25_pandas_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4f7904db",
   "metadata": {},
   "source": [
    "# Pandas Visualization\n",
    "    References: \n",
    "https://github.com/hamzanasirr/Exploratory-Data-Analysis-on-Bank-Customer-Churn-data/blob/master/Bank%20Churn%20Modelling.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c78bb0e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a2a50f3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('files/Churn_Modelling.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "012042ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Geography', ylabel='count'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# most people are from france\n",
    "plt.figure(figsize=(15, 8))\n",
    "sns.countplot(x=data.Geography)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eff46f3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Gender', ylabel='count'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# most are male\n",
    "plt.figure(figsize=(15, 8))\n",
    "sns.countplot(x=data.Gender)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cfad24f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 8))\n",
    "sns.heatmap(data=data.corr(), annot=True, fmt='.1g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "613d3a8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMDhhCAAAMLilCcOq+r6qektVXVVVV1bVo6rqwKq6uKo+M93ed8X6L6qqa6rq6qo6cZGzAwAAbGZLE4ZJXpXkvd39oCQ/lOTKJGcluaS7j01yyfQ4VfWQJKcmeWiSk5KcU1X7LWRqAACATW4pwrCq7pPksUlelyTdfVt3fyXJliTnTaudl+TJ0/0tSc7v7lu7+9ok1yQ5YSNnBgAA2FesOwyr6plVddAOnjuwqp55J+Z4QJJtSd5QVZdX1Wur6l5JDuvum5Jkuj10Wv+IJDeseP3WaRkAAABzmueI4RuS/MAOnjtmen537Z/k4Ule090PS/L1TKeN7kCtsazXXLHqjKq6rKou27Zt250YEQAAYN80TxiuFWPbHZTkq3dijq1Jtnb3x6bHb8ksFG+uqsOTZLq9ZcX6R614/ZFJblxrw919bncf393HH3LIIXdiRAAAgH3T/jt7sqq2ZPZ5vu3+n6pafdjtHkn+eZK/2t0huvsLVXVDVT2wu69O8vgkn55+Tkvy8un2wuklFyX506r67ST3S3Jskkt39/0BAABGttMwzOwzff90xeMfSPKPV61zW5L3J3nZnZzluUn+pKruluSzSX42syOaF1TV6UmuT3JKknT3FVV1QWbheHuSM7v7jjv5/gAAAEPaaRh29x8k+YMkqaoPJvnF7r5qbwzS3Z9McvwaTz1+B+ufneTsvTELAADASHZ1xPC7uvvH9uYgAAAALMa6wzBJqup+SU7O7GIv91j1dHf3f9hTgwEAALAx1h2GVfWUJG9Ksl9mVwe9bdUqnUQYAgAAbDLzHDH8z5ldZOZZ3f3lvTQPAAAAG2yeMDwqyXNFIQAAwL5lni+4/8skD9xbgwAAALAY8xwx/OXMvmfwH5JcnOQrq1fo7m/sobkAAADYIPOE4V9Pt2/I7EIza9nvzo0DAADARpsnDH8uOw5CAAAANql5vuD+jXtxDgAAABZknovPAAAAsA+a5wvut2UXp5J296F3eiIAAAA21DyfMXx1vjcMD0zyuCT3SfK6PTUUAAAAG2eezxi+eK3lVVVJLkhy+x6aCQAAgA10pz9j2N2d5LVJnnPnxwEAAGCj7amLzzwgyd320LYAAADYQPNcfObZayy+W5IHJ/k3Sd68p4YCAABg48xz8ZnfXWPZrUm2JjknyUv2yEQAAABsqHkuPuM7DwEAAPZBYg8AAGBwc4VhVT2gql5TVX9TVZ+fbs+pqgfsrQEBAADYu+a5+MwjknwwybeSvDPJzUkOS/LUJP+mqn6suz+xV6YEAABgr5nn4jOvSHJ5kid09ze2L6yqA5K8e3r+cXt2PAAAAPa2eU4lPSHJb66MwiSZHr8iyf+5JwcDAABgY8wTht9MctAOnjsws1NMAQAA2GTmCcN3JXl5VT1m5cLp8W8keceeHAwAAICNMc9nDH85yYVJPlxV2zK7+MyhmV2A5i+SvHDPjwcAAMDeNs8X3H8pyWOq6qQk/yzJ4UluSvKx7n7/XpoPAACAvWynp5JW1UFV9daqOnH7su5+b3e/tLuf3d0vna1Wb62qQ/f6tAAAAOxxu/qM4fOTPCDJzo4Ivj/JMXEqKQAAwKa0qzB8WpLf6+7e0QrTc7+fZMueHAwAAICNsasw/P4kn17Hdq5McvSdngYAAIANt6sw/GaS+6xjO/ee1gUAAGCT2VUYfiLJk9axnS3TugAAAGwyuwrDVyc5vapO29EKVfXMJD+b5Hf35GAAAABsjJ1+j2F3v62qXpXkDVX1nCTvTXJ9kk5y/yQnJjk+ye9099v39rAAAADsebv8gvvufmFVfSizr674lSR3n566NclfJNnS3e/cWwMCAACwd+0yDJOku9+R5B1VtX+Sg6bFX+ru2/faZAAAAGyIdYXhdlMI3ryXZgEAANhjbn7lpYseYcMd9vwTdut1u7r4DAAAAPs4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADC4/Rc9wLLY9po/XvQIG+6QX3zGokcAAACWwFIdMayq/arq8qp65/T4wKq6uKo+M93ed8W6L6qqa6rq6qo6cXFTAwAAbG5LFYZJnpfkyhWPz0pySXcfm+SS6XGq6iFJTk3y0CQnJTmnqvbb4FkBAAD2CUsThlV1ZJInJnntisVbkpw33T8vyZNXLD+/u2/t7muTXJPkhA0aFQAAYJ+yNGGY5JVJfjXJd1YsO6y7b0qS6fbQafkRSW5Ysd7WaRkAAABzWoowrKqTk9zS3R9f70vWWNY72PYZVXVZVV22bdu23Z4RAABgX7UUYZjk0UmeVFXXJTk/yeOq6o+T3FxVhyfJdHvLtP7WJEeteP2RSW5ca8PdfW53H9/dxx9yyCF7a34AAIBNaynCsLtf1N1HdvfRmV1U5gPd/YwkFyU5bVrttCQXTvcvSnJqVd29qo5JcmySSzd4bAAAgH3Csn+P4cuTXFBVpye5PskpSdLdV1TVBUk+neT2JGd29x2LGxMAAGDzWrow7O4PJfnQdP9LSR6/g/XOTnL2hg0GAACwj1qKU0kBAABYHGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwOGEIAAAwuKUIw6o6qqo+WFVXVtUVVfW8afmBVXVxVX1mur3vite8qKquqaqrq+rExU0PAACwuS1FGCa5PckLu/vBSR6Z5MyqekiSs5Jc0t3HJrlkepzpuVOTPDTJSUnOqar9FjI5AADAJrcUYdjdN3X3J6b7X0tyZZIjkmxJct602nlJnjzd35Lk/O6+tbuvTXJNkhM2dGgAAIB9xFKE4UpVdXSShyX5WJLDuvumZBaPSQ6dVjsiyQ0rXrZ1WgYAAMCclioMq+reSd6a5Pnd/dWdrbrGst7BNs+oqsuq6rJt27btiTEBAAD2KUsThlV118yi8E+6+23T4pur6vDp+cOT3DIt35rkqBUvPzLJjWttt7vP7e7ju/v4Qw45ZO8MDwAAsIktRRhWVSV5XZIru/u3Vzx1UZLTpvunJblwxfJTq+ruVXVMkmOTXLpR8wIAAOxL9l/0AJNHJ/mZJH9TVZ+clv1akpcnuaCqTk9yfZJTkqS7r6iqC5J8OrMrmp7Z3Xds+NQAAAD7gKUIw+7+SNb+3GCSPH4Hrzk7ydl7bSgAAIBBLMWppAAAACyOMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABicMAQAABjcpg7Dqjqpqq6uqmuq6qxFzwMAALAZbdowrKr9krw6yROSPCTJ06vqIYudCgAAYPPZtGGY5IQk13T3Z7v7tiTnJ9my4JkAAAA2nc0chkckuWHF463TMgAAAOZQ3b3oGXZLVZ2S5MTu/vnp8c8kOaG7n7tqvTOSnDE9fGCSqzd00PU5OMkXFz3EJmJ/zcf+mo/9NR/7az7213zsr/nYX/Oxv+Znn81nWffX93f3IasX7r+ISfaQrUmOWvH4yCQ3rl6pu89Ncu5GDbU7quqy7j5+0XNsFvbXfOyv+dhf87G/5mN/zcf+mo/9NR/7a3722Xw22/7azKeS/lWSY6vqmKq6W5JTk1y04JkAAAA2nU17xLC7b6+q5yR5X5L9kry+u69Y8FgAAACbzqYNwyTp7ncnefei59gDlvpU1yVkf83H/pqP/TUf+2s+9td87K/52F/zsb/mZ5/NZ1Ptr0178RkAAAD2jM38GUMAAAD2AGG4QFV1UlVdXVXXVNVZi55n2VXV66vqlqr61KJnWXZVdVRVfbCqrqyqK6rqeYueadlV1T2q6tKq+p/TPnvJomdadlW1X1VdXlXvXPQsm0FVXVdVf1NVn6yqyxY9z7Krqu+rqrdU1VXT/5Y9atEzLauqeuD052r7z1er6vmLnmuZVdULpv+t/1RVvamq7rHomZZZVT1v2ldX+LP1vdb6O2pVHVhVF1fVZ6bb+y5yxvUQhgtSVfsleXWSJyR5SJKnV9VDFjvV0ntjkpMWPcQmcXuSF3b3g5M8MsmZ/nzt0q1JHtfdP5Tkh5OcVFWPXOxIS+95Sa5c9BCbzI919w9vpsuXL9Crkry3ux+U5Ifiz9oOdffV05+rH07yiCTfSPL2xU61vKrqiCS/lOT47j4us4sYnrrYqZZXVR2X5N8mOSGz/1s8uaqOXexUS+eN+d6/o56V5JLuPjbJJdPjpSYMF+eEJNd092e7+7Yk5yfZsuCZllp3/3mSLy96js2gu2/q7k9M97+W2V+ojljsVMutZ/5henjX6ceHsHegqo5M8sQkr130LOx7quo+SR6b5HVJ0t23dfdXFjrU5vH4JH/X3Z9b9CBLbv8k96yq/ZMckDW+C5vvenCSj3b3N7r79iQfTvKUBc+0VHbwd9QtSc6b7p+X5MkbOdPuEIaLc0SSG1Y83hp/cWcvqKqjkzwsyccWPMrSm06N/GSSW5Jc3N322Y69MsmvJvnOgufYTDrJ+6vq41V1xqKHWXIPSLItyRum05VfW1X3WvRQm8SpSd606CGWWXd/Pskrklyf5KYk/6u737/YqZbap5I8tqoOqqoDkvxkkqMWPNNmcFh335TM/sE+yaELnmeXhOHi1BrLHJ1gj6qqeyd5a5Lnd/dXFz3PsuvuO6ZTsY5McsJ0+gyrVNXJSW7p7o8vepZN5tHd/fDMPkJwZlU9dtEDLbH9kzw8yWu6+2FJvp5NcBrWolXV3ZI8KcmbFz3LMps+67UlyTFJ7pfkXlX1jMVOtby6+8ok/yXJxUnem+R/ZvaRFfYxwnBxtub//68tR8ZpDOxBVXXXzKLwT7r7bYueZzOZTln7UHymdUceneRJVXVdZqfBP66q/nixIy2/7r5xur0ls89/nbDYiZba1iRbVxy1f0tmocjOPSHJJ7r75kUPsuR+PMm13b2tu7+d5G1JfmTBMy217n5ddz+8ux+b2SmTn1n0TJvAzVV1eJJMt7cseJ5dEoaL81dJjq2qY6Z/4Ts1yUULnol9RFVVZp/NubK7f3vR82wGVXVIVX3fdP+emf3F4aqFDrWkuvtF3X1kdx+d2f92faC7/Wv7TlTVvarqH22/n+RfZHZ6Fmvo7i8kuaGqHjgtenySTy9wpM3i6XEa6Xpcn+SRVXXA9P8vHx8XN9qpqjp0ur1/kp+KP2frcVGS06b7pyW5cIGzrMv+ix5gVN19e1U9J8n7Mrsa1uu7+4oFj7XUqupNSX40ycFVtTXJr3f36xY71dJ6dJKfSfI302fmkuTXuvvdixtp6R2e5LzpisF3SXJBd/saBvaUw5K8ffZ30Oyf5E+7+72LHWnpPTfJn0z/ePrZJD+74HmW2vTZr59I8guLnmXZdffHquotST6R2SmRlyc5d7FTLb23VtVBSb6d5Mzu/vtFD7RM1vo7apKXJ7mgqk7P7B8jTlnchOtT3T7WBgAAMDKnkgIAAAxOGAIAAAxOGAIAAAxOGAIAAAxOGAIAAAxOGAJAkqrqdfz86KLnBIC9wfcYAsDMo1bcv2eSDyR5WZJ3rVjuS9YB2CcJQwBI0t0f3X6/qu493f27lcsXqaoqyd27+1uLngWAfY9TSQFgnarq56vqiqq6tao+V1W/uur5N1bVZVX1E1X111X19ar6SFU9dMU6R0+npZ681mtXPH5xVX2xqh5TVX+V5FtJTpmee0xVfbiqvlFVX6qqP6iqf7R3f3sA9mXCEADWoar+fZLXJPnvSU6e7r+0qp6zatX7J/mtJGcneXqSQ5NcMB3xm9cBSc5L8tokJyW5tKoeneSSJF9I8tNJnp/kJ5O8YTe2DwBJnEoKALtUVfdJ8utJXtbdL5kWX1xVByT5j1X1mu6+Y1p+YJJHd/dnptfeJcnbkzwwyVVzvvU9k/xyd1+4YpbXJvnL7v5XK5Z9PsklVXVcd39qN35FAAbniCEA7NqjktwryZurav/tP5ldoOawJEeuWPe67VE42X7BmpXrrFcnec/2B1OIPiqzI5Ar5/hIkm8necRuvAcACEMAWIeDp9srMguw7T8fnJYftWLdr6x67W3T7T12433/vrtvW/H4vkn2S3LOqjluTXLXVXMAwLo5lRQAdu3L0+3JSW5e4/mr59jW9quK3m3V8gPXWLdXPf7KtOzFSd69xvo3zjEHAHyXMASAXfsfSb6Z5H7d/a5drbwLt2R2lO/B2xdMX4/xqCSf29kLu/vrVfXRJA/s7v90J+cAgO8ShgCwC939lap6cZJXVdX3J/nzzD6O8YNJfqy7nzLHtr5TVRcmeUFVfS6zo4AvzCw81+NXM7vQzHeSvCXJ1zK7EuoTk/zf3f23650FALYThgCwDt39m1V1Y5IXZBZy30ryt0n+bDc295wk52b2WcG/z+yrLX4kyXHrmOMjVfXYJC9J8keZfebwc0nem7VPcwWAXaru1R9fAAAAYCSuSgoAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADA4YQgAADC4/w+niHRKNq/oggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 8))\n",
    "sns.countplot(x=data.Tenure)\n",
    "plt.title('Count of each tenure', fontsize=15)\n",
    "plt.xlabel('Tenure', fontsize=15)\n",
    "plt.ylabel('Count', fontsize=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3f576fe1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_7254/1765528623.py:1: FutureWarning: In future versions `DataFrame.to_latex` is expected to utilise the base implementation of `Styler.to_latex` for formatting and rendering. The arguments signature may therefore change. It is recommended instead to use `DataFrame.style.to_latex` which also contains additional functionality.\n",
      "  data[['Geography', 'Gender', 'Age']][:10].to_latex()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'\\\\begin{tabular}{lllr}\\n\\\\toprule\\n{} & Geography &  Gender &  Age \\\\\\\\\\n\\\\midrule\\n0 &    France &  Female &   42 \\\\\\\\\\n1 &     Spain &  Female &   41 \\\\\\\\\\n2 &    France &  Female &   42 \\\\\\\\\\n3 &    France &  Female &   39 \\\\\\\\\\n4 &     Spain &  Female &   43 \\\\\\\\\\n5 &     Spain &    Male &   44 \\\\\\\\\\n6 &    France &    Male &   50 \\\\\\\\\\n7 &   Germany &  Female &   29 \\\\\\\\\\n8 &    France &    Male &   44 \\\\\\\\\\n9 &    France &    Male &   27 \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how to convert to latex\n",
    "data[['Geography', 'Gender', 'Age']][:10].to_latex()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16bdf334",
   "metadata": {},
   "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": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}