Lab 10 - Data Visualization - I.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "039952f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy.random import randn\n",
    "import pandas as pd\n",
    "from pandas import Series, DataFrame\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "import seaborn as sns\n",
    "\n",
    "rcParams['figure.figsize'] = 4,3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2b9a4e6",
   "metadata": {},
   "source": [
    "### 1. Creating a line chart from list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "40312bc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = range(1,10)\n",
    "y = [1,2,3,4,0,4,3,2,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ede14801",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2375225a4a0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "18f8edf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 9 artists>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# barchart\n",
    "plt.bar(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "36ffcc34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\MuhammadWasim'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a88bf06",
   "metadata": {},
   "outputs": [],
   "source": [
    "cars = pd.read_csv('mtcars.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "33774624",
   "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>model</th>\n",
       "      <th>mpg</th>\n",
       "      <th>cyl</th>\n",
       "      <th>disp</th>\n",
       "      <th>hp</th>\n",
       "      <th>drat</th>\n",
       "      <th>wt</th>\n",
       "      <th>qsec</th>\n",
       "      <th>vs</th>\n",
       "      <th>am</th>\n",
       "      <th>gear</th>\n",
       "      <th>carb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mazda RX4</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6</td>\n",
       "      <td>160.0</td>\n",
       "      <td>110</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2.620</td>\n",
       "      <td>16.46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Mazda RX4 Wag</td>\n",
       "      <td>21.0</td>\n",
       "      <td>6</td>\n",
       "      <td>160.0</td>\n",
       "      <td>110</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2.875</td>\n",
       "      <td>17.02</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Datsun 710</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4</td>\n",
       "      <td>108.0</td>\n",
       "      <td>93</td>\n",
       "      <td>3.85</td>\n",
       "      <td>2.320</td>\n",
       "      <td>18.61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hornet 4 Drive</td>\n",
       "      <td>21.4</td>\n",
       "      <td>6</td>\n",
       "      <td>258.0</td>\n",
       "      <td>110</td>\n",
       "      <td>3.08</td>\n",
       "      <td>3.215</td>\n",
       "      <td>19.44</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hornet Sportabout</td>\n",
       "      <td>18.7</td>\n",
       "      <td>8</td>\n",
       "      <td>360.0</td>\n",
       "      <td>175</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.440</td>\n",
       "      <td>17.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Valiant</td>\n",
       "      <td>18.1</td>\n",
       "      <td>6</td>\n",
       "      <td>225.0</td>\n",
       "      <td>105</td>\n",
       "      <td>2.76</td>\n",
       "      <td>3.460</td>\n",
       "      <td>20.22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Duster 360</td>\n",
       "      <td>14.3</td>\n",
       "      <td>8</td>\n",
       "      <td>360.0</td>\n",
       "      <td>245</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.570</td>\n",
       "      <td>15.84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Merc 240D</td>\n",
       "      <td>24.4</td>\n",
       "      <td>4</td>\n",
       "      <td>146.7</td>\n",
       "      <td>62</td>\n",
       "      <td>3.69</td>\n",
       "      <td>3.190</td>\n",
       "      <td>20.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Merc 230</td>\n",
       "      <td>22.8</td>\n",
       "      <td>4</td>\n",
       "      <td>140.8</td>\n",
       "      <td>95</td>\n",
       "      <td>3.92</td>\n",
       "      <td>3.150</td>\n",
       "      <td>22.90</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Merc 280</td>\n",
       "      <td>19.2</td>\n",
       "      <td>6</td>\n",
       "      <td>167.6</td>\n",
       "      <td>123</td>\n",
       "      <td>3.92</td>\n",
       "      <td>3.440</td>\n",
       "      <td>18.30</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               model   mpg  cyl   disp   hp  drat     wt   qsec  vs  am  gear  \\\n",
       "0          Mazda RX4  21.0    6  160.0  110  3.90  2.620  16.46   0   1     4   \n",
       "1      Mazda RX4 Wag  21.0    6  160.0  110  3.90  2.875  17.02   0   1     4   \n",
       "2         Datsun 710  22.8    4  108.0   93  3.85  2.320  18.61   1   1     4   \n",
       "3     Hornet 4 Drive  21.4    6  258.0  110  3.08  3.215  19.44   1   0     3   \n",
       "4  Hornet Sportabout  18.7    8  360.0  175  3.15  3.440  17.02   0   0     3   \n",
       "5            Valiant  18.1    6  225.0  105  2.76  3.460  20.22   1   0     3   \n",
       "6         Duster 360  14.3    8  360.0  245  3.21  3.570  15.84   0   0     3   \n",
       "7          Merc 240D  24.4    4  146.7   62  3.69  3.190  20.00   1   0     4   \n",
       "8           Merc 230  22.8    4  140.8   95  3.92  3.150  22.90   1   0     4   \n",
       "9           Merc 280  19.2    6  167.6  123  3.92  3.440  18.30   1   0     4   \n",
       "\n",
       "   carb  \n",
       "0     4  \n",
       "1     4  \n",
       "2     1  \n",
       "3     1  \n",
       "4     2  \n",
       "5     1  \n",
       "6     4  \n",
       "7     2  \n",
       "8     2  \n",
       "9     4  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bb23d5fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWcAAAEYCAYAAACAzDeZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAlwUlEQVR4nO3de1hUdf4H8PeZAQbUAW/BDDHCtFJqWvqIi1gpWqJTee9iVkqlaaLlw7a14JZUCnRzNWunbI208lJb2oVEKQPzMVqxSDMrTFBcQdOUmzh4+fz+8MdZR0BmcNDj8H49z3kezjmfOd/vDJz3fOdwzhlFRARERKQpukvdASIiqo/hTESkQQxnIiINYjgTEWkQw5mISIMYzkREGsRwJiLSIIYzEZEGMZyJiDSI4UxEpEE+7hTb7XbY7XYUFxcDAK699lo8/fTTsNlsAID4+HgsXbrU6THR0dHIy8tzuY3Tp09j//79MBqNUBTFne4REWmSiKCyshKhoaHQ6VwbE7sVzmFhYUhPT0fXrl0BAEuXLsWoUaPw/fff49prrwUADB8+HBkZGepj/Pz83GkC+/fvh8VicesxRESXg5KSEoSFhblU61Y4jxgxwml+3rx5sNvtyMvLU8PZYDDAZDK5s1knRqMRwJknERgY2OztEBFpRUVFBSwWi5pvrnArnM926tQpfPDBB6iurkZMTIy6PCcnB8HBwWjfvj0GDRqEefPmITg4uNHtOBwOOBwOdb6yshIAEBgYyHAmIq/izqFat/8huH37drRr1w4GgwHTpk3D6tWr0aNHDwCAzWbDe++9hw0bNuDll1/Gli1bMGTIEKfwPVdaWhqCgoLUiYc0iIgAxd37OdfW1mLv3r04evQoPvzwQ/zrX/9Cbm6uGtBnKy0tRXh4OFauXImxY8c2uL1zR851w//y8nKOnInIK1RUVCAoKMitXHP7sIafn5/6D8GoqChs2bIFCxcuxBtvvFGv1mw2Izw8HIWFhY1uz2AwwGAwuNsNIiKvdsHnOYtIo4ctDh8+jJKSEpjN5gtthoioVXFr5JycnAybzQaLxYLKykqsXLkSOTk5yMrKQlVVFVJSUjBu3DiYzWYUFxcjOTkZnTt3xpgxY1qq/0REXsmtcD5w4ADuv/9+lJaWIigoCNdddx2ysrIwdOhQ1NTUYPv27Vi2bBmOHj0Ks9mMwYMHY9WqVW6dPkJERM34h2BLa86BcyIiLWtOrvHeGkREGtTsi1CI6MJF/C2z3rLi9NsuQU9IazhyJiLSIIYzEZEGMZyJiDSI4UxEpEEMZyIiDWI4ExFpEMOZiEiDGM5ERBrEi1CI3HTuhSO8aIRaAkfOREQaxHAmItIghjMRkQYxnImINIjhTESkQQxnIiINYjgTEWkQw5mISIMYzkREGsRwJiLSILfC2W6347rrrkNgYCACAwMRExODtWvXqutFBCkpKQgNDUVAQABiY2OxY8cOj3eaiMjbuRXOYWFhSE9PR35+PvLz8zFkyBCMGjVKDeAXXngB8+fPx6uvvootW7bAZDJh6NChqKysbJHOExF5K7dufDRixAin+Xnz5sFutyMvLw89evTAggULMHv2bIwdOxYAsHTpUoSEhGD58uWYOnWq53pNpHH8Vu2W01pe22Yfcz516hRWrlyJ6upqxMTEoKioCGVlZYiLi1NrDAYDBg0ahM2bN3uks0RErYXbtwzdvn07YmJicPz4cbRr1w6rV69Gjx491AAOCQlxqg8JCcGePXsa3Z7D4YDD4VDnKyoq3O0SEZHXcXvkfM0116CgoAB5eXl45JFHMGnSJPz000/qekVRnOpFpN6ys6WlpSEoKEidLBaLu10iIvI6boezn58funbtiqioKKSlpeH666/HwoULYTKZAABlZWVO9QcPHqw3mj5bUlISysvL1amkpMTdLhEReZ0LPs9ZROBwOGC1WmEymZCdna2uq62tRW5uLgYMGNDo4w0Gg3pqXt1ERNTauXXMOTk5GTabDRaLBZWVlVi5ciVycnKQlZUFRVEwa9YspKamIjIyEpGRkUhNTUWbNm0wYcKEluo/EZFXciucDxw4gPvvvx+lpaUICgrCddddh6ysLAwdOhQA8MQTT6CmpgbTp0/HkSNHEB0djfXr18NoNLZI54mIvJVb4bxkyZLzrlcUBSkpKUhJSbmQPhERtXq8twYRkQYxnImINIjhTESkQQxnIiINYjgTEWkQw5mISIMYzkREGsRwJiLSIIYzEZEGMZyJiDSI4UxEpEFufxMKEZG7Wsv3/nkSR85ERBrEcCYi0iCGMxGRBjGciYg0iOFMRKRBDGciIg1iOBMRaRDDmYhIg3gRChFpBi9W+R+OnImINMitcE5LS0O/fv1gNBoRHByM0aNH45dffnGqiY+Ph6IoTlP//v092mkiIm/nVjjn5uYiISEBeXl5yM7OxsmTJxEXF4fq6mqnuuHDh6O0tFSdPv/8c492mojI27l1zDkrK8tpPiMjA8HBwdi6dSsGDhyoLjcYDDCZTJ7pIRFRK3RBx5zLy8sBAB07dnRanpOTg+DgYFx99dWYMmUKDh482Og2HA4HKioqnCYiotau2eEsIkhMTMSNN96Inj17qsttNhvee+89bNiwAS+//DK2bNmCIUOGwOFwNLidtLQ0BAUFqZPFYmlul4iIvEazT6WbMWMGtm3bhk2bNjktv/vuu9Wfe/bsiaioKISHhyMzMxNjx46tt52kpCQkJiaq8xUVFQxoImr1mhXOM2fOxCeffIKNGzciLCzsvLVmsxnh4eEoLCxscL3BYIDBYGhON4iIvJZb4SwimDlzJlavXo2cnBxYrdYmH3P48GGUlJTAbDY3u5NERK2NW+GckJCA5cuX4+OPP4bRaERZWRkAICgoCAEBAaiqqkJKSgrGjRsHs9mM4uJiJCcno3PnzhgzZkyLPIHWhldQEbUOboWz3W4HAMTGxjotz8jIQHx8PPR6PbZv345ly5bh6NGjMJvNGDx4MFatWgWj0eixThMReTu3D2ucT0BAANatW3dBHSIiIt5bg4hIkxjOREQaxHAmItIghjMRkQYxnImINIjhTESkQQxnIiINYjgTEWlQq/qC19Zy6XNreZ5E3owjZyIiDWI4ExFpEMOZiEiDGM5ERBrEcCYi0iCGMxGRBjGciYg0qFWd50x0uTr33HWet+79GM4N4EUcRNQcnswOHtYgItIgzY+cXX0n4sc+IvImHDkTEWmQW+GclpaGfv36wWg0Ijg4GKNHj8Yvv/ziVCMiSElJQWhoKAICAhAbG4sdO3Z4tNNERN7OrXDOzc1FQkIC8vLykJ2djZMnTyIuLg7V1dVqzQsvvID58+fj1VdfxZYtW2AymTB06FBUVlZ6vPNERN7KrWPOWVlZTvMZGRkIDg7G1q1bMXDgQIgIFixYgNmzZ2Ps2LEAgKVLlyIkJATLly/H1KlTPddzIiIvdkHHnMvLywEAHTt2BAAUFRWhrKwMcXFxao3BYMCgQYOwefPmC2mKiKhVafbZGiKCxMRE3HjjjejZsycAoKysDAAQEhLiVBsSEoI9e/Y0uB2HwwGHw6HOV1RUNLdLREReo9kj5xkzZmDbtm1YsWJFvXWKojjNi0i9ZXXS0tIQFBSkThaLpbldIiLyGs0K55kzZ+KTTz7BV199hbCwMHW5yWQC8L8RdJ2DBw/WG03XSUpKQnl5uTqVlJQ0p0tERF7FrcMaIoKZM2di9erVyMnJgdVqdVpvtVphMpmQnZ2NPn36AABqa2uRm5uL559/vsFtGgwGGAyGZnafiOjCaPV2DW6Fc0JCApYvX46PP/4YRqNRHSEHBQUhICAAiqJg1qxZSE1NRWRkJCIjI5Gamoo2bdpgwoQJLfIEiIi8kVvhbLfbAQCxsbFOyzMyMhAfHw8AeOKJJ1BTU4Pp06fjyJEjiI6Oxvr162E0Gj3SYSKi1sDtwxpNURQFKSkpSElJaW6f6CLR6sc5unzwb6jl8N4aREQaxHAmItIgzd8yVMt4m1IiaikcORMRaRDDmYhIgxjOREQaxGPOLYynGhFRc3DkTESkQRw5U5M4+ie6+DhyJiLSIIYzEZEG8bAGXVQ8RELkGo6ciYg0iOFMRKRBDGciIg1iOBMRaRDDmYhIg3i2BnkEz8Ig8iyOnImINIjhTESkQQxnIiIN4jFnIvJKl/v/QdweOW/cuBEjRoxAaGgoFEXBmjVrnNbHx8dDURSnqX///p7qLxFRq+D2yLm6uhrXX389HnjgAYwbN67BmuHDhyMjI0Od9/Pza34Picgll/tIkZy5Hc42mw02m+28NQaDASaTqdmdIiJq7VrkmHNOTg6Cg4PRvn17DBo0CPPmzUNwcHCDtQ6HAw6HQ52vqKhoiS7RZYajwJbD1/by4PFwttlsuPPOOxEeHo6ioiI89dRTGDJkCLZu3QqDwVCvPi0tDc8884ynu0FE5FHnvqm19Buax8P57rvvVn/u2bMnoqKiEB4ejszMTIwdO7ZefVJSEhITE9X5iooKWCwWT3eLiOiy0uKn0pnNZoSHh6OwsLDB9QaDocERNdHFxo/7pCUtfhHK4cOHUVJSArPZ3NJNERF5DbdHzlVVVdi1a5c6X1RUhIKCAnTs2BEdO3ZESkoKxo0bB7PZjOLiYiQnJ6Nz584YM2aMRztOROTN3A7n/Px8DB48WJ2vO148adIk2O12bN++HcuWLcPRo0dhNpsxePBgrFq1Ckaj0XO99kL8SE1EZ3M7nGNjYyEija5ft27dBXWIiIh44yMiIk1iOBMRaRDDmYhIgxjOREQaxPs5E1GDeAbRpcWRMxGRBjGciYg0iOFMRKRBDGciIg1iOBMRaRDDmYhIgxjOREQaxHAmItIghjMRkQYxnImINIjhTESkQQxnIiINYjgTEWkQw5mISIMYzkREGsRwJiLSILfDeePGjRgxYgRCQ0OhKArWrFnjtF5EkJKSgtDQUAQEBCA2NhY7duzwVH+JiFoFt8O5uroa119/PV599dUG17/wwguYP38+Xn31VWzZsgUmkwlDhw5FZWXlBXeWiKi1cPtrqmw2G2w2W4PrRAQLFizA7NmzMXbsWADA0qVLERISguXLl2Pq1KkX1luic5z7VUoNfY0Sv26JLkcePeZcVFSEsrIyxMXFqcsMBgMGDRqEzZs3e7IpIiKv5tEveC0rKwMAhISEOC0PCQnBnj17GnyMw+GAw+FQ5ysqKjzZJSKiy1KLnK2hKIrTvIjUW1YnLS0NQUFB6mSxWFqiS0RElxWPhrPJZALwvxF0nYMHD9YbTddJSkpCeXm5OpWUlHiyS0RElyWPhrPVaoXJZEJ2dra6rLa2Frm5uRgwYECDjzEYDAgMDHSaiIhaO7ePOVdVVWHXrl3qfFFREQoKCtCxY0d06dIFs2bNQmpqKiIjIxEZGYnU1FS0adMGEyZM8GjHiYi8mdvhnJ+fj8GDB6vziYmJAIBJkybh7bffxhNPPIGamhpMnz4dR44cQXR0NNavXw+j0ei5XhMReTm3wzk2NhYi0uh6RVGQkpKClJSUC+kXEVGrxntrEBFpEMOZiEiDGM5ERBrEcCYi0iCGMxGRBjGciYg0iOFMRKRBDGciIg1iOBMRaRDDmYhIgxjOREQaxHAmItIghjMRkQYxnImINIjhTESkQQxnIiINYjgTEWkQw5mISIMYzkREGsRwJiLSIIYzEZEGMZyJiDTI4+GckpICRVGcJpPJ5OlmiIi8mk9LbPTaa6/FF198oc7r9fqWaIaIyGu1SDj7+PhwtExEdAFa5JhzYWEhQkNDYbVaMX78eOzevbvRWofDgYqKCqeJiKi183g4R0dHY9myZVi3bh3efPNNlJWVYcCAATh8+HCD9WlpaQgKClIni8Xi6S4REV12PB7ONpsN48aNQ69evXDLLbcgMzMTALB06dIG65OSklBeXq5OJSUlnu4SEdFlp0WOOZ+tbdu26NWrFwoLCxtcbzAYYDAYWrobRESXlRY/z9nhcGDnzp0wm80t3RQRkdfweDg//vjjyM3NRVFREb799lvccccdqKiowKRJkzzdFBGR1/L4YY19+/bhnnvuwaFDh3DFFVegf//+yMvLQ3h4uKebIiLyWh4P55UrV3p6k0RErQ7vrUFEpEEMZyIiDWI4ExFpEMOZiEiDGM5ERBrEcCYi0iCGMxGRBjGciYg0iOFMRKRBDGciIg1iOBMRaRDDmYhIgxjOREQaxHAmItIghjMRkQYxnImINIjhTESkQQxnIiINYjgTEWkQw5mISIMYzkREGtRi4fzPf/4TVqsV/v7+6Nu3L77++uuWaoqIyOu0SDivWrUKs2bNwuzZs/H999/jpptugs1mw969e1uiOSIir9Mi4Tx//nw89NBDmDx5Mrp3744FCxbAYrHAbre3RHNERF7H4+FcW1uLrVu3Ii4uzml5XFwcNm/e7OnmiIi8ko+nN3jo0CGcOnUKISEhTstDQkJQVlZWr97hcMDhcKjz5eXlAICKigoAwGnHsXqPqVt3tnPrXKnxdN2laLOhutbSZkN1bLPl2myorrW02VCdO9uqqxWReusbJR723//+VwDI5s2bnZbPnTtXrrnmmnr1c+bMEQCcOHHi5PVTSUmJy1nq8ZFz586dodfr642SDx48WG80DQBJSUlITExU50+fPo0//vgDnTp1gqIoAM6881gsFpSUlCAwMLDRtj1Z11ra1HLf2KZ3tanlvrV0myKCyspKhIaGNvqYc3k8nP38/NC3b19kZ2djzJgx6vLs7GyMGjWqXr3BYIDBYHBa1r59+wa3HRgYeN4XpCXqWkubWu4b2/SuNrXct5ZsMygoqMn6s3k8nAEgMTER999/P6KiohATE4PFixdj7969mDZtWks0R0TkdVoknO+++24cPnwYzz77LEpLS9GzZ098/vnnCA8Pb4nmiIi8TouEMwBMnz4d06dP98i2DAYD5syZU+/wR0vWtZY2tdw3tuldbWq5b5fq9TgfRcSdczuIiOhi4I2PiIg0iOFMRKRBDGciIg1iOHsAD9sTkae12NkaF2Lfvn2w2+3YvHkzysrKoCgKQkJCMGDAAEybNg0Wi+VSd9GJwWDADz/8gO7du1/qrjSptLQUdrsdmzZtQmlpKfR6PaxWK0aPHo34+Hjo9fpL3UUiggbP1ti0aRNsNhssFgvi4uIQEhICEcHBgweRnZ2NkpISrF27FjfccEOT2yopKcGcOXPw2muvYevWrejYsSN69OjhVHP8+HG8//776NevH/Ly8hATE4Nu3brh559/xsKFC+FwOHDfffdhyJAhTpeZn23hwoW477770KlTJwBnbpl6tiNHjmDp0qUoLCyE2WzGpEmTcOjQIbRv3x5WqxUA8O6778Jut2Pv3r0IDw/HjBkzMH78eMycORN33XUXbrrppiaf76JFi5Cfn4/bbrsNd911F9555x2kpaXh9OnTGDt2LEaOHInhw4fDarUiICAA3377Le69917U1tZi3bp16N69O9atWwej0dhkW9TyqqursXz58nqDlBtuuAH33HMP2rZt2+Q2Dhw4gDfeeANPP/009u3bh/bt26Ndu3ZONSdOnMA333yDgQMH4vDhw9i2bRuuv/56dOzYEYcOHcKSJUvgcDhw5513nncActVVV2HdunWIjIxscP2JEyeQmZmp7gdjxozBkSNH4O/vj86dOwMAvv76a7z++uvqfpCQkICYmBi8/PLLuOOOO1y6VuLTTz9Ffn4+hg8fjpiYGGzYsAEvvfSSuh88/PDDqKmpwYoVKxocpNx8881NtnFRNP8WRy0jKipKZs2a1ej6WbNmSVRUlEvbKigoEEVRJDw8XBRFEZ1OJ4MGDZL9+/erNWVlZaIoivj5+UnHjh3F399f1q5dK1dccYXccsstcvPNN4uPj498+eWXoiiK9O7dW2JjY50mRVGkX79+EhsbK4MHDxaz2SyHDh0SEZHdu3eLyWQSk8kkQ4cOlbCwMAkKCpLu3bvLhg0bRETkzTfflICAAHn00UfFbrfLrFmzpF27drJkyRK135GRkZKeni6lpaUNPtdnn31WjEajjBs3Tkwmk6Snp0unTp1k7ty5kpqaKldccYVYLBZJSUlRH/POO+9IdHS0iIj88ccf0rt3b3n00UfV9VVVVbJ48WKJj4+X4cOHi81mk/j4eHnzzTelqqqqyde/rKxMnnnmGXW+pKREKisr69XV1tZKbm6uiIgcOnRINmzYIIcPHxYRkd9//13S09PlmWeekZ9++um87VmtVvn1118bXFdbWyurV6+WF154Qd555x21/yUlJfL777+rdRs3bpQJEybIjTfeKPfee696A6+XXnpJiouLm3zOn3zyiTz99NPq47788kux2WwybNgweeONN9S6Y8eOyZIlS+SBBx6Q4cOHy2233SYzZsyQL774QkREduzYIaGhodK+fXsZNWqUPPzwwzJlyhQZNWqUtG/fXq688krZsWNHk/2p2wf69esnOp1O9Hq9TJw40en3UFZWJjqdTr799lsJCgoSRVGkQ4cOkp+fL1arVSIjI6Vr164SEBAgW7dulYULFzY46fV6SUpKUudjYmLkyJEjIiJy8OBB6dWrl/j5+UlkZKT4+/tLly5dpG/fvvL555+LiMiaNWtEp9PJyJEj5cknn5QxY8aIr6+vfPrpp6Ioiuj1ernllltk5cqV4nA4Gny+drtdfHx8pG/fvhIYGCjvvvuuGI1GmTx5skydOlUCAgJk9uzZEh4eLp06dRKz2SyKoshtt90m0dHRotfr5c4775QTJ06IyIXvA3Wv79n7gas0F87+/v7y888/N7p+586d4u/vLyIiH3/88Xmnf/zjHwJAbr/9dvn999+lsLBQRowYIVarVfbs2SMiZ144ADJ79mwREVmxYoV06NBBkpOT1TaTk5Nl6NChkpqaKlarVb788kunPvn4+DjtKIqiyIEDB0REZPz48RIbGyvV1dUiInL8+HG5/fbbRa/Xq33o06eP044rIvLee+9Jjx49RFEU+eKLL+Sxxx6Tzp07i6+vr4wcOVI+/fRTOXXqlFp/1VVXyYcffigiZ3ZIvV4v7777rrr+o48+EkVR5LffflOXnTp1Snx9faWsrExERNavXy+hoaEi4plwKCgoEJ1OJ/v377/o4RAREdFkMOzbt09iYmI8Fg6uBMOCBQuksLCwyXAYNGiQjB8/vsF2HA6H3HPPPRIbGys//PDDeadVq1YJAOnfv79s2bJFsrOzJSoqSvr27St//PGH+voriiK33HKLTJ48WSoqKuTFF1+UsLAwmTx5struQw89JKNHjxZFUSQsLEwiIiKcJkVR5Morr5SIiAixWq1O+8GUKVOkd+/e6uDi0KFDMmDAAPH19ZWioiIREYmOjpb09HSn57po0SLp06ePKIoiGRkZMmrUKPH19ZVOnTrJY489Jtu3b3eq7969uyxevFhERDZs2CD+/v7y2muvqeszMjKkbdu2MnXqVHX/SUtLE5vNJiIiv/76q0RERMicOXM8+gap0+marDuX5sLZarXKW2+91ej6t956S6xWq4iIOqpUFKXRCYBs27bNaRvTp0+XLl26yG+//aaGc2FhoYicCSwfHx/ZunWrWr99+3YJCQkREZH//Oc/cvXVV8tf/vIXqa2tFZHzh3NDYZ6Xlyc6nU7y8/NFRCQ4OFgKCgqcanbt2iUBAQFO26qtrZVVq1bJsGHDRK/XS2hoqCQnJ0thYaEEBASoYS8i4uvrKz/++KM6X1xcLIqiyKZNm9Rl+/fvF0VR5NixYyIiUlRUpL7xxcbGNhkOUVFRTQaDTqeTiRMnXvRwANBkMDz44INiNBo9Fg6uBEP37t3FZrM1GQ7n/k2da/v27erfR2P7QN1yAPLtt9+qjz1+/LiMGjVKevfuLYcPH1bfHDt06KB+OqmtrVXfMOt89913cuWVV8rDDz8svXv3rvdJ5nz7wdVXXy2fffaZU/1XX30liqLIDz/8ICJn9oO6n+vs2rVL2rRp47StAwcOyPPPPy/dunUTnU4n/fr1k8WLF0tFRUWD+8HZv6OioiIB4PQJy+FwiK+vr/ppd82aNRIREeHSPuDqG6RXhPNrr70mfn5+kpCQIGvWrJFvvvlG8vLyZM2aNZKQkCAGg0HsdruIiISGhsrq1asb3db3338vABr8ODxjxgwJCwuTjRs3OoWziEi7du2cRpjFxcVqaImIVFZWysSJE+W6666Tbdu2ia+vb70/yoMHD6p9PDskRc78geh0OnnooYdEROTOO++Uv//97041qamp0qtXL6c/yrPt2bNH5syZI+Hh4aLT6cRqtcratWtF5MwOrtPp5P3331frMzMzxWg0Ss+ePWXt2rWyYcMGGTx4sMTGxqo1WVlZ8qc//UlERAICApoMBwBNBoNOp5PQ0NCLHg6uBENERIQEBQV5LBxcCYY2bdpImzZtmgwHvV4va9asafT1X716tYSGhkrnzp1lyZIlUlxc3OCUmZlZL4xERE6cOCGjR49W/4Z1Op20bdtWfaMSqb8f7NmzR90PVq9eLRaLRRYtWtTg61/3O6jbD4KDg+v9PRUXF4tOp5O//e1vIiIybNgwWbhwoVPNm2++KZGRkY3uBxs3bpRJkyZJ27ZtpW3btuo+LXLm3vKKokhmZqZan5OTIzqdzmnwdeTIEVEURSoqKkTkzKFIg8Hg0j7g6hukV4SziMjKlSslOjpafHx81Cfp4+Mj0dHRsmrVKrVuxIgR8tRTTzW6nYKCAgEgy5Yta3B9QkKCtG/fXgCowSZy5kWvO+YkIvL111+ro/WzrVixQkJCQkSn09X7o+zVq5f06dNH2rVrJx999JHT43Jzc8VkMklERIQMHDhQEhMTJSAgQG688UaZMmWKDBw4UPz8/CQzM7PRP8o6p0+flvXr18vs2bPliiuukMmTJ4vVapWkpCTp0qWL2O12ef3118VisUhCQoLcdddd6us6YMAA2b17t7qtdevWqYEeGhraZDjodLomg6Fup7/Y4eBKMBgMBhk5cqTHwkFRlCaDISwsTEJDQ5sMB71eL0FBQfLiiy9KQUGBlJaWSllZmRQUFMiLL74oHTp0kGeeeUaGDRsmzz33XKO/p7p94N///ne9dXW/gy5duohOp5Nu3bo5fcr77LPP1E9VImc+8YWFhanz+/btkyFDhsjw4cOltLS0wXC+9dZbZcyYMdKhQwf18FGdb775Rjp16iSdOnWSiRMnynPPPSft2rWT++67T+bNmycTJ04Ug8EgGRkZotPpzrsflJeXy+LFiyUhIUEiIyNl7ty58uc//1kmTZok3bp1k7Vr10pWVpb06tVLunbtKoMGDZKdO3fK7t275e6775Y+ffo4/Z4sFotL+4Crb5BeE851amtrZf/+/bJ//371EMLZNm7c6BSq56qqqpIpU6aoHxkb8sgjjwiAeiOrsyUnJ6uj3HOVlJTImjVrnP45kJKS4jRlZWU5Pebxxx+X8ePHy5EjR+TJJ5+UHj16iL+/v/j5+Ul4eLhMmDBBtmzZIiIiERER6ojqfE6ePClz586V22+/Xf1ovmLFCrFYLNKpUyeJj49X+1hTU9PgP+bONmfOnCbDoWvXrk0GQ90b1cUOB1eCISQkRH766SePhUNsbGyTwfDggw/KpEmTXAqH9PR09Zi0TqdTR2Fms1mef/55ETnzv4R33nmn0X798ccfcuutt0pcXFyD60+cOCEjR44UnU4nKSkpsmLFika3lZycLGPHjnVadvr0aUlNTRWTySR6vd4pnOPj452msz/JiZzZD4YNGya7du2S8ePHi9FoVAdjvr6+MmDAAPWTcVODlDpVVVUyefJk6dmzp0ybNk1qa2vlxRdfFD8/P1EURWJjY+XHH3+U/v37q69rRESEfPfdd+o2PvjgA3nllVdc2gdcfYNUFKXJvp9L0+FMl1ZT4eBKMLz99tvyxBNPNBkOiqJ4NBxcDQYR8Vg4uBIMBw4ckAMHDrgUDnV2794tmzdvls2bNzt90nHViRMnpLy8vNH1J0+edOlMlOrqajl+/HiD6/Lz82XBggXq/xFcUVVVJTU1Ner86dOnpaysrNHB2IWoqalRP5nU+fXXX+t9Sj6Xp94g3377bbf7rLnznEl7ioqK1K8dM5lM6rnZrjp58iSOHTvW6DdHnDp1Cvv27WvyHNZjx45Br9c3eBvGrVu3YtOmTZg4cSI6dOjQZJ+qq6uh1+vh7++vLpP/P5/+9OnT6Ny5M3x9fZvcjiuOHz+OEydO1Dt/vLCwEA6HA926dYOPjyavB6P/d6H7QLO4HedEIrJ371554IEHLrjmUtVdDm0eO3ZMvv766wb/KVVTUyNLly4VEXGpzpPb8nSdltv86aef5K233lJP7925c6dMmzZNHnjgAadDcHV1O3fuPG+dOxjO1CyunLvp6vmdl6JO6226cvGUTqeTX375xaWLrDy1LU/XXYq+udrm2rVrXbo4zdU6d/GzFDXok08+Oe/63bt3Q0TOW7d7926Xt+XpukvRN0+2KSLo1asX8vPzcfToUSQmJuKGG25ATk4OunTpotY++eSTTdZ5cluerrsUfXO1zWeffRZ//etfMXfuXKxcuRITJkzAI488gnnz5gEAZs+ejfT0dFRVVblUN2TIkPP+3utxO86pVXD1Ap+mas4+z/Ni1l2KvnmyTbhw8ZROp5Pg4GCXLrLy1LY8XXcp+uZqm4GBgS5dnOZqnbsYztQgVy/waaqm7iKUi113KfrmyTbhwsVTOp1OjEajSxdZeWpbnq67FH1ztc2zQ1ek8YvTXK1zF+/nTA3q27cvvvvuu0bXK4oCAE3WiIhL2/J03aXomyfbBID8/Px66xYtWoRRo0Zh5MiRAIBu3bq5VOfJbXm6TqttRkREYNeuXer6b775xumwR0lJCcxms8t1bnM7zqlVcOUCn1deeaXJmpycHJe25em6S9E3T7bpysVTiqJIamqqSxdZeWpbnq67FH1ztU273e7SxWmu1rmL5zkTEWkQD2sQEWkQw5mISIMYzkREGsRwJiLSIIYzEZEGMZyJiDSI4UxEpEEMZyIiDfo/PoWixDtdbogAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cars.mpg.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bf32a877",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cars.mpg.plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "38bebac1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_df = cars[['cyl','wt','mpg']]\n",
    "new_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9e368f33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# creating a pie chart\n",
    "x = [1,2,3,4,0.5]\n",
    "plt.pie(x)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3f6d2c32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# creating a pie chart\n",
    "x = [1,2,3,4,0.5]\n",
    "plt.pie(x)\n",
    "plt.savefig('pie_chart.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efed8538",
   "metadata": {},
   "source": [
    "### 2. Customizing line styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "aa6d55a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = range(0,10)\n",
    "y1 = [10,9,8,7,6,5,4,3,2,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0c5886c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = [1,2,3,4,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ca4b5cb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x237579513f0>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWUAAAESCAYAAAAlosTCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAuDklEQVR4nO3dd3xT9f7H8VeStumggwItFAKUJSCjDEGhZSiiLEEUFUUZylAQEK8K4r2On1jFrShbRBBB2VNEZgFRBAsyBJRVRikz6aBpm5zfH0ertaxC0m+afJ6PR/44adq8e+G+OX5yvudr0DRNQwghhEcwqg4ghBDib1LKQgjhQaSUhRDCg0gpCyGEB5FSFkIIDyKlLIQQHkRKWQghPIif6gD/5nQ6OXHiBKGhoRgMBtVxhBDihmmaRnp6OjExMRiNVz4X9rhSPnHiBBaLRXUMIYRwuZSUFCpVqnTF13hcKYeGhgJ6+LCwMMVphBDixtlsNiwWS36/XYnHlfJfI4uwsDApZSGEV7mWkax80CeEEB5ESlkIITyIlLIQQngQKWUhhPAgRS7lDRs20KVLF2JiYjAYDCxcuLDA1zVN45VXXiEmJoagoCDatGnD7t27XZVXCCG8WpFLOTMzk4YNGzJu3LhLfn3s2LG89957jBs3jq1bt1K+fHnuvPNO0tPTbzisEEJ4uyJfEtehQwc6dOhwya9pmsYHH3zA6NGj6d69OwDTp08nOjqaWbNmMXDgwBtLeyWOXPhxIjTrD35m972PEEK4kUtnyocOHSI1NZX27dvnP2c2m2ndujWbN2++5PfY7XZsNluBx3VZ8zp8Nxqm3gln/7i+nyGEEIq5tJRTU1MBiI6OLvB8dHR0/tf+LTExkfDw8PzHdS+xrtICgiLh5A6Y2Bp2zb++nyOEEAq55eqLf69a0TTtsitZRo0ahdVqzX+kpKRc35vWugsGbQTLrZCTDnP7wtJnIPfi9f08IYRQwKWlXL58eYBCZ8VpaWmFzp7/Yjab85dU3/DS6vCK0GcZxI/Qj3/+DKa0gzMHrv9nCiFEMXJpKcfGxlK+fHlWrVqV/1xOTg7r16+nRYsWrnyryzP5QbuXodc8CC4Lp3bp44ydXxfP+wshxA0ocilnZGSQnJxMcnIyoH+4l5yczNGjRzEYDAwfPpw33niDBQsWsGvXLvr06UNwcDAPP/ywq7NfWY12+jijagLkZsL8/rBoCORkFW8OIYQoAoOmaVpRvmHdunW0bdu20PO9e/fm888/R9M0Xn31VSZOnMj58+dp3rw5n3zyCfXq1bumn2+z2QgPD8dqtbrmLnFOB6x/C9aPBTQoVwd6fA5RtW/8ZwshxDUoSq8VuZTdzeWl/JeD62HeE5CZBv7B0PEdaPSI636+EEJcRlF6zXfufVGtNTy5Caq1gdwsWPQULBgE9gzVyYQQIp/vlDJAqSjoNR/avgQGI+z4Cia3hVNybw4hhGfwrVIGMJqg9XPQewmEVoAz+2Hy7bBtOnjWJEcI4YN8r5T/UjVevzqjRjvIy4YlQ/WZs11unCSEUMd3SxkgpCw8/A20ewUMJtg1V7+m+eRO1cmEED7Kt0sZwGiE+Geg7woIqwTn/tBXAW6dIuMMIUSxk1L+S+XmMCgJanUAhx2WPQvf9IFsq+pkQggfIqX8T8GR0PMraD8GjH6wZyFMbAXHt6tOJoTwEVLK/2YwQIsh0O87iKgM5w/D1PawZbyMM4QQbielfDmVmsDAJKjdGZy58O1ImNMLLp5XnUwI4cWklK8kKAIenAkd3gZTAPy2FCa0gmM/q04mhPBSUspXYzBA8wHw+HdQOhasR+Gzu2Dzx+B0qk4nhPAyUsrXKqYRDFwPN98Lzjz47iX46iHIOqc6mRDCi0gpF0VgONw/DTq/DyYzHFgJE+Lh6BbVyYQQXkJKuagMBmjaD/qvhjI1wHYcpnWEpPdknCGEuGFSyterfH0YsA7qPwCaA1a/Cl/eDxmnVScTQpRgUso3whwK3SfBPePALwj+WK2PMw5vVJ1MCFFCSSnfKIMBGj8K/ddA2ZsgIxWmd9G3n3I6VKcTQpQwUsquEl0XBqyFuEdAc8LaMTDjXkg/pTqZEKIEkVJ2pYAQ6PYpdJug7wN4aL0+zji4TnUyIUQJIaXsDnE9YcB6iKqrb9T6RTdYMwYceaqTCSE8nJSyu5Srpc+ZG/cGNNgwFr64B2wnVScTQngwKWV38g+Cez6C+6ZCQCk4sgkmtIQD36tOJoTwUFLKxaH+/fo4o3x9yDoLX94H378i4wwhRCFSysWlbA14/Hu45Qn9eOP78HknsB5Tm0sI4VGklIuTfyB0ehd6fA7mMEjZol+dse9b1cmEEB5CSlmFm+/V7zhXIU6/af5XD8LK0ZCXozqZEEIxKWVVIqvp92hu/qR+/MM4mNYBzh9Rm0sIoZSUskp+ZujwJjz4pX5b0OM/w8QE2LtUdTIhhCJSyp6gTmd9P8CKTSHbCnMegRUvQJ5ddTIhRDGTUvYUpatA3xVw2xD9+McJ+i7a5w6qzSWEKFZSyp7ELwDuGgM950BQaTiZDBNbw+4FqpMJIYqJlLInuuluGLQRLLeC3Qbf9IGlIyA3W3UyIYSbSSl7qvBK0GcpxI/Qj3+eClPawZnf1eYSQriVlLInM/lDu5eh1zwILgOnfoVJrWHnN6qTCSHcREq5JKjRDgZtgirxkJMB85+AxU9DTpbqZEIIF3N5Kefl5fHSSy8RGxtLUFAQ1apV47XXXsMpOz3fmLAK8NgiaPU8YIDtX8CUO+D0PtXJhBAu5PJSfuutt5gwYQLjxo1j7969jB07lrfffpuPP/7Y1W/le0x+cPtoeHQBhERB2h6Y1AaSZ6lOJoRwEYOmaZorf2Dnzp2Jjo5m6tSp+c/dd999BAcHM2PGjEKvt9vt2O1/L5Kw2WxYLBasVithYWGujOZd0k/B/P76llMADR+GTu/oW1IJITyKzWYjPDz8mnrN5WfK8fHxrF69mv379wOwY8cONm7cSMeOHS/5+sTERMLDw/MfFovF1ZG8U2i0fsbcdjQYjLBjln7WfGqP6mRCiBvg8jNlTdN48cUXeeuttzCZTDgcDsaMGcOoUaMu+Xo5U3aBwxth7uOQkQp+gdBhLDR+DAwG1cmEECg+U54zZw4zZ85k1qxZbN++nenTp/POO+8wffr0S77ebDYTFhZW4CGKqGq8vtik+h2Qlw1LhuqjDXu66mRCiCJy+ZmyxWJh5MiRDB48OP+5119/nZkzZ/Lbb79d9fuL8i+K+BenEzZ9AGteB80BZWrA/dOgQgPVyYTwaUrPlLOysjAaC/5Yk8kkl8QVB6MREkZA3+UQVhHO/q6vAtw6BVz7b68Qwk1cXspdunRhzJgxLFu2jMOHD7NgwQLee+897r33Xle/lbicyrfq44xad4PDDsue1e+fkW1VnUwIcRUuH1+kp6fz3//+lwULFpCWlkZMTAw9e/bkf//7HwEBAVf9fhlfuJCm6TuafP8KOPOgdFV9nFGxsepkQviUovSay0v5Rkkpu0HKVpjbD6xHwegP7V+H5gPl6gwhionSmbLwQJZbYNAGqN0ZnLnw7Qswp5e+aasQwqNIKfuKoNLw4Ey4+y39bPm3pTChFRz7WXUyIcQ/SCn7EoMBbh2k76Jduqo+zvjsLtj8sVydIYSHkFL2RRUbw8ANULer/gHgdy/BVw9B1jnVyYTweVLKviowHHpMh07vgskM+7+FCQlwdIvqZEL4NCllX2YwwC1PwBPfQ2R1sB2DaR0h6T19daAQothJKQt9GfbA9VC/h748e/WrMKsHZJ5RnUwInyOlLHTmUOg+Gbp8pN9p7vfvYUK8fgc6IUSxkVIWfzMYoElv6L8GytaC9JMwvQusHwtOh+p0QvgEKWVRWPTNMGCdvpuJ5oS1Y2DGvfpuJ0IIt5JSFpcWEAL3jodu48E/WN92akI8HFynOpkQXk1KWVxZ3MPQfy1E1YXMNPiiG6x9Q8YZQriJlLK4uqja8MRqfYspNFj/Fky/B2wnVScTwutIKYtrExAM93wM3adAQCk4shEmtNSv0hBCuIyUsiiaBj1gwHqIrg9ZZ2Hmffr9mh15qpMJ4RWklEXRla2hrwJs+rh+vPF9+LwTWI+pzSWEF5BSFtfHPxA6v6fvZBIQCilb9Ksz9q9UnUyIEk1KWdyYet31G+hXiNNvmj/rAVg5Ghy5qpMJUSJJKYsbF1lNv0dzs4H68Q/j4LO74fwRtbmEKIGklIVr+Jmh41h9d5PAcDj+M0xMgL1LVScTokSRUhauVacLDEyCik0g2wpzHoEVIyHPrjqZECWClLJwvdJVoO+3cNsQ/fjH8TC1PZw7pDaXECWAlLJwD78AuGsM9Jytb9p6MhkmtoLdC1UnE8KjSSkL97qpAwzaCJbmYLfBN71h2bOQm606mRAeSUpZuF94JeizDOKf0Y+3ToGp7eDsH2pzCeGBpJRF8TD5Q7tX4JF5EFwGUn/Vxxm/zlWdTAiPIqUsilfNdvo4o0pLyMmAeY/D4qGQe1F1MiE8gpSyKH5hMfDYYmj1PGCA7dNh8u1wer/qZEIoJ6Us1DD5we2j4dEFEBIFaXtgUmtI/kp1MiGUklIWalVvq48zYltBbhYsHAQLn4KcTNXJhFBCSlmoFxoNjy6EtqPBYITkL/VxRtpe1cmEKHZSysIzGE3Q+nl91lyqPJz+DSa1he1fgKapTidEsZFSFp4lNkEfZ1S/HfIuwuKnYf4AsKerTiZEsZBSFp6nVDn9euY7XgaDCX79Gia10a9tFsLLSSkLz2Q0QsIIfSVgWEU4+ztMvgN+/kzGGcKruaWUjx8/Tq9evShTpgzBwcHExcWxbds2d7yV8HZVbtNvBVrzLnDYYekzMLcvZNtUJxPCLVxeyufPn6dly5b4+/uzYsUK9uzZw7vvvktERISr30r4ipAy+t3m2r8ORj/YvUBfon0iWXUyIVzOoGmu/W/BkSNHsmnTJpKSkq7r+202G+Hh4VitVsLCwlwZTXiDlK0wtx9Yj4IpANqPgWb9wWBQnUyIyypKr7n8THnx4sU0bdqUHj16EBUVRaNGjZg8efJlX2+327HZbAUeQlyW5RZ9o9bancGRAyueg68fhYsXVCcTwiVcXsoHDx5k/Pjx1KxZk5UrVzJo0CCGDh3KF198ccnXJyYmEh4env+wWCyujiS8TVBpfS/Au98Coz/sXaLvB3hMPrcQJZ/LxxcBAQE0bdqUzZs35z83dOhQtm7dyg8//FDo9Xa7Hbv97/3bbDYbFotFxhfi2hzfrn/wd/6wXtB3vgq3PiXjDOFRlI4vKlSoQN26dQs8V6dOHY4ePXrJ15vNZsLCwgo8hLhmFRvDwA1Qtys4c2Hli/BVT8g6pzqZENfF5aXcsmVL9u3bV+C5/fv3U6VKFVe/lRC6wHDoMR06vQsmM+xfARMS4OiPqpMJUWQuL+VnnnmGLVu28MYbb/D7778za9YsJk2axODBg139VkL8zWCAW56AJ76HyOpgOwbTOsDGD8DpVJ1OiGvm8pkywNKlSxk1ahQHDhwgNjaWESNG0L9//2v6XrkkTtwwezosGQ67/txqqsadcO8ECCmrNJbwXUXpNbeU8o2QUhYuoWn6HeZWPA952RBaAe6bClVbqk4mfJDSD/qE8AgGAzTpDf3XQNlakH4SpneGDW/LOEN4NCll4d2ib4b+a6FhT9CcsOZ1mNkdMtJUJxPikqSUhfczl9Jnyl0/Bf9gOLgWJsTDwfWqkwlRiJSy8B2NHtHPmsvVgYxT8EVXWJsITofqZELkk1IWviWqtj5nbvQooMH6N/Vytp1UnUwIQEpZ+KKAYOg6DrpPBv8QOJykjzN+X606mRBSysKHNXhAX6IdXR+yzsDM+2D1a+DIU51M+DApZeHbytaAJ1ZB036ABknv6pfOWY+rTiZ8lJSyEP5B0Pl9uH8aBITC0R/0ccb+71QnEz5ISlmIv9TrDgPXQ4WGcPEczOoB3/0XHLmqkwkfIqUsxD+VqQ6Pr4JmA/XjzR/pNza6cOlbzwrhalLKQvybnxk6joUHZoA5HI5t1W8F+tsy1cmED5BSFuJy6t6j7wdYsQlkX4DZD8O3oyAvR3Uy4cWklIW4ktJVoe+3cNsQ/XjLp/BZezh3SGks4b2klIW4Gr8AuGsM9JwNgRFw4heY2Ar2LFKdTHghKeU/ffD9fl5ZvJtFycc5fCYTD7vNtPAEN3WAQRvB0hzsNvj6MVj2H8jNVp1MeBG5yf2fWr+9liNns/KPI4L9aVgpgjiL/mhoiSAyJKDY8ggP5sjVbwG66QP9uHwD6PG5fuWGEJcgO48UkaZpLN5xgl+OXiA55QJ7TtjIcRS+EXrlyOD8go6zRHBzTBiB/qZiySg80IFVsGAgZJ3VF510+QDq3686lfBAUso3KCfPyd6TNpJTLrAjRS/qg2cyC73Oz2igToUwGlrCibOUJs4STrWypTAaDQpSCyVsJ2Du43B0s37cpA/c/aa+SlCIP0kpu4E1K5cdx/SS3nFML+ozGYUvjQo1+9HAEv7n2KM0DS3hRIUGKkgsio0jT78F6IZ3AA2ibtbHGeVqqU4mPISUcjHQNI3jFy6SnHKB5KN6Uf963Ep2buGxR8WIIBpawvNn1PUrhRMc4KcgtXCrP9bC/P6QeVq/JWjn96DhQ6pTCQ8gpaxIrsPJ/lPp+WOPHSlW9qel8+//hY0GqBUdmv8hYlzlCGpGhWKSsUfJl56qF/OhDfpxXC99dWBAiNpcQikpZQ+SYc9j5zG9oJNTzrMjxUqqrfAlVMEBJupXDC/wQWKF8EAMBinqEsfp0EcZ69/UN2stV1sfZ0TVUZ1MKCKl7OFSrdn62OPPM+qdxy6QmVN4n7hyoea/z6YtETSoFE5ooL+CxOK6HEqCeU9ARir4BUHHt6FRL5B/aH2OlHIJ43Bq/HE6g+SjF0g+ps+o951Kx+Es+EdjMED1cqXyz6YbWSK4qXwo/iZZA+SxMk7DggHwxxr9uMGD0Ok9fYdt4TOklL3AxRwHu05Y8y/JS065wLHzFwu9zuxnpF7FPz9ErBxBXKUILJFBMvbwJE4nbHof1owBzQFlakCP6VC+nupkophIKXupMxn2AiW9I+UCtuzC+8lFhgTQsFJ4/iV5cZYIIoJlNaJyR36Auf0g/QSYzNDhTWjSV8YZPkBK2Uc4nRqHz2b+vcjlmJU9J6zkOgr/kVYtU3A1Yp0KshpRicyzsHAQHPhzq6mbu0OXDyFQ/q57MyllH2bPc7D3ZDrJR8/rZX3MyqFLrEb0NxmoWyEsv6QbWiKILRMiqxGLg9MJP4yD1a+CMw8iq+n7A8bEqU4m3ERKWRRwISuHHces+YtcklMucC6z8GrEsEC/v0v6zxl12VJmBYl9RMpWmNsXrClgCoD2Y6BZfxlneCEpZXFFmqZx7PxFfvnHvT12Hbdiz7v0asS/PkCMqxxBvZhwggJk7OEyWedg0RDY9+dWU3W6wD3jIChCaSzhWlLKoshyHU72paYX+BDx99MZhVYjmowGbooOzb8kr6ElghpRpWQ14o3QNPhxgr5ztjMXIirD/Z9DpSaqkwkXkVIWLmHLzmXXMWuBM+q0dHuh14UEmKhf6e875cVZSlM+XG7CVGTHt8E3feHCETD6w52vwq1PyTjDC0gpC7fQNI1UW3aBRS6/HreSdYnViNFh5gJXezSoFEEps9yE6aouXoDFT8PexfrxTR2h6ycQHKk0lrgxUsqi2DicGgfS0v9x/bSVfak2/rUYEYMBakaVyv8AsWGlCGqXD8VPViMWpmmwdQqsfBEcORBWCXpMA0sz1cnEdZJSFkpl5eSx67gt/wZMySkXOH6h8GrEQH8j9WIK3oSpUmlZjZjv5A74pg+cOwgGE9zxP2gxFIzyD1lJ41GlnJiYyIsvvsiwYcP44IMPrvp6KWXvlJaezY6Uv5eN7zh2gfRLrEYsWyqAhpUiClyaFx7swzdhsqfDkuGwa65+XONOuHcChJRVGksUjceU8tatW3nggQcICwujbdu2Usoin9OpcfBMZoGS3nvSdsnViNXKhhRY5FKnQihmPx+6LE/TYPt0WPEC5GVDaAW4/zOo0kJ1MnGNPKKUMzIyaNy4MZ9++imvv/46cXFxUsriirJzHew5aSuwyOWfO4z/JcBkpE5M2J+X5IXTrk60b9zSNHWXPs44ewAMRmj7IsQ/K+OMEsAjSrl3795ERkby/vvv06ZNm8uWst1ux27/+zIrm82GxWKRUhYAnM/MIfnY35fk7Ui5wPms3AKvSahZlhmPN1eUsJjZM2DZs7Bztn5crS10nwSlotTmEldUlFJ2yzVKs2fPZvv27WzduvWqr01MTOTVV191RwzhBUqHBND2pija3qSXjqZp/PDHWQbM2EaGXZ9Jx9fwofmquRR0nwixrfRyPrgWJsRD98lQrbXqdMIFXP7fPSkpKQwbNoyZM2cSGHj1BQSjRo3CarXmP1JSUlwdSXiR7/acYtBMvZDDAv2Y+GgTBraurjpW8Wv0CAxYB+XqQMYp+KIrrE3Ut6ISJZrLxxcLFy7k3nvvxWT6+4MYh8OBwWDAaDRit9sLfO3fZKYsLsWe5yBx+W98vvkwAHGWCD7u2QhLZLDaYKrlZMGK5+CXmfpx1QS4bwqEllebSxSgdKacnp7OkSNHCjzXt29fateuzQsvvEC9elfebUFKWfzbkbOZDJn1C78etwLQPyGW5+6qTYCffMCVb8ccWPoM5GZCSDl9zlz9dtWpxJ+UzpRDQ0MLFW9ISAhlypS5aiEL8W/Ldp5k5LydpNvziAj2590eDbmjTrTqWJ6n4YNQsbF+dcapXTCjOyQ8C21GgUmWt5ckcqohPFJ2roOXFv7K4FnbSbfn0bRKaZYPTZBCvpKyNeGJ76FpP0CDpHdgehewHledTBSBLLMWHufQmUwGf7mdPSdtADzVpjrP3FlLdu0uil3zYPEwyEmHoEi4dyLUaq86lc8qSq/J33LhURYlH6fzR0nsOWkjMiSA6f2a8fzdtaWQi6refTBwPVRoCBfPwawe+v2aHblX/16hlPxNFx4hO9fByHk7GTY7mcwcB81jI1kxLIHWtcqpjlZylakOj6+CZgP1480fwbSOcEEuO/VkUspCud/T0uk6bhOzt6ZgMMDQ22vw5RPNiQ6TG+XfMD8zdBwLD8wAczgc+0lfbPLbctXJxGVIKQul5m47RpePN7HvVDplS5mZ0a85I9rfJPdZdrW698CgDRDTGLIvwOye8O0oyCu8ga5QS/7mCyWycvJ49usd/OebHVzMddCyRhmWD4snvqYPLZkubqWrQr+VcNsQ/XjLp/DZXXD+sMpU4l+klEWx25eazj3jNjFv+zGMBhhxZy2+6NecqFAZV7idXwDcNQZ6zobACDixHSa0gj2LVScTf5JSFsVG0zTmbD3KPeM28ntaBtFhZmb1v5Whd9SU3bCL200dYNBGqNQM7Fb4+lFY/hzkZqtO5vOklEWxyLDn8cycZF6Y9yv2PCetapVj+dAEbq1WRnU03xVhgb7LoeUw/finSTD1Tjj7h9pcPk5KWbjdnhM27vl4IwuTT2AyGnj+7pv4vM8tlCllVh1NmPzhztfgkbkQXAZSd8LE1vriE6GElLJwG03TmLnlCN0+3cTBM5lUCA9kzoBbeapNDYwyrvAsNe/UxxmVW+irAOf20/cGzC284a1wLyll4Ra27FyGfPULLy3cRU6ekztqR7F8aAJNq0aqjiYuJywGei+BVs8BBtg2Daa0gzMHVCfzKVLKwuV+PWaly8cbWbbzJH5GA6M71mFK76aUDglQHU1cjckPbn8JHp2v3wL01C59nLFjjupkPkNKWbiMpml8vukQ943fzJGzWVSMCOLrQbfRv1U1DAYZV5Qo1W/XxxlVE/R7NC8YAAsH6zfVF24lpSxcwpqVy6CZ23hlyR5yHE7a141m+dAEGlcurTqauF6h5eGxRdDmRX337OSZMLktpO1VncyrSSmLG5accoFOHyexcvcp/E0GXu5Sl4mPNiE82F91NHGjjCZo8wI8thhKRcPp32BSW337Kc+666/XkFIW103TNKYkHeT+8Zs5dv4ilSODmfdkC/q2jJVxhbeJTYBBm/SxRt5FWDQYFgwCe4bqZF5HSllclwtZOfT/4mdeX7aXPKdGp/oVWDo0ngaVIlRHE+5Sqhw8Mg/u+B8YTLBzNkxqA6m7VCfzKlLKosi2HTlHxw+T+H5vGgF+Rv6vWz3GPdyIsEAZV3g9o1Hf+6/PUgiNgbMHYMod8PM0GWe4iJSyuGZOp8b4dX/wwMQtnLBmE1s2hAVPteDRW6vIuMLXVGmhX51Rsz3kZcPS4TDvcci2qU5W4kkpi2tyNsNOv+lbeevb33A4NbrGxbDk6XhujglXHU2oElIGes7Rl2kb/fSl2ZNaw8kdqpOVaFLK4qp+PHiWjh8lsW7facx+Rt7sXp8PHoyjlFm2rvd5RqN+Q6O+KyDcAucO6qsAf5os44zrJKUsLsvh1Ph49QF6Tt7CKZud6uVCWDSkJQ81qyzjClGQpRkM3AA3dQRHDiz/D3z9GFy8oDpZiSOlLC7pdLqd3p/9xLur9uPU4L7GlVjydDy1y195e3Thw4Ij4aFZcFciGP1h72KY2AqOb1OdrESRUhaFbP79DB0+TGLj72cI8jfxTo+GvPtAQ4IDZFwhrsJggNuegsdXQkQVuHAEpt4FP3wq44xrJKUs8jmcGu+t2s8jU3/kTIadWtGlWDykJfc3qaQ6mihpKjbRxxl17gFnLqwcBbMfhqxzqpN5PCllAcApWzaPTNnCR6sPoGnw0C0WFg2Op2Z0qOpooqQKioAHvoCO74ApAPYt18cZKT+pTubRpJQFG/afpuOHSWw5eI6QABMfPhTHm/c1ICjApDqaKOkMBmjWHx5fBaVjwZoC0zrApg/B6VSdziNJKfuwPIeTsd/+xmOf/cTZzBzqVAhjydPxdI2rqDqa8DYxcfo44+bu4MyDVf+Drx6EzLOqk3kcKWUfddJ6kZ6Tt/DpOn2TzEeaV2bBUy2oVq6U4mTCawWGwf2fQecPwGSGA9/BhHg4sll1Mo8ipeyD1vx2io4fJrH18HlKmf0Y93Ajxtxbn0B/GVcINzMYoGlf6L8GytSE9BPweWfY8I6MM/4kpexDch1O3li+l36f/8z5rFzqVQxj2dB4OjeIUR1N+Jry9WDAOmjwIGgOWPN/MLM7ZJxWnUw5KWUfcex8Fg9M/IFJGw4C0KdFVeY92YIqZUIUJxM+y1wK7p0IXT8BvyA4uBYmtIRDG1QnU0pK2Qd8tzuVjh8m8cvRC4QG+jGhV2NeuedmzH4yrhCKGQzQqBcMWAvlakPGKfiiK6x7E5wO1emUkFL2Yjl5Tl5dspsBM7Zhy86joSWC5UMTuLteBdXRhCgoqo4+Z47rBZoT1iXCjG6Qnqo6WbGTUvZSR89mcf+EzUzbdBiAJ+Jj+WbgbVgig9UGE+JyAkKg2yf6SMM/RB9jTIiHP9aoTlaspJS90PJfT9LpoyR2HrMSHuTPlMea8lLnugT4yR+3KAEaPqR/CBh1M2SehhndYfX/gSNPdbJi4fL/lyYmJnLLLbcQGhpKVFQU3bp1Y9++fa5+G3EJ2bkO/rtwF099uZ10ex5NqpRm+bAE2tWNVh1NiKIpVwv6r4YmfQANkt6B6V3Aelx1MrdzeSmvX7+ewYMHs2XLFlatWkVeXh7t27cnMzPT1W8l/uHQmUy6f7qZGVuOADCodXVmD7iVihFBipMJcZ38g6DLh3DfVAgoBUc36+OMA6tUJ3Mrg6a59356p0+fJioqivXr19OqVatCX7fb7djt9vxjm82GxWLBarUSFib37r0Wi3ecYNS8nWTmOIgMCeDdBxrS9qYo1bGEcJ2zf8A3fSB1p37cchjc/l8wlYzNem02G+Hh4dfUa24fMlqtVgAiIyMv+fXExETCw8PzHxaLxd2RvEZ2roNR83cy9KtfyMxx0KxqJMuHJkghC+9Tprp+U6Nb+uvHmz6EaR3hQoraXG7g1jNlTdPo2rUr58+fJykp6ZKvkTPl6/N7WgZDZm3nt9R0DAYY3KYGw9vVxM8kH+YJL7dnESwaAnYbBEZAt/FQu6PqVFdUlDNlt24lMWTIEHbu3MnGjRsv+xqz2YzZbHZnDK8zb9sxXlq4i4u5DsqWCuD9B+NIqFlOdSwhikfdrlC+AcztCyd+gdk94dbB0O4V8AtQne6Gue206umnn2bx4sWsXbuWSpVk5wpXyMrJ4z/f7ODZb3ZwMddBi+plWD40QQpZ+J7IWOj3Hdz6lH685ROYdjecP6w0liu4vJQ1TWPIkCHMnz+fNWvWEBsb6+q38En7T6XTddwm5m47htEAz7SrxYzHmxMVFqg6mhBq+AXA3Yn6Zq2B4foGrRNawZ7FqpPdEJeX8uDBg5k5cyazZs0iNDSU1NRUUlNTuXjxoqvfyidomsbXW1O4Z9xGDqRlEBVq5ssnbmVYu5qYjAbV8YRQr3YnGLQRKt0Cdit8/Sgsfw7y7Ff/Xg/k8g/6DIZLF8W0adPo06fPVb+/KANxb5dpz2P0gl9ZmHwCgISaZXn/wTjKlpIZvBCFOHJh9Wuw+SP9uEJDuH+afuWGYkXpNbdfp1xUUsq6PSdsDJm1nYNnMjEZDYy4sxZPtq6OUc6Ohbiy/SthwSC4eA4CQuGej6Bed6WRPOo6ZVE0mqbx5Y9H6PbpJg6eyaR8WCCzB9zK4LY1pJCFuBa17tLHGZVvg5x0/SqNJcMht2SMUKWUPUh6di5Pf/ULoxfsIifPye21o1g+LIFbql564Y0Q4jLCK0LvpZDwLGCAbdNgSjs4c0B1squSUvYQu45b6fzxRpbuPImf0cCLHWsz5bGmRIaU/OsuhVDC5Ad3/A96zYPgsnBqF0xsDTvmqE52RVLKimmaxvTNh+n+6WaOnM2iYkQQXw+6jQGtZH4shEvUuAOe3ARVEyA3ExYMgEWDISdLdbJLklJWyHoxlydnbuflxbvJcTi5s240y4bG07hyadXRhPAuoeXhsUXQeiRggF9mwuTbIe031ckKkVJWJDnlAp0+SuLb3an4mwz8r3NdJj3ahIhgGVcI4RZGE7QdpZdzqWg4vRcmtYFfvlSdrAAp5WKmaRpTkg7SY8Jmjp2/iCUyiLmDWtAvPvay13gLIVyoWmv96oxqbSHvIix6Sr+Ezp6hOhkgpVysLmTl0P+Ln3l92V5yHRod65dn2dAEGloiVEcTwreUioJe8+H2l8BghB1fweS2cGq36mRSysVl25FzdPwwie/3phFgMvJ/XW/mk4cbExZYMm7SLYTXMRqh1XP6pXOhFeDMfn3OvO1zULimTkrZzZxOjQnr/+CBiVs4Yc2maplg5j/VgkdvqyrjCiE8QdWW+jijxp2Qlw1LhsG8xyHbpiSOlLIbnc2w02/6Vt5c8RsOp8Y9DWNYOjSBehXDVUcTQvxTSFl4+Gto9yoYTLBrHkxqDSd3FHsUKWU3+enQOTp+lMS6facx+xlJ7F6fDx+Ko5TZrfsKCCGul9EI8cOh7woIqwTnDuqrAH+aXKzjDCllF3M6NcatOcBDk37glM1O9XIhLBrSkp7NKsu4QoiSoHJzGJQEN3UERw4s/w980xuyrcXy9lLKLnQ63U7vaT/xznf7cWrQvXFFFg+Jp3Z5373bnRAlUnCkfvP8u94Ao7++L+CEBDi+3e1vLaXsIpt/P0PHj5JIOnCGIH8Tb9/fgPceiCNExhVClEwGA9w2GPqthIjKcOEITG0PW8a7dZwhpewCK3en8sjUHzmdbqdWdCkWD2lJj6YW1bGEEK5QqQkMTII6XcCZC9+OhJWj3fZ2UsouEF+jLLFlQ3iwqYVFg+OpGR2qOpIQwpWCIuCBGdDhbTCHQ9zDbnsr2XnERWzZubIQRAhfkG3VN2otAtl5RAEpZCF8RBELuaiklIUQwoNIKQshhAeRUhZCCA8ipSyEEB5ESlkIITyIlLIQQngQj1sD/Ndl0zabmnuZCiGEq/3VZ9eyLMTjSjk9PR0Ai0WWKQshvEt6ejrh4Ve+ztnjVvQ5nU5OnDhBaGhokW91abPZsFgspKSklKjVgDfKV39v8N3f3Vd/byiZv7umaaSnpxMTE4PReOWpscedKRuNRipVqnRDPyMsLKzE/GG5kq/+3uC7v7uv/t5Q8n73q50h/0U+6BNCCA8ipSyEEB7Eq0rZbDbz8ssvYzabVUcpVr76e4Pv/u6++nuD9//uHvdBnxBC+DKvOlMWQoiSTkpZCCE8iJSyEEJ4ECllIYTwIFLKQgjhQbymlD/99FNiY2MJDAykSZMmJCUlqY7kdomJidxyyy2EhoYSFRVFt27d2Ldvn+pYxS4xMRGDwcDw4cNVRykWx48fp1evXpQpU4bg4GDi4uLYtm2b6lhul5eXx0svvURsbCxBQUFUq1aN1157DafTqTqaS3lFKc+ZM4fhw4czevRofvnlFxISEujQoQNHjx5VHc2t1q9fz+DBg9myZQurVq0iLy+P9u3bk5mZqTpasdm6dSuTJk2iQYMGqqMUi/Pnz9OyZUv8/f1ZsWIFe/bs4d133yUiIkJ1NLd76623mDBhAuPGjWPv3r2MHTuWt99+m48//lh1NNfSvECzZs20QYMGFXiudu3a2siRIxUlUiMtLU0DtPXr16uOUizS09O1mjVraqtWrdJat26tDRs2THUkt3vhhRe0+Ph41TGU6NSpk9avX78Cz3Xv3l3r1auXokTuUeLPlHNycti2bRvt27cv8Hz79u3ZvHmzolRqWK1WACIjIxUnKR6DBw+mU6dOtGvXTnWUYrN48WKaNm1Kjx49iIqKolGjRkyePFl1rGIRHx/P6tWr2b9/PwA7duxg48aNdOzYUXEy1/K4u8QV1ZkzZ3A4HERHRxd4Pjo6mtTUVEWpip+maYwYMYL4+Hjq1aunOo7bzZ49m+3bt7N161bVUYrVwYMHGT9+PCNGjODFF1/kp59+YujQoZjNZh577DHV8dzqhRdewGq1Urt2bUwmEw6HgzFjxtCzZ0/V0VyqxJfyX/5972VN04p8P+aSbMiQIezcuZONGzeqjuJ2KSkpDBs2jO+++47AwEDVcYqV0+mkadOmvPHGGwA0atSI3bt3M378eK8v5Tlz5jBz5kxmzZrFzTffTHJyMsOHDycmJobevXurjucyJb6Uy5Yti8lkKnRWnJaWVujs2Vs9/fTTLF68mA0bNtzwvahLgm3btpGWlkaTJk3yn3M4HGzYsIFx48Zht9sxmUwKE7pPhQoVqFu3boHn6tSpw7x58xQlKj7PPfccI0eO5KGHHgKgfv36HDlyhMTERK8q5RI/Uw4ICKBJkyasWrWqwPOrVq2iRYsWilIVD03TGDJkCPPnz2fNmjXExsaqjlQs7rjjDn799VeSk5PzH02bNuWRRx4hOTnZawsZoGXLloUue9y/fz9VqlRRlKj4ZGVlFdq1w2Qyed0lcV5x9cXs2bM1f39/berUqdqePXu04cOHayEhIdrhw4dVR3OrJ598UgsPD9fWrVunnTx5Mv+RlZWlOlqx85WrL3766SfNz89PGzNmjHbgwAHtyy+/1IKDg7WZM2eqjuZ2vXv31ipWrKgtXbpUO3TokDZ//nytbNmy2vPPP686mkt5RSlrmqZ98sknWpUqVbSAgACtcePGPnFZGHDJx7Rp01RHK3a+UsqapmlLlizR6tWrp5nNZq127drapEmTVEcqFjabTRs2bJhWuXJlLTAwUKtWrZo2evRozW63q47mUnI/ZSGE8CAlfqYshBDeREpZCCE8iJSyEEJ4ECllIYTwIFLKQgjhQaSUhRDCg0gpCyGEB5FSFkIIDyKlLIQQHkRKWQghPIiUshBCeJD/Bxb/6kOY6cTrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y)\n",
    "plt.plot(x1, y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a547d731",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x237579a59f0>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, ds='steps', lw=5)\n",
    "plt.plot(x1, y1, ls='--', lw=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c93ebb5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x23757a194e0>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y, marker='1', mew=20)\n",
    "plt.plot(x1, y1, marker='+', mew=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b9a36a34",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = range(1,10)\n",
    "y = [1,2,3,4,.5,4,3,2,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2ec8cfb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'your y-axis label')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(x,y)\n",
    "\n",
    "plt.xlabel('your x-axis label')\n",
    "plt.ylabel('your y-axis label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "89e4e3ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = [1,2,3,4,0.5]\n",
    "\n",
    "veh_type = ['bicycle', 'motorbike', 'car', 'van', 'stroller']\n",
    "plt.pie(z, labels=veh_type)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4ebd680",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}