rishabh11336/Machine_Learning_With_Python_Linear_Regression_With_One_Variable.ipynb

## Machine_Learning_With_Python_Linear_Regression_With_One_Variable.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": [
        "## Sample problem of predicting per capita income in Canada"
      ],
      "metadata": {
        "id": "ihd0U6ghls6O"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "XdO2iU7djylT"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn import linear_model\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### **Problem Statement:** With given data build a machine learning model that can predict per capita income in Canada by year  \n",
        "- Lets remember equation from high school $$ y = mx+b $$"
      ],
      "metadata": {
        "id": "Q1seCd9_mKR1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import Image\n",
        "\n",
        "# Load the image\n",
        "image = Image(filename=\"/content/Income.png\")\n",
        "\n",
        "# Display the image in the text cell\n",
        "display(image)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 824
        },
        "id": "-9LxmkzHmrYI",
        "outputId": "d4dd8c98-0fb1-4718-aaa1-f1b76bc071d8"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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              "<IPython.core.display.Image object>"
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          "metadata": {}
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    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"/content/canada_per_capita_income.csv\")\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "LPSCOJHcpjhn",
        "outputId": "6a265897-cc23-4fdd-b8a2-76f8563e044e"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   year  per capita income (US$)\n",
              "0  1970              3399.299037\n",
              "1  1971              3768.297935\n",
              "2  1972              4251.175484\n",
              "3  1973              4804.463248\n",
              "4  1974              5576.514583"
            ],
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              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-52ce05ab-02b7-4ba4-a369-78736fdb37e6 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 47,\n  \"fields\": [\n    {\n      \"column\": \"year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 13,\n        \"min\": 1970,\n        \"max\": 2016,\n        \"num_unique_values\": 47,\n        \"samples\": [\n          1997,\n          2009,\n          1996\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"per capita income (US$)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12034.679437576673,\n        \"min\": 3399.299037,\n        \"max\": 42676.46837,\n        \"num_unique_values\": 47,\n        \"samples\": [\n          17310.75775,\n          32755.17682,\n          16699.82668\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "source": [
        "%matplotlib inline\n",
        "plt.xlabel('year')\n",
        "plt.ylabel('per capita income (US$)')\n",
        "plt.scatter(df.year,df['per capita income (US$)'],color='red',marker='+')"
      ],
      "cell_type": "code",
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7e762c09d660>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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JiIiI7EElxO1nlm3atAl6vV7WAf/44w+cPHkS0dHRd5xcQ2IymeDl5QWj0QitVmvvdIiIiEgGJd/fsnqa5BZMANCiRQu0aNFCdjwRERFRQ3DHd89VVFQgLy8P5eXltsiHiIiIyCEpKppWrVqFFStWSK9PnDiBtm3b4p577kFQUBB2795t8wSJiIiIHIGioumdd95BWVmZ9PqVV17B/fffj3379qF///5ITEy0eYJEREREjkDWnKb8/HwIIXDs2DH4+PhIrzdu3IhPPvkEWq0Wzz//PGJjY5Gfnw8ACAkJqdPEiYiIiOqTrKLp888/BwBcvnwZGzZswK5du/Dbb7+hpKQEubm5OHDgACoqKnDlyhWkpKQAAGbOnFlnSRMRERHVN1lLDlh07doVjz/+OGbPno2pU6ciNzcX69evB1C5UnivXr1w+vTpOkvWkXHJASIioobH5ksOWEyfPh3Dhg3DnDlz4OTkhNTUVGnf999/jwcffLB2GRMRERE5OEVF05NPPolOnTph3759iI6Oxt133y3tu//++9G3b19b50dERETkEBQNz9HNcXiOiIio4VHy/S17yYHz58/j1KlTVm25ubkYNWoUnnrqKSxdurR22RIRERE1ALKLpgkTJuD999+XXhcWFqJnz57YtWsXSkpK8Oyzz+KLL76okySJiIiI7E120bR9+3b0799fer1kyRL4+voiJycH33//Pd566y0sXLiwTpIkIiIisjfZRZPBYLCa+J2eno5BgwahWbPKueT9+/fH0aNHbZ4gERERkSOQXTRptVoUFRVJr3fu3ImYmBjptUqlQklJiU2TIyIiInIUsoumHj164P3330dFRQW++eYbXLp0CY888oi0/3//+x+Cg4MVvfmiRYvQsWNHaLVaaLVa6HQ6bNiwQdp/9epVJCQkoEWLFvD09MTgwYNRUFBgdYz8/HzEx8fD3d0d/v7+mDp1Kq5du2YVs3nzZnTp0gUajQZhYWHSquVVLVy4EHfffTdcXV0RExODnTt3KjoXIiIiatxkF02vv/46fvjhB7i5uWHIkCGYNm0afHx8pP3Lli3DQw89pOjNW7dujTlz5iA7Oxu7d+/GI488gieeeAK5ubkAgMmTJ2PNmjVYuXIlMjMzcebMGQwaNEj6/fLycsTHx6O0tBTbtm3D4sWLkZKSYvUIl7y8PMTHx6N3797IycnBpEmTMHbsWGzatEmKWb58ORITEzFr1iz8+uuviIqKgl6vR2FhoaLzISIiokZMKHDu3DmxevVqsX379mr71q5dK06cOKHkcDXy8fERn376qSgqKhIuLi5i5cqV0r5Dhw4JACIrK0sIIcT69euFk5OTMBgMUsyiRYuEVqsVJSUlQgghpk2bJjp06GD1HkOGDBF6vV563b17d5GQkCC9Li8vF0FBQSI5OfmmeV69elUYjUZpO336tAAgjEbjnX0AREREVG+MRqPs72/ZPU0A4OfnhyeeeMJqLpNFfHw82rRpU+virby8HMuWLYPZbIZOp0N2djbKysoQGxsrxbRv3x4hISHIysoCAGRlZSEyMhIBAQFSjF6vh8lkknqrsrKyrI5hibEco7S0FNnZ2VYxTk5OiI2NlWJqkpycDC8vL2lTOjRJREREDYvsx6gkJibW2O7l5YX77rsPgwYNgkajUZzA/v37odPpcPXqVXh6emLVqlUIDw9HTk4O1Go1vL29reIDAgJgMBgAVN7RV7Vgsuy37LtVjMlkwpUrV3Dx4kWUl5fXGHP48OGb5p2UlGT1mZhMJhZOREREjZjsomnPnj01thcVFeHYsWN45ZVXkJ6ejpCQEEUJtGvXDjk5OTAajfjmm28wcuRIZGZmKjqGPWg0mloViURERNQwyS6aMjIybrrPZDJh+PDhePnllxU/TkWtViMsLAwAEB0djV27dmH+/PkYMmQISktLUVRUZNXbVFBQgMDAQABAYGBgtbvcLHfXVY258Y67goICaLVauLm5wdnZGc7OzjXGWI5BRESNjNkMeHpW/lxcDHh42DcfahAUzWm6Ga1Wi1deeQW//PLLHR+roqICJSUliI6OhouLC9LS0qR9R44cQX5+PnQ6HQBAp9Nh//79Vne5paamQqvVIjw8XIqpegxLjOUYarUa0dHRVjEVFRVIS0uTYoiIiIhk9zTdjp+fHy5cuKDod5KSktC3b1+EhITg0qVLWLp0KTZv3oxNmzbBy8sLY8aMQWJiInx9faHVajFhwgTodDr06NEDABAXF4fw8HCMGDECc+fOhcFgwIwZM5CQkCANnY0bNw4LFizAtGnTMHr0aKSnp2PFihVYt26dlEdiYiJGjhyJrl27onv37pg3bx7MZjNGjRplq4+HiIgcgdls/eeNP7PHiW7FVrfsffXVVyIqKkrR74wePVqEhoYKtVotWrZsKfr06SN+/PFHaf+VK1fEiy++KHx8fIS7u7sYOHCgOHv2rNUxTp48Kfr27Svc3NyEn5+fmDJliigrK7OKycjIEJ06dRJqtVq0bdtWfP7559Vy+eCDD0RISIhQq9Wie/fuNS6rcCtKblkkIiI7AW69UZOj5PtbJYQQcoqrffv21dhuNBqRnZ2Nt956C7NmzUJCQoINS7qGw2QywcvLC0ajEVqt1t7pEBFRTVSqW++X95VIjYiS72/Zw3OdOnWCSqVCTTWWn58fEhMT8eKLLyrPloiIqL4UF1f+aTYDlqVmCgo4LEeyyC6a8vLyamzXarVWj1MhIiJyWDUVRx4eLJpIFtlFU2hoaF3mQUREROTQZC05sH37dtkHvHz5svQIEyIiIofk4XF9+jd7mUgmWUXTiBEjoNfrsXLlSpir3ppZxcGDB/HPf/4T99xzD7Kzs22aJBEREZG9yRqeO3jwIBYtWoQZM2Zg2LBhuO+++xAUFARXV1dcvHgRhw8fRnFxMQYOHIgff/wRkZGRdZ03ERERUb2SveSAxe7du7F161acOnUKV65cgZ+fHzp37ozevXvD19e3rvJ0eFxygIiIqOGpkyUHLLp27YquXbvWOjkiIiKihsgmz54jIiIiauxYNBERERHJwKKJiIiISAYWTUREREQy3FHRdPXqVVvlQUREROTQFBdNFRUVeP3113HXXXfB09MTJ06cAAC88sor+Oyzz2yeIBEREZEjUFw0vfHGG0hJScHcuXOhVqul9oiICHz66ac2TY6IiIjIUSgumpYsWYJPPvkEw4cPh7Ozs9QeFRWFw4cP2zQ5IiIiIkehuGj6/fffERYWVq29oqICZWVlNkmKiIiIyNEoLprCw8Px888/V2v/5ptv0LlzZ5skRURERORoFD9GZebMmRg5ciR+//13VFRU4LvvvsORI0ewZMkSrF27ti5yJCIiIrI7xT1NTzzxBNasWYOffvoJHh4emDlzJg4dOoQ1a9bgr3/9a13kSERERGR3KiGEsHcSjYGSpyQTERGRY1Dy/a14eK6q4uJiVFRUWLWxYCAiIqLGSPHwXF5eHuLj4+Hh4QEvLy/4+PjAx8cH3t7e8PHxqYsciYiIiOxOcU/T//3f/0EIgf/+978ICAiASqWqi7yIiIiIHIriomnv3r3Izs5Gu3bt6iIfIiIiIoekeHiuW7duOH36dF3kQkREdGfMZkClqtzMZntnQ42M4p6mTz/9FOPGjcPvv/+OiIgIuLi4WO3v2LGjzZIjIiIichSKi6Zz587h+PHjGDVqlNSmUqkghIBKpUJ5eblNEyQiIrotS69S1d6lqj97eNRvPtQoKS6aRo8ejc6dO+Prr7/mRHAiInIMnp7V2wICrv/MJQnJBhQXTadOncIPP/xQ40N7iYiIiBorxRPBH3nkEezdu7cuciEiIqqd4uLKraDgeltBwfV2IhtQ3NPUr18/TJ48Gfv370dkZGS1ieD9+/e3WXJERESy1DRnycODc5nIphT3NI0bNw6//fYbXnvtNTz55JMYMGCAtA0cOFDRsZKTk9GtWzc0b94c/v7+GDBgAI4cOWIV8/DDD0OlUllt48aNs4rJz89HfHw83N3d4e/vj6lTp+LatWtWMZs3b0aXLl2g0WgQFhaGlJSUavksXLgQd999N1xdXRETE4OdO3cqOh8iIiJqvBQXTRUVFTfdlN45l5mZiYSEBGzfvh2pqakoKytDXFwczDesrfHcc8/h7Nmz0jZ37lxpX3l5OeLj41FaWopt27Zh8eLFSElJwcyZM6UYy6NfevfujZycHEyaNAljx47Fpk2bpJjly5cjMTERs2bNwq+//oqoqCjo9XoUFhYq/YiIiMhePDwqJ30LwV4msjmVEI5zS8G5c+fg7++PzMxM9OrVC0BlT1OnTp0wb968Gn9nw4YNePzxx3HmzBkE/HmnxEcffYTp06fj3LlzUKvVmD59OtatW4cDBw5Iv/f000+jqKgIGzduBADExMSgW7duWLBgAYDK4jA4OBgTJkzAyy+/XO19S0pKUFJSIr02mUwIDg6W9ZRkIiIicgwmkwleXl6yvr8V9zQBlT1E/fr1Q1hYGMLCwtC/f3/8/PPPtUq2KqPRCADw9fW1av/qq6/g5+eHiIgIJCUl4fLly9K+rKwsREZGSgUTAOj1ephMJuTm5koxsbGxVsfU6/XIysoCAJSWliI7O9sqxsnJCbGxsVLMjZKTk+Hl5SVtwcHBd3DmRERE5OgUF01ffvklYmNj4e7ujokTJ2LixIlwc3NDnz59sHTp0lonUlFRgUmTJuGBBx5ARESE1D5s2DB8+eWXyMjIQFJSEr744gv83//9n7TfYDBYFUwApNcGg+GWMSaTCVeuXMH58+dRXl5eY4zlGDdKSkqC0WiUNj5ahoiIqHFTfPfcm2++iblz52Ly5MlS28SJE/Hee+/h9ddfx7Bhw2qVSEJCAg4cOICtW7datT///PPSz5GRkWjVqhX69OmD48eP45577qnVe9mCRqOBRqOx2/sTERFR/VLc03TixAn069evWnv//v2Rl5dXqyTGjx+PtWvXIiMjA61bt75lbExMDADg2LFjAIDAwEAUVF2XA5BeBwYG3jJGq9XCzc0Nfn5+cHZ2rjHGcgwiIiJq2hQXTcHBwUhLS6vW/tNPPyme1yOEwPjx47Fq1Sqkp6ejTZs2t/2dnJwcAECrVq0AADqdDvv377e6yy01NRVarRbh4eFSzI05p6amQqfTAQDUajWio6OtYioqKpCWlibFEBERUdOmeHhuypQpmDhxInJycvCXv/wFAPDLL78gJSUF8+fPV3SshIQELF26FN9//z2aN28uzR/y8vKCm5sbjh8/jqVLl+Kxxx5DixYtsG/fPkyePBm9evVCx44dAQBxcXEIDw/HiBEjMHfuXBgMBsyYMQMJCQnS8Nm4ceOwYMECTJs2DaNHj0Z6ejpWrFiBdevWSbkkJiZi5MiR6Nq1K7p374558+bBbDZbPZiYiIiImjBRC99995144IEHhK+vr/D19RUPPPCAWL16teLjAKhx+/zzz4UQQuTn54tevXoJX19fodFoRFhYmJg6daowGo1Wxzl58qTo27evcHNzE35+fmLKlCmirKzMKiYjI0N06tRJqNVq0bZtW+k9qvrggw9ESEiIUKvVonv37mL79u2yz8VoNAoA1XIjIiIix6Xk+9uh1mlqyJSs80BERESOoU7Xadq1axd27NhRrX3Hjh3YvXu30sMRERERNQiKi6aEhIQa1yT6/fffkZCQYJOkiIiIiByN4qLp4MGD6NKlS7X2zp074+DBgzZJioiIiMjRKC6aNBpNtfWMAODs2bNo1kzxzXhEREREDYLioikuLk56hIhFUVER/vnPf+Kvf/2rTZMjIiIichSKu4b+9a9/oVevXggNDUXnzp0BVC44GRAQgC+++MLmCRIRERE5AsVF01133YV9+/bhq6++wt69e+Hm5oZRo0Zh6NChcHFxqYsciYiIiOyuVpOQPDw8rB6kS0REVKfMZsDTs/Ln4mLAw8O++VCTVKui6ejRo8jIyEBhYSEqKiqs9s2cOdMmiRERERE5EsVF03/+8x+88MIL8PPzQ2BgIFQqlbRPpVKxaCIiItsxm63/vPFn9jhRPVL8GJXQ0FC8+OKLmD59el3l1CDxMSpERHWgyv+Y14hPAqM7VKePUbl48SKefPLJWidHRERE1BApLpqefPJJ/Pjjj3WRCxERkbXi4sqt6qLKBQXX24nqkeI5TWFhYXjllVewfft2REZGVltmYOLEiTZLjoiImria5ix5eHAuE9mF4jlNbdq0ufnBVCqcOHHijpNqiDiniYioDnHJAaojSr6/Ffc05eXl1ToxIiKiWvHw4KRvsjvFc5qIiIiImiJZPU2JiYl4/fXX4eHhgcTExFvGvvfeezZJjIiIiMiRyCqa9uzZg7KyMunnm1Hdbj0NIiIiogZK8URwqhknghMRETU8dbq4JREREVFTxKKJiIiISAYWTUREREQysGgiIiIikoFFExEREZEMilcEtzh48CDy8/NRWlpq1d6/f/87ToqIiIjI0Sgumk6cOIGBAwdi//79UKlUsKxYYFmjqby83LYZEhERETkAxcNzL730Etq0aYPCwkK4u7sjNzcXW7ZsQdeuXbF58+Y6SJGIiIjI/hT3NGVlZSE9PR1+fn5wcnKCk5MTHnzwQSQnJ2PixIm3XDGciIiIqKFS3NNUXl6O5s2bAwD8/Pxw5swZAEBoaCiOHDli2+yIiIiIHITinqaIiAjs3bsXbdq0QUxMDObOnQu1Wo1PPvkEbdu2rYsciYiIiOxOcU/TjBkzUFFRAQB47bXXkJeXh549e2L9+vWYP3++omMlJyejW7duaN68Ofz9/TFgwIBqvVVXr15FQkICWrRoAU9PTwwePBgFBQVWMfn5+YiPj4e7uzv8/f0xdepUXLt2zSpm8+bN6NKlCzQaDcLCwpCSklItn4ULF+Luu++Gq6srYmJisHPnTkXnQ0RERI2X4qJJr9dj0KBBAICwsDAcPnwY58+fR2FhIfr06aPoWJmZmUhISMD27duRmpqKsrIyxMXFwWw2SzGTJ0/GmjVrsHLlSmRmZuLMmTPS+wOVw4Xx8fEoLS3Ftm3bsHjxYqSkpGDmzJlSTF5eHuLj49G7d2/k5ORg0qRJGDt2LDZt2iTFLF++HImJiZg1axZ+/fVXREVFQa/Xo7CwUOlHRERERI2RUGjUqFHCZDJVay8uLhajRo1SejgrhYWFAoDIzMwUQghRVFQkXFxcxMqVK6WYQ4cOCQAiKytLCCHE+vXrhZOTkzAYDFLMokWLhFarFSUlJUIIIaZNmyY6dOhg9V5DhgwRer1eet29e3eRkJAgvS4vLxdBQUEiOTlZVu5Go1EAEEajUeFZExERkb0o+f5W3NO0ePFiXLlypVr7lStXsGTJkjsq4IxGIwDA19cXAJCdnY2ysjLExsZKMe3bt0dISAiysrIAVN7NFxkZiYCAAClGr9fDZDIhNzdXiql6DEuM5RilpaXIzs62inFyckJsbKwUc6OSkhKYTCarjYiIiBov2UWTyWSC0WiEEAKXLl2yKhYuXryI9evXw9/fv9aJVFRUYNKkSXjggQcQEREBADAYDFCr1fD29raKDQgIgMFgkGKqFkyW/ZZ9t4oxmUy4cuUKzp8/j/Ly8hpjLMe4UXJyMry8vKQtODi4didOREREDYLsu+e8vb2hUqmgUqlw3333VduvUqnw6quv1jqRhIQEHDhwAFu3bq31MepTUlISEhMTpdcmk4mFExERUSMmu2jKyMiAEAKPPPIIvv32W2kIDQDUajVCQ0MRFBRUqyTGjx+PtWvXYsuWLWjdurXUHhgYiNLSUhQVFVn1NhUUFCAwMFCKufEuN8vddVVjbrzjrqCgAFqtFm5ubnB2doazs3ONMZZj3Eij0UCj0dTqfImI6E9mM+DpWflzcTHg4WHffIhuQXbR9NBDDwGovBMtJCREetbcnRBCYMKECVi1ahU2b96MNm3aWO2Pjo6Gi4sL0tLSMHjwYADAkSNHkJ+fD51OBwDQ6XR48803UVhYKA0PpqamQqvVIjw8XIpZv3691bFTU1OlY6jVakRHRyMtLQ0DBgwAUDlcmJaWhvHjx9/xeRIREVHDJ6to2rdvHyIiIuDk5ASj0Yj9+/ffNLZjx46y3zwhIQFLly7F999/j+bNm0vzh7y8vODm5gYvLy+MGTMGiYmJ8PX1hVarxYQJE6DT6dCjRw8AQFxcHMLDwzFixAjMnTsXBoMBM2bMQEJCgtQTNG7cOCxYsADTpk3D6NGjkZ6ejhUrVmDdunVSLomJiRg5ciS6du2K7t27Y968eTCbzRg1apTs8yEiIpksS8tUWWLG6mf2OJEjknM7nkqlEgUFBdLPTk5OQqVSVducnJwU3eYHoMbt888/l2KuXLkiXnzxReHj4yPc3d3FwIEDxdmzZ62Oc/LkSdG3b1/h5uYm/Pz8xJQpU0RZWZlVTEZGhujUqZNQq9Wibdu2Vu9h8cEHH4iQkBChVqtF9+7dxfbt22WfC5ccIKImo7hYCKByKy6u3TEsv3+zjaieKPn+VgkhxO0Kq1OnTklDcqdOnbplbGho6B0Xcg2RyWSCl5cXjEYjtFqtvdMhIqo7tpiHdLspHrf/aiKyCSXf37KG56oWQk21KCIiavJsOaRWXHz99y3LvRQUcFiOHJriB/YClZOxP/jgAxw6dAgAcP/992PChAlo166dTZMjIiIHYuldqqrq+nY39g7dqkeqpuLIw4NFEzk0xSuCf/vtt4iIiEB2djaioqIQFRWFX3/9FREREfj222/rIkciIiIiu5M1p6mqe+65B8OHD8drr71m1T5r1ix8+eWXOH78uE0TbCg4p4mIGr2qw3M1DalZ/pQbR+QAlHx/Ky6a3N3dsW/fPoSFhVm1Hz16FFFRUbh8+bLyjBsBFk1E1GTcbiI4J3lTA6Lk+1vx8NzDDz+Mn3/+uVr71q1b0bNnT6WHIyIiImoQFE8E79+/P6ZPn47s7Gxpgcnt27dj5cqVePXVV/HDDz9YxRIRUSPj4XHr3iLeGUeNlOLhOScneZ1TKpUK5eXltUqqIeLwHBHRDfhcOWoAbL5OU1UVFRW1ToyIiIiooarVOk1ERES3dbthPKIGplZFk9lsRmZmJvLz81FaWmq1b+LEiTZJjIiI6hmH04huSXHRtGfPHjz22GO4fPkyzGYzfH19cf78ebi7u8Pf359FExERETVKipccmDx5Mvr164eLFy/Czc0N27dvx6lTpxAdHY1//etfdZEjEZEyZnPlWkEqlfWz0RobW52n2Xx9u1UbUROnuGjKycnBlClT4OTkBGdnZ5SUlCA4OBhz587FP//5z7rIkYiI6pKnZ+VW9TlyAQHX24kIQC2KJhcXF2nZAX9/f+Tn5wMAvLy8cPr0adtmR0SkRFPpMWkq50nkYBTPaercuTN27dqFe++9Fw899BBmzpyJ8+fP44svvkBERERd5EhEJE9NvSJVe08ay51ctj5PLkZJJIvinqa33noLrVq1AgC8+eab8PHxwQsvvIBz587h448/tnmCRESSpjJXqb55eFzfbtVG1MQp7mnq2rWr9LO/vz82btxo04SIiGqtMfWY3Or2/8Z0nkQNiOKiKS8vD9euXcO9995r1X706FG4uLjg7rvvtlVuRESVLL1KN87hsbAUCzUVDY2xt0Tpecpdf4mLURLdkuLhuWeffRbbtm2r1r5jxw48++yztsiJiJqa2w27NaW7uzjJm8hhKS6a9uzZgwceeKBae48ePZCTk2OLnIiI7oylx0SIW/e+2GN+lC0LxNudJwswIptSPDynUqlw6dKlau1GoxHl5eU2SYqImgi5w26cw1M7TeVuQqJ6orho6tWrF5KTk/H111/D2dkZAFBeXo7k5GQ8+OCDNk+QiBoxuV/qtpyrJLdQszUWiEQNnuKi6e2330avXr3Qrl079OzZEwDw888/w2QyIT093eYJEhHZlL16X+xRILIAI7IpxXOawsPDsW/fPjz11FMoLCzEpUuX8Mwzz+Dw4cNc3JKIlCkurtwKCq63FRRcb7+RnLlKttaQ14bi+ktENqW4pwkAgoKC8NZbb9k6FyJqauyxREBd9b7c7rZ+pe/L2/+JHE6tiiYiogZLbqFm67lP9lxDigUYkU2waCIi+3PEL3W5c5DsNbGciOodiyYiappsVagpnVjuiAUiEcmiaCK4EAL5+fm4evVqXeVDROQYlE5SJ6JGT3HRFBYWhtOnT9dVPkREjkHunWcsroiaDEVFk5OTE+6991788ccfdZUPETUmDfl2fbl4Wz9Rk6F4naY5c+Zg6tSpOHDgwB2/+ZYtW9CvXz8EBQVBpVJh9erVVvufffZZqFQqq+3RRx+1irlw4QKGDx8OrVYLb29vjBkzBsU3/N/dvn370LNnT7i6uiI4OBhz586tlsvKlSvRvn17uLq6IjIyEuvXr7/j8yOiRsAea0MRkUNSXDQ988wz2LlzJ6KiouDm5gZfX1+rTQmz2YyoqCgsXLjwpjGPPvoozp49K21ff/211f7hw4cjNzcXqampWLt2LbZs2YLnn39e2m8ymRAXF4fQ0FBkZ2fjnXfewezZs/HJJ59IMdu2bcPQoUMxZswY7NmzBwMGDMCAAQNsUhgSNUlN8UGxLK6IGj2VEMpu41i8ePEt948cObJ2iahUWLVqFQYMGCC1PfvssygqKqrWA2Vx6NAhhIeHY9euXejatSsAYOPGjXjsscfw22+/ISgoCIsWLcL/+3//DwaDAWq1GgDw8ssvY/Xq1Th8+DAAYMiQITCbzVi7dq107B49eqBTp0746KOPZOVvMpng5eUFo9EIrVZbi0+AqBFRqW69n3ePEZGDUPL9rXjJgdoWRbW1efNm+Pv7w8fHB4888gjeeOMNtGjRAgCQlZUFb29vqWACgNjYWDg5OWHHjh0YOHAgsrKy0KtXL6lgAgC9Xo+3334bFy9ehI+PD7KyspCYmGj1vnq9/qbFGgCUlJSgpKREem0ymWx0xkREROSIFA/PAcDx48cxY8YMDB06FIWFhQCADRs2IDc316bJPfroo1iyZAnS0tLw9ttvIzMzE3379kV5eTkAwGAwwN/f3+p3mjVrBl9fXxgMBikmoOqaKYD0+nYxlv01SU5OhpeXl7QFBwff2ckSNSa8o4yIGiHFRVNmZiYiIyOxY8cOfPfdd9Kk671792LWrFk2Te7pp59G//79ERkZiQEDBmDt2rXYtWsXNm/ebNP3qY2kpCQYjUZp4zIMRFXwjjIiaoQUF00vv/wy3njjDaSmploNeT3yyCPYvn27TZO7Udu2beHn54djx44BAAIDA6WeLotr167hwoULCAwMlGIKqv7fLiC9vl2MZX9NNBoNtFqt1UZERESNl+Kiaf/+/Rg4cGC1dn9/f5w/f94mSd3Mb7/9hj/++AOtWrUCAOh0OhQVFSE7O1uKSU9PR0VFBWJiYqSYLVu2oKysTIpJTU1Fu3bt4OPjI8WkpaVZvVdqaip0Ol2dng9Ro8c7yoioEVFcNHl7e+Ps2bPV2vfs2YO77rpL0bGKi4uRk5ODnJwcAEBeXh5ycnKQn5+P4uJiTJ06Fdu3b8fJkyeRlpaGJ554AmFhYdDr9QCA+++/H48++iiee+457Ny5E7/88gvGjx+Pp59+GkFBQQCAYcOGQa1WY8yYMcjNzcXy5csxf/58q4nfL730EjZu3Ih3330Xhw8fxuzZs7F7926MHz9e6cdDREREjZVQaMqUKeLBBx8UZ8+eFc2bNxdHjx4VW7duFW3bthWzZ89WdKyMjAwBoNo2cuRIcfnyZREXFydatmwpXFxcRGhoqHjuueeEwWCwOsYff/whhg4dKjw9PYVWqxWjRo0Sly5dsorZu3evePDBB4VGoxF33XWXmDNnTrVcVqxYIe677z6hVqtFhw4dxLp16xSdi9FoFACE0WhU9HtERERkP0q+vxWv01RaWoqEhASkpKSgvLwczZo1Q3l5OYYNG4aUlBQ4OzvbvLBrCLhOExERUcOj5PtbcdFkkZ+fjwMHDqC4uBidO3fGvffeW6tkGwsWTURERA1PnS5uaRESEiKtTaS63eq/RERERA1crRa3/OyzzxAREQFXV1e4uroiIiICn376qa1zIyIiInIYinuaZs6ciffeew8TJkyQbsnPysrC5MmTkZ+fj9dee83mSRIRERHZm+I5TS1btsT777+PoUOHWrV//fXXmDBhQp2v1eSoOKeJiIio4VHy/a14eK6srMzqAbkW0dHRuHbtmtLDERERETUIioumESNGYNGiRdXaP/nkEwwfPtwmSRGRgzObAZWqcjOb7Z0NEVG9qNXdc5999hl+/PFH9OjRAwCwY8cO5Ofn45lnnrFaafu9996zTZZEREREdqa4aDpw4AC6dOkCADh+/DgAwM/PD35+fjhw4IAUx2UIiBohS69S1d6lqj/z+XJE1IgpLpoyMjLqIg8iagg8Pau3BQRc/7l2a+USETUItVqniYiIiKipqfWK4ETUBBUXV/5pNl/vYSoo4LAcETUJLJqISL6aiiMPDxZNRNQkcHiOiIiISAb2NBGRch4enPRNRE0Oe5qIiIiIZGDRRERERCQDiyYiIiIiGVg0EREREcnAoomIrPFhvERENWLRRERERCQDlxwgokp8GC8R0S2xaCKiSnwYLxHRLXF4jqip4FwlIqI7wp4mIqrEh/ESEd0Siyaihs5svj60VlxcvciRO1eJD+MlIrolFk1EjR3nKhER2QSLJqKGqq7uduPDeImIasSiichR3W7YTW4PEucqERHZBIsmosaOc5WIiGyCRRORo5E77MYeJCKiesWiicjRyB12U9qDxLlKRER3xK6LW27ZsgX9+vVDUFAQVCoVVq9ebbVfCIGZM2eiVatWcHNzQ2xsLI4ePWoVc+HCBQwfPhxarRbe3t4YM2YMii3/B/6nffv2oWfPnnB1dUVwcDDmzp1bLZeVK1eiffv2cHV1RWRkJNavX2/z8yUiIqKGy65Fk9lsRlRUFBYuXFjj/rlz5+L999/HRx99hB07dsDDwwN6vR5Xr16VYoYPH47c3FykpqZi7dq12LJlC55//nlpv8lkQlxcHEJDQ5GdnY133nkHs2fPxieffCLFbNu2DUOHDsWYMWOwZ88eDBgwAAMGDMCBAwfq7uSJbqa4uHIrKLjeVlBwvf1Glh4kITg0R0RUl4SDACBWrVolva6oqBCBgYHinXfekdqKioqERqMRX3/9tRBCiIMHDwoAYteuXVLMhg0bhEqlEr///rsQQogPP/xQ+Pj4iJKSEilm+vTpol27dtLrp556SsTHx1vlExMTI/7+97/fNN+rV68Ko9EobadPnxYAhNForN0HQHSj4mJLKVT5MxER2ZzRaJT9/e2wz57Ly8uDwWBAbGys1Obl5YWYmBhkZWUBALKysuDt7Y2uXbtKMbGxsXBycsKOHTukmF69ekGtVksxer0eR44cwcWLF6WYqu9jibG8T02Sk5Ph5eUlbcHBwXd+0tQ08BlwREQNksMWTQaDAQAQUHUC7J+vLfsMBgP8/f2t9jdr1gy+vr5WMTUdo+p73CzGsr8mSUlJMBqN0nb69Gmlp0iNkS0LIg67ERE5FN49V0sajQYajcbeaVBDUlcreBMRUb1w2KIpMDAQAFBQUIBWrVpJ7QUFBejUqZMUU1hYaPV7165dw4ULF6TfDwwMREHVCbV/HqPqe9wsxrKf6LbkFER8BhwRUYPmsMNzbdq0QWBgINLS0qQ2k8mEHTt2QKfTAQB0Oh2KioqQnZ0txaSnp6OiogIxMTFSzJYtW1BWVibFpKamol27dvDx8ZFiqr6PJcbyPkS35elZuVUtggICrrcTEVGDZ9eiqbi4GDk5OcjJyQFQOfk7JycH+fn5UKlUmDRpEt544w388MMP2L9/P5555hkEBQVhwIABAID7778fjz76KJ577jns3LkTv/zyC8aPH4+nn34aQUFBAIBhw4ZBrVZjzJgxyM3NxfLlyzF//nwkJiZKebz00kvYuHEj3n33XRw+fBizZ8/G7t27MX78+Pr+SKgxU7qUABEROZZ6uJvvpjIyMgSAatvIkSOFEJXLDrzyyisiICBAaDQa0adPH3HkyBGrY/zxxx9i6NChwtPTU2i1WjFq1Chx6dIlq5i9e/eKBx98UGg0GnHXXXeJOXPmVMtlxYoV4r777hNqtVp06NBBrFu3TtG5KLllkRqh4uLKraDg+jIBBQXX22+M5VICREQOQcn3t0oITqSwBZPJBC8vLxiNRmi1WnunQ/ZiNl8fjisurnlyt5wYIiKqF0q+vx12IjhRo8VnwBERNUgsmohsiQUREVGj5bB3zxERERE5EhZNRHLw0SdERE0eiyYiIiIiGTiniehW+OgTIiL6E4smolvho0+IiOhPHJ4jIiIikoE9TUS3Ynm8idl8vYepoIDDckRETRCLJmrabrc6d03FkYcHiyYioiaIw3NEREREMrCniZompXfFcaVvIqImj0UTNU63G3bjXXFERKQQh+eoYeHK3EREZCfsaSLHcbveIbnHqPrnjT9bjsm74oiISCEWTdQwyC2G5A678a44IiJSiEUT2Z+cgohzkIiIyM5YNJH92bIgUjrsxrviiIhIJhZN1DDILYY47EZERHWERRPZn5yCiMUQERHZGYsmsr+6KIg47EZERDbGookaFhZDRERkJyyayHGwICIiIgfGFcGp7nEVbyIiagRYNBERERHJwOE5qjtyV/EmIiJqAFg0Ue3d7llxXMWbiIgaEQ7PEREREcnAniZSTu6wm9JHmhARETkwFk2knNxhN67iTUREjQiH54iIiIhkYE8TKad02I2LVhIRUSPg0D1Ns2fPhkqlstrat28v7b969SoSEhLQokULeHp6YvDgwSgoKLA6Rn5+PuLj4+Hu7g5/f39MnToV165ds4rZvHkzunTpAo1Gg7CwMKSkpNTH6TVcliG2Gx+oy6E3IiJqxBy6aAKADh064OzZs9K2detWad/kyZOxZs0arFy5EpmZmThz5gwGDRok7S8vL0d8fDxKS0uxbds2LF68GCkpKZg5c6YUk5eXh/j4ePTu3Rs5OTmYNGkSxo4di02bNtXreToUruBNRERUjUoIxx03mT17NlavXo2cnJxq+4xGI1q2bImlS5fib3/7GwDg8OHDuP/++5GVlYUePXpgw4YNePzxx3HmzBkE/DmM9NFHH2H69Ok4d+4c1Go1pk+fjnXr1uHAgQPSsZ9++mkUFRVh48aNN82tpKQEJSUl0muTyYTg4GAYjUZotVobfQJ2crv1l4iIiBoJk8kELy8vWd/fDt/TdPToUQQFBaFt27YYPnw48vPzAQDZ2dkoKytDbGysFNu+fXuEhIQgKysLAJCVlYXIyEipYAIAvV4Pk8mE3NxcKabqMSwxlmPcTHJyMry8vKQtODjYJudrV2bz9e1WbURERE2QQxdNMTExSElJwcaNG7Fo0SLk5eWhZ8+euHTpEgwGA9RqNby9va1+JyAgAAaDAQBgMBisCibLfsu+W8WYTCZcuXLlprklJSXBaDRK2+nTp+/0dO3P07Nyq/p5BARcbyciImrCHPruub59+0o/d+zYETExMQgNDcWKFSvg5uZmx8wAjUYDjUZj1xyIiIio/jh0T9ONvL29cd999+HYsWMIDAxEaWkpioqKrGIKCgoQGBgIAAgMDKx2N53l9e1itFqt3Qszm7vdBO/i4sqt6udRUHC9nYiIqAlrUEVTcXExjh8/jlatWiE6OhouLi5IS0uT9h85cgT5+fnQ6XQAAJ1Oh/3796OwsFCKSU1NhVarRXh4uBRT9RiWGMsxmhQuJUBERHRTDl00/eMf/0BmZiZOnjyJbdu2YeDAgXB2dsbQoUPh5eWFMWPGIDExERkZGcjOzsaoUaOg0+nQo0cPAEBcXBzCw8MxYsQI7N27F5s2bcKMGTOQkJAgDa2NGzcOJ06cwLRp03D48GF8+OGHWLFiBSZPnmzPU7ctTvAmIiK6Yw49p+m3337D0KFD8ccff6Bly5Z48MEHsX37drRs2RIA8O9//xtOTk4YPHgwSkpKoNfr8eGHH0q/7+zsjLVr1+KFF16ATqeDh4cHRo4ciddee02KadOmDdatW4fJkydj/vz5aN26NT799FPo9fp6P986I/dZcRZcwZuIiKgah16nqSFRss5DnbjV2koq1a1/l/8JEBFRE6Xk+9uhe5rIRpQ+K46IiIiqYdHU0FnmJN04X8niZpO4ObmbiIhIERZNju52jzRROl+JiIiIaoVFU1PCCd5ERES1xqLJUckZdgM4X4mIiKiesGhyVHKH3ThfiYiIqF449OKWRERERI6CPU2OSumwG+crERER1SkWTY6Kw25EREQOhcNzRERERDKwp8nRcdiNiIjIIbCniYiIiEgGFk1EREREMrBoIiIiIpKBRRMRERGRDCyaiIiIiGRg0UREREQkA4smIiIiIhlYNBERERHJwKKJiIiISAYWTUREREQysGgiIiIikoHPnrMR8efz4Uwmk50zISIiIrks39tCxnNeWTTZyKVLlwAAwcHBds6EiIiIlLp06RK8vLxuGaMSckoruq2KigqcOXMGzZs3h0qlsumxTSYTgoODcfr0aWi1Wpsem+TjdXAMvA6OgdfBMfA63DkhBC5duoSgoCA4Od161hJ7mmzEyckJrVu3rtP30Gq1/EvhAHgdHAOvg2PgdXAMvA535nY9TBacCE5EREQkA4smIiIiIhlYNDUAGo0Gs2bNgkajsXcqTRqvg2PgdXAMvA6OgdehfnEiOBEREZEM7GkiIiIikoFFExEREZEMLJqIiIiIZGDRRERERCQDi6Z6smXLFvTr1w9BQUFQqVRYvXq11f6CggI8++yzCAoKgru7Ox599FEcPXpU2n/y5EmoVKoat5UrV0px+fn5iI+Ph7u7O/z9/TF16lRcu3atvk7T4d3pdQAAg8GAESNGIDAwEB4eHujSpQu+/fZbq5gLFy5g+PDh0Gq18Pb2xpgxY1BcXFzXp9dg2OI6HD9+HAMHDkTLli2h1Wrx1FNPoaCgwCqG1+HmkpOT0a1bNzRv3hz+/v4YMGAAjhw5YhVz9epVJCQkoEWLFvD09MTgwYOrfcZy/s3ZvHkzunTpAo1Gg7CwMKSkpNT16TUYtroOEydORHR0NDQaDTp16lTje+3btw89e/aEq6srgoODMXfu3Lo6rUaLRVM9MZvNiIqKwsKFC6vtE0JgwIABOHHiBL7//nvs2bMHoaGhiI2NhdlsBlD5TLuzZ89aba+++io8PT3Rt29fAEB5eTni4+NRWlqKbdu2YfHixUhJScHMmTPr9Vwd2Z1eBwB45plncOTIEfzwww/Yv38/Bg0ahKeeegp79uyRYoYPH47c3FykpqZi7dq12LJlC55//vl6OceG4E6vg9lsRlxcHFQqFdLT0/HLL7+gtLQU/fr1Q0VFhXQsXoeby8zMREJCArZv347U1FSUlZUhLi7O6r/1yZMnY82aNVi5ciUyMzNx5swZDBo0SNov59+cvLw8xMfHo3fv3sjJycGkSZMwduxYbNq0qV7P11HZ4jpYjB49GkOGDKnxfUwmE+Li4hAaGors7Gy88847mD17Nj755JM6O7dGSVC9AyBWrVolvT5y5IgAIA4cOCC1lZeXi5YtW4r//Oc/Nz1Op06dxOjRo6XX69evF05OTsJgMEhtixYtElqtVpSUlNj2JBqB2l4HDw8PsWTJEqtj+fr6SjEHDx4UAMSuXbuk/Rs2bBAqlUr8/vvvdXQ2DVdtrsOmTZuEk5OTMBqNUkxRUZFQqVQiNTVVCMHroFRhYaEAIDIzM4UQlZ+ni4uLWLlypRRz6NAhAUBkZWUJIeT9mzNt2jTRoUMHq/caMmSI0Ov1dX1KDVJtrkNVs2bNElFRUdXaP/zwQ+Hj42P1XTB9+nTRrl07259EI8aeJgdQUlICAHB1dZXanJycoNFosHXr1hp/Jzs7Gzk5ORgzZozUlpWVhcjISAQEBEhter0eJpMJubm5dZR94yH3OvzlL3/B8uXLceHCBVRUVGDZsmW4evUqHn74YQCV18Hb2xtdu3aVfic2NhZOTk7YsWNH/ZxMAybnOpSUlEClUlkt6Ofq6gonJycphtdBGaPRCADw9fUFUPlvTFlZGWJjY6WY9u3bIyQkBFlZWQDk/ZuTlZVldQxLjOUYZK0210GOrKws9OrVC2q1WmrT6/U4cuQILl68aKPsGz8WTQ7A8hcgKSkJFy9eRGlpKd5++2389ttvOHv2bI2/89lnn+H+++/HX/7yF6nNYDBY/eMFQHptMBjq7gQaCbnXYcWKFSgrK0OLFi2g0Wjw97//HatWrUJYWBiAys/a39/f6tjNmjWDr68vr4MMcq5Djx494OHhgenTp+Py5cswm834xz/+gfLycimG10G+iooKTJo0CQ888AAiIiIAVH5+arUa3t7eVrEBAQHS5yfn35ybxZhMJly5cqUuTqfBqu11kIPfD7bBoskBuLi44LvvvsP//vc/+Pr6wt3dHRkZGejbty+cnKpfoitXrmDp0qVWvUx05+Reh1deeQVFRUX46aefsHv3biQmJuKpp57C/v377Zh94yHnOrRs2RIrV67EmjVr4OnpCS8vLxQVFaFLly41/p2hW0tISMCBAwewbNkye6fSpPE6OL5m9k6AKkVHRyMnJwdGoxGlpaVo2bIlYmJirIYWLL755htcvnwZzzzzjFV7YGAgdu7cadVmucMiMDCw7pJvRG53HY4fP44FCxbgwIED6NChAwAgKioKP//8MxYuXIiPPvoIgYGBKCwstDrutWvXcOHCBV4HmeT8fYiLi8Px48dx/vx5NGvWDN7e3ggMDETbtm0BgNdBpvHjx0uT5Fu3bi21BwYGorS0FEVFRVa9HAUFBdLnJ+ffnMDAwGp3ehUUFECr1cLNza0uTqlBupPrIMfNroNlH8nD/yVzMF5eXmjZsiWOHj2K3bt344knnqgW89lnn6F///5o2bKlVbtOp8P+/futvihSU1Oh1WoRHh5e57k3Jje7DpcvXwaAar0Zzs7O0l1bOp0ORUVFyM7Olvanp6ejoqICMTEx9XQGjYOcvw9+fn7w9vZGeno6CgsL0b9/fwC8DrcjhMD48eOxatUqpKeno02bNlb7o6Oj4eLigrS0NKntyJEjyM/Ph06nAyDv3xydTmd1DEuM5RhNnS2ugxw6nQ5btmxBWVmZ1Jaamop27drBx8fnzk+kqbD3TPSm4tKlS2LPnj1iz549AoB47733xJ49e8SpU6eEEEKsWLFCZGRkiOPHj4vVq1eL0NBQMWjQoGrHOXr0qFCpVGLDhg3V9l27dk1ERESIuLg4kZOTIzZu3ChatmwpkpKS6vz8Goo7vQ6lpaUiLCxM9OzZU+zYsUMcO3ZM/Otf/xIqlUqsW7dOinv00UdF586dxY4dO8TWrVvFvffeK4YOHVrv5+uobPH34b///a/IysoSx44dE1988YXw9fUViYmJVjG8Djf3wgsvCC8vL7F582Zx9uxZabt8+bIUM27cOBESEiLS09PF7t27hU6nEzqdTtov59+cEydOCHd3dzF16lRx6NAhsXDhQuHs7Cw2btxYr+frqGxxHYSo/G7Ys2eP+Pvf/y7uu+8+6e+X5W65oqIiERAQIEaMGCEOHDggli1bJtzd3cXHH39cr+fb0LFoqicZGRkCQLVt5MiRQggh5s+fL1q3bi1cXFxESEiImDFjRo3LBCQlJYng4GBRXl5e4/ucPHlS9O3bV7i5uQk/Pz8xZcoUUVZWVpen1qDY4jr873//E4MGDRL+/v7C3d1ddOzYsdoSBH/88YcYOnSo8PT0FFqtVowaNUpcunSpvk7T4dniOkyfPl0EBAQIFxcXce+994p3331XVFRUWMXwOtxcTZ8/APH5559LMVeuXBEvvvii8PHxEe7u7mLgwIHi7NmzVseR829ORkaG6NSpk1Cr1aJt27ZW79HU2eo6PPTQQzUeJy8vT4rZu3evePDBB4VGoxF33XWXmDNnTj2dZeOhEkKIOu7MIiIiImrwOKeJiIiISAYWTUREREQysGgiIiIikoFFExEREZEMLJqIiIiIZGDRRERERCQDiyYiIiIiGVg0EREREcnAoomIiIhIBhZNRERERDKwaCIiqkPl5eWoqKiwdxpEZAMsmoioyViyZAlatGiBkpISq/YBAwZgxIgRAIDvv/8eXbp0gaurK9q2bYtXX30V165dk2Lfe+89REZGwsPDA8HBwXjxxRdRXFws7U9JSYG3tzd++OEHhIeHQ6PRID8/v35OkIjqFIsmImoynnzySZSXl+OHH36Q2goLC7Fu3TqMHj0aP//8M5555hm89NJLOHjwID7++GOkpKTgzTfflOKdnJzw/vvvIzc3F4sXL0Z6ejqmTZtm9T6XL1/G22+/jU8//RS5ubnw9/evt3MkorqjEkIIeydBRFRfXnzxRZw8eRLr168HUNlztHDhQhw7dgx//etf0adPHyQlJUnxX375JaZNm4YzZ87UeLxvvvkG48aNw/nz5wFU9jSNGjUKOTk5iIqKqvsTIqJ6w6KJiJqUPXv2oFu3bjh16hTuuusudOzYEU8++SReeeUVtGzZEsXFxXB2dpbiy8vLcfXqVZjNZri7u+Onn35CcnIyDh8+DJPJhGvXrlntT0lJwd///ndcvXoVKpXKjmdKRLbWzN4JEBHVp86dOyMqKgpLlixBXFwccnNzsW7dOgBAcXExXn31VQwaNKja77m6uuLkyZN4/PHH8cILL+DNN9+Er68vtm7dijFjxqC0tBTu7u4AADc3NxZMRI0QiyYianLGjh2LefPm4ffff0dsbCyCg4MBAF26dMGRI0cQFhZW4+9lZ2ejoqIC7777LpycKqeErlixot7yJiL7YtFERE3OsGHD8I9//AP/+c9/sGTJEql95syZePzxxxESEoK//e1vcHJywt69e3HgwAG88cYbCAsLQ1lZGT744AP069cPv/zyCz766CM7ngkR1SfePUdETY6XlxcGDx4MT09PDBgwQGrX6/VYu3YtfvzxR3Tr1g09evTAv//9b4SGhgIAoqKi8N577+Htt99GREQEvvrqKyQnJ9vpLIiovnEiOBE1SX369EGHDh3w/vvv2zsVImogWDQRUZNy8eJFbN68GX/7299w8OBBtGvXzt4pEVEDwTlNRNSkdO7cGRcvXsTbb7/NgomIFGFPExEREZEMnAhOREREJAOLJiIiIiIZWDQRERERycCiiYiIiEgGFk1EREREMrBoIiIiIpKBRRMRERGRDCyaiIiIiGT4//8XV8UwxQx6AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "Gg0LIYzLrMXZ",
        "outputId": "7ae76b99-0f95-405b-d2cd-c7df31b8fd40"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "y = df[\"per capita income (US$)\"]\n",
        "X = df.drop([\"per capita income (US$)\"], axis=1)"
      ],
      "metadata": {
        "id": "lPx7IJNI0dyl"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Let's Train Linear Regression Model"
      ],
      "metadata": {
        "id": "tmvKIAC2w_vC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "clf = LinearRegression()\n",
        "clf.fit(X,y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "JXZiFaHiqebj",
        "outputId": "f4086743-3b22-41dc-902e-17c3e2c637ec"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Y = m * X + b (m is coefficient and b is intercept)"
      ],
      "metadata": {
        "id": "lNn3cHoa35me"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "clf.coef_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fg4-E3uA2RYA",
        "outputId": "c432de7f-a406-43f4-bb0e-68b0362404b2"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([828.46507522])"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "clf.intercept_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IjfO5p5K2VVF",
        "outputId": "0272a45d-0f18-45da-ac30-4cdea4376179"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-1632210.7578554575"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Let's find the per capita in year 2000 and 2014"
      ],
      "metadata": {
        "id": "jQeLSt0R1IQ5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = {\"year\":[2000,2014]}\n",
        "test = pd.DataFrame(data)"
      ],
      "metadata": {
        "id": "aRYD5tPQ0T1a"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pred = clf.predict(test)\n",
        "pred"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2t5ZElXK15Rv",
        "outputId": "63032610-5eed-4231-dd30-46890d019f74"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([24719.39258996, 36317.90364308])"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib inline\n",
        "plt.xlabel('year')\n",
        "plt.ylabel('per capita income (US$)')\n",
        "plt.scatter(df.year,df['per capita income (US$)'],color='red',marker='+')\n",
        "plt.plot(df.year, clf.predict(df[['year']]), color='blue')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "PzgwiteP2BDv",
        "outputId": "258071d8-2bf9-4752-b149-f6172ce3003c"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7e762c3db670>]"
            ]
          },
          "metadata": {},
          "execution_count": 23
        },
        {
          "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": [
        "clf.predict([[2020]])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gabUVoCc3ORu",
        "outputId": "ee97887b-6831-4c77-9b3c-e2d03e3eef1c"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([41288.69409442])"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "OTrFP9NS4JoY"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}