no. of matches played in each city.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "matches=pd.read_csv(\"Ipl Data/matches.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (30, 20))\n",
    "sns.countplot(x='city',data=matches)\n",
    "plt.title('No of matches played in each season',fontsize=25)\n",
    "plt.xticks(rotation = 50, ha = 'right', fontsize = 18)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.xlabel('Season',fontsize=22)\n",
    "plt.ylabel('No. of matches',fontsize=22)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}