4FZu/Iz8UG657thZ//uoB3tqci8WIZRn72J54fFISZgwIhN+PwaDJup3IVSC8oh4WZCUaEe0ldDhkohiWSlEolsOtUPv4Tk47MwnIAgKutBZ4fGIQnerXlXCgNIJPJ8OgDbTEw2B2LNqcg5nQBPtubgZ3JeXh/YgS6tcJRgkQNtfHG8iZDQjzgYC3tepBkuBiWSBJCCMSmFeHDPWk4lasAADhYmeNfA9phSh9/WFvwV7OxPOwtsfqp7tiRnI83tqQgo7AcE748hGf6BODl6A78mZLRqalVYUtiXVhix266H3p9bWPJkiWQyWRat44dO2oer6ysxMyZM+Hi4gJbW1tMmDABBQUFWq+Rk5ODESNGwNraGu7u7njllVegVCpb+q3QTQ5lFWPiqng8s/YYTuUqYGNhijmD2+PAq4Pw/MAgHtTvg0wmw4gIL8S8OADju7WBEMDXcdkY+vEB/JlRLHV5RC3qYEYRisur4WJjgf4d3KQuhwyY3h+VwsLC8Pvvv2vum5n9XfKLL76I7du345dffoGDgwNmzZqF8ePHIy4uDgBQW1uLESNGwNPTE4cOHUJeXh6efvppmJub47333mvx92LsTuRcwUd70hCXWQIAkJuZYHIffzw3IBDOXMJDp5xsLPCff3TB6M7e+PemFFy8ch1P/t8R/KOHD/79cCgvR5BR2HDjEtzoLt7s90j3RSaEEFIXcTdLlizB5s2bkZCQcNtjZWVlcHNzw/r16zFx4kQAwJkzZxASEoL4+Hj07t0bO3fuxMiRI5GbmwsPj7pFE1etWoX58+ejqKgIFhYNO0ArFAo4ODigrKwM9vYcZdRYp3LL8J896dh7phAAYG4qw+M922LWoCC4cwbqZldepcQHu87g28PnIQTgZifH22PCMKwTO7tS61V2vQYPvPs7qpUqbJvdD53aOEhdEklAV8dvvY/aGRkZ8Pb2Rrt27TBp0iTk5OQAAI4fP46amhpERUVp2nbs2BFt27ZFfHw8ACA+Ph7h4eGaoAQA0dHRUCgUOHXq1F33WVVVBYVCoXWjxsu8sTTHiM/+xN4zhTCRAY9098G+lwbirTGdGJRaiK3cDG+O6YRf/hWJdm42KLpahee+P4EZ3x9H4dVKqcsjahY7kvNQrVQh2MMOYa1kvUiSjl5fhuvVqxfWrl2L4OBg5OXl4c0338SDDz6IlJQU5Ofnw8LCAo6OjlrP8fDwQH5+PgAgPz9fKyipH1c/djdLly7Fm2++qds3Y0QuXL6GT37PwKaTF6G6cd5yVGdvzI1qj0A3W2mLM2I9/J2xY86D+HxfJr7cn4WdKfk4lFWCRSNCMLE7l4Cg1mWjZm6lNvzdpvum12Fp+PDhmn9HRESgV69e8PPzw88//wwrK6tm2+/ChQsxb948zX2FQgFfX99m219rkV9WiRX7MvDTsQtQ3khJUSEeeGloB4R48S87fWBpboqXo4MxPNwT8zckIeWSAq/8moQtibl4b1w4fJ2tpS6R6L6dL6nAsXNXYCIDxnblKDi6f3odlm7l6OiIDh06IDMzE0OGDEF1dTVKS0u1zi4VFBTA09MTAODp6YmjR49qvYZ6tJy6zZ3I5XLI5XLdv4FWqqS8Cl/GZuG7w+dRpVQBAB5s74qXhgaji6+jtMXRHYV5O2Dz833xvz+z8XFMOg5mFCP6kwN4JToYT0f6c6Z0MmjquZX6BrnCg5f7SQf0vs/SzcrLy5GVlQUvLy90794d5ubm2Lt3r+bxtLQ05OTkIDIyEgAQGRmJ5ORkFBYWatrExMTA3t4eoaGhLV5/a1N2vQYf7k7Dg8v/wP/+zEaVUoUefk74cXpvfDe1F4OSnjMzNcFzAwKx84UH0TPAGdeqa/Hm1tN4ZNUhZBRclbo8oiYRQmDjybpLcBO4vAnpiF6Phnv55ZcxatQo+Pn5ITc3F2+88QYSEhJw+vRpuLm5YcaMGdixYwfWrl0Le3t7zJ49GwBw6NAhAHVTB3Tp0gXe3t5Yvnw58vPz8dRTT+HZZ59t1NQBHA2nraJKiTVx2Vh94CwUlXVzVoW3ccBLQztgQAc39g8wQCqVwA/HcrB0xxmUVylhYWqC2Q8F4V8DAmFhZlB/U5GRO3buMh5ZFQ8bC1McWxTFeduMnK6O33r9W3Tx4kU8/vjjKCkpgZubG/r164fDhw/Dza1ucrGPP/4YJiYmmDBhAqqqqhAdHY2VK1dqnm9qaopt27ZhxowZiIyMhI2NDSZPnoy33npLqrdk0CpravH94fP4MjYLJRXVAIAOHraYNyQY0WEeDEkGzMREhkm9/PBQR3f8e1MK9p0pxEcx6dienIf3J0SgM88SkoFQd+weHu7FoEQ6o9dnlvSFsZ9Zqlaq8MvxC1ixNxP5irqh5n4u1ngxqgNGdfZm/5ZWRgiBLYm5eHPraVyuqIaJDHj2wXZ4MaoDrCy4Vh/pr8qaWjzw7u+4WqnE+mm90CfQVeqSSGJGcWaJpFWrEth88hI+2ZuOC5evAwC8HSwxZ3B7TOjuwxlxWymZTIYxXdqgX5Ar3tp2Gr8l5GL1gbPYfSofS8eH8wBEeuv31AJcrVTC28ESvQNcpC6HWhGGJbqNSiWwMyUf/4lJQ1ZRBQDA1VaOmYMC8XjPtrA059kFY+BiK8enj3XVLJlyvuQanvjqCB7v2RYLH+4Ie0sumUL6RT0Kbly3NjDhGW/SIYYl0hBC4I+0Qny4Ox2n8+pmLXewMsdzAwIxuY8fr/8bqcEhHugZ4IxlO89g3ZEc/HA0B/vOFOCdseEYEupx7xcgagFFV6uwP70IADCuK0fBkW7x6EcAgEOZxfhwTxpO5JQCqFsiY2q/AEx9MIBnEAh2luZ4d1w4RnX2xsKNycgursC0b//CyAgvLBkdBldbzktG0tqSmItalUBnX0cEuXOlANIthiUjd/z8FXy0Jw2HskoAAJbmJpgc6Y9/DQiEs03DFhom49G7nQt2vvAgPvk9A18dPIttSXn4M7MYb4wKxdguXFaCpKMeBTehG2fsJt1jWDJSp3LL8NGedOw7Uzdhp7mpDI/3bItZg4K4wC3Vy9LcFAuGd8SIcC+8uiEJqXkKvPhTIn5LyMW748LRxrH5liIiupMz+QqcylXA3FSGkRHeUpdDrRDDkpHJLLyKj2MysD05DwBgaiLDhG5tMGdwe/g4cV0warhwHwdsmdUXqw+cxae/ZyA2rQhD/7MfC4Z3xKRefuxgSy1CWavC+iM5AIBBwe48I07NgvMsNUBrmGcpp+QaPtmbjs0nL0ElAJkMGBXhjblR7dHOjdf36f5kFpZj/oYkHD9/BQDwgL8Tlk2IQCB/t0jHVCqB9MKrOJRZgkNZxThy9jKuVtWtJPDfp7ojOuzu636S8dHV8ZthqQEMOSzllV3Hin2Z+PnYBShVdR/1kFAPvDS0Azp6GtZ7If2mUgl8d/g8lu86g4rqWliYmWBuVHtMe7Ad5+SiJhNC4HzJNRzKqgtH8VklmhUE1OwtzTA0zBNLx4fzd420MCy1IEMMS8XlVfgyNgvfHT6PaqUKAPBge1e8PDSYS1dQs7p45Rr+vSlFM4w71MseyydGoFMbB4krI0ORX1aJQ1nFOJRVgvisElwqva71uKW5CR7wd0bfIFf0CXRBmLcDVxKgO2JYakGGFJbKrtVg9cEsrIk7h2vVtQDqLom8PDQYvdpxRltqGUIIbDp5CW9tO43SazUwNZFhev92eGFwe05qSre5UlGNw2dLcCirBHFZxTh7YzJcNXNTGbr6OiEy0AV9g1zR2dcBcjP+HtG9MSy1IEMIS+VVSqz5MxurD57F1cq66/fhbRzwcnQw+rd35ZBukkTR1Sos2XoK25PqBhS0c7XBsgkR6BngLHFlJKWKKiWOZl/WnD06nafAzUcimazu/6/IQBf0CXTFA/5OnBSXmoRhqQXpc1iqrKnF94fPY2VsFi7fuI7fwcMW84YEIzrMgyGJ9MLuU/l4fXMKCq9WAQCe6u2HV4cFw44TnhqFyppanMwpRXxWMeKySpB4oVTTh1Ktvbst+gS6oE+QK3oHuMDBmr8bdP8YllqQPoalaqUKP/91ASv2ZaBAUXcA8nexxotDOmBkhDev35PeKbteg2U7U/HD0QsAAC8HS7w3LhyDOrpLXBnpmrJWheRLZZo+R8fOXUbVjb6Tar7OVujTzhV9glwQGegCdzvO70a6x7DUgvQpLNWq6vqCfLo3HRcu13V69HawxAtR7TG+mw9HgpDeO5RZjAUbk5Fz+RoAYGwXbyweFcb5cQyYejh/XGYJ4m8Zzq/mZievO3N049KarzPndaPmx7DUgvQhLKlUAjtS8vBxTDqybnR+dLWVY9agQDzeqy07O5JBuV5di//EpOH//syGSgDONhZYMjoMoyK8eOnYANw8nD8uqxiH7zKcv3c7F82ItSB3W3621OIYllqQlGFJCIF9Zwrx4Z50pOYpAACO1uZ4bkAgJkf6w8qCIYkMV8KFUsz/NQlpBVcBAFEh7nh7bCd4OXDJFH1zr+H8VuameCDAGX0CXdA30BWh3vbsDkCSY1hqQVKFpbjMYny4Jw0nc0oBALZyM0ztF4CpDwbAnh1jqZWoVqrwZWwWPv8jAzW1AnZyMyx8OASPPeDLJVMkpB7OH3cjIN1xOH9bJ81ltS6+jrAwYzcA0i8MSy2opcPS8fOX8eHudMSfLQFQNwHb5D7+eK5/IJzYr4NaqfSCq3j11yQkXCgFAPRu54xl4yPg72ojbWFGorxKiWM3hvPHZZYgNf/Ow/n7BNZdVuvB4fxkABiWWlBLhaWUS2X4aE8a/kirm/nYwtQET/Rqi+cHBsLdniNFqPWrVQmsPXQOH+5Ow/WaWsjNTDBvSAdM7RcAMw5e0Cn1cH71pbU7Defv4GGrCUe9OJyfDBDDUgtq7rCUUXAVH/+ejh3J+QAAUxMZJnbzwezBQfBx4ogRMj4XLl/Dwo3J+DOzGEDdGY33J0Qg1Fs/pu4wRDcP5z+UVYy/zl25bTh/W2dr9AmsG8rP4fzUGjAstaDmCku5pdfx4e40bE64BJWoO809urM35kZ1QAAvPZCRE0Lgl+MX8c6201BUKmFmIsOMgYGY9VAQR382gEolkFZw9UaH7PqH8/cNdEVkoAuH81Orw7DUgporLJ0tKseQjw+gViUQHeaBF4d0QEdP/uVMdLNCRSUW/3YKu07VnXkNcrfF+xPC0d2PS6bcrKHD+dVLiPQNckGgG4fzU+vGsNSCmvMy3Jq4bHT3c0KEj6NOX5eotdmZnIfXfzuF4vIqyGTA5Eh/vBIdDBu58XYyvnk4/6HMYuSWVWo9bmVuip43hvP34XB+MkIMSy1IHyalJCKg9Fo13t2eil+OXwQAtHG0wtLx4ejfwU3iylrGlYpqxJ8t0QSkuw3n7xtYt4xIZx8O5yfjxrDUghiWiPTLgfQivLYpGRev1E2MOLG7DxaNCIGjdeuaWkM9nD8usy4c3Tqc3+TGcP7IG5fVevg5c6JaopswLLUghiUi/VNRpcSHe9Kw9tA5CFG3/M9bY8IwvJOnwfbDqaypxYmcK4jPKmnYcP52LnCw4nB+orthWGpBDEtE+uv4+SuYvyEJmYXlAIDoMA+8PaaTQcxN1pjh/H2CXBHZzgVudnKJqiUyPAxLLYhhiUi/VSlr8cW+TKyMzYJSJWBnaYbXR4TikR4+enWW6ebh/Icyi3Ek+zLKbxnO735jOH8fDucnum8MSy2IYYnIMKTmKTB/QxKSLpYBAPoGuWDpuAi0dZEmcKiH86vXV7vTcH4HK3NEtnNBnyAX9AnkcH4iXWJYakEMS0SGQ1mrwtdx2fhoTzqqlCpYmZvipaEd8EzfgBYZNq8ezh+XWTcZ5N2G8/cNqjt7FOLF4fxEzYVhqQUxLBEZnnPFFViwMQmHz14GAHTxdcT7EyIQ7Gmn0/1crqjGYfVw/swSnC3WHs5vYWqCrm0d6zplczg/UYtiWGpBDEtEhkmlEvjprwt4b3sqrlYpYW4qw8xBQXh+YFCTA0t5lRJHs0twKLNuxNrpPIXW4+rh/H2C6kascTg/kXQYlloQwxKRYcsvq8Sizcn4PbUQABDsYYf3J0agi6/jPZ9783D+uMxiJF4sQ+0tw/mDPewQGeiCvkGu6BngzOH8RHqCYakFMSwRGT4hBLYl5WHJllMoqaiGiQz4Z98AzBvaAdYWfy+ZoqxVIelS2Y25ju48nN/PpW44f2Qgh/MT6TOGpRbEsETUelypqMbb205j48lLAABfZyvMH9YRBYqqeofz9w1yvbEIrQt8nDicn8gQMCy1IIYlotbnj7RC/Htj8m2j1YC/h/P3Dao7exToZsPh/EQGSFfHb+NdrpuIjNqgYHfsmTcAH+w6g99TC9Hew1YzGWSolz1MOJyfiG7gmaUG4JklIiIiw6Or4zcn+yAiIiKqB8MSERERUT0YloiIiIjqwbBEREREVA+GJSIiIqJ6MCwRERER1YNhiYiIiKgeDEtERERE9WBYIiIiIqoHwxIRERFRPRiWiIiIiOrBsERERERUD4YlIiIionowLBERERHVw0zqAgyBEAIAoFAoJK6EiIiIGkp93FYfx5uKYakBrl69CgDw9fWVuBIiIiJqrKtXr8LBwaHJz5eJ+41bRkClUiE3Nxd2dnaQyWQ6fW2FQgFfX19cuHAB9vb2On1tahn8DA0bPz/Dx8/Q8DXXZyiEwNWrV+Ht7Q0Tk6b3POKZpQYwMTGBj49Ps+7D3t6eX3IDx8/QsPHzM3z8DA1fc3yG93NGSY0dvImIiIjqwbBEREREVA+GJYnJ5XK88cYbkMvlUpdCTcTP0LDx8zN8/AwNn75/huzgTURERFQPnlkiIiIiqgfDEhEREVE9GJaIiIiI6sGwpOfWrl0LR0dHqcsgIiLSe+fOnYNMJkNCQoJOX5dhiYiIqB4ymQybN2+WugySEMMSEbVKQggolUqpyyCiVoBh6T7s2rUL/fr1g6OjI1xcXDBy5EhkZWUB+PtU4I8//og+ffrA0tISnTp1wv79+zXPj42NhUwmw/bt2xEREQFLS0v07t0bKSkp9e73t99+Q7du3WBpaYl27drhzTff5EGhAQYOHIjZs2dj7ty5cHJygoeHB7766itUVFTgmWeegZ2dHYKCgrBz504AQG1tLaZOnYqAgABYWVkhODgYn376qdZrTpkyBWPHjsWHH34ILy8vuLi4YObMmaipqdG0ycvLw4gRI2BlZYWAgACsX78e/v7++OSTTzRtcnJyMGbMGNja2sLe3h7/+Mc/UFBQ0CI/F0NSVVWFOXPmwN3dHZaWlujXrx+OHTsG4O/v086dO9G9e3fI5XL8+eefyMrKwpgxY+Dh4QFbW1s88MAD+P3337Ve19/fH++99x7++c9/ws7ODm3btsXq1au12hw6dAhdunSBpaUlevTogc2bN992uj8lJQXDhw+Hra0tPDw88NRTT6G4uLjZfy76TKVSYfny5QgKCoJcLkfbtm3x7rvvAgCSk5Px0EMPwcrKCi4uLpg+fTrKy8u1nv/1118jLCwMcrkcXl5emDVrluaxe31vlixZgi5duuC7776Dv78/HBwc8Nhjj2kWRwdw23cRALp06YIlS5ZoHgeAcePGQSaTae4bg/qOcX369MH8+fO12hcVFcHc3BwHDhwAAFy5cgVPP/00nJycYG1tjeHDhyMjI0PrOXFxcRg4cCCsra3h5OSE6OhoXLly5Z77Vzt69Ci6du2q+V6ePHnytvexf/9+9OzZU/M7tGDBgsYfMwU12a+//io2bNggMjIyxMmTJ8WoUaNEeHi4qK2tFdnZ2QKA8PHxEb/++qs4ffq0ePbZZ4WdnZ0oLi4WQgjxxx9/CAAiJCRE7NmzRyQlJYmRI0cKf39/UV1dLYQQYs2aNcLBwUGzzwMHDgh7e3uxdu1akZWVJfbs2SP8/f3FkiVLpPgRGJQBAwYIOzs78fbbb4v09HTx9ttvC1NTUzF8+HCxevVqkZ6eLmbMmCFcXFxERUWFqK6uFosXLxbHjh0TZ8+eFd9//72wtrYWP/30k+Y1J0+eLOzt7cVzzz0nUlNTxdatW4W1tbVYvXq1pk1UVJTo0qWLOHz4sDh+/LgYMGCAsLKyEh9//LEQQoja2lrRpUsX0a9fP/HXX3+Jw4cPi+7du4sBAwa08E9I/82ZM0d4e3uLHTt2iFOnTonJkycLJycnUVJSovk+RUREiD179ojMzExRUlIiEhISxKpVq0RycrJIT08XixYtEpaWluL8+fOa1/Xz8xPOzs7iiy++EBkZGWLp0qXCxMREnDlzRgghRFlZmXB2dhZPPvmkOHXqlNixY4fo0KGDACBOnjwphBDiypUrws3NTSxcuFCkpqaKEydOiCFDhohBgwZJ8aPSG6+++qpwcnISa9euFZmZmeLgwYPiq6++EuXl5cLLy0uMHz9eJCcni71794qAgAAxefJkzXNXrlwpLC0txSeffCLS0tLE0aNHG/W9eeONN4Stra1mHwcOHBCenp7itdde07Tx8/PTvKZa586dxRtvvCGEEKKwsFAAEGvWrBF5eXmisLCwmX5S+qe+Y9znn38u2rZtK1Qqlab9ihUrtLaNHj1ahISEiAMHDoiEhAQRHR0tgoKCNMe3kydPCrlcLmbMmCESEhJESkqKWLFihSgqKrrn/oUQ4urVq8LNzU088cQTIiUlRWzdulW0a9dO63t58eJFYW1tLZ5//nmRmpoqNm3aJFxdXTWfb0MxLOlQUVGRACCSk5M1YWnZsmWax2tqaoSPj494//33hRB/h6Uff/xR06akpERYWVlpDsi3hqXBgweL9957T2u/3333nfDy8mrGd9Y6DBgwQPTr109zX6lUChsbG/HUU09ptuXl5QkAIj4+/o6vMXPmTDFhwgTN/cmTJws/Pz+hVCo12x555BHx6KOPCiGESE1NFQDEsWPHNI9nZGQIAJr/oPfs2SNMTU1FTk6Ops2pU6cEAHH06NH7e9OtSHl5uTA3Nxfr1q3TbKuurhbe3t5i+fLlmu/T5s2b7/laYWFhYsWKFZr7fn5+4sknn9TcV6lUwt3dXXz55ZdCCCG+/PJL4eLiIq5fv65p89VXX2n9p/z222+LoUOHau3nwoULAoBIS0tr0ns2dAqFQsjlcvHVV1/d9tjq1auFk5OTKC8v12zbvn27MDExEfn5+UIIIby9vcW///3vO752Q743b7zxhrC2thYKhULT5pVXXhG9evXS3L9XWBJCCABi06ZNDX7frdXNx7jCwkJhZmYmDhw4oHk8MjJSzJ8/XwghRHp6ugAg4uLiNI8XFxcLKysr8fPPPwshhHj88cdF3759m7R/IYT473//e9v38ssvv9T6Xr722msiODhYK9R98cUXwtbWVhO6GoKX4e5DRkYGHn/8cbRr1w729vaa07M5OTmaNpGRkZp/m5mZoUePHkhNTdV6nZvbODs7Izg4+LY2aomJiXjrrbdga2uruU2bNg15eXm4du2aDt9d6xQREaH5t6mpKVxcXBAeHq7Z5uHhAQAoLCwEAHzxxRfo3r073NzcYGtri9WrV2t9vgAQFhYGU1NTzX0vLy/N89PS0mBmZoZu3bppHg8KCoKTk5PmfmpqKnx9feHr66vZFhoaCkdHx7v+HhijrKws1NTUoG/fvppt5ubm6Nmzp9bPqUePHlrPKy8vx8svv4yQkBA4OjrC1tYWqampt32ON/9uyGQyeHp6an2O6kvlaj179tR6fmJiIv744w+t72bHjh01tRuj1NRUVFVVYfDgwXd8rHPnzrCxsdFs69u3L1QqFdLS0lBYWIjc3Nw7Plf9/IZ8b/z9/WFnZ6e5f/P3k+pX3zHOzc0NQ4cOxbp16wAA2dnZiI+Px6RJkwDUfT5mZmbo1auX5vVcXFy0jm8JCQl3/XzvtX/1Pm79Xt58PFW3iYyMhEwm02zr27cvysvLcfHixQb/LMwa3JJuM2rUKPj5+eGrr76Ct7c3VCoVOnXqhOrq6mbbZ3l5Od58802MHz/+tsdu/oWhOzM3N9e6L5PJtLapv1AqlQo//vgjXn75ZXz00UeIjIyEnZ0dPvjgAxw5cuSer6lSqZrpHdC93HzwBYCXX34ZMTEx+PDDDxEUFAQrKytMnDjxtu/p/X6O5eXlGDVqFN5///3bHvPy8mrEO2g9rKysJHnuze71uZqYmEDcsurXzX0Ojdm9jnGTJk3CnDlzsGLFCqxfvx7h4eFaf3zey70+YymOsXfDM0tNVFJSgrS0NCxatAiDBw9GSEiIplPazQ4fPqz5t1KpxPHjxxESEnLXNleuXEF6evptbdS6deuGtLQ0BAUF3XYzMeHHqUtxcXHo06cPnn/+eXTt2hVBQUGNPkMQHBwMpVKp1ekwMzNT63clJCQEFy5cwIULFzTbTp8+jdLSUoSGht7/G2klAgMDYWFhgbi4OM22mpoaHDt2rN6fU1xcHKZMmYJx48YhPDwcnp6eOHfuXKP2HRwcjOTkZFRVVWm2qTuWq3Xr1g2nTp2Cv7//bd/NWwOcsWjfvj2srKywd+/e2x4LCQlBYmIiKioqNNvi4uJgYmKC4OBg2NnZwd/f/47PVT9fF98bNzc35OXlae4rFApkZ2drtTE3N0dtbW2DX7M1aMgxbsyYMaisrMSuXbuwfv16zVkloO7zUSqVWn9cql9T/flERETc9fNtyP5DQkKQlJSEyspKzbabj6fqNvHx8VqBOC4uDnZ2dvDx8Wnwz4NH1yZycnKCi4sLVq9ejczMTOzbtw/z5s27rd0XX3yBTZs24cyZM5g5cyauXLmCf/7zn1pt3nrrLezduxcpKSmYMmUKXF1dMXbs2Dvud/Hixfj222/x5ptv4tSpU0hNTcWPP/6IRYsWNcfbNGrt27fHX3/9hd27dyM9PR2vv/76bQfIe+nYsSOioqIwffp0HD16FCdPnsT06dNhZWWlOYsVFRWF8PBwTJo0CSdOnMDRo0fx9NNPY8CAAbddUjJmNjY2mDFjBl555RXs2rULp0+fxrRp03Dt2jVMnTr1rs9r3749Nm7ciISEBCQmJuKJJ55o9Jk/9XOmT5+O1NRU7N69Gx9++CGAv89Gzpw5E5cvX8bjjz+OY8eOISsrC7t378YzzzxjdAdaNUtLS8yfPx+vvvoqvv32W2RlZeHw4cP4v//7P0yaNAmWlpaYPHkyUlJS8Mcff2D27Nl46qmnNJfDlyxZgo8++gifffYZMjIycOLECaxYsQKA7r43Dz30EL777jscPHgQycnJmDx5stZldQCa0Jafn3/HP4pbo4Yc42xsbDB27Fi8/vrrSE1NxeOPP655rH379hgzZgymTZuGP//8E4mJiXjyySfRpk0bjBkzBgCwcOFCHDt2DM8//zySkpJw5swZfPnllyguLm7Q/p944gnIZDJMmzYNp0+fxo4dOzTfS7Xnn38eFy5cwOzZs3HmzBn89ttveOONNzBv3rzGnWBocO8muk1MTIwICQkRcrlcREREiNjYWE1HQHUH7/Xr14uePXsKCwsLERoaKvbt26d5vrpD6tatW0VYWJiwsLAQPXv2FImJiZo2t3bwFkKIXbt2iT59+ggrKythb28vevbsqTX6iu5swIAB4oUXXtDadqfOnerPsLKyUkyZMkU4ODgIR0dHMWPGDLFgwQLRuXNnTdvJkyeLMWPGaD3/hRde0BqRk5ubK4YPHy7kcrnw8/MT69evF+7u7mLVqlWaNufPnxejR48WNjY2ws7OTjzyyCOaTq70t+vXr4vZs2cLV1dXIZfLRd++fTWdedXfpytXrmg9Jzs7WwwaNEhYWVkJX19f8fnnn9/2u9CQTr5xcXEiIiJCWFhYiO7du4v169cLAJoRc0LUdWodN26ccHR0FFZWVqJjx45i7ty5Wp1LjU1tba145513hJ+fnzA3Nxdt27bVDFJJSkoSgwYNEpaWlsLZ2VlMmzZNXL16Vev5q1atEsHBwcLc3Fx4eXmJ2bNnax671/fmjTfe0Pq+CiHExx9/LPz8/DT3y8rKxKOPPirs7e2Fr6+vWLt27W2f/ZYtW0RQUJAwMzPTem5rV98xTm3Hjh0CgOjfv/9tz798+bJ46qmnhIODg7CyshLR0dEiPT1dq01sbKzo06ePkMvlwtHRUURHR2u+ww3Zf3x8vOjcubOwsLAQXbp0ERs2bNDq4K3exwMPPCAsLCyEp6enmD9/vqipqWnUz0ImxC0Xa0knzp07h4CAAJw8eRJdunS5Y5vY2FgMGjQIV65c4ZImRuTixYvw9fXF77//Xm/nRtJv69atwzPPPIOysjKd9a8hIv3EDt5EzWzfvn0oLy9HeHg48vLy8Oqrr8Lf3x/9+/eXujRqhG+//Rbt2rVDmzZtkJiYiPnz5+Mf//gHgxKREWBYImpmNTU1eO2113D27FnY2dmhT58+WLdu3W2jdEi/5efnY/HixcjPz4eXlxceeeQRzUzURNS68TIcERERUT04Go6IiIioHgxLRERERPVgWCIiIiKqB8MSERERUT0YloiIbhIbGwuZTIbS0lKpSyEiPcGwREQGbcqUKZDJZLfdMjMzm/R6ffr0QV5eHhwcHAAAa9eu5aSxREaO8ywRkcEbNmwY1qxZo7XNzc1N6351dTUsLCzu+VoWFhbw9PTUaX1EZNh4ZomIDJ5cLoenp6fWbfDgwZg1axbmzp0LV1dXREdH49y5c5DJZEhISNA8t7S0FDKZDLGxsQC0L8PFxsZqljRRn7FasmQJAGDlypVo3749LC0t4eHhgYkTJ7b8GyeiFsEzS0TUan3zzTeYMWMG4uLimvT8Pn364JNPPsHixYuRlpYGALC1tcVff/2FOXPm4LvvvkOfPn1w+fJlHDx4UJelE5EeYVgiIoO3bds22Nraau4PHz4cANC+fXssX75cs/3cuXONel0LCws4ODhAJpNpXZrLycmBjY0NRo4cCTs7O/j5+aFr16739yaISG8xLBGRwRs0aBC+/PJLzX0bGxs8/vjj6N69e7Psb8iQIfDz80O7du0wbNgwDBs2DOPGjYO1tXWz7I+IpMU+S0Rk8GxsbBAUFKS5eXl5abbfzMSk7r+8m5fErKmpafT+7OzscOLECfzwww/w8vLC4sWL0blzZ043QNRKMSwRkdFQj5DLy8vTbLu5s/edWFhYoLa29rbtZmZmiIqKwvLly5GUlIRz585h3759Oq2XiPQDL8MRkdGwsrJC7969sWzZMgQEBKCwsBCLFi2q9zn+/v4oLy/H3r170blzZ1hbW2Pfvn04e/Ys+vfvDycnJ+zYsQMqlQrBwcEt9E6IqCXxzBIRGZWvv/4aSqUS3bt3x9y5c/HOO+/U275Pnz547rnn8Oijj8LNzQ3Lly+Ho6MjNm7ciIceegghISFYtWoVfvjhB4SFhbXQuyCiliQTN1+8JyIiIiItPLNEREREVA+GJSIiIqJ6MCwRERER1YNhiYiIiKgeDEtERERE9WBYIiIiIqoHwxIRERFRPRiWiIiIiOrBsERERERUD4YlIiIionowLBERERHVg2GJiIiIqB7/D9rQP+Vd6P2ZAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "6wdkMWLIVKmF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Add grid lines to the plot\n",
        "\n",
        "x = np.array(['apple', 'mango', 'orange', 'coconut', 'avocado'])\n",
        "y = np.array([300, 700, 200, 400, 2500])\n",
        "\n",
        "plt.plot(x, y)\n",
        "# Create a title\n",
        "plt.title(\"Fruits Distribution\")\n",
        "# Create labels\n",
        "plt.xlabel(\"Fruits\")\n",
        "plt.ylabel(\"Prices\")\n",
        "#add grid lines\n",
        "plt.grid()\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "xmfGmPdBSalT",
        "outputId": "76cfc553-b8de-43b4-d160-df9ee248c594"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Subplots"
      ],
      "metadata": {
        "id": "JeKpzswYwaD7"
      }
    },
    {
      "source": [
        "#plot 1:\n",
        "x = np.array([0, 1, 2, 3])\n",
        "y = np.array([3, 8, 1, 10])\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(x,y)\n",
        "\n",
        "#plot 2:\n",
        "x = np.array([0, 1, 2, 30, 50])\n",
        "y = np.array([100, 2000, 300, 4000, 5000])\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(x,y)\n",
        "\n",
        "plt.show()"
      ],
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "5DJog-1Kv29f",
        "outputId": "c9512da4-9dd4-4e80-bbfd-b73733849186"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Scatter Plot"
      ],
      "metadata": {
        "id": "yK4XZpm307L9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "a = [10, 20, 30, 40, 50]\n",
        "b = [100, 200, 300, 400, 500]\n",
        "\n",
        "plt.scatter(a, b)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "Z0czD9qfxNSj",
        "outputId": "f8e4f47c-746a-4d50-8155-cce82b884a25"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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onnvukSTNnTtXq1evtveJjY21P3d0dCg/P19ut1v79u1TY2OjZs+erQEDBuiVV17poyEBAIBw57Asy+rNFyQmJuq1117TnDlz9OCDD2r8+PF68803u+27a9cuPfroo2poaFBycrIkaePGjVq2bJlOnz6t6OjoGzqm3++Xy+WSz+eT0+nsTfkAAOAWCeb3u8f3oHR0dGjr1q06f/68PB6Pvf2DDz7Q0KFDlZGRoZKSEl24cMFuq6ysVGZmph1OJCk3N1d+v1/Hjh275rHa2trk9/sDFgAA0H8FdYlHkmpqauTxeNTa2qrBgwdr+/btSk9PlyQ9++yzGjlypFJTU3XkyBEtW7ZMtbW1+uijjyRJXq83IJxIste9Xu81j1laWqpVq1YFWyoAAAhTQQeUMWPGqLq6Wj6fT3/+859VWFioiooKpaena968eXa/zMxMpaSkaMqUKTp58qRGjx7d4yJLSkq0ZMkSe93v9ystLa3H3wcAAMwW9CWe6Oho3XHHHZo4caJKS0s1btw4vfXWW932zc7OliSdOHFCkuR2u9XU1BTQp2vd7XZf85gxMTH2k0NdCwAA6L96/R6Uzs5OtbW1ddtWXV0tSUpJSZEkeTwe1dTUqLm52e5TVlYmp9NpXyYCAAAI6hJPSUmJpk2bphEjRqilpUVbtmxReXm5Pv30U508eVJbtmzRI488oiFDhujIkSNavHixJk+erKysLEnS1KlTlZ6erlmzZmnt2rXyer1avny5iouLFRMTc1MGCAAAwk9QAaW5uVmzZ89WY2OjXC6XsrKy9Omnn+rhhx/WqVOn9Pnnn+vNN9/U+fPnlZaWpoKCAi1fvtzePzIyUjt37lRRUZE8Ho/i4uJUWFgY8N4UAACAXr8HJRR4DwoAAOHnlrwHBQAA4GYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAME5UqAsAgC4dnZYO1p1Rc0urkuIH6v5RiYqMcIS6LAAhENQZlA0bNigrK0tOp1NOp1Mej0e7du2y21tbW1VcXKwhQ4Zo8ODBKigoUFNTU8B31NfXKz8/X7GxsUpKStLSpUt16dKlvhkNgLC1+2ijJr26V8+8u18Lt1brmXf3a9Kre7X7aGOoSwMQAkEFlOHDh2vNmjWqqqrS119/rYceekiPPfaYjh07JklavHixduzYoW3btqmiokINDQ2aMWOGvX9HR4fy8/PV3t6uffv26f3339emTZu0YsWKvh0VgLCy+2ijijYfVqOvNWC719eqos2HCSnAL5DDsiyrN1+QmJio1157TU8++aSGDRumLVu26Mknn5Qk/fWvf9Xdd9+tyspKPfDAA9q1a5ceffRRNTQ0KDk5WZK0ceNGLVu2TKdPn1Z0dPQNHdPv98vlcsnn88npdPamfAAh1tFpadKre68KJ10cktyugfpq2UNc7gHCXDC/3z2+Sbajo0Nbt27V+fPn5fF4VFVVpYsXLyonJ8fuM3bsWI0YMUKVlZWSpMrKSmVmZtrhRJJyc3Pl9/vtszDdaWtrk9/vD1gA9A8H685cM5xIkiWp0deqg3Vnbl1RAEIu6IBSU1OjwYMHKyYmRvPnz9f27duVnp4ur9er6OhoJSQkBPRPTk6W1+uVJHm93oBw0tXe1XYtpaWlcrlc9pKWlhZs2QAM1dxy7XDSk34A+oegA8qYMWNUXV2tAwcOqKioSIWFhTp+/PjNqM1WUlIin89nL6dOnbqpxwNw6yTFD+zTfgD6h6AfM46OjtYdd9whSZo4caIOHTqkt956S0899ZTa29t19uzZgLMoTU1NcrvdkiS3262DBw8GfF/XUz5dfboTExOjmJiYYEsFEAbuH5WoFNdAeX2t6u6GuK57UO4flXirSwMQQr1+UVtnZ6fa2to0ceJEDRgwQHv27LHbamtrVV9fL4/HI0nyeDyqqalRc3Oz3aesrExOp1Pp6em9LQVAGIqMcGjl9Mv//q+8BbZrfeX0dG6QBX5hgjqDUlJSomnTpmnEiBFqaWnRli1bVF5erk8//VQul0tz5szRkiVLlJiYKKfTqRdeeEEej0cPPPCAJGnq1KlKT0/XrFmztHbtWnm9Xi1fvlzFxcWcIQF+wfIyUrThuQlateN4wA2zbtdArZyerryMlBBWByAUggoozc3Nmj17thobG+VyuZSVlaVPP/1UDz/8sCTpjTfeUEREhAoKCtTW1qbc3Fy9/fbb9v6RkZHauXOnioqK5PF4FBcXp8LCQq1evbpvRwUg7ORlpOjhdDdvkgUgqQ/egxIKvAcFAIDwc0vegwIAAHCzEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIwTVEApLS3Vfffdp/j4eCUlJenxxx9XbW1tQJ8HH3xQDocjYJk/f35An/r6euXn5ys2NlZJSUlaunSpLl261PvRAACAfiEqmM4VFRUqLi7Wfffdp0uXLun3v/+9pk6dquPHjysuLs7uN3fuXK1evdpej42NtT93dHQoPz9fbrdb+/btU2Njo2bPnq0BAwbolVde6YMhAQCAcOewLMvq6c6nT59WUlKSKioqNHnyZEmXz6CMHz9eb775Zrf77Nq1S48++qgaGhqUnJwsSdq4caOWLVum06dPKzo6+meP6/f75XK55PP55HQ6e1o+AAC4hYL5/e7VPSg+n0+SlJiYGLD9gw8+0NChQ5WRkaGSkhJduHDBbqusrFRmZqYdTiQpNzdXfr9fx44d6/Y4bW1t8vv9AQsAAOi/grrE81OdnZ1atGiRfvWrXykjI8Pe/uyzz2rkyJFKTU3VkSNHtGzZMtXW1uqjjz6SJHm93oBwIsle93q93R6rtLRUq1at6mmpAAAgzPQ4oBQXF+vo0aP66quvArbPmzfP/pyZmamUlBRNmTJFJ0+e1OjRo3t0rJKSEi1ZssRe9/v9SktL61nhAADAeD26xLNgwQLt3LlTX3zxhYYPH37dvtnZ2ZKkEydOSJLcbreampoC+nStu93ubr8jJiZGTqczYAEAAP1XUAHFsiwtWLBA27dv1969ezVq1Kif3ae6ulqSlJKSIknyeDyqqalRc3Oz3aesrExOp1Pp6enBlAMAAPqpoC7xFBcXa8uWLfrkk08UHx9v3zPicrk0aNAgnTx5Ulu2bNEjjzyiIUOG6MiRI1q8eLEmT56srKwsSdLUqVOVnp6uWbNmae3atfJ6vVq+fLmKi4sVExPT9yMEAABhJ6jHjB0OR7fb33vvPT3//PM6deqUnnvuOR09elTnz59XWlqannjiCS1fvjzgssz333+voqIilZeXKy4uToWFhVqzZo2iom4sL/GYMQAA4SeY3+9evQclVAgoAACEn1v2HhQAAICbgYACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4UaEuAOgrHZ2WDtadUXNLq5LiB+r+UYmKjHCEuiwAQA8EdQaltLRU9913n+Lj45WUlKTHH39ctbW1AX1aW1tVXFysIUOGaPDgwSooKFBTU1NAn/r6euXn5ys2NlZJSUlaunSpLl261PvR4Bdr99FGTXp1r555d78Wbq3WM+/u16RX92r30cZQlwYA6IGgAkpFRYWKi4u1f/9+lZWV6eLFi5o6darOnz9v91m8eLF27Nihbdu2qaKiQg0NDZoxY4bd3tHRofz8fLW3t2vfvn16//33tWnTJq1YsaLvRoVflN1HG1W0+bAafa0B272+VhVtPkxIAYAw5LAsy+rpzqdPn1ZSUpIqKio0efJk+Xw+DRs2TFu2bNGTTz4pSfrrX/+qu+++W5WVlXrggQe0a9cuPfroo2poaFBycrIkaePGjVq2bJlOnz6t6Ojonz2u3++Xy+WSz+eT0+nsafnoBzo6LU16de9V4aSLQ5LbNVBfLXuIyz0AEGLB/H736iZZn88nSUpMTJQkVVVV6eLFi8rJybH7jB07ViNGjFBlZaUkqbKyUpmZmXY4kaTc3Fz5/X4dO3as2+O0tbXJ7/cHLIAkHaw7c81wIkmWpEZfqw7Wnbl1RQEAeq3HAaWzs1OLFi3Sr371K2VkZEiSvF6voqOjlZCQENA3OTlZXq/X7vPTcNLV3tXWndLSUrlcLntJS0vradnoZ5pbrh1OetIPAGCGHgeU4uJiHT16VFu3bu3LerpVUlIin89nL6dOnbrpx0R4SIof2Kf9AABm6FFAWbBggXbu3KkvvvhCw4cPt7e73W61t7fr7NmzAf2bmprkdrvtPlc+1dO13tXnSjExMXI6nQELIEn3j0pUimugrnV3iUNSiuvyI8cAgPARVECxLEsLFizQ9u3btXfvXo0aNSqgfeLEiRowYID27Nljb6utrVV9fb08Ho8kyePxqKamRs3NzXafsrIyOZ1Opaen92Ys+AWKjHBo5fTL/91cGVK61ldOT+cGWQAIM0E9xfPb3/5WW7Zs0SeffKIxY8bY210ulwYNGiRJKioq0v/8z/9o06ZNcjqdeuGFFyRJ+/btk3T5MePx48crNTVVa9euldfr1axZs/RP//RPeuWVV26oDp7iwZV2H23Uqh3HA26YTXEN1Mrp6crLSAlhZQCALsH8fgcVUByO7v9f6Hvvvafnn39e0uUXtb344ov68MMP1dbWptzcXL399tsBl2++//57FRUVqby8XHFxcSosLNSaNWsUFXVjL7YloKA7vEkWAMx20wKKKQgoAACEn1v2HhQAAICbgYACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGCcoAPKl19+qenTpys1NVUOh0Mff/xxQPvzzz8vh8MRsOTl5QX0OXPmjGbOnCmn06mEhATNmTNH586d69VAAABA/xF0QDl//rzGjRun9evXX7NPXl6eGhsb7eXDDz8MaJ85c6aOHTumsrIy7dy5U19++aXmzZsXfPUAAKBfigp2h2nTpmnatGnX7RMTEyO3291t27fffqvdu3fr0KFDuvfeeyVJ//7v/65HHnlE//Zv/6bU1NRgSwIAAP3MTbkHpby8XElJSRozZoyKior0448/2m2VlZVKSEiww4kk5eTkKCIiQgcOHOj2+9ra2uT3+wMWAADQf/V5QMnLy9N//dd/ac+ePXr11VdVUVGhadOmqaOjQ5Lk9XqVlJQUsE9UVJQSExPl9Xq7/c7S0lK5XC57SUtL6+uyAQCAQYK+xPNznn76aftzZmamsrKyNHr0aJWXl2vKlCk9+s6SkhItWbLEXvf7/YQUAAD6sZv+mPHtt9+uoUOH6sSJE5Ikt9ut5ubmgD6XLl3SmTNnrnnfSkxMjJxOZ8ACAAD6r5seUH744Qf9+OOPSklJkSR5PB6dPXtWVVVVdp+9e/eqs7NT2dnZN7scAAAQBoK+xHPu3Dn7bIgk1dXVqbq6WomJiUpMTNSqVatUUFAgt9utkydP6p//+Z91xx13KDc3V5J09913Ky8vT3PnztXGjRt18eJFLViwQE8//TRP8AAAAEmSw7IsK5gdysvL9Zvf/Oaq7YWFhdqwYYMef/xxffPNNzp79qxSU1M1depUvfzyy0pOTrb7njlzRgsWLNCOHTsUERGhgoICrVu3ToMHD76hGvx+v1wul3w+H5d7AAAIE8H8fgcdUExAQAEAIPwE8/vN3+IBAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADAOAQUAABiHgAIAAIxDQAEAAMYhoAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgHAIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGAcAgoAADBOVKgLMElHp6WDdWfU3NKqpPiBun9UoiIjHKEuCwCAX5ygz6B8+eWXmj59ulJTU+VwOPTxxx8HtFuWpRUrViglJUWDBg1STk6Ovvvuu4A+Z86c0cyZM+V0OpWQkKA5c+bo3LlzvRpIb+0+2qhJr+7VM+/u18Kt1Xrm3f2a9Ope7T7aGNK6AAD4JQo6oJw/f17jxo3T+vXru21fu3at1q1bp40bN+rAgQOKi4tTbm6uWltb7T4zZ87UsWPHVFZWpp07d+rLL7/UvHnzej6KXtp9tFFFmw+r0dcasN3ra1XR5sOEFAAAbjGHZVlWj3d2OLR9+3Y9/vjjki6fPUlNTdWLL76ol156SZLk8/mUnJysTZs26emnn9a3336r9PR0HTp0SPfee68kaffu3XrkkUf0ww8/KDU19WeP6/f75XK55PP55HQ6e1q+pMuXdSa9uveqcGKPUZLbNVBfLXuIyz0AAPRCML/ffXqTbF1dnbxer3JycuxtLpdL2dnZqqyslCRVVlYqISHBDieSlJOTo4iICB04cKDb721ra5Pf7w9Y+srBujPXDCeSZElq9LXqYN2ZPjsmAAC4vj4NKF6vV5KUnJwcsD05Odlu83q9SkpKCmiPiopSYmKi3edKpaWlcrlc9pKWltZnNTe3XDuc9KQfAADovbB4zLikpEQ+n89eTp061WffnRQ/sE/7AQCA3uvTgOJ2uyVJTU1NAdubmprsNrfbrebm5oD2S5cu6cyZM3afK8XExMjpdAYsfeX+UYlKcQ3Ute4ucUhKcV1+5BgAANwafRpQRo0aJbfbrT179tjb/H6/Dhw4II/HI0nyeDw6e/asqqqq7D579+5VZ2ensrOz+7KcGxIZ4dDK6emSdFVI6VpfOT2dG2QBALiFgg4o586dU3V1taqrqyVdvjG2urpa9fX1cjgcWrRokf71X/9V//3f/62amhrNnj1bqamp9pM+d999t/Ly8jR37lwdPHhQf/nLX7RgwQI9/fTTN/QEz82Ql5GiDc9NkNsVeBnH7RqoDc9NUF5GSkjqAgDglyrox4zLy8v1m9/85qrthYWF2rRpkyzL0sqVK/Uf//EfOnv2rCZNmqS3335bd911l933zJkzWrBggXbs2KGIiAgVFBRo3bp1Gjx48A3V0JePGf8Ub5IFAODmCeb3u1fvQQmVmxVQAADAzROy96AAAAD0BQIKAAAwDgEFAAAYh4ACAACMQ0ABAADGIaAAAADjEFAAAIBxCCgAAMA4BBQAAGCcqFAX0BNdL7/1+/0hrgQAANyort/tG3mJfVgGlJaWFklSWlpaiCsBAADBamlpkcvlum6fsPxbPJ2dnWpoaFB8fLwcjr79Y35+v19paWk6depUv/w7P4wv/PX3MTK+8Nffx9jfxyfdvDFalqWWlhalpqYqIuL6d5mE5RmUiIgIDR8+/KYew+l09tv/8CTG1x/09zEyvvDX38fY38cn3Zwx/tyZky7cJAsAAIxDQAEAAMYhoFwhJiZGK1euVExMTKhLuSkYX/jr72NkfOGvv4+xv49PMmOMYXmTLAAA6N84gwIAAIxDQAEAAMYhoAAAAOMQUAAAgHF+kQHlyy+/1PTp05WamiqHw6GPP/44oN2yLK1YsUIpKSkaNGiQcnJy9N1334Wm2B76uTE+//zzcjgcAUteXl5oiu2B0tJS3XfffYqPj1dSUpIef/xx1dbWBvRpbW1VcXGxhgwZosGDB6ugoEBNTU0hqjg4NzK+Bx988Ko5nD9/fogqDs6GDRuUlZVlvwTK4/Fo165ddns4z12XnxtjOM9fd9asWSOHw6FFixbZ2/rDPHbpbnzhPod/+MMfrqp/7Nixdnuo5+8XGVDOnz+vcePGaf369d22r127VuvWrdPGjRt14MABxcXFKTc3V62trbe40p77uTFKUl5enhobG+3lww8/vIUV9k5FRYWKi4u1f/9+lZWV6eLFi5o6darOnz9v91m8eLF27Nihbdu2qaKiQg0NDZoxY0YIq75xNzI+SZo7d27AHK5duzZEFQdn+PDhWrNmjaqqqvT111/roYce0mOPPaZjx45JCu+56/JzY5TCd/6udOjQIb3zzjvKysoK2N4f5lG69vik8J/De+65J6D+r776ym4L+fxZv3CSrO3bt9vrnZ2dltvttl577TV729mzZ62YmBjrww8/DEGFvXflGC3LsgoLC63HHnssJPXcDM3NzZYkq6KiwrKsy3M2YMAAa9u2bXafb7/91pJkVVZWhqrMHrtyfJZlWX//939vLVy4MHRF9bHbbrvN+s///M9+N3c/1TVGy+o/89fS0mLdeeedVllZWcCY+ss8Xmt8lhX+c7hy5Upr3Lhx3baZMH+/yDMo11NXVyev16ucnBx7m8vlUnZ2tiorK0NYWd8rLy9XUlKSxowZo6KiIv3444+hLqnHfD6fJCkxMVGSVFVVpYsXLwbM49ixYzVixIiwnMcrx9flgw8+0NChQ5WRkaGSkhJduHAhFOX1SkdHh7Zu3arz58/L4/H0u7mTrh5jl/4wf8XFxcrPzw+YL6n//Bu81vi6hPscfvfdd0pNTdXtt9+umTNnqr6+XpIZ8xeWfyzwZvJ6vZKk5OTkgO3Jycl2W3+Ql5enGTNmaNSoUTp58qR+//vfa9q0aaqsrFRkZGSoywtKZ2enFi1apF/96lfKyMiQdHkeo6OjlZCQENA3HOexu/FJ0rPPPquRI0cqNTVVR44c0bJly1RbW6uPPvoohNXeuJqaGnk8HrW2tmrw4MHavn270tPTVV1d3W/m7lpjlMJ//iRp69atOnz4sA4dOnRVW3/4N3i98UnhP4fZ2dnatGmTxowZo8bGRq1atUq//vWvdfToUSPmj4DyC/X000/bnzMzM5WVlaXRo0ervLxcU6ZMCWFlwSsuLtbRo0cDrp32J9ca37x58+zPmZmZSklJ0ZQpU3Ty5EmNHj36VpcZtDFjxqi6ulo+n09//vOfVVhYqIqKilCX1aeuNcb09PSwn79Tp05p4cKFKisr08CBA0NdTp+7kfGF+xxOmzbN/pyVlaXs7GyNHDlSf/rTnzRo0KAQVnYZl3iu4Ha7JemqO5Wbmprstv7o9ttv19ChQ3XixIlQlxKUBQsWaOfOnfriiy80fPhwe7vb7VZ7e7vOnj0b0D/c5vFa4+tOdna2JIXNHEZHR+uOO+7QxIkTVVpaqnHjxumtt97qN3MnXXuM3Qm3+auqqlJzc7MmTJigqKgoRUVFqaKiQuvWrVNUVJSSk5PDeh5/bnwdHR1X7RNuc3ilhIQE3XXXXTpx4oQR/w4JKFcYNWqU3G639uzZY2/z+/06cOBAwLXj/uaHH37Qjz/+qJSUlFCXckMsy9KCBQu0fft27d27V6NGjQponzhxogYMGBAwj7W1taqvrw+Lefy58XWnurpaksJmDq/U2dmptra2sJ+76+kaY3fCbf6mTJmimpoaVVdX28u9996rmTNn2p/DeR5/bnzdXQoPtzm80rlz53Ty5EmlpKSY8e/wltyKa5iWlhbrm2++sb755htLkvX6669b33zzjfX9999blmVZa9assRISEqxPPvnEOnLkiPXYY49Zo0aNsv72t7+FuPIbd70xtrS0WC+99JJVWVlp1dXVWZ9//rk1YcIE684777RaW1tDXfoNKSoqslwul1VeXm41Njbay4ULF+w+8+fPt0aMGGHt3bvX+vrrry2Px2N5PJ4QVn3jfm58J06csFavXm19/fXXVl1dnfXJJ59Yt99+uzV58uQQV35jfve731kVFRVWXV2ddeTIEet3v/ud5XA4rM8++8yyrPCeuy7XG2O4z9+1XPlUS3+Yx5/66fj6wxy++OKLVnl5uVVXV2f95S9/sXJycqyhQ4dazc3NlmWFfv5+kQHliy++sCRdtRQWFlqWdflR43/5l3+xkpOTrZiYGGvKlClWbW1taIsO0vXGeOHCBWvq1KnWsGHDrAEDBlgjR4605s6da3m93lCXfcO6G5sk67333rP7/O1vf7N++9vfWrfddpsVGxtrPfHEE1ZjY2Poig7Cz42vvr7emjx5spWYmGjFxMRYd9xxh7V06VLL5/OFtvAb9I//+I/WyJEjrejoaGvYsGHWlClT7HBiWeE9d12uN8Zwn79ruTKg9Id5/Kmfjq8/zOFTTz1lpaSkWNHR0dbf/d3fWU899ZR14sQJuz3U8+ewLMu6NedqAAAAbgz3oAAAAOMQUAAAgHEIKAAAwDgEFAAAYBwCCgAAMA4BBQAAGIeAAgAAjENAAQAAxiGgAAAA4xBQAACAcQgoAADAOAQUAABgnP8HiMbwELoBgPEAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "source": [
        "y = [35, 25, 25, 15]\n",
        "x = [\"Apples\", \"Bananas\", \"Cherries\", \"Dates\"]\n",
        "plt.scatter(x, y, color = 'red')\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "Oe_QTmwgyTNK",
        "outputId": "96b29bf5-34b8-496e-d529-55d625996834"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Barplots"
      ],
      "metadata": {
        "id": "5VcESR88zaRo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array([\"A\", \"B\", \"C\", \"D\"])\n",
        "y = np.array([30, 80, 100, 10])\n",
        "\n",
        "plt.bar(x, y, color = \"green\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "collapsed": true,
        "id": "3i_E9FXlzccn",
        "outputId": "9e84dcbc-59d9-41f0-e461-c8e218fe6458"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array([\"A\", \"B\", \"C\", \"D\"])\n",
        "y = np.array([3, 8, 1, 10])\n",
        "plt.xlabel('Labels')\n",
        "plt.ylabel('Numbers')\n",
        "plt.title('Barplot')\n",
        "\n",
        "plt.bar(x, y, width = 0.1, color= 'hotpink')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "collapsed": true,
        "id": "9XmGrSQQ0Rp8",
        "outputId": "098ed5b7-59c5-437a-fb1a-35c4e8deccb1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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FzNmzZxUUFCRJWrdunXr27Kn77rtPTz31lPbt2+e24apWrao6derkWVa7dm39/PPPBW4TFRWl9PR05yU1NdVt8wAAAM/iUsgEBgbqxx9/VE5OjhITE/XII49Iki5fvixvb2+3DdeqVSsdPnw4z7IjR46oevXqBW5jt9tVrly5PBcAAHB7culTS4MGDdITTzyhqlWrymazqX379pKkHTt2KCwszG3DjRkzRg8++KBee+01PfHEE0pKStJ7772n9957z22PAQAAzOVSyLzyyiuqX7++fv75Z/Xs2VN2u12S5O3trQkTJrhtuGbNmmnVqlWKiorS1KlTFRISolmzZqlv375uewwAAGCuIofM1atX1bFjRy1YsEDdu3fPc9uAAQPcNth1ERERioiIcPv9AgAA8xX5HJlSpUpp7969xTELAABAkbh0sm+/fv2c3yMDAABgFZfOkcnOztbChQv15ZdfqkmTJipTpkye22NiYtwyHAAAQGFcCpn9+/ercePGkq59HPqPbDbbrU8FAABwE1wKmX/961/ungMAAKDIbulHI48dO6YNGzbo999/lyQ5HA63DAUAAHAzXAqZ3377Te3atdN9992nRx99VKdOnZIkDR48WOPGjXPrgAAAAAVxKWTGjBmjUqVK6eeff9Ydd9zhXN6rVy8lJia6bTgAAIDCuHSOzMaNG7VhwwbdfffdeZbXqlVLJ06ccMtgAAAAf8alPTKXLl3KsyfmunPnzjl/rgAAAKC4uRQyDz/8sBYvXuy8brPZlJubq5kzZyo8PNxtwwEAABTGpUNLM2fOVLt27bRz505duXJF48eP14EDB3Tu3Dl9++237p4RAAAgXy7tkalXr56OHDmihx56SF27dtWlS5f0+OOP64cfftC9997r7hkBAADy5dIeGUkKCAjQyy+/7M5ZAAAAisTlkDl//rzi4uJ08OBBSVKdOnU0aNAgVahQwW3DAQAAFMalQ0vbtm1TjRo1NHv2bJ0/f17nz5/X7NmzFRISom3btrl7RgAAgHy5tEcmMjJSvXr10vz58+Xt7S1JysnJ0bBhwxQZGal9+/a5dUgAAID8uLRH5tixYxo3bpwzYiTJ29tbY8eO1bFjx9w2HAAAQGFcCpnGjRs7z435o4MHD6phw4a3PBQAAMDNuOlDS3v37nX+98iRIzVq1CgdO3ZMLVu2lCR99913io2N1euvv+7+KQEAAPJx0yHzwAMPyGazyeFwOJeNHz/+hvX69OmjXr16uWc6AACAQtx0yBw/frw45wAAACiymw6Z6tWrF+ccAAAARebyF+KdPHlS33zzjc6cOaPc3Nw8t40cOfKWBwMAAPgzLoVMfHy8nnnmGZUuXVoVK1aUzWZz3maz2QgZAABQIlwKmYkTJ2rSpEmKioqSl5dLn+AGAAC4ZS5VyOXLl9W7d28iBgAAWMqlEhk8eLA++eQTd88CAABQJC4dWoqOjlZERIQSExNVv359lSpVKs/tMTExbhkOAACgMC6HzIYNG3T//fdL0g0n+wIAAJQEl0Lmrbfe0sKFCzVw4EA3jwMAAHDzXDpHxm63q1WrVu6eBQAAoEhcCplRo0Zpzpw57p4FAACgSFw6tJSUlKQtW7Zo7dq1qlu37g0n+65cudItwwEAABTGpZApX768Hn/8cXfPAgAAUCQuhcyiRYvcPQcAAECR8dW8AADAWC7tkQkJCSn0+2J++uknlwcCAAC4WS6FzOjRo/Ncv3r1qn744QclJibqhRdecMdcAAAAf8qlkBk1alS+y2NjY7Vz585bGggAAOBmufUcmU6dOunTTz91510CAAAUyK0hs2LFClWoUMGddwkAAFAglw4tNWrUKM/Jvg6HQ2lpafr11181b948tw0HAABQGJdCpmvXrnlCxsvLS5UrV1abNm0UFhbmtuEAAAAK41LIvPLKK24eAwAAoOiKFDJeXl6Ffn+MJNlsNmVnZ9/SUAAAADejSCGzatWqAm/bvn27Zs+erdzc3FseCgAA4GYUKWS6du16w7LDhw9rwoQJWrNmjfr27aupU6e6bTgAAIDCuPzx65MnT2ro0KGqX7++srOzlZycrISEBFWvXt2d8wEAABSoyCGTnp6uF198UaGhoTpw4IA2b96sNWvWqF69esUxHwAAQIGKdGhp5syZmjFjhoKCgrR06dJ8DzUBAACUlCKFzIQJE+Tn56fQ0FAlJCQoISEh3/VWrlzpluEAAAAKU6SQ6d+//59+/BoAAKCkFClk4uPji2kMAACAonPrj0YCAACUJEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABjLqJB5/fXXZbPZNHr0aKtHAQAAHsCYkPn+++/17rvvqkGDBlaPAgAAPIQRIZOZmam+ffvq/fff15133mn1OAAAwEMYETKRkZHq3Lmz2rdv/6frZmVlKSMjI88FAADcnor0EwVW+Pjjj7V79259//33N7V+dHS0pkyZUsxTAQAAT+DRe2RSU1M1atQoLVmyRL6+vje1TVRUlNLT052X1NTUYp4SAABYxaP3yOzatUtnzpxR48aNnctycnK0bds2zZ07V1lZWfL29s6zjd1ul91uL+lRAQCABTw6ZNq1a6d9+/blWTZo0CCFhYXpxRdfvCFiAADA/xaPDhl/f3/Vq1cvz7IyZcqoYsWKNywHAAD/ezz6HBkAAIDCePQemfxs3brV6hEAAICHYI8MAAAwFiEDAACMRcgAAABjETIAAMBYhAwAADAWIQMAAIxFyAAAAGMRMgAAwFiEDAAAMBYhAwAAjEXIAAAAYxEyAADAWIQMAAAwFiEDAACMRcgAAABjETIAAMBYhAwAADAWIQMAAIxFyAAAAGMRMgAAwFiEDAAAMBYhAwAAjEXIAAAAYxEyAADAWIQMAAAwFiEDAACMRcgAAABjETIAAMBYPlYPYLRhX7i+7bzO7psDAID/UeyRAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABiLkAEAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABiLkAEAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxPDpkoqOj1axZM/n7+6tKlSrq1q2bDh8+bPVYAADAQ3h0yHz11VeKjIzUd999p02bNunq1av629/+pkuXLlk9GgAA8AA+Vg9QmMTExDzX4+PjVaVKFe3atUt//etfLZoKAAB4Co8Omf8rPT1dklShQoUC18nKylJWVpbzekZGRrHPBQAArOHRh5b+KDc3V6NHj1arVq1Ur169AteLjo5WQECA8xIcHFyCUwIAgJJkTMhERkZq//79+vjjjwtdLyoqSunp6c5LampqCU0IAABKmhGHloYPH661a9dq27Ztuvvuuwtd1263y263l9BkAADASh4dMg6HQyNGjNCqVau0detWhYSEWD0SAADwIB4dMpGRkfroo4/02Wefyd/fX2lpaZKkgIAA+fn5WTwdAACwmkefIzN//nylp6erTZs2qlq1qvOybNkyq0cDAAAewKP3yDgcDqtHAAAAHsyj98gAAAAUhpABAADGImQAAICxCBkAAGAsQgYAABiLkAEAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABiLkAEAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABjLx+oBAAC3aNgXrm87r7P75gAswB4ZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABiLkAEAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABiLkAEAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsI0ImNjZWNWrUkK+vr1q0aKGkpCSrRwIAAB7A40Nm2bJlGjt2rCZPnqzdu3erYcOG6tChg86cOWP1aAAAwGIeHzIxMTEaOnSoBg0apDp16mjBggW64447tHDhQqtHAwAAFvPokLly5Yp27dql9u3bO5d5eXmpffv22r59u4WTAQAAT+Bj9QCFOXv2rHJychQYGJhneWBgoA4dOpTvNllZWcrKynJeT09PlyRlZGS4f8Arl13ftjjmgZlcfR3xGsJ1vBfBHTzsvej639sOh6PQ9Tw6ZFwRHR2tKVOm3LA8ODjYgmkKEWf1ADAeryG4A68j3Kpifg1dvHhRAQEBBd7u0SFTqVIleXt76/Tp03mWnz59WkFBQfluExUVpbFjxzqv5+bm6ty5c6pYsaJsNluxzvtHGRkZCg4OVmpqqsqVK1dij4vbB68huAOvI9wqq15DDodDFy9eVLVq1Qpdz6NDpnTp0mrSpIk2b96sbt26SboWJps3b9bw4cPz3cZut8tut+dZVr58+WKetGDlypXjzQO3hNcQ3IHXEW6VFa+hwvbEXOfRISNJY8eO1YABA9S0aVM1b95cs2bN0qVLlzRo0CCrRwMAABbz+JDp1auXfv31V02aNElpaWl64IEHlJiYeMMJwAAA4H+Px4eMJA0fPrzAQ0meym63a/LkyTcc5gJuFq8huAOvI9wqT38N2Rx/9rkmAAAAD+XRX4gHAABQGEIGAAAYi5ABAADGImQAAICxCJlisH37dnl7e6tz585WjwIDDRw4UDabzXmpWLGiOnbsqL1791o9GgyTlpamESNGqGbNmrLb7QoODlaXLl20efNmq0eDh/vj+1CpUqUUGBioRx55RAsXLlRubq7V4+VByBSDuLg4jRgxQtu2bdPJkyetHgcG6tixo06dOqVTp05p8+bN8vHxUUREhNVjwSApKSlq0qSJtmzZojfeeEP79u1TYmKiwsPDFRkZafV4MMD196GUlBStX79e4eHhGjVqlCIiIpSdnW31eE5GfI+MSTIzM7Vs2TLt3LlTaWlpio+P10svvWT1WDCM3W53/p5YUFCQJkyYoIcffli//vqrKleubPF0MMGwYcNks9mUlJSkMmXKOJfXrVtXTz31lIWTwRR/fB+666671LhxY7Vs2VLt2rVTfHy8hgwZYvGE17BHxs2WL1+usLAw3X///erXr58WLlz4pz9BDhQmMzNTH374oUJDQ1WxYkWrx4EBzp07p8TEREVGRuaJmOus/P05mK1t27Zq2LChVq5cafUoToSMm8XFxalfv36Sru2WS09P11dffWXxVDDN2rVrVbZsWZUtW1b+/v76/PPPtWzZMnl58b8s/tyxY8fkcDgUFhZm9Si4DYWFhSklJcXqMZx4V3Sjw4cPKykpSU8++aQkycfHR7169VJcXJzFk8E04eHhSk5OVnJyspKSktShQwd16tRJJ06csHo0GIC9wChODodDNpvN6jGcOEfGjeLi4pSdna1q1ao5lzkcDtntds2dO/emfo4ckKQyZcooNDTUef2DDz5QQECA3n//fU2bNs3CyWCCWrVqyWaz6dChQ1aPgtvQwYMHFRISYvUYTuyRcZPs7GwtXrxYb731lvNf0snJydqzZ4+qVaumpUuXWj0iDGaz2eTl5aXff//d6lFggAoVKqhDhw6KjY3VpUuXbrj9woULJT8UbgtbtmzRvn371L17d6tHcWKPjJusXbtW58+f1+DBg2/Y89K9e3fFxcXp2WeftWg6mCYrK0tpaWmSpPPnz2vu3LnKzMxUly5dLJ4MpoiNjVWrVq3UvHlzTZ06VQ0aNFB2drY2bdqk+fPn6+DBg1aPCA93/X0oJydHp0+fVmJioqKjoxUREaH+/ftbPZ4TIeMmcXFxat++fb6Hj7p3766ZM2dq7969atCggQXTwTSJiYmqWrWqJMnf319hYWH65JNP1KZNG2sHgzFq1qyp3bt3a/r06Ro3bpxOnTqlypUrq0mTJpo/f77V48EA19+HfHx8dOedd6phw4aaPXu2BgwY4FEfPLA5OCsMAAAYynOSCgAAoIgIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABYIT4+HiVL1/+lu/HZrNp9erVt3w/ADwDIQOgxAwcOFDdunWzegwAtxFCBgAAGIuQAeARYmJiVL9+fZUpU0bBwcEaNmyYMjMzb1hv9erVqlWrlnx9fdWhQwelpqbmuf2zzz5T48aN5evrq5o1a2rKlCnKzs7O9zGvXLmi4cOHq2rVqvL19VX16tUVHR1dLM8PQPEgZAB4BC8vL82ePVsHDhxQQkKCtmzZovHjx+dZ5/Lly5o+fboWL16sb7/9VhcuXFDv3r2dt3/99dfq37+/Ro0apR9//FHvvvuu4uPjNX369Hwfc/bs2fr888+1fPlyHT58WEuWLFGNGjWK82kCcDN+NBJAiRk4cKAuXLhwUyfbrlixQs8++6zOnj0r6drJvoMGDdJ3332nFi1aSJIOHTqk2rVra8eOHWrevLnat2+vdu3aKSoqynk/H374ocaPH6+TJ09Kunay76pVq9StWzeNHDlSBw4c0Jdffimbzeb+Jwyg2LFHBoBH+PLLL9WuXTvddddd8vf319///nf99ttvunz5snMdHx8fNWvWzHk9LCxM5cuX18GDByVJe/bs0dSpU1W2bFnnZejQoTp16lSe+7lu4MCBSk5O1v3336+RI0dq48aNxf9EAbgVIQPAcikpKYqIiFCDBg306aefateuXYqNjZV07TyWm5WZmakpU6YoOTnZedm3b5+OHj0qX1/fG9Zv3Lixjh8/rldffVW///67nnjiCfXo0cNtzwtA8fOxegAA2LVrl3Jzc/XWW2/Jy+vav6+WL19+w3rZ2dnauXOnmjdvLkk6fPiwLly4oNq1a0u6FiaHDx9WaGjoTT92uXLl1KtXL/Xq1Us9evRQx44dde7cOVWoUMENzwxAcSNkAJSo9PR0JScn51lWqVIlXb16VXPmzFGXLl307bffasGCBTdsW6pUKY0YMUKzZ8+Wj4+Phg8frpYtWzrDZtKkSYqIiNA999yjHj16yMvLS3v27NH+/fs1bdq0G+4vJiZGVatWVaNGjeTl5aVPPvlEQUFBbvniPQAlg0NLAErU1q1b1ahRozyXf/7zn4qJidGMGTNUr149LVmyJN+PQd9xxx168cUX1adPH7Vq1Uply5bVsmXLnLd36NBBa9eu1caNG9WsWTO1bNlSb7/9tqpXr57vLP7+/po5c6aaNm2qZs2aKSUlRevWrXPuFQLg+fjUEgAAMBb/7AAAAMYiZAAAgLEIGQAAYCxCBgAAGIuQAQAAxiJkAACAsQgZAABgLEIGAAAYi5ABAADGImQAAICxCBkAAGAsQgYAABjr/wH5eDSj/MoYzgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Histogram plot"
      ],
      "metadata": {
        "id": "PZmD9rG_2YUb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x= [1, 2, 3, 4, 5, 6, 7, 8, 10, 1, 6, 5, 6, 7, 8, 9, 10]\n",
        "plt.hist(x)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "VY_1De3A2a43",
        "outputId": "b3220a27-53bb-475b-97f4-bb0290def359"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fruits = ['apple', 'mango', 'orange', 'banana', 'coconut', 'avocado']\n",
        "quantity = [10, 20, 30, 40, 50, 60]\n",
        "\n",
        "plt.pie(quantity, labels= fruits, autopct='%1.1f%%')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "id": "YyNuEiDB3UvJ",
        "outputId": "ce0506f0-4456-4731-bc0c-f409f8111e3c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "TSagN7U03Udt"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}