14. Matplotlib.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ca670d33-642e-475f-bfec-21443fc915c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       Weight    Name  Age\n",
      "Row_1      45     Sam   14\n",
      "Row_2      88  Andrea   25\n",
      "Row_3      56    Alex   55\n",
      "Row_4      15   Robin    8\n",
      "Row_5      71     Kia   21\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    " \n",
    "# Creating the DataFrame\n",
    "df = pd.DataFrame({'Weight': [45, 88, 56, 15, 71],\n",
    "                   'Name': ['Sam', 'Andrea', 'Alex', 'Robin', 'Kia'],\n",
    "                   'Age': [14, 25, 55, 8, 21]})\n",
    " \n",
    "# Create the index\n",
    "index_ = ['Row_1', 'Row_2', 'Row_3', 'Row_4', 'Row_5']\n",
    "df.index = index_\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2115b6dc-3f56-4eb8-ae30-c0c4f8fa519a",
   "metadata": {},
   "source": [
    "### Using `loc` in pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "30992045-9ab0-4391-a6e3-14a573bb4307",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Row_2    Andrea\n",
      "Row_3      Alex\n",
      "Name: Name, dtype: object\n"
     ]
    }
   ],
   "source": [
    "result = df.loc[['Row_2', 'Row_3'] , 'Name']\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c5b7cdd4-e560-4cda-ae29-f9a91c2b51e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Number</th>\n",
       "      <th>Position</th>\n",
       "      <th>Age</th>\n",
       "      <th>College</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Young</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>13</td>\n",
       "      <td>SG</td>\n",
       "      <td>20</td>\n",
       "      <td>Kentucky</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tyler Zeller</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>44</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>North Carolina</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Markel Brown</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>22</td>\n",
       "      <td>SG</td>\n",
       "      <td>24</td>\n",
       "      <td>Oklahoma State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Henry Sims</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>14</td>\n",
       "      <td>C</td>\n",
       "      <td>26</td>\n",
       "      <td>Georgetown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Donald Sloan</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>15</td>\n",
       "      <td>PG</td>\n",
       "      <td>28</td>\n",
       "      <td>Texas A&amp;M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Thaddeus Young</td>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>30</td>\n",
       "      <td>PF</td>\n",
       "      <td>27</td>\n",
       "      <td>Georgia Tech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Arron Afflalo</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>4</td>\n",
       "      <td>SG</td>\n",
       "      <td>30</td>\n",
       "      <td>UCLA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lou Amundson</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>17</td>\n",
       "      <td>PF</td>\n",
       "      <td>33</td>\n",
       "      <td>UNLV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Tony Wroten</td>\n",
       "      <td>New York Knicks</td>\n",
       "      <td>5</td>\n",
       "      <td>SG</td>\n",
       "      <td>23</td>\n",
       "      <td>Washington</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Elton Brand</td>\n",
       "      <td>Philadelphia 76ers</td>\n",
       "      <td>42</td>\n",
       "      <td>PF</td>\n",
       "      <td>37</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Name                Team  Number Position  Age         College\n",
       "0     James Young      Boston Celtics      13       SG   20        Kentucky\n",
       "1    Tyler Zeller      Boston Celtics      44        C   26  North Carolina\n",
       "2    Markel Brown       Brooklyn Nets      22       SG   24  Oklahoma State\n",
       "3      Henry Sims       Brooklyn Nets      14        C   26      Georgetown\n",
       "4    Donald Sloan       Brooklyn Nets      15       PG   28       Texas A&M\n",
       "5  Thaddeus Young       Brooklyn Nets      30       PF   27    Georgia Tech\n",
       "6   Arron Afflalo     New York Knicks       4       SG   30            UCLA\n",
       "7    Lou Amundson     New York Knicks      17       PF   33            UNLV\n",
       "8     Tony Wroten     New York Knicks       5       SG   23      Washington\n",
       "9     Elton Brand  Philadelphia 76ers      42       PF   37               D"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('newfile.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f5f82e49-ffba-4fb3-a9d3-60e765af7e93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Number Position  Age\n",
      "3      14        C   26\n",
      "4      15       PG   28\n",
      "5      30       PF   27\n"
     ]
    }
   ],
   "source": [
    "result = data.iloc[3:6, 2: 5]\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5aa8720e-ac40-42ca-a72c-113b30f734d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             Name                Team  Number Position  Age         College\n",
      "0     James Young      Boston Celtics      13       SG   20        Kentucky\n",
      "1    Tyler Zeller      Boston Celtics      44        C   26  North Carolina\n",
      "2    Markel Brown       Brooklyn Nets      22       SG   24  Oklahoma State\n",
      "3      Henry Sims       Brooklyn Nets      14        C   26      Georgetown\n",
      "4    Donald Sloan       Brooklyn Nets      15       PG   28       Texas A&M\n",
      "5  Thaddeus Young       Brooklyn Nets      30       PF   27    Georgia Tech\n",
      "6   Arron Afflalo     New York Knicks       4       SG   30            UCLA\n",
      "7    Lou Amundson     New York Knicks      17       PF   33            UNLV\n",
      "8     Tony Wroten     New York Knicks       5       SG   23      Washington\n",
      "9     Elton Brand  Philadelphia 76ers      42       PF   37               D\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Number</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Boston Celtics</th>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brooklyn Nets</th>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York Knicks</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Philadelphia 76ers</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Number\n",
       "Team                      \n",
       "Boston Celtics          57\n",
       "Brooklyn Nets           81\n",
       "New York Knicks         26\n",
       "Philadelphia 76ers      42"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('newfile.csv')\n",
    "print(df)\n",
    "df.loc[: ,['Team', 'Number']].groupby(['Team']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a6f2a3c0-3809-4d0b-908e-81c9270d66bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Animal  Max Speed\n",
      "0  Falcon      380.0\n",
      "1  Falcon      370.0\n",
      "2  Parrot       24.0\n",
      "3  Parrot       26.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Max Speed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Falcon</th>\n",
       "      <td>375.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parrot</th>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Max Speed\n",
       "Animal           \n",
       "Falcon      375.0\n",
       "Parrot       25.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({'Animal': ['Falcon', 'Falcon',\n",
    "                              'Parrot', 'Parrot'],\n",
    "                   'Max Speed': [380., 370., 24., 26.]})\n",
    "print(df)\n",
    "df.groupby(['Animal']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c585488d-be14-4732-9038-9f88b1e65702",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cdae5d6f-53aa-4ac4-9724-aca27e606a3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  1.    6.5  12.   17.5  23.   28.5  34.   39.5  45.   50.5  56.   61.5\n",
      "  67.   72.5  78.   83.5  89.   94.5 100. ]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.linspace(1, 100, 19)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3adf893d-0ff7-4f2f-a3aa-7ad6ed2096c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot([1, 2, 3, 4])\n",
    "plt.ylabel('some numbers')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fae82a94-25b8-40d2-a6fa-b75c927763ef",
   "metadata": {},
   "source": [
    "### Line Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a5efcd0d-b136-41c7-98fb-4a4cb8d8445c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lnW3W6cndg6MQrNMKTuPceof7ISrAC03NFmw7cV50HFlgQSEioit2IK8SP54uh1qpwMNj40THcXoKhaJt0zYe5rFiQSEioiv2zlbrvie3JXVGZ38vwWlcQ+u1ebYcL4XBZBacRjwWFCIiuiLHi2uw6VgJFArgkWROT2wlKcofoX5a1BlM2HmqTHQc4VhQiIjoiizfZp2e3JgQjrhgX8FpXIdSqcD1fXg2TysWFCIi6rDc8np8fagIADBnHKcntja55WyetGMlaDZbBKcRiwWFiIg67L30M7BIwLgewegToRcdx+UM6RqAAB8Nqhqa8XN2heg4QrGgEBFRhxRXN+G/+wsAAHPHdROcxjWpVUpM6h0KANiQdU5wGrFYUIiIqEPe35GNZrOEoTEBGNQ1QHQcl9V6mOeHrBJYLJLgNOKwoBAR0WVV1Bux6uc8AJye2NvIuCDoPNU4X2tARl6l6DjCsKAQEdFlffBjDhqbzejbWY/R8UGi47g0jVqJCb2sh3m+d+OzeVhQiIjokmqbmvHhrrMAgLnj4qBQKMQGcgOTf3W6sSS552EeFhQiIrqklbvzUNtkQrcQX0zqHSY6jlsY2z0YXh4qFFY1IrOwRnQcIVhQiIjoopqazfj3zmwAwJzkOCiVnJ44gpdGheQewQCA7zPd82weFhQiIrqoT/fmo6zOiMhOXpiaGCE6jlu5PsG9D/OwoBAR0QUZTRb8K926rf0jY+PgoeJbhiNd1zMEGpUS2WX1OFVaJzqOw/G7jYiILmjdwUIUVTchWKfF9IGRouO4HZ2nB0a1nDH1/RH3O5uHBYWIiH7HbJHwXstFAR8aHQNPD5XgRO6p9TCPO65DYUEhIqLf2ZBZjOyyeui9PDBraBfRcdzWxF6hUCkVOF5ci7Nl9aLjOBQLChERtSNJElK3ngYA/HFkV/ho1YITua9OPhoMi7VeVmBDlnsd5rF5QTGZTHj++ecRExMDLy8vxMbG4u9//zssll8uGy1JEhYuXIiIiAh4eXkhOTkZWVlZto5CRERXYduJ8zh2rgY+GhXuH9FVdBy3d31COADrVMud2LygvPLKK3jvvfeQmpqKY8eOYcmSJXj11Vfx9ttvtz1nyZIlWLp0KVJTU7F3716EhYVh4sSJqK2ttXUcIiK6Ar+entwzrAv8vTWCE9Hk3qFQKICD+VU4V90oOo7D2Lyg/PTTT7jlllswZcoUdO3aFdOnT8ekSZOwb98+ANZv/mXLluG5557DtGnTkJCQgI8++ggNDQ1YtWqVreMQEdEV2JNTgf25ldColXhwVIzoOAQgxM8TA6M7AXCvKYrNC8qoUaOwefNmnDx5EgBw6NAh7Ny5EzfeeCMAICcnB8XFxZg0aVLbx2i1WowdOxa7du2ydRwiIroCrdOTOwdFIsTPU3AaavXrTdvchc1XPj399NOorq5Gz549oVKpYDab8fLLL2PGjBkAgOJi6xc3NDS03ceFhoYiNzf3gq9pMBhgMBja/l1T457XJSAisqfDBVXYcaoMKqUCs8fEiY5DvzK5Txj+8e0x7D1bgbI6A4J8taIj2Z3NJyiffvopVq5ciVWrViEjIwMfffQRXnvtNXz00Uftnvfbq2FKknTRK2QuXrwYer2+7RYVFWXr2EREbu/drdZ9T27pH4GoAG/BaejXogK80bezHhYJ2JhVIjqOQ9i8oDz55JN45plncPfdd6Nv376499578fjjj2Px4sUAgLAw65iqdZLSqrS09HdTlVbPPvssqqur2275+fm2jk1E5NZOldRiQ1YxFArrRQFJftoO87jJ6cY2LygNDQ1QKtu/rEqlajvNOCYmBmFhYUhLS2t73Gg0Ij09HSNGjLjga2q1Wvj5+bW7ERGR7Sxv2TV2cu8wdAvRCU5DF9JaUHadLkN1Q7PgNPZn84IydepUvPzyy/j2229x9uxZrF27FkuXLsVtt90GwHpoJyUlBYsWLcLatWuRmZmJ+++/H97e3pg5c6at4xAR0WXkVzTgq0NFAIC547oJTkMXExfsi+6hvjBZJGw65vqHeWy+SPbtt9/GCy+8gDlz5qC0tBQRERGYPXs2/vrXv7Y956mnnkJjYyPmzJmDyspKDB06FBs3boROx9ZORORo76WfgdkiYUz3YPSN1IuOQ5dwfUI4TpacwoasYtzu4hdwVEiSJIkOcaVqamqg1+tRXV3Nwz1ERNegtKYJo17ZCqPZgk8fHoahsYGiI9ElHC2qwY1v7YBWrUTGCxOd7jIEV/L+zWvxEBG5sf/dmQOj2YLBXTuxnDiBXuE6dAn0hsFkwbYT50XHsSsWFCIiN1XVYMTK3db9p+Zw7YlTUCgUbYtlv888JziNfbGgEBG5qQ9+PIsGoxm9w/2Q3D1YdBzqoOv7WAvK1uOlaGo2C05jPywoRERuqM5gwoe7zgKwnrlzsY0ySX4SI/0RrvdEvdGMnafKRMexGxYUIiI3tGZPHqobmxEb7NN2yICcg1KpwOQ+rYd5XHfTNhYUIiI3Y7FI+Lhl7clDo2OhUnJ64mxaS+WmYyVoNlsEp7EPFhQiIjez83QZcssboPNU45b+EaLj0FUY3DUAgT4aVDc2Y3d2ueg4dsGCQkTkZlqnJ7cPiIS3xrn20SArlVKBSX2s169z1cM8LChERG6kqKoRm1u2Sb9nWBfBaehaXJ8QDgDYmFUMs8Xp9ly9LBYUIiI3snpPHiwSMDw2EN1CfEXHoWswPDYQfp5qlNUZsT+3UnQcm2NBISJyE81mC9bszQfA6Ykr0KiVmNCr9TCP623axoJCROQmNmaV4HytAcE6bdv6BXJurWfz/JBZDCe8tN4lsaAQEbmJj3efBQDMGBwFDxV//buCMd2D4a1Roai6CYcLqkXHsSl+hxIRuYHTpbXYnV0BlVKBGUOjRcchG/H0UGFcjxAArnc2DwsKEZEbWLk7DwAwvmcIwvVegtOQLbUe5tmQec6lDvOwoBARubgGowlf7C8AANw7nItjXc24niHQqJU4W96AEyW1ouPYDAsKEZGL++pgEWoNJnQN9MbIuCDRccjGfLVqjIm3/v/6/RHXOczDgkJE5MIkScLHP1l3jp01tAuUvO6OS2rdtO2HLBYUIiJyAgfyq3D0XA20aiWmD4wUHYfsZEKvEKiVChwvrkVOWb3oODbBgkJE5MJWtlx356Z+EejkoxGchuzF31uD4XGBAFxn0zYWFCIiF1VZb8Q3h61vVlwc6/p+vWmbK2BBISJyUZ/vz4fRZEFCZz8kRupFxyE7m9g7FAoFcKigGoVVjaLjXDMWFCIiF2SxSPjkZ+veJ/cO6wKFgotjXV2IzhODuwQAcI0pCgsKEZEL2nG6DLnlDdB5qjE1MUJ0HHKQXzZtY0EhIiIZal0ce/uASHhr1ILTkKNMbikoe3MrUFrbJDjNtWFBISJyMYVVjdh8rAQAcM8wLo51J539vZAYqYckAWlHS0THuSYsKERELmbNnjxYJGB4bCC6hfiKjkMONtlFDvOwoBARuRCjyYLVe/IB8NRid3VDy66yP50pR1WDUXCaq8eCQkTkQjYeLUZZnQEhOi0m9g4VHYcEiAnyQc8wHUwWCZuOlYqOc9VYUIiIXEjr4ti7h0TDQ8Vf8e5qcp/WwzzOu6ssv3uJiFzEqZJa7M6ugEqpwIwhUaLjkEA39LUWlO2nylBnMAlOc3VYUIiIXETrxmzje4YgXO8lOA2J1CNUh5ggHxhNFmw97pyHeVhQiIhcQL3BhC/2FwDg4lgCFArFrw7zOOfZPCwoREQuYP2hItQaTOga6I2RcUGi45AM3NByuvHWE6VoajYLTnPlWFCIiJycJEn4+Cfr4th7hnWBUsnr7hDQL1KPCL0nGoxmbD95XnScK8aCQkTk5A7kV+HouRpo1UpMHxgpOg7JhEKhcOpN21hQiIicXOupxVMTI+DvrRGchuSkddO2TcdKYDRZBKe5MiwoREROrLLeiG8OW/e64HV36LcGdumEIF8NappM+Cm7XHScK8KCQkTkxD7fnw+jyYKEzn5IjNSLjkMyo1IqMMlJN21jQSEiclIWi9S298m9w7pAoeDiWPq91rN5NmaVwGyRBKfpOBYUIiInteN0GXLLG6DzVGNqYoToOCRTw2IDoffyQHm9EXvPVoiO02EsKERETqr11OLpAyPhrVELTkNy5aFSYkIv64UjnelsHhYUIiInVFjViC3HSwAAs4ZycSxd2g2/Ot3Y4iSHeVhQiIic0Oqf82CRgBFxgegW4is6DsncqPgg+GhUKK5pwqGCKtFxOoQFhYjIyRhNFqzZmw+ApxZTx3h6qDCuZwgAYEOWcxzmYUEhInIyG48Wo6zOgBCdFhN7h4qOQ06iddO2DZnFkCT5H+ZhQSEicjKti2PvHhINDxV/jVPHJPcIhlatRG55A46dqxUd57L4nU1E5EROldTi55wKqJQKzBgSJToOOREfrRpjugcDcI7DPCwoREROpPW6OxN6hSBc7yU4DTmb651oV1kWFCIiJ1FvMOHLjEIAXBxLV2dCr1ColQqcLKnDmfN1ouNcEgsKEZGT+OpgEWoNJsQE+WBkXJDoOOSE9N4eGNHN+r0j903bWFCIiJyAJElth3dmDY2GUsnr7tDV+eUwDwsKERFdo4y8Khw9VwOtWonpAyNFxyEnNqlPKJQK4EhhNfIrGkTHuSgWFCIiJ/BJy/RkamIE/L01gtOQMwvy1WJw1wAAwA8yPpuHBYWISOYq6o345oj1rAsujiVbuD5B/od5WFCIiGTu8335MJos6NtZj8RIveg45AJaC8r+vEqU1jQJTnNhLChERDJmsUj45Oc8AMA9w6KhUHBxLF27cL0X+kf5Q5KAH46WiI5zQSwoREQytv3UeeRVNEDnqcbNiZ1FxyEX8sthHnlu2saCQkQkYyt3W6cn0wdGwkujEpyGXEnr6ca7sytQWW8UnOb3WFCIiGSqsKoRW45bx++zhnJxLNlW1yAf9AzTwWyRkHZMfod5WFCIiGRq9c95sEjAiLhAdAvxFR2HXNANCeEA5Hk2DwsKEZEMGU0WrNnbujiW0xOyjxv6Wg/z7DxVhtqmZsFp2mNBISKSoR+yilFWZ0SITouJvUNFxyEXFR/ii9ggHxjNFmw5Xio6TjssKEREMtR63Z27h0TDQ8Vf1WQfCoVCtpu28bueiEhmTpbU4uecCqiUCswYEiU6Drm41nUo206cR6PRLDjNL+xSUAoLC3HPPfcgMDAQ3t7e6N+/P/bv39/2uCRJWLhwISIiIuDl5YXk5GRkZWXZIwoRkdNpve7OhF4hCNd7CU5Dri6hsx86+3uhsdmM9JPnRcdpY/OCUllZiZEjR8LDwwPff/89jh49itdffx3+/v5tz1myZAmWLl2K1NRU7N27F2FhYZg4cSJqa2ttHYeIyKnUG0z4IqMQABfHkmO0P8wjn03b1LZ+wVdeeQVRUVH44IMP2u7r2rVr2/+WJAnLli3Dc889h2nTpgEAPvroI4SGhmLVqlWYPXu2rSNdkaZmM87XGhAV4C00BxG5p68OFqHOYEJMkA9GxgWJjkNu4oaEMPx7Zw42HyuF0WSBRi1+BYjNE6xfvx6DBg3CHXfcgZCQECQlJeH9999vezwnJwfFxcWYNGlS231arRZjx47Frl27LviaBoMBNTU17W72sCenAmOWbMWjqw9AkiS7fA4ioouRJAkftxzemTU0Gkolr7tDjjEguhOCdVrUGkz48UyZ6DgA7FBQsrOzsXz5csTHx+OHH37AI488gvnz5+M///kPAKC42LpKODS0/WlzoaGhbY/91uLFi6HX69tuUVH2WTQWE+SD2iYTDuZXYdsJ+RyHIyL3kJFXhWPnaqBVKzF9YKToOORGlEoFJvexvi//IJOzeWxeUCwWCwYMGIBFixYhKSkJs2fPxkMPPYTly5e3e95vr8gpSdJFr9L57LPPorq6uu2Wn59v69gAgGCdFn8YYT3muzTtJKcoRORQrYtjpyZGwN9bIzgNuZvr+1jP5tl4tAQms0VwGjsUlPDwcPTu3bvdfb169UJennVHxLAw60Kc305LSktLfzdVaaXVauHn59fuZi+zx8TBR6PCkcJqpMn0EtRE5Hoq6o345rB1geK9XBxLAgyNDYC/twcq6o3Yc7ZCdBzbF5SRI0fixIkT7e47efIkunSx/sDFxMQgLCwMaWlpbY8bjUakp6djxIgRto5zxQJ8NLh/ZFcAwBubTsFi4RSFiOzv8335MJot6NtZj8Qof9FxyA15qJSY2Es+h3lsXlAef/xx7N69G4sWLcLp06exatUqrFixAnPnzgVgPbSTkpKCRYsWYe3atcjMzMT9998Pb29vzJw509ZxrspDo2Phq1Xj2Lka/JAl/v8kInJtFouET35uve5OtOA05M7aTjfOKhb+B7rNC8rgwYOxdu1arF69GgkJCXjppZewbNkyzJo1q+05Tz31FFJSUjBnzhwMGjQIhYWF2LhxI3Q6na3jXBV/bw0eGBUDAHhj00nh/ycRkWvbfuo88ioaoPNU4+bEzqLjkBsbFR8EX60aJTUGHMivEprFLic633TTTThy5Aiamppw7NgxPPTQQ+0eVygUWLhwIc6dO4empiakp6cjISHBHlGu2oOjYuDnqcbJkjp8e0Q+G9cQketpve7O9IGR8NKoBKchd6ZVq3BdzxAAEH4EQfxOLDKl9/LAQ6NjAQDLNp2EmVMUIrKDgsqGtqvIcudYkoPWwzzfZ54TejYrC8ol3D+yK/y9PXDmfD2+PlQkOg4RuaDVe/JgkYARcYGIC/YVHYcIyT2CMaRrAGYN7YJmMwuKLOk8PfDwGOsU5c3Np2RxXjgRuQ6jyYJP91r3deKpxSQX3ho1PntkOB4ZGyd0y3sWlMu4b3hXBPhokFNWj7UHCkXHISIX8kNWMcrqjAjRaTGh94X3gSJyVywol+GjVeORsdYpyltbTqGZUxQispHW6+7cPSQaHir+Oib6Nf5EdMC9w7oiyFeL/IpGfLG/QHQcInIBJ0tqsSenAiqlAjOG2Of6YkTOjAWlA7w0KvwpOQ4A8PaW0zCaOEUhomvTemrxhF4hCNd7CU5DJD8sKB00a2g0Qv20KKxqxGf77HOxQiJyD/UGE77MsK5pu3dYV7FhiGSKBaWDPD1UmDuuGwDgna2n0dRsFpyIiJzVuoOFqDOYEBPkgxFxgaLjEMkSC8oVuGtwFML1njhX3dR2aiAR0ZWQJAkf/2Q9vDNraDSUSoXgRETyxIJyBbRqFeZdxykKEV29jLxKHC+uhVatxPSBkaLjEMkWC8oVumNgFDr7e6G01tB29VEioo5audv6e2NqYgT8vTWC0xDJFwvKFdKolZg/3jpFWb7tNBqMJsGJiMhZVNQb8e1h68VHuXMs0aWxoFyFaQMiER3gjbI6Y9uxZCKiy/lsXz6MZgv6dtYjMcpfdBwiWWNBuQoeKiXmj48HALyXfgZ1Bk5RiOjSLBYJn/xs/YOG0xOiy2NBuUq39o9ATJAPKhua8dGus6LjEJHMpZ86j/yKRvh5qjE1MUJ0HCLZY0G5SmqVEo+1TFFWbM9GbVOz4EREJGeftOwcO31gFLw0KsFpiOSPBeUaTE2MQLcQX1Q3NuODH8+KjkNEMlVQ2YDNx0sBALOGRQtOQ+QcWFCugUqpQMoE6xTl/R3ZqG7kFIWIfm/1njxIEjCyWyDign1FxyFyCiwo1+jGhHD0CNWhtsmEf+/MER2HiGTGaLK07Tx9z1AujiXqKBaUa6RUKvD4ROsU5f925qCqwSg4ERHJyYasYpTVGRGi02JC71DRcYicBguKDUzqHYbe4X6oM5iwYnu26DhEJCMrWxbHzhgSDQ8Vf+USdRR/WmzAOkXpDgD4cNdZlNcZBCciIjk4UVyLPTkVUCkVmDGEi2OJrgQLio1M6BWCvp31aDCaOUUhIgBo25htYq9QhOk9Bachci4sKDaiUCiwoGWK8tFPZ3G+llMUIndWbzDhy4xCAMA93DmW6IqxoNhQco9g9I/yR1OzBe+lnxEdh4gEWnewEHUGE2KDfDAiLlB0HCKnw4JiQ7+eoqzcnYuSmibBiYhIBEmS2i4kOnNoNJRKheBERM6HBcXGRscHYXDXTjCYLFi+jVMUIneUkVeJ48W10KqVmD4wUnQcIqfEgmJjCsUvZ/Ss+jkP56obBSciIkdrnZ7cnBgBf2+N4DREzokFxQ5GxAVhWGwAjGYLUrecFh2HiByovM6A744UA+DiWKJrwYJiJ49PsE5RPtuXj/yKBsFpiMhRPt9fAKPZgn6ReiRG+YuOQ+S0WFDsZGhsIEZ1C0KzWcI7WzlFIXIHFovUtvcJr7tDdG1YUOyo9Ro9n+8vQG55veA0RGRv6afOI7+iEX6eakxNjBAdh8ipsaDY0cAuARjbPRhmi4S3uRaFyOWtbFkcO31gFLw0KsFpiJwbC4qdtZ7R82VGAXLKOEUhclX5FQ3YcqIUADBrGK+7Q3StWFDsrH+UP8b3DIFFAt7afEp0HCKyk9V78iBJwMhugYgL9hUdh8jpsaA4QOsU5auDhThdWis4DRHZmtFkwWf78gFwcSyRrbCgOEBCZz0m9wmFRQLe3My1KESu5vvMcyirMyLUT4sJvUNFxyFyCSwoDpLSsi/KN4eLcKKYUxQiV9HUbMbrG08CAGYMiYaHir9WiWyBP0kO0ivcD1P6hkOSgGWbToqOQ0Q28tbmU8iraECYnyceHBUjOg6Ry2BBcaDHJsRDoQC+zyxGVlG16DhEdI2OF9dgxfZsAMDfbukDnaeH4EREroMFxYG6h+owtZ9186Zlm3hGD5Ezs1gk/OXLIzBZJEzqHYrJfcJERyJyKSwoDjZ/fDyUCiDtaAmOFHCKQuSsPtmTh4y8Kvhq1fjbLX1ExyFyOSwoDtYtxBe39u8MAHiDa1GInFJJTROWfH8cAPDEpO4I13sJTkTkelhQBHh0fDxUSgW2HC/FgbxK0XGI6Ar97ess1BpMSIzU497hXUXHIXJJLCgCxAT5YFpS6xSFa1GInMnmYyX47kgxVEoFFk3rC5VSIToSkUtiQRFk/vh4qJUKbD95HvvOVoiOQ0QdUG8w4a9fZQEAHhwVgz4ResGJiFwXC4ogUQHeuGNQFABgaRrXohA5g6VpJ1FY1YjO/l5ImRAvOg6RS2NBEWjedd3goVJg15ly/HSmXHQcckHVjc3I4DonmzhSUI0PfswBAPzjtgR4a9SCExG5NhYUgTr7e+HuwdbLsr+x6SQkSRKciFxJTVMzbk7diWnv7mp7Y6WrYzJb8Ozaw7BIwE39wjGuR4joSEQujwVFsDnj4qBRK7EnpwK7OEUhG5EkCc98cRi55Q0AgEXfHcPhgiqxoZzYRz/lIrOwBn6eavx1am/RcYjcAguKYOF6L8wcYp2iLE3jFIVsY+XuXHx3pBhqpQKDunRCs1nCvFUHUNPULDqa0ymsasTrG08AAJ65oRdCdJ6CExG5BxYUGZiTHAetWon9uZXYfqpMdBxycpmF1Xjpm2MAgGdu6Il/3z8YkZ28kFfRgGe+OMwSfAUkScKLX2WiwWjGoC6dcPfgKNGRiNwGC4oMhPh54t5hXQBwikLXprapGfNWZcBotmBCrxA8OCoGei8PpM4cAA+VAt8dKcbK3bmiYzqNDZnF2HSsFB4qBRZP6wsl9zwhchgWFJl4JDkOXh4qHMqvwtYTpaLjkBOSJAl/WZuJs+UN6OzvhdfuSIRCYX1D7R/lj6ev7wkAeOmbY8gs5HWgLqemqRkvrrfuefLI2DjEh+oEJyJyLywoMhHkq8V9I7oC4BSFrs7qPfn4+lAR1EoF3pqRBH9vTbvHHxwVgwm9QmE0WzBvVQZquR7lkl7dcAKltQbEBPlg7rhuouMQuR0WFBl5eEwsfDQqZBbWYOPREtFxyIkcO1eDv31t/Wv/yck9MLBLp989R6FQ4LU7+qGzvxfOljfgL2szWYQvYn9uJVb+bD0U9vKtCfD0UAlOROR+WFBkJMBHgz+OjAEAvJF2EhYL3zzo8uoNJsxdlQGDyYJxPYLx0OjYiz7X31uDt2cmQa1U4OtDRVi9J9+BSZ1Ds9mCv3x5BJIETBvQGSO6BYmOROSWWFBk5n9Gx0CnVeN4cS02ZBWLjkMyJ0kSnl+Xiezz9Qjz88Trd/a/7ELOAdGd8NT1PQAAC7/OwtGiGkdEdRrv78jGiZJadPL2wPNTuOcJkSgsKDLj763BA6N+maKYOUWhS/hsXz7WHiiESqnA2zOTEOCjufwHAfifUbG4rmcIjCbrepQ6g8nOSZ1Dbnk93my5wvhzU3p3+OtJRLbHgiJDD4yKgZ+nGqdK6/DtkXOi45BMnSiubTvLZMHE7hjcNaDDH6tUKvD6HYkI13siu6wez6894vbrUVqnUQaTBSPiAnH7gM6iIxG5NRYUGdJ7ebStI1i2iVMU+r0Go3XdSVOzBWO6B+NPY+Ou+DU6+Wjw9owkqJQKrDtYhM/2ufd6lK8OFmHHqTJo1Eq8fFvftlO0iUgMFhSZun9kV/h7eyD7fD3WHyoUHYdk5oV1WThdWocQnRZL70y86g3EBnUNwJ8ndQcAvLg+CyeKa20Z02lUNRjx0jdHAQCPjuuGmCAfwYmIiAVFpnSeHnh4jHWK8uamUzCZLYITkVz8d38BvsgogFIBvDUjCUG+2mt6vUfGxGFs92A0NVswd1UGGozutx5l8XfHUV5vRHyIL2ZfxTSKiGzP7gVl8eLFUCgUSElJabtPkiQsXLgQERER8PLyQnJyMrKysuwdxencN7wrAn00OFvegLUHOEUh4FRJLV5YlwkAeHxCdwyLDbzm11QqFVh6ZyJC/bQ4XVqHF9a518/iz9nl+LTl8NaiaX2hUfPvNiI5sOtP4t69e7FixQr069ev3f1LlizB0qVLkZqair179yIsLAwTJ05Eba17jpcvxkerxiMtf829teUUmjlFcWuNRjPmrspAY7MZo7oFYY4NdzcN9NXirbuToFQAX2QU4L/7C2z22nJmMJnx7NojAIAZQ6KvaKExEdmX3QpKXV0dZs2ahffffx+dOv2yq6UkSVi2bBmee+45TJs2DQkJCfjoo4/Q0NCAVatW2SuO07pnWBcE+WqRX9HoNm8adGEL12fhZEkdgnVavHFXf6hsfOG6obGBWDDRuh7lhXWZOFXi+n8wLN92Btnn6xHkq8UzLdcqIiJ5sFtBmTt3LqZMmYIJEya0uz8nJwfFxcWYNGlS231arRZjx47Frl277BXHaXlpVJiTbJ2ipG45DYPJLDgRibDuQCE+3ZcPhQJ4867+CNZd27qTi5mT3A2j44PQ2NwyrTG67vfb6dI6vLv1DADgxam9off2EJyIiH7NLgVlzZo1yMjIwOLFi3/3WHGxdXfU0NDQdveHhoa2PfZbBoMBNTU17W7uZObQaIT6aVFY1YjP9nGK4m7OnK/DX1oOQ8y/Lt6uW69b16NYC9DJkjq8uD7Tbp9LJEmS8NzaIzCaLUjuEYyb+oWLjkREv2HzgpKfn4/HHnsMK1euhKen50Wf99s9BiRJuui+A4sXL4Zer2+7RUVF2TSz3Hl6qNqupvrOltNoanbdv2qpvaZmM+Z+koEGoxnDYwMxf3y83T9nsE6LN+/uD6UC+GxfAdYecL1S/Pm+AvycUwFPDyVeuiWBe54QyZDNC8r+/ftRWlqKgQMHQq1WQ61WIz09HW+99RbUanXb5OS305LS0tLfTVVaPfvss6iurm675ee734ZSdw2OQrjeE8U1TVizJ090HHKQv319FMeLaxHkq8Gbd9t+3cnFjIgLaitDz63NxOnSOod8XkcoqzPg5e+OAbCeCRUV4C04ERFdiM0Lyvjx43HkyBEcPHiw7TZo0CDMmjULBw8eRGxsLMLCwpCWltb2MUajEenp6RgxYsQFX1Or1cLPz6/dzd1o1SrMu65lirLtDKcobmD9oSKs3pMHhQJ4467+CPG7+ETSHh69Lh4j4gLRYDRj3qoMl/me+8c3R1Hd2Ixe4X5t170iIvmxeUHR6XRISEhod/Px8UFgYCASEhLa9kRZtGgR1q5di8zMTNx///3w9vbGzJkzbR3HpdwxMAqRnbxwvtaAlbtzRcchO8opq8ezXxwGAMxN7obR8cEOz6BSKrDs7v4I8tXgeHEt/vb1UYdnsLUdp85j3cEiKBTA4ml94aHinidEciXkp/Opp55CSkoK5syZg0GDBqGwsBAbN26ETqcTEcdpaNRKzL/OOnZ/L/2MW+746Q5a153UG80Y0jUAKRPsv+7kYkJ0nlh2VxIUCmD1njysP1QkLMu1ajSa8dxa66Lf+4Z3Rf8of7GBiOiSFJITXsK0pqYGer0e1dXVbne4p9lswYSl6cgtb8AzN/Rs28iNXMcL6zLx8e5cBPho8N380QjTO/bQzoW8vvEE3t5yGj4aFb6ZP9opr1WzZMNxvLvtDML8PJG2YAx0njytmMjRruT9m/NNJ+Oh+mWK8q/0M6gzcIriSr47cg4ftxy+W3pnoizKCQA8Nj4eQ2ICUG+0TnecbT3K8eIarNieDQD42y19WE6InAALihO6pX8EYoN8UNnQjI92nRUdh2wkt7weT//Xuu7kT8lxSO4RIjjRL9QqJd6ekYRAHw2OnqvBy98eEx2pwywWCX/58ghMFgmTeodicp8w0ZGIqANYUJyQWqXEYy3rElZsz0ZNU7PgRHStDCYz5q06gFqDCYO6dMKfW7acl5NQP08svas/AODj3bn49vA5sYE66JM9ecjIq4KvVo2/3dJHdBwi6iAWFCd1U78IdAvxRXVjMz7YeVZ0HLpGi787jiOF1fD39sBbM5KglunZJWO7B7ddeuHpLw4jt7xecKJLK6lpwpLvjwMAnpjUHeF6L8GJiKij5PlbkC5LpVS0nd3xvzuzUd3AKYqz2pB5Dh+2HKpbemciIvzl/Sa6YGJ3DO7aCXUGE+auypD19aH+9nUWag0mJEb5497hXUXHIaIrwILixG5MCEePUB1qm0z4985s0XHoKuRXNODJlnUnD4+JxXU9L7ybspyoVUq8NSMJnbw9kFlYg8XfHRcd6YI2HyvBd0eKoVIqsPi2vg7bhZeIbIMFxYkplQo8PtE6Rfm/H8+ist4oOBFdCaPJgnmrMlDbZEJStD+enNxDdKQOC9d7Yemd/QEAH+46iw2Z8lqPUm8w4a9fZQEA/mdUDHpHuNd2BESugAXFyU3qHYbe4X6oM5jw/g5OUZzJKxuO41BBNfReHnh7RpLT7Wo6rmcIZo+JBQA8+d/DyK9oEJzoF0vTTqKwqhGd/b3aFpQTkXNxrt+I9DtKpQILWs74+HDXWZTXGQQnoo5IO1qCf+/MAQC8Or0fIjs55wXrnpjcAwOi/VHbZMK8VRkwmiyiI+FIQTU++NH6tf3HbQnw1qgFJyKiq8GC4gLG9wpBv0g9Goxm/Gs7pyhyV1DZgCc+PwQAeHBUDCY58b4cHiol3p45AHovDxwqqMYrG8SuRzGZLXh27WFYJOCmfuEYJ6O9ZIjoyrCguACFQoHHW6Yo//npLEprmwQnootpNlvw6OoDqG5sRmKUP56+vqfoSNess78XXrsjEQDw7505SDtaIizLh7vOIrOwBn6eavx1am9hOYjo2rGguIjk7sFIivZHU7MF723jFEWuXvvhBA7kVUHnqUbqjCRo1K7xIzixdygeHBUDAHji80MoqHT8epTCqkYsTTsJAHjmhl4I0cnjMgFEdHVc47cjQaH4ZS3Kyp9zUVLDKYrcbDle0nYI7tXpiYgKcM51Jxfz9PU9kRjlj+rGZjy6+gCazY5bjyJJEl78KhMNRjMGdemEuwdHOexzE5F9sKC4kFHdgjC4aycYTRa8u/W06Dj0K0VVjVjwmXXdyf0juuL6BOddd3IxGrUSqTOS4OepxoG8Krz6wwmHfe4NmcXYdKwUHioFFk/rCyX3PCFyeiwoLuTXa1FW78lHUVWj4EQEWNedzF99AFUNzejbWY9nb3T+dScXExXgjVdb1qOs2J6NLcftvx6lpqkZL6637nnyyNg4xIfq7P45icj+WFBczIi4IAyLDYDRbME7nKLIwtK0k9iXWwmdVo3UmUnQqlWiI9nV5D5huH9EVwDAgs8O2b0ov7rhBEprDYgJ8sHccd3s+rmIyHFYUFzQgonWHUk/25cvq82z3NG2E6VYvu0MAOCft/dDl0AfwYkc49kbe6JvZz2qGpox347rUfbnVmLlz7kAgJdvTYCnh2uXPyJ3woLigobEBGB0fBCazRJSt3CKIkpxdVPbupN7hkVjSr9wwYkcR6tW4Z2ZA6DTqrEvt7Lt7BpbajZb8Jcvj0CSgNsHRGJEtyCbfw4iEocFxUWlTLCuRflvRgFyy+sFp3E/JrMF89ccQEW9Eb3D/fD8FPfbkyM60BuvTO8HAFi+7Qy2nSi16eu/vyMbJ0pq0cnbA89N6WXT1yYi8VhQXNTALp2Q3CMYZouEtzZziuJob24+hT05FfDRqPDOrAFue+jhxr7huHdYFwDW9SjF1bY5/T23vB5vbjoFAHh+Sm8E+Ghs8rpEJB8sKC7s8ZYpytoDBcg+Xyc4jfvYeaoMqS0LlBff3g8xQe6x7uRinpvSC73D/VBRb8T8NQdgusb1KJIk4fl1mTCYLBgRF4hpAzrbKCkRyQkLigtLjPLHhF4hsEjAW5tPiY7jFkprmpDy6QFIEjBjSDRuTowQHUk4Tw/rFMlHo8KenAq8eY3fi18dLMKOU2XQqJV4+ba+UCi45wmRK2JBcXGta1G+OlSE06W1gtO4NrNFwmNrDqKszoieYTq8yGvBtIkJ8sHi263rUVK3nsaOU+ev6nWqGox46ZujAIBHx3Vz++kUkStjQXFxCZ31mNwnFJIELNvEKYo9vbX5FH7KLoe3m687uZibEyMwc2g0JAlIWXMQpVdxOYZF3x1Deb0R8SG+mD02zg4piUguWFDcQOsU5dsj53C8uEZwGte063QZ3tpiLYAv35aAuGBfwYnk6a839UbPMB3K6414bM1BmC1Shz92d3Y5PttXAABYNK2vy1xokYgujD/hbqBXuB+m9A2HJKHtzAeynfO1Bjz26UFIEnDnoEjclhQpOpJsta5H8dao8FN2eYfXRhlMZvxl7REA1rU9g7sG2DMmEckAC4qbSJkQD4UC+D6zGFlF1aLjuAyzRcLjnx7E+VoDuof64m83J4iOJHtxwb5YdFtfAMBbW05h1+myy37M8m1nkH2+HkG+Wjxzvetey4iIfsGC4ibiQ3VtZ5S8kcYpiq28u/U0dp4ug5eHdedULw3XnXTErUmdcdegKEgS8FhLwbuY06V1eHer9XIBL07tDb23h6NiEpFALChuZP74eCgVwKZjJThcUCU6jtPbnV2ONzZZt3D/+y19eBXdK7Tw5j7oEarD+VoDHv/0wutRJEnCc2uPwGi2ILlHMG5yo8sFELk7FhQ3Ehfsi1uTrJtavWGHa6O4k/I6Ax5bcwCWluvA3DEoSnQkp+OlUeGdWUnw8lBh5+kyvHuBq29/vq8AP+dUwMtDhZduSeCeJ0RuhAXFzcy/Lh4qpQJbT5xHRl6l6DhOyWKR8Phnh1BSY0C3EF+8dGsf0ZGcVrcQHV661bpu541NJ7E7u7ztsbI6A17+7hgA4PGJ8YgK8BaSkYjEYEFxM12DfHD7AE5RrsV7289g+8nz8PRQ4p2ZA+CtUYuO5NSmD4zE7QMiYZGA+asPoKzOuh7lH98cRXVjM3qH++GBkTGCUxKRo7GguKFHr4uHWqnAjlNl2Hu2QnQcp7L3bAVe32gtdn+7uQ96hHHdiS28dGsfdAvxRWnLepT0k+ex7mARFApg8bS+UKv4q4rI3fCn3g1FBXi3rZngFKXjKuqNeHTVAZgtEm7tH4E7ue7EZrw1arwzcwA8PZTYcaoMD/9nHwDgvuFdkRjlLzYcEQnBguKm5l3XDRqVErvOlOOnM+WX/wA3Z7FI+PNnB1Fc04TYIB/8gxeps7keYTr8vWUfGYPJgjA/T/x5UnfBqYhIFBYUN9XZ3wt3D/lliiJJHd9y3B29vyMbW0+ch0atROrMAfDVct2JPdwxKBJ3D46CWqnAomkJ0HlyzxMid8WC4sbmJHeDRq3EnrMV+PE0pygXsz+3Ekt+OAHAulFY7wg/wYlcl0KhwOJpfXHoxUm4rmeo6DhEJBALihsL03ti1tBoAMDStBOcolxAVYMR81db153c1C8cM4dEi47k8hQKBXw4oSJyeywobu5PyXHw9FAiI68K6SfPi44jK5Ik4YnPD6OwqhFdA72xeBrXnRAROQoLipsL0Xni3mFdAHAtym/9e2cONh0rgUZlXXfC9RBERI7DgkKYPTYOXh4qHCqoxpbjpaLjyMLB/Cq8suE4AOCFm3ohobNecCIiIvfCgkII8tXivhFdAQBLOUVBdWMz5q3KQLNZwo19w3BPy4SJiIgchwWFAAAPj4mFj0aFrKIabDxaIjqOMJIk4an/HkJBZSOiA7zxz9v7cd0JEZEALCgEAAjw0eCPLdc7eSPtJCwW95yifLjrLH7IKoGHSoHUmUnw47oTIiIhWFCozf+MjoFOq8bx4lp8n1ksOo7DHS6owqKWq+f+5cZe6BfpLzYQEZEbY0GhNv7eGjw42jpFWbbpJMxuNEWpaWrGvFUH0GyWMLlPKO5vWZNDRERisKBQOw+MioGfpxqnSuvwzeEi0XEcQpIkPPPFYeRVNCCykxeW3J7IdSdERIKxoFA7fp4eeHhMLADgzU2nYDJbBCeyv5W7c/HdkWKolQq8PSMJem+uOyEiEo0FhX7n/pEx8Pf2QHZZPdYfcu0pSmZhNV76xrru5JkbeiIpupPgREREBLCg0AX4atWYPSYOAPDmZtedotQ2Wfc7MZotmNArBA+OihEdiYiIWrCg0AX9YXgXBPpokFvegC8PFIqOY3OSJOEvazNxtrwBnf298NodXHdCRCQnLCh0QT5aNR4Za52ivLX5FJpdbIqyek8+vj5UBLVSgbdmJMHfWyM6EhER/QoLCl3UPcO6IMhXi4LKRvx3f4HoODZztKgGC7/OAgA8ObkHBnbhuhMiIrlhQaGL8tKoMCfZOkV5e/MpGExmwYmuXZ3BZF13YrJgXI9gPDQ6VnQkIiK6ABYUuqSZQ6MR6qdFUXUTPtubLzrONZEkCc+vPYLssnqE+Xni9Tv7Q6nkuhMiIjliQaFL8vRQYd64bgCA1K2n0dTsvFOUz/blY93BIqiUCrw9MwkBPlx3QkQkVywodFl3Do5ChN4TJTUGrN6TJzrOVTlRXIsX11vXnSyY2B2DuwYITkRERJfCgkKXpVWrMO+6eADAu9vOoNHoXFOUBqMJc1dloKnZgjHdg/GnlrOTiIhIvlhQqEOmD4xEZCcvnK814JOfc0XHuSIvrMvC6dI6hOi0WHpnItedEBE5ARYU6hCNWon5LVOU5dvOoMFoEpyoY/67vwBfZBRAqQDempGEIF+t6EhERNQBLCjUYbcN6Iwugd4orzfiPz/Jf4pyqqQWL6zLBAA8PqE7hsUGCk5EREQdxYJCHeah+mWK8q/0M6gzyHeK0mg0Y+6qDDQ2mzGqWxDmtJyJREREzoEFha7ILf0jEBvkg8qGZnz4Y47oOBf14vpMnCypQ7BOizfu6g8V150QETkVFhS6ImqVEo9NsE5RVmzPRk1Ts+BEv7f2QAE+21cAhQJ4867+CNZx3QkRkbNhQaErdlO/CMSH+KKmyYT/2ymvKcrp0jo8t9a67mT+dfEY0S1IcCIiIroaNi8oixcvxuDBg6HT6RASEoJbb70VJ06caPccSZKwcOFCREREwMvLC8nJycjKyrJ1FLITlVKBlAndAQD/3pGD6gZ5TFGams2YtyoDDUYzhscGYv74eNGRiIjoKtm8oKSnp2Pu3LnYvXs30tLSYDKZMGnSJNTX17c9Z8mSJVi6dClSU1Oxd+9ehIWFYeLEiaitrbV1HLKTGxLC0DNMh1qDCf+7M1t0HADA374+iuPFtQjy1eDNu7nuhIjImSkkSZLs+QnOnz+PkJAQpKenY8yYMZAkCREREUhJScHTTz8NADAYDAgNDcUrr7yC2bNnX/Y1a2pqoNfrUV1dDT8/P3vGp0vYkFmMR1buh49GhZ1PX4dOAq9ts/5QEeavPgCFAvjPA0MwOj5YWBYiIrqwK3n/tvsalOrqagBAQID12ic5OTkoLi7GpEmT2p6j1WoxduxY7Nq164KvYTAYUFNT0+5G4k3uE4o+EX6oN5qxYoe4KUpOWT2e/eIwAGBucjeWEyIiF2DXgiJJEhYsWIBRo0YhISEBAFBcXAwACA0Nbffc0NDQtsd+a/HixdDr9W23qKgoe8amDlIoFHi8ZS3KR7vOoqzO4PAMTc1mzP0kA/VGM4Z0DUDKBK47ISJyBXYtKPPmzcPhw4exevXq3z2mULRfHyBJ0u/ua/Xss8+iurq67Zafn2+XvHTlxvcKQb9IPRqMZqzY7vgpysvfHsPRczUI8NHgrRlJUKt4YhoRkSuw22/zRx99FOvXr8fWrVsRGRnZdn9YWBgA/G5aUlpa+rupSiutVgs/P792N5IHhUKBxydapyj/+eksSmubHPa5vz18Dh/vtm65v/TORITpPR32uYmIyL5sXlAkScK8efPw5ZdfYsuWLYiJiWn3eExMDMLCwpCWltZ2n9FoRHp6OkaMGGHrOOQAyd2DMSDaH03NFizfdsYhnzO3vB5Pt6w7+VNyHJJ7hDjk8xIRkWPYvKDMnTsXK1euxKpVq6DT6VBcXIzi4mI0NjYCsP7FnZKSgkWLFmHt2rXIzMzE/fffD29vb8ycOdPWccgBFAoFFkzsAQD45Oc8FFfbd4piMFmvs1NnMGFQl074c8sEh4iIXIfNC8ry5ctRXV2N5ORkhIeHt90+/fTTtuc89dRTSElJwZw5czBo0CAUFhZi48aN0Ol0to5DDjKyWyCGdA2A0WTBu9tO2/VzLf7uODILa+Dv7cF1J0RELsru+6DYA/dBkaefzpRjxvu7oVEpsfXJZHT297L559iQeQ6PrMwAAPzf/YNwXc8Lr1siIiL5kdU+KOQ+hscFYnhsIIxmC97ZavspSn5FA578r3XdycNjYllOiIhcGAsK2VTrGT2f7c1HfkWDzV7XaLJg3qoM1DaZkBTtjycn97DZaxMRkfywoJBNDYkJwOj4IJgsElK32G6K8sqG4zhUUA29lwfenpEED647ISJyafwtTzbXeqXj/2YUILe8/jLPvry0oyX4984cAMCr0/shspP3Nb8mERHJGwsK2dzALp2Q3CMYZouENzefuqbXKqhswBOfHwIAPDgqBpP6hNkiIhERyRwLCtlF6zV61h0oxJnzdVf1Gs1mCx5dfQDVjc1IjPLH09f3tGVEIiKSMRYUsovEKH9M6BUKiwS8dZVTlFd/OIEDeVXQeaqROiMJGjW/XYmI3AV/45PdtF5ZeP2hIpwqqb2ij91yvKTt4oOvTk9EVADXnRARuRMWFLKbhM56XN8nDJIELLuCKUpRVSMWfGZdd3L/iK64PoHrToiI3A0LCtlVykTrFOXbw+dwvLjmss9vNlswf/UBVDU0o29nPZ69ketOiIjcEQsK2VXPMD9M6RcOAFiWdvkpytK0k9iXWwmdVo3UmUnQqlX2jkhERDLEgkJ2lzI+HgoFsCGrGJmF1Rd93rYTpVi+7QwA4J+390OXQB9HRSQiIplhQSG7iw/V4ebECADAsk0XnqIUVze1rTu5Z1h029SFiIjcEwsKOcT88fFQKoBNx0pwKL+q3WMmswXz1xxARb0RvcP98PyU3mJCEhGRbLCgkEPEBfvi1qTOAIA3Np1s99ibm09hT04FfDQqvDNrADw9uO6EiMjdsaCQwzw2Ph4qpQLbTpzH/txKAMCOU+eRutV6UcHFt/dDTBDXnRAREQsKOVCXQB9MHxAJAFi26SRKa5qQsuYgJAmYMSS6bZ0KERERCwo51LzrukGtVGDHqTLMeH83yuuN6Bmmw4tTue6EiIh+wYJCDhUV4I07B0cBAM6cr4c3150QEdEFsKCQw80b1w0alfVb7+XbEhAX7Cs4ERERyY1adAByPxH+XvjwgcGorG/mfidERHRBLCgkxIi4INERiIhIxniIh4iIiGSHBYWIiIhkhwWFiIiIZIcFhYiIiGSHBYWIiIhkhwWFiIiIZIcFhYiIiGSHBYWIiIhkhwWFiIiIZIcFhYiIiGSHBYWIiIhkhwWFiIiIZIcFhYiIiGTHKa9mLEkSAKCmpkZwEiIiIuqo1vft1vfxS3HKglJbWwsAiIqKEpyEiIiIrlRtbS30ev0ln6OQOlJjZMZisaCoqAg6nQ4KhcKmr11TU4OoqCjk5+fDz8/Ppq9Nv+DX2TH4dXYMfp0dh19rx7DX11mSJNTW1iIiIgJK5aVXmTjlBEWpVCIyMtKun8PPz4/f/A7Ar7Nj8OvsGPw6Ow6/1o5hj6/z5SYnrbhIloiIiGSHBYWIiIhkhwXlN7RaLV588UVotVrRUVwav86Owa+zY/Dr7Dj8WjuGHL7OTrlIloiIiFwbJyhEREQkOywoREREJDssKERERCQ7LChEREQkOywov/Luu+8iJiYGnp6eGDhwIHbs2CE6kstZvHgxBg8eDJ1Oh5CQENx66604ceKE6Fgub/HixVAoFEhJSREdxeUUFhbinnvuQWBgILy9vdG/f3/s379fdCyXYjKZ8PzzzyMmJgZeXl6IjY3F3//+d1gsFtHRnNr27dsxdepUREREQKFQYN26de0elyQJCxcuREREBLy8vJCcnIysrCyH5WNBafHpp58iJSUFzz33HA4cOIDRo0fjhhtuQF5enuhoLiU9PR1z587F7t27kZaWBpPJhEmTJqG+vl50NJe1d+9erFixAv369RMdxeVUVlZi5MiR8PDwwPfff4+jR4/i9ddfh7+/v+hoLuWVV17Be++9h9TUVBw7dgxLlizBq6++irffflt0NKdWX1+PxMREpKamXvDxJUuWYOnSpUhNTcXevXsRFhaGiRMntl0Pz+4kkiRJkoYMGSI98sgj7e7r2bOn9MwzzwhK5B5KS0slAFJ6erroKC6ptrZWio+Pl9LS0qSxY8dKjz32mOhILuXpp5+WRo0aJTqGy5syZYr0wAMPtLtv2rRp0j333CMokesBIK1du7bt3xaLRQoLC5P++c9/tt3X1NQk6fV66b333nNIJk5QABiNRuzfvx+TJk1qd/+kSZOwa9cuQancQ3V1NQAgICBAcBLXNHfuXEyZMgUTJkwQHcUlrV+/HoMGDcIdd9yBkJAQJCUl4f333xcdy+WMGjUKmzdvxsmTJwEAhw4dws6dO3HjjTcKTua6cnJyUFxc3O59UavVYuzYsQ57X3TKiwXaWllZGcxmM0JDQ9vdHxoaiuLiYkGpXJ8kSViwYAFGjRqFhIQE0XFczpo1a5CRkYG9e/eKjuKysrOzsXz5cixYsAB/+ctfsGfPHsyfPx9arRZ/+MMfRMdzGU8//TSqq6vRs2dPqFQqmM1mvPzyy5gxY4boaC6r9b3vQu+Lubm5DsnAgvIrCoWi3b8lSfrdfWQ78+bNw+HDh7Fz507RUVxOfn4+HnvsMWzcuBGenp6i47gsi8WCQYMGYdGiRQCApKQkZGVlYfny5SwoNvTpp59i5cqVWLVqFfr06YODBw8iJSUFERERuO+++0THc2ki3xdZUAAEBQVBpVL9blpSWlr6u/ZItvHoo49i/fr12L59OyIjI0XHcTn79+9HaWkpBg4c2Haf2WzG9u3bkZqaCoPBAJVKJTChawgPD0fv3r3b3derVy988cUXghK5pieffBLPPPMM7r77bgBA3759kZubi8WLF7Og2ElYWBgA6yQlPDy87X5Hvi9yDQoAjUaDgQMHIi0trd39aWlpGDFihKBUrkmSJMybNw9ffvkltmzZgpiYGNGRXNL48eNx5MgRHDx4sO02aNAgzJo1CwcPHmQ5sZGRI0f+7jT5kydPokuXLoISuaaGhgYole3frlQqFU8ztqOYmBiEhYW1e180Go1IT0932PsiJygtFixYgHvvvReDBg3C8OHDsWLFCuTl5eGRRx4RHc2lzJ07F6tWrcJXX30FnU7XNrXS6/Xw8vISnM516HS6363r8fHxQWBgINf72NDjjz+OESNGYNGiRbjzzjuxZ88erFixAitWrBAdzaVMnToVL7/8MqKjo9GnTx8cOHAAS5cuxQMPPCA6mlOrq6vD6dOn2/6dk5ODgwcPIiAgANHR0UhJScGiRYsQHx+P+Ph4LFq0CN7e3pg5c6ZjAjrkXCEn8c4770hdunSRNBqNNGDAAJ76agcALnj74IMPREdzeTzN2D6+/vprKSEhQdJqtVLPnj2lFStWiI7kcmpqaqTHHntMio6Oljw9PaXY2FjpueeekwwGg+hoTm3r1q0X/H183333SZJkPdX4xRdflMLCwiStViuNGTNGOnLkiMPyKSRJkhxThYiIiIg6hmtQiIiISHZYUIiIiEh2WFCIiIhIdlhQiIiISHZYUIiIiEh2WFCIiIhIdlhQiIiISHZYUIiIiEh2WFCIiIhIdlhQiIiISHZYUIiIiEh2WFCIiIhIdv4fw5clAcacnI4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0,2,4,5,6,7,8,9,10]\n",
    "y = [60,13,45,29,48,77,102,95,58]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "002e0a56-4798-4eec-87b9-984e7ce6d9cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experience = [1,3,4,5,7,8,10,12]\n",
    "salary = [6500, 9280, 12050, 13200, 16672, 21000, 23965, 29793]\n",
    "plt.plot(experience, salary)\n",
    "plt.title(\"Salary of Person by their experience\")\n",
    "plt.xlabel(\"Experience\")\n",
    "plt.ylabel(\"Salary\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e86d449b-ffb0-4d2d-a480-f4c1585236a1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experience = [1,3,4,5,7,8,10,12]\n",
    "salary1 = [6500, 9280, 12050, 13200, 16672, 21000, 23965, 29793]\n",
    "salary2 = [9020, 12873, 15725, 18000, 19790, 20196, 25769,32000 ]\n",
    "plt.plot(experience, salary1, label = \"Salary 1\" , color='r', linestyle=\"--\", marker=\"o\", linewidth=3)\n",
    "plt.plot(experience, salary2, label = \"Salery 2\", color='g', linestyle=\":\", marker=\"^\")\n",
    "plt.title(\"Salary of Person by their experience\")\n",
    "plt.xlabel(\"Experience\")\n",
    "plt.ylabel(\"Salary\")\n",
    "plt.legend(loc = \"lower right\")\n",
    "plt.grid(True)\n",
    "plt.savefig(\"plot1.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce059dd8-c90e-48b4-b80f-5343bdf22db7",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.available\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "882c839b-47c5-421a-b4fd-66f6c4680e51",
   "metadata": {},
   "source": [
    "### Stack plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c25c70ad-5a2e-4b8d-8f10-49e86924354a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.style.use('Solarize_Light2')\n",
    "experience = [1,3,4,5,7,8,10,12]\n",
    "salary1 = [6500, 9280, 12050, 13200, 16672, 21000, 23965, 29793]\n",
    "plt.title(\"Salary of employee by their experience\")\n",
    "plt.xlabel(\"Experience\")\n",
    "plt.ylabel(\"Salary\")\n",
    "plt.stackplot(experience, salary1, colors = 'g')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "42831bba-d159-463c-8b3a-f83a10d1a83f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"fivethirtyeight\")\n",
    "plt.rcParams['font.size'] = 10\n",
    "days = [1,2,3,4,5,6]\n",
    "\n",
    "sleep = [6,7,5,8,6,7]\n",
    "drinking_water = [2,2,1,2,1,1]\n",
    "work =  [5,7,10,8,6,9]\n",
    "exercise=  [3,3,0,1,3,2]\n",
    "plt.plot([], [], color = \"green\", label = 'sleep', linewidth=3)\n",
    "plt.plot([], [], color = \"blue\", label = 'drinking_water', linewidth=3)\n",
    "plt.plot([], [], color = \"red\", label = 'work', linewidth=3)\n",
    "plt.plot([], [], color = \"orange\", label = 'exercise', linewidth=3)\n",
    "\n",
    "plt.xlabel('days')\n",
    "plt.ylabel('activities')\n",
    "plt.title('6 days routine stack plot')\n",
    "plt.stackplot(days, sleep, drinking_water, work, exercise, colors=['green', 'blue', 'red', 'orange'])\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "63b20407-f7bb-4d61-8e73-980ab4d8235d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock1= [5,3,3,6,1,8,2,7,9]\n",
    "stock2= [2,4,1,3,5,0,3,1,0]\n",
    "stock3= [2,2,5,1,3,1,4,1,0]\n",
    "\n",
    "days =[1,2,3,4,5,6,7,8,9]\n",
    "\n",
    "stocks= [\"stock1\",\"stock2\",\"stock3\"]\n",
    "colors = [\"#F9CDAD\", \"#FC9D9A\", \"#83AF9B\"]\n",
    "\n",
    "plt.title(\"Stack Plot of Stock Rates\")\n",
    "\n",
    "plt.stackplot(days,stock1,stock2,stock3,labels=stocks,colors=colors)\n",
    "\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f986cf38-56b8-4739-a62d-d96490eacbce",
   "metadata": {},
   "source": [
    "### Bar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ffc7c7ed-a7aa-40aa-b2ab-2a2ac47a9625",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [\"A\", \"B\", \"C\", \"D\"]\n",
    "y = [3, 8, 1, 10]\n",
    "plt.bar(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "8310498b-9ff6-4a1d-aa8e-1e56ade8c746",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experience = [1,2,3,4,5,6,7,8]\n",
    "salary1 = [6500, 9280, 12050, 13200, 16672, 21000, 23965, 29793]\n",
    "salary2 = [9020, 12873, 15725, 18000, 19790, 20196, 25769,32000 ]\n",
    "plt.plot(experience, salary2, label=\"Salary2\")\n",
    "plt.bar(experience, salary1, color = 'm', label=\"Salary1\", width= 0.2)\n",
    "plt.title(\"Salary of people\")\n",
    "plt.xlabel(\"Experience\")\n",
    "plt.ylabel(\"Salary\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "bebed0e2-1051-42a1-ae1a-c90474fa8575",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experience = [1,2,3,4,5,6,7,8]\n",
    "salary1 = [6500, 9280, 12050, 13200, 16672, 21000, 23965, 29793]\n",
    "salary2 = [9020, 12873, 15725, 18000, 19790, 20196, 25769,32000 ]\n",
    "plt.bar(experience, salary2, label=\"Salary2\")\n",
    "plt.bar(experience, salary1, color = 'm', label=\"Salary1\", width= 0.2)\n",
    "plt.title(\"Salary of people\")\n",
    "plt.xlabel(\"Experience\")\n",
    "plt.ylabel(\"Salary\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "070f23e8-0a21-4761-a0b4-7ac5a02bd8de",
   "metadata": {},
   "source": [
    "### Pie chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "d01189e1-aaba-4dfa-bdfd-2ab2674d3bf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x13604be7050>,\n",
       "  <matplotlib.patches.Wedge at 0x13604b96f90>,\n",
       "  <matplotlib.patches.Wedge at 0x13604be5ee0>],\n",
       " [Text(0.9352388413294948, 0.5790753920420592, ''),\n",
       "  Text(-0.30102932112742775, 1.0580081983716196, ''),\n",
       "  Text(-0.30102917254061, -1.0580082406482079, '')])"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "experience = [1,2,3,4,5,6,7,8]\n",
    "salary1 = [6500, 9280, 12050, 13200, 16672, 21000, 23965, 29793]\n",
    "salary2 = [9020, 12873, 15725, 18000, 19790, 20196, 25769,32000 ]\n",
    "\n",
    "plt.title(\"My chart\")\n",
    "slices = [30, 40, 100]\n",
    "plt.pie(slices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "a6b2895b-4cf9-4c5c-ac49-0b9ad7bfc84b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "list_1 = [40,56,72,38,4]\n",
    "persons = [\"Josh\",\"Berkay\",\"Maria\",\"Michael\",\"Anastacia\"]\n",
    "plt.pie(list_1, labels = persons, startangle)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "6f916db1-620b-4585-a27f-d6d4d7b90997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize= (4, 4))\n",
    "plt.rcParams['font.size'] = 6\n",
    "list_1 = [40,56,72,38,4]\n",
    "myexplode = [0, 0.2, 0, 0.0, 0]\n",
    "persons = [\"Josh\",\"Berkay\",\"Maria\",\"Michael\",\"Anastacia\"]\n",
    "# colors = [\"black\",\"g\",\"y\",\"hotpink\",\"#4CAF70\"]\n",
    "plt.pie(list_1, labels = persons, startangle = 90, explode = myexplode, shadow=True, autopct=\"%1.1f%%\")\n",
    "plt.legend(title= \"Persons\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "1843d1b7-27dc-437e-ac95-f660e3f81fca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "notes = [30,74,94,14,55,47,63,28,88,44,53,18,66,74,81]\n",
    "plt.hist(notes, bins = 5, color = 'g', edgecolor = 'black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "2cc7ff90-27db-40a5-9f05-1711ca2960ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[170.33914533 167.41758883 168.39598285 175.44373597 184.75898348\n",
      " 166.11315301 187.59643108 165.89309648 162.56016846 181.60457986\n",
      " 172.13439808 171.55754148 173.84339098 177.86508144 190.21677897\n",
      " 158.29963704 166.94981729 168.00611109 169.68178505 152.76256873\n",
      " 179.47227229 178.09547414 175.78475874 166.5555427  172.85413865\n",
      " 155.54139527 177.37690917 160.39264005 154.8967836  176.54708232\n",
      " 161.06144583 185.88550934 191.88607333 172.58370196 187.69926753\n",
      " 173.15964794 162.62516541 152.46298026 155.66681774 157.53167626\n",
      " 154.55938196 150.63780748 157.4286268  183.1315506  172.31962569\n",
      " 164.23290743 162.31292411 168.73716864 164.2550306  159.18906651\n",
      " 162.85484551 180.97614692 168.46578893 164.47785739 187.70991344\n",
      " 178.42251534 179.07220696 161.54248189 170.77489956 166.83761419\n",
      " 161.06284012 185.13904716 174.30669375 165.18654369 166.33035957\n",
      " 181.71358965 165.61733354 171.27743207 164.53408909 169.64648619\n",
      " 161.78647488 165.14203104 157.52778304 155.12006991 170.82959575\n",
      " 180.17749819 178.67922543 169.60650933 182.7260729  173.51646711\n",
      " 187.92101777 164.91353865 161.42295649 170.20662498 159.65324718\n",
      " 157.51780878 170.11805132 189.39297921 180.38739572 155.57806182\n",
      " 159.42566047 177.94857905 160.18788238 172.20584036 152.21820666\n",
      " 163.6376963  161.16969874 159.1455469  177.7071427  166.96454997\n",
      " 160.20153402 175.0120387  178.08364747 177.83928202 167.20288887\n",
      " 180.93094781 168.3330219  177.17846981 165.40078058 169.3811669\n",
      " 179.94541883 166.94933881 186.05773678 184.38088093 187.49308059\n",
      " 168.67913097 158.769995   170.30259622 162.03910859 162.29178336\n",
      " 160.10359346 148.58628784 176.54167171 164.78420037 176.57161451\n",
      " 179.06230148 185.72429151 158.28003537 164.58320914 169.28714465\n",
      " 180.70606669 166.71653601 183.12028476 178.44713317 167.47200266\n",
      " 171.47503252 166.73762142 178.66439619 175.14367626 175.5325938\n",
      " 171.62240375 164.90751285 164.95732629 166.46725929 147.86334857\n",
      " 170.54020284 154.92828132 179.88503719 174.97685915 182.80700326\n",
      " 194.30473022 152.61849733 168.17181976 172.21029785 168.51185906\n",
      " 168.75990487 185.01400077 180.46741437 177.4735878  156.50219695\n",
      " 173.43912715 169.94991016 165.22282649 169.10963044 164.7141759\n",
      " 166.21832643 178.63503784 180.65125525 176.43284394 158.57171188\n",
      " 186.79967445 165.07749843 173.01921528 161.39008695 157.14776027\n",
      " 169.14760458 177.61648763 167.39239148 164.62053732 171.42798295\n",
      " 175.56442441 167.99950985 161.65955426 177.03573815 166.87409296\n",
      " 186.91404811 152.63049483 178.42048095 162.2587946  175.74857879\n",
      " 152.48675429 161.07771243 187.13461415 159.44695053 162.01210554\n",
      " 167.04652283 164.15629946 164.19819312 178.80207824 169.83648391\n",
      " 195.54243474 180.55188593 180.86036353 176.88325868 174.0107876\n",
      " 172.18933266 165.10077797 177.25694214 166.07186759 173.8909121\n",
      " 166.99913948 175.95087716 169.9161935  167.75872178 163.84373175\n",
      " 170.30247923 177.99040368 178.47284422 188.03433434 167.54406016\n",
      " 176.05545453 174.46385227 158.10402988 163.32224651 172.89036091\n",
      " 156.94199708 164.93475267 161.85239336 172.71630793 171.86459849\n",
      " 176.00811798 157.73552927 150.25933006 186.59863835 172.38494568\n",
      " 166.23559742 172.98335473 147.98562256 171.6285918  163.74215316\n",
      " 166.62801912 173.37097194 180.68680138 153.93521788 173.4496828\n",
      " 167.10016222 170.85572675 175.38113363 160.49449597 164.98664934]\n"
     ]
    }
   ],
   "source": [
    "x = np.random.normal(170, 10, 250)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "729c44aa-7498-4b09-a2a8-bfeaecce636f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(x, color='gray', edgecolor = 'black')\n",
    "plt.title(\"Normal Distribution\")\n",
    "plt.xlabel(\"Numbers\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.grid(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1e527b8-72dd-4e6d-8300-85a279f0498a",
   "metadata": {},
   "source": [
    "### Practical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "5505255d-e767-4af5-ba2f-c95d278f1830",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Employee_Name</th>\n",
       "      <th>EmpID</th>\n",
       "      <th>MarriedID</th>\n",
       "      <th>MaritalStatusID</th>\n",
       "      <th>GenderID</th>\n",
       "      <th>EmpStatusID</th>\n",
       "      <th>DeptID</th>\n",
       "      <th>PerfScoreID</th>\n",
       "      <th>FromDiversityJobFairID</th>\n",
       "      <th>Salary</th>\n",
       "      <th>...</th>\n",
       "      <th>ManagerName</th>\n",
       "      <th>ManagerID</th>\n",
       "      <th>RecruitmentSource</th>\n",
       "      <th>PerformanceScore</th>\n",
       "      <th>EngagementSurvey</th>\n",
       "      <th>EmpSatisfaction</th>\n",
       "      <th>SpecialProjectsCount</th>\n",
       "      <th>LastPerformanceReview_Date</th>\n",
       "      <th>DaysLateLast30</th>\n",
       "      <th>Absences</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adinolfi, Wilson  K</td>\n",
       "      <td>10026</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>62506</td>\n",
       "      <td>...</td>\n",
       "      <td>Michael Albert</td>\n",
       "      <td>22.0</td>\n",
       "      <td>LinkedIn</td>\n",
       "      <td>Exceeds</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1/17/2019</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ait Sidi, Karthikeyan</td>\n",
       "      <td>10084</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>104437</td>\n",
       "      <td>...</td>\n",
       "      <td>Simon Roup</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Indeed</td>\n",
       "      <td>Fully Meets</td>\n",
       "      <td>4.96</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Akinkuolie, Sarah</td>\n",
       "      <td>10196</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>64955</td>\n",
       "      <td>...</td>\n",
       "      <td>Kissy Sullivan</td>\n",
       "      <td>20.0</td>\n",
       "      <td>LinkedIn</td>\n",
       "      <td>Fully Meets</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5/15/2012</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alagbe,Trina</td>\n",
       "      <td>10088</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>64991</td>\n",
       "      <td>...</td>\n",
       "      <td>Elijiah Gray</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Indeed</td>\n",
       "      <td>Fully Meets</td>\n",
       "      <td>4.84</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1/3/2019</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anderson, Carol</td>\n",
       "      <td>10069</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>50825</td>\n",
       "      <td>...</td>\n",
       "      <td>Webster Butler</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Google Search</td>\n",
       "      <td>Fully Meets</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2/1/2016</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Employee_Name  EmpID  MarriedID  MaritalStatusID  GenderID  \\\n",
       "0       Adinolfi, Wilson  K  10026          0                0         1   \n",
       "1  Ait Sidi, Karthikeyan     10084          1                1         1   \n",
       "2         Akinkuolie, Sarah  10196          1                1         0   \n",
       "3              Alagbe,Trina  10088          1                1         0   \n",
       "4          Anderson, Carol   10069          0                2         0   \n",
       "\n",
       "   EmpStatusID  DeptID  PerfScoreID  FromDiversityJobFairID  Salary  ...  \\\n",
       "0            1       5            4                       0   62506  ...   \n",
       "1            5       3            3                       0  104437  ...   \n",
       "2            5       5            3                       0   64955  ...   \n",
       "3            1       5            3                       0   64991  ...   \n",
       "4            5       5            3                       0   50825  ...   \n",
       "\n",
       "      ManagerName  ManagerID RecruitmentSource PerformanceScore  \\\n",
       "0  Michael Albert       22.0          LinkedIn          Exceeds   \n",
       "1      Simon Roup        4.0            Indeed      Fully Meets   \n",
       "2  Kissy Sullivan       20.0          LinkedIn      Fully Meets   \n",
       "3    Elijiah Gray       16.0            Indeed      Fully Meets   \n",
       "4  Webster Butler       39.0     Google Search      Fully Meets   \n",
       "\n",
       "   EngagementSurvey EmpSatisfaction SpecialProjectsCount  \\\n",
       "0              4.60               5                    0   \n",
       "1              4.96               3                    6   \n",
       "2              3.02               3                    0   \n",
       "3              4.84               5                    0   \n",
       "4              5.00               4                    0   \n",
       "\n",
       "  LastPerformanceReview_Date DaysLateLast30 Absences  \n",
       "0                  1/17/2019              0        1  \n",
       "1                  2/24/2016              0       17  \n",
       "2                  5/15/2012              0        3  \n",
       "3                   1/3/2019              0       15  \n",
       "4                   2/1/2016              0        2  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 208,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"hr.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "e79aade9-3ab0-4980-a128-610de9347f2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [40000, 55000, 70000, 85000, 100000, 120000]\n",
    "plt.hist(df.Salary, color = \"blue\", edgecolor = \"black\", bins=bins)\n",
    "plt.title(\"Salaries of workers\")\n",
    "plt.xlabel(\"Salary\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a7cdaa3-f648-4d67-bed7-8c1b2d5cf344",
   "metadata": {},
   "source": [
    "### Scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "fd6a472a-d377-41af-94aa-bcc428ae2ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x13605f9a660>"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_exam_grades = [89, 90, 70, 89, 100, 80, 90, 100, 80, 34]\n",
    "second_exam_grades = [30, 29, 49, 48, 100, 48, 38, 45, 20, 30]\n",
    "sizes = np.array([20,50,100,200,500,1000,60,90,10,300])\n",
    "plt.title(\"Exam grades scatter plot\")\n",
    "plt.xlabel(\"First exam grades\")\n",
    "plt.ylabel(\"Second exam grades\")\n",
    "\n",
    "plt.scatter(first_exam_grades, second_exam_grades, color=\"r\", s = sizes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "f2f03316-764c-441e-8a55-40eaaa6b7522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_exam_grades = [89, 90, 70, 89, 100, 80, 90, 100, 80, 34]\n",
    "first_study_hours = [6,8,3,9,9,1,4,2,2,5]\n",
    "\n",
    "second_exam_grades = [30, 29, 49, 48, 100, 48, 38, 45, 20, 30]\n",
    "second_study_hours = [2,7,1,5,3,3,2,6,3,2]\n",
    "\n",
    "plt.scatter(first_exam_grades, first_study_hours, marker=\"x\", s=100, color=\"g\")\n",
    "plt.scatter(second_exam_grades, second_study_hours, co)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "efd8249e-0836-4fd0-be54-b759557350ad",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}