Technologische_Grundlagen/course/pandas/.ipynb_checkpoints/03_advanced-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "ddb0915a-4364-499f-8224-8af96e00cdf2",
"metadata": {},
"source": [
"#### Advanced"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4f677ea5-7e64-4db2-8d25-c39eec1b1989",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "38eeb7f7-ba40-41da-a029-35a4b5350878",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('https://www.w3schools.com/python/pandas/data.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ff6a7d3f-d18f-43e8-a03e-257489439289",
"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>Duration</th>\n",
" <th>Pulse</th>\n",
" <th>Maxpulse</th>\n",
" <th>Calories</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>60</td>\n",
" <td>110</td>\n",
" <td>130</td>\n",
" <td>409.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>60</td>\n",
" <td>117</td>\n",
" <td>145</td>\n",
" <td>479.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>60</td>\n",
" <td>103</td>\n",
" <td>135</td>\n",
" <td>340.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>45</td>\n",
" <td>109</td>\n",
" <td>175</td>\n",
" <td>282.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>45</td>\n",
" <td>117</td>\n",
" <td>148</td>\n",
" <td>406.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>164</th>\n",
" <td>60</td>\n",
" <td>105</td>\n",
" <td>140</td>\n",
" <td>290.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>165</th>\n",
" <td>60</td>\n",
" <td>110</td>\n",
" <td>145</td>\n",
" <td>300.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>166</th>\n",
" <td>60</td>\n",
" <td>115</td>\n",
" <td>145</td>\n",
" <td>310.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>167</th>\n",
" <td>75</td>\n",
" <td>120</td>\n",
" <td>150</td>\n",
" <td>320.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>168</th>\n",
" <td>75</td>\n",
" <td>125</td>\n",
" <td>150</td>\n",
" <td>330.4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>169 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" Duration Pulse Maxpulse Calories\n",
"0 60 110 130 409.1\n",
"1 60 117 145 479.0\n",
"2 60 103 135 340.0\n",
"3 45 109 175 282.4\n",
"4 45 117 148 406.0\n",
".. ... ... ... ...\n",
"164 60 105 140 290.8\n",
"165 60 110 145 300.0\n",
"166 60 115 145 310.2\n",
"167 75 120 150 320.4\n",
"168 75 125 150 330.4\n",
"\n",
"[169 rows x 4 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "59980378-83d8-4ec4-99e4-d29557d367bb",
"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>Duration</th>\n",
" <th>Pulse</th>\n",
" <th>Maxpulse</th>\n",
" <th>Calories</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Duration</th>\n",
" <td>1.000000</td>\n",
" <td>-0.155408</td>\n",
" <td>0.009403</td>\n",
" <td>0.922717</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Pulse</th>\n",
" <td>-0.155408</td>\n",
" <td>1.000000</td>\n",
" <td>0.786535</td>\n",
" <td>0.025121</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Maxpulse</th>\n",
" <td>0.009403</td>\n",
" <td>0.786535</td>\n",
" <td>1.000000</td>\n",
" <td>0.203813</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Calories</th>\n",
" <td>0.922717</td>\n",
" <td>0.025121</td>\n",
" <td>0.203813</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Duration Pulse Maxpulse Calories\n",
"Duration 1.000000 -0.155408 0.009403 0.922717\n",
"Pulse -0.155408 1.000000 0.786535 0.025121\n",
"Maxpulse 0.009403 0.786535 1.000000 0.203813\n",
"Calories 0.922717 0.025121 0.203813 1.000000"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# correlation (1 / -1 --> good, ~0, bad)\n",
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7c279538-3d8d-4add-a30c-5c426c5c714f",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotting\n",
"import matplotlib.pyplot as plt\n",
"df.plot()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e3cff924-55c9-48cc-9c8c-6d98b01bcd8d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qD1FrfPvtt/rFL36hBx54QN26dbOXP/jgg0pKSlJsbKxOnDihZcuW6bPPPrP3LhUUFCg6OrrR+aKjo1VQUNDs71u2bJkWL15sf19eXk4oAgDgGuUXgaiurk7333+/rly5oldffdWhbt68efafU1NTlZKSosGDB+vo0aMaOHCgJMlisTQ6p2EYTZZfFRQUpKCgIA9dAQAA8GU+/8isrq5O06dPV25urrZt2+bQO9SUgQMHKjAwUNnZ2ZKk2NhYXbhwodFxRUVFiomJaZc2AwAA/+LTgehqGMrOztb27dsVERHh8jNffPGF6urqFBcXJ0kaPny4bDabDh06ZD/mk08+kc1m04gRI9qt7QAAwH949ZFZRUWFTp8+bX+fm5urrKwshYeHKz4+Xj/84Q919OhR/e///q/q6+vtY37Cw8PVuXNnff3119q4caPuvPNORUZG6u9//7uWLFmitLQ0jRw5UpLUr18/TZw4UfPmzbNPx3/00Uc1efLkZmeYAQAAc7EYhmF465fv2rVLY8aMaVQ+e/ZsLV++XElJSU1+bufOnRo9erTOnTunH/3oRzpx4oQqKiqUkJCgu+66S08//bTCw8Ptx1+8eFELFy7Ue++9J0maOnWqVq9e3Wi2mjPl5eWyWq2y2WwuH9sBAADf0NK/314NRP6EQAQAgP9p6d9vnx5DBAAA0BEIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQ6ebsBAOBpOUUVOnOxSr0iQpQUGeLt5gDwAwQiANeMsqpaLdyUpczsInvZqJQorZqZJmtwoBdbBsDX8cgMwDVj4aYs7Ttd7FC273SxFmw65qUWAfAXBCIA14ScogplZhep3jAcyusNQ5nZRcotrvRSywD4AwIRgGvCmYtVTuvzSghEAJpHIAJwTUgMD3Za3yuCwdUAmkcgAnBN6B3VVaNSohRgsTiUB1gsGpUSxWwzAE4RiABcM1bNTNPI5EiHspHJkVo1M81LLQLgL5h2D+CaYQ0O1Pq5Q5RbXKm8kkrWIQLQYh4JROXl5dqxY4f69u2rfv36eeKUANBmSZEEIQCt06ZHZtOnT9fq1aslSdXV1Ro8eLCmT5+um2++WX/+85892kAAAID21qZAlJmZqdtuu02StHXrVhmGobKyMv3+97/Xs88+69EGAgAAtLc2BSKbzabw8HBJUkZGhu677z4FBwfrrrvuUnZ2tkcbCAAA0N7aFIgSEhJ04MABVVZWKiMjQ+np6ZKk0tJSXX/99R5tIAAAQHtr06DqRYsW6cEHH1TXrl3Vs2dPjR49WtJ3j9L69+/vyfYBAAC0uzYFoieeeEJDhgzRuXPndMcdd+i6677raOrduzdjiAD4vZyiCp25WMW0fcBELIbRYCfEVqitrVVubq769OmjTp2u7SWNysvLZbVaZbPZ1K1bN283B0A7KKuq1cJNWcrMLrKXjUqJ0qqZabIGB3qxZQDaqqV/v9s0hqiqqkpz585VcHCwbrrpJp09e1aStHDhQj3//PNtazEAeNnCTVnad7rYoWzf6WIt2HTMSy0C0FHaFIiWLVumzz77TLt27XIYRD1+/Hi98847HmscAHSUnKIKZWYXqb5Bp3m9YSgzu0i5xZVeahmAjtCm51zvvvuu3nnnHQ0bNkyW722keOONN+rrr7/2WOMAoKOcuVjltD6vpJLxRMA1rE09REVFRYqOjm5UXllZ6RCQAMBfJIYHO63vFUEYAq5lbQpEt9xyi95//337+6sh6I033tDw4cM90zIA6EC9o7pqVEqUAhr8oy7AYtGolCh6h4BrXJsC0YoVK/SrX/1Kjz/+uC5fvqxXXnlFd9xxh9atW6d///d/b/F5MjMzNWXKFMXHx8tisejdd991qDcMQ8uXL1d8fLy6dOmi0aNH64svvnA4pqamRgsWLFBkZKRCQkI0depUnT9/3uGY0tJSzZo1S1arVVarVbNmzVJZWVlbLh0whZyiCu08VWi6cTOrZqZpZHKkQ9nI5EitmpnmpRYB6ChtCkQjRozQvn37VFVVpT59+uijjz5STEyMDhw4oEGDBrX4PJWVlRowYIB9o9iGfvvb3+rFF1/U6tWrdfjwYcXGxuqOO+7QpUuX7McsWrRIW7du1ebNm7V3715VVFRo8uTJqq+vtx/zwAMPKCsrSxkZGcrIyFBWVpZmzZrVlksHrmllVbV6aM0hjV25Ww+vPawxL+zSQ2sOyVZV5+2mdQhrcKDWzx2inUtHa+3Dt2jn0tFaP3cIU+4BE3BrHSJPslgs2rp1q+655x5J3/UOxcfHa9GiRfr5z38u6bveoJiYGP3Hf/yHHnvsMdlsNkVFRentt9/WjBkzJEnffPONEhIS9MEHH2jChAk6efKkbrzxRh08eFBDhw6VJB08eFDDhw/Xl19+qb59+7aofaxDBDN4aM0h7Ttd7DDTKsBi0cjkSK2fO8SLLQOAtvH4OkTl5eUOPzt7eUJubq4KCgrs+6RJUlBQkG6//Xbt379fknTkyBHV1dU5HBMfH6/U1FT7MQcOHJDVarWHIUkaNmyYrFar/Zim1NTUtMt1Ab6KaecAzKzF0+7DwsKUn5+v6Ohode/evcnZZIZhyGKxODyuaquCggJJUkxMjEN5TEyMzpw5Yz+mc+fOCgsLa3TM1c8XFBQ0OSMuOjrafkxTVqxYod/85jduXQPgT5h2DsDMWhyIduzYofDwcEnSzp07261BDTUMXldDlzMNj3EW3pqzbNkyLV682P6+vLxcCQkJLW024HeYdg7AzFociG6//XZJ0uXLl7Vr1y498sgj7RoQYmNjJX3XwxMXF2cvLywstPcaxcbGqra2VqWlpQ69RIWFhRoxYoT9mAsXLjQ6f1FRUaPep+8LCgpSUFCQR64F8AdXp503N4aI3iEA17JWzzLr1KmTXnjhBY88FnMmKSlJsbGx2rZtm72strZWu3fvtoedQYMGKTAw0OGY/Px8nThxwn7M8OHDZbPZdOjQIfsxn3zyiWw2m/0YAN9h2jkAs2rT1h3jxo3Trl27NGfOHLd+eUVFhU6fPm1/n5ubq6ysLIWHh6tnz55atGiRnnvuOaWkpCglJUXPPfecgoOD9cADD0iSrFar5s6dqyVLligiIkLh4eFaunSp+vfvr/Hjx0uS+vXrp4kTJ2revHl6/fXXJUmPPvqoJk+e3OIZZoBZXJ12nltcqbySSvWKCPHLnqGcogqduVjlt+0H0PHaFIgmTZqkZcuW6cSJExo0aJBCQhz/hzN16tQWnefTTz/VmDFj7O+vjtmZPXu21q1bp6eeekrV1dV64oknVFpaqqFDh+qjjz5SaGio/TMvvfSSOnXqpOnTp6u6ulrjxo3TunXrFBAQYD9m48aNWrhwoX022tSpU5td+wiAlBTpn0GirKpWCzdlKTO7yF42KiVKq2amsZYQAKfatA7Rddc1/6TNU7PMfA3rEAG+j3WUADTk8XWIvu/KlSvNvq7FMATA97GOEgB3tCkQAYCvack6SgDQnDYHot27d2vKlClKTk5WSkqKpk6dqj179niybQDQYqyjBMAdbQpEGzZs0Pjx4xUcHKyFCxdq/vz56tKli8aNG6c//elPnm4jALh0dR2lgAYLrgZYLBqVEuWXg8QBdJw2Daru16+fHn30Uf30pz91KH/xxRf1xhtv6OTJkx5roK9gUDXg+2xVdVqw6RizzADYtfTvd5sCUVBQkL744gslJyc7lJ8+fVqpqan69ttvW99iH0cgAvyHv6+jBMBzWvr3u03rECUkJOjjjz9uFIg+/vhj9vsC4HX+uo4SAO9pUyBasmSJFi5cqKysLI0YMUIWi0V79+7VunXr9Morr3i6jQAAAO2qTYHo8ccfV2xsrFauXKn//u//lvTduKJ33nlHd999t0cbCAAA0N7aNIbIjBhDBACA/2nXlaoBAACuJS1+ZBYWFiZLg/U9mnPx4sU2NwgAAKCjtTgQvfzyy+3YDADwnJyiCp25WMW0ewAt1uJANHv27PZsBwC4rayqVgs3ZbEwI4BWc3sMUXV1tcrLyx1eAOANCzdlad/pYoeyfaeLtWDTMS+1CIC/aFMgqqys1Pz58xUdHa2uXbsqLCzM4QUAHS2nqEKZ2UWqbzBxtt4wlJldpNxidrsH0Lw2BaKnnnpKO3bs0KuvvqqgoCD98Y9/1G9+8xvFx8dr/fr1nm4jALh05mKV0/q8kpYHopyiCu08VUiIAkykTQsz/vWvf9X69es1evRoPfLII7rtttuUnJysxMREbdy4UQ8++KCn2wkATiWGBzut7xXhenA1Y5AA82pTD9HFixeVlJQkSerWrZt9mv2tt96qzMxMz7UOAFqod1RXjUqJUkCD5UECLBaNSolq0WwzxiAB5tWmQNS7d2/l5eVJkm688Ub79h1//etf1b17d0+1DQBaZdXMNI1MjnQoG5kcqVUz01x+ljFIgLm16ZHZww8/rM8++0y33367li1bprvuukurVq1SXV2dXnrpJU+3EQBaxBocqPVzhyi3uFJ5JZWtWoeoJWOQWNMIuHa1KRD99Kc/tf88ZswYffnll/r000+VnJysm2++2WONA4C2SIps/YKMnhiDBMB/teqR2Y4dO3TjjTc2WmuoZ8+eGjdunGbOnKk9e/Z4tIEA0BE8MQYJgP9qVSB6+eWXNW/evCZ3i7VarXrsscf04osveqxxANAWbZ02784YJAD+zWIYDUYQOpGYmKiMjAz169evyfovv/xS6enpOnv2rMca6CvKy8tltVpls9maDIQAvM9T0+bbMgYJgG9q6d/vVvUQXbhwQYGBzf9PpVOnTioqKmq2HgDak6emzSdFhmhM32jCEGAirQpEP/jBD3T8+PFm6z///HPFxcW53SgAaK1rZdr87lOFeuXjr7Qnm39cAh2pVbPM7rzzTv3617/WpEmTdP311zvUVVdX6+mnn9bkyZM92kAAaAl/nzZ/pqRS9/xhn0qr6uxlYcGBeu/JW5UQ4XwGHAD3tWoM0YULFzRw4EAFBARo/vz56tu3rywWi06ePKk//OEPqq+v19GjRxUTE9OebfYKxhABvi2nqEJjV+5utn7n0tE+HYjSnvnIIQxdFRYcqGO/TvdCi4BrQ0v/freqhygmJkb79+/X448/rmXLlulqlrJYLJowYYJeffXVazIMAfB9V6fN7ztd7PDYLMBi0cjkSJ8OQ7tPFTYZhiSptKpOe7KLdFtKVAe3CjCXVi/MmJiYqA8++EClpaU6ffq0DMNQSkqKwsLC2qN9ANBiq2amacGmYw6zzPxh2nzW+TKn9UfPlhKIgHbWppWqJSksLEy33HKLJ9sCAG5xZ+sOb/rnHt2d1g/syT84gfbW5kAEAL6qLVt3eNPtfaMVFhzY7BgieoeA9tem3e4BAJ713pO3KqzB4pFXZ5kBaH/0EAGAD0iICNaxX6drT3aRjp4t1cCeYfQMAR3I53uIevXqJYvF0uj15JNPSpLmzJnTqG7YsGEO56ipqdGCBQsUGRmpkJAQTZ06VefPn/fG5QCAU7elROkn424gDAEdzOcD0eHDh5Wfn29/bdu2TZL0L//yL/ZjJk6c6HDMBx984HCORYsWaevWrdq8ebP27t2riooKTZ48WfX19R16LQAAwDf5/COzqCjHfyU9//zz6tOnj26//XZ7WVBQkGJjY5v8vM1m05o1a/T2229r/PjxkqQNGzYoISFB27dv14QJE9qv8QAAwC/4fA/R99XW1mrDhg165JFHZLFY7OW7du1SdHS0brjhBs2bN0+FhYX2uiNHjqiurk7p6f9Y6TU+Pl6pqanav39/s7+rpqZG5eXlDi8AAHBt8qtA9O6776qsrExz5syxl02aNEkbN27Ujh07tHLlSh0+fFhjx45VTU2NJKmgoECdO3dutHBkTEyMCgoKmv1dK1askNVqtb8SEhLa5ZoAAID3+fwjs+9bs2aNJk2apPj4eHvZjBkz7D+npqZq8ODBSkxM1Pvvv69p06Y1ey7DMBx6mRpatmyZFi9ebH9fXl5OKAIA4BrlN4HozJkz2r59u7Zs2eL0uLi4OCUmJio7O1uSFBsbq9raWpWWljr0EhUWFmrEiBHNnicoKEhBQUGeaTwAAPBpfvPIbO3atYqOjtZdd93l9LiSkhKdO3dOcXFxkqRBgwYpMDDQPjtNkvLz83XixAmngQgAAJiHX/QQXblyRWvXrtXs2bPVqdM/mlxRUaHly5frvvvuU1xcnPLy8vTLX/5SkZGRuvfeeyVJVqtVc+fO1ZIlSxQREaHw8HAtXbpU/fv3t886AwAA5uYXgWj79u06e/asHnnkEYfygIAAHT9+XOvXr1dZWZni4uI0ZswYvfPOOwoNDbUf99JLL6lTp06aPn26qqurNW7cOK1bt04BAQEdfSkwkZyiCp25WOU3G4wCgJlZDMMwvN0If1BeXi6r1SqbzaZu3bp5uznwYWVVtVq4KUuZ2UX2slEpUVo1M03WBntVAQDaV0v/fvvNGCLAXyzclKV9p4sdyvadLtaCTce81CIAgCsEIsCDcooqlJldpPoGHa/1hqHM7CLlFld6qWUAAGcIRIAHnblY5bQ+r4RABAC+iEAEeFBieLDT+l4RDK4GAF9EIAI8qHdUV41KiVJAg1XQAywWjUqJYrYZAPgoAhHgYatmpmlkcqRD2cjkSK2amealFgEAXPGLdYgAf2INDtT6uUOUW1ypvJJK1iECAD9AIALaSVIkQQgA/AWPzAAAgOnRQwQ0g603AMA8CERAA2y9AQDmwyMzoAG23gAA8yEQAd/D1hsAYE4EIuB72HoDAMyJQAR8D1tvAIA5EYiA72HrDQAwJwIR0ICntt7IKarQzlOFjDsCAD/AtHugAXe33mDaPtzB+leAd1gMo8F0GjSpvLxcVqtVNptN3bp183Zz4MMeWnNI+04XO8xUC7BYNDI5UuvnDvFiy+DLCNJA+2jp328emQEexLR9tBXrXwHeRSACPIhp+2gLgjTgfQQiwIOYto+2IEgD3kcgAjyIaftoC4I04H0EIsDDPDVtH+ZBkAa8j1lmLcQsM7RW5leFOnauTAN7hum2lChvNwc+zlZVpwWbjjHLDPCwlv79Zh0iwMOYPo22cHf9KwDu4ZEZ4GFMn4Y7kiJDNKZvNGEI6GAEIsCDmD4NAP6JQAR4ENOnAcA/EYgAD2L6NAD4JwIR4EFMnwYA/0QgAjyMdYgAwP8w7R7wMKZPA4D/IRAB7SQpkiAEAP6CR2YAAMD06CEC2snqj7O17+ti3ZYSpSfGJHu7Oa2y+1Shss6z7QgA8/DpHqLly5fLYrE4vGJjY+31hmFo+fLlio+PV5cuXTR69Gh98cUXDueoqanRggULFBkZqZCQEE2dOlXnz5/v6EuBiew/XaRev3hfL2z7SgdyLuq3H55Sr1+8r0++LvF201w6U1KptGc+0uy1h/XStmzNWnNIac98pHMlztdXAgB/59OBSJJuuukm5efn21/Hjx+31/32t7/Viy++qNWrV+vw4cOKjY3VHXfcoUuXLtmPWbRokbZu3arNmzdr7969qqio0OTJk1VfX++Ny4EJPPDHQ02Wz3jjYAe3pPXu+cM+lVbVOZSVVtVp6h/2eqlFANAxfD4QderUSbGxsfZXVNR33feGYejll1/Wr371K02bNk2pqal66623VFVVpT/96U+SJJvNpjVr1mjlypUaP3680tLStGHDBh0/flzbt293+ntrampUXl7u8ELHyymq0M5ThX6z5cXqj7Od1r+683QHtaT1dp8qbBSGriqtqtOe721WCwDXGp8PRNnZ2YqPj1dSUpLuv/9+5eTkSJJyc3NVUFCg9PR0+7FBQUG6/fbbtX//fknSkSNHVFdX53BMfHy8UlNT7cc0Z8WKFbJarfZXQkJCO1wdmlNWVauH1hzS2JW79fDawxrzwi49tOaQbM38wfYV+74udlrvy6Ei63yZ0/qjZ0s7piEA4AU+HYiGDh2q9evX68MPP9Qbb7yhgoICjRgxQiUlJSooKJAkxcTEOHwmJibGXldQUKDOnTsrLCys2WOas2zZMtlsNvvr3LlzHrwyuPLExqPKbBAeMrOL9PjGI15qUcuM7BPptN6XByj/c4/uTusH9gxzWg8A/synZ5lNmjTJ/nP//v01fPhw9enTR2+99ZaGDRsmSbI02CLBMIxGZQ215JigoCAFBQW1seVwR05RhfY3MwB5/9clyi2u9Nn1feaPS9EL275qtt6XZ5vd3jdaYcGBTT42CwsO9OkwBwDu8ukeooZCQkLUv39/ZWdn22ebNezpKSwstPcaxcbGqra2VqWlpc0eA9/zSa7z2Vif5Pj2bK135g1rVbkvee/JWxUWHOhQFhYcqPeevNVLLQKAjuFXgaimpkYnT55UXFyckpKSFBsbq23bttnra2trtXv3bo0YMUKSNGjQIAUGBjock5+frxMnTtiPgS9y0cPXQa1oq75xoRrVoDdlVEqU/imum5da1HIJEcE69ut0vT13iH56R4renjtEx36droSIYG83DQDalU8/Mlu6dKmmTJminj17qrCwUM8++6zKy8s1e/ZsWSwWLVq0SM8995xSUlKUkpKi5557TsHBwXrggQckSVarVXPnztWSJUsUERGh8PBwLV26VP3799f48eO9fHVoTrz1eqf1PcK6dFBL2mbhpiztO+04uHrf6WIt2HRM6+cO8VKrWue2lCgekQEwFZ8OROfPn9fMmTNVXFysqKgoDRs2TAcPHlRiYqIk6amnnlJ1dbWeeOIJlZaWaujQofroo48UGhpqP8dLL72kTp06afr06aqurta4ceO0bt06BQQEeOuy4MIVF/WXr/huH1FOUUWjweCSVG8Yyswu8unxTwBgZhbDMHz3r4sPKS8vl9Vqlc1mU7duvv/ow5/lFFVo7MrdzdbvXDraZ0PFzlOFenjt4Wbr1z58i8b0je7AFgGAubX077dfjSGCOfSO6iprl8Am66xdAn02DElSYrjzsTa9Iny37QBgZgQi+JycogrZqptegNFWXefTq1b3juqqUSlRCmiwrEOAxaJRKVE+HeYAwMwIRPA5n+RedFp/0Men3a+amaaRyY4LNI5MjtSqmWleahEAwBWfHlQNs3I+rM35pHzvswYHav3cIcotrlReSaV6RYTQMwQAPo5ABJ8zNCnCeX1v5/W+IimSIAQA/oJHZvA5vaO6akivpvfNGtIrnJABAPA4eojglpyiCp25WOXxx0LVtZebLP+2rulyAADcQSBCm5RV1WrhpiyHRQhHpURp1cw0WYObnjLfUjlFFTr+zaUm6z7/v3IWNwQAeByPzNAmzrancNfbB/Kc1m9wUQ8AQGsRiNBqV7enqG+wyPn3t6dwx7nSaqf1Zy5WuXV+AAAaIhCh1VwFkrwS9wKR9Xrnj9zCgju7dX4AABoiEKHV2nt7Ctu3Ta9SfVVpVa1b5wcAoCECEVqtvbenqKpxPpPs29p6t84PAEBDBCK0SXtuT3HRRQ9QSSU9RAAAz2LaPdqkPbenqHTRQ1Thoh4AgNYiEMEt7bE9ReB1zjsuOwf4+m5mAAB/wyMz+JygQBeBqFNAB7UEAGAW9BDBLe2xdUdN3RWn9bWXGVQNAPAsAhHapD237ujssoeIjk0AgGfxlwVt8sTGow5hSJIys4v0+MYjbp87Icz5Okc9w9nHDADgWQQitFpOUYX2f13SZN3+r0vc3rrDFUOG64NaIKeoQjtPFbZ7ewEAvo9HZmi1T3KbDkP2+pwSt8YTnXOxNcj5i873OnOlPR/3AQD8Ez1E17j26AUpuuR8YcSiihq3zl9W5XzrDlcLN7qycFOW9p0udijbd7pYCzYdc+u8AAD/RQ/RNao9e0GiQp1vrhrVNcit83/rYhZZTV3bZ5nlFFU0GvskSfWGoczsIuUWV3p8XSUAgO+jh+ga1Z69IEOTIpzX93Ze70p7Lrt4xsXjuLwSxhMBgBkRiK5BV3tB6g3Hwcff7wVxx+Hci07rP81zXu9KYoTzHpqkyK5tPrerL3yn61gFGwDMiEB0DWrvXpADLgZV7/u62Gm9Kz+94wbn9enO651xvuSjdPmKZ2awAQD8C4HoGpQY7nwdn14uemBcSXbRQ3NDdKhb509w0f4eLtYpcqa97w0AwD8RiK5BvaO6KqyZgdNhwYFuDxq+4mIdoCuGe70s7dnD1Tuqq0alRCnA4vhoLMBi0aiUKAZUA4BJEYiuQTlFFSptZup6aVWd22OIDjSzKGNL611Zte0rp/V/+DjbvfPPTNPI5EiHspHJkVo1M82t8wIA/BfT7q9BLelhac+eEMPNHqJTRZec1p+8UO7W+a3BgVo/d4hyiyuVV1Lp0Y1pAQD+iR6ia1B7j5O5559/4LT+3oE93Dp/bOj1TuvjunVx6/xXJUWGaEzfaMIQAIBAdC1q7zFE7e3uNOeB6x4X9QAAtBaB6BrU3mOItp284LT+wy8K3Dp/nov2uaoHAKC1CETXoPZeh8jV0oUNZ3C11iEXCzu62lwWAIDW8ulAtGLFCt1yyy0KDQ1VdHS07rnnHp06dcrhmDlz5shisTi8hg0b5nBMTU2NFixYoMjISIWEhGjq1Kk6f/58R15Kh2rvMURdr3c+Fj8kyL2x+tUu9iqrrnO1vCIAAK3j04Fo9+7devLJJ3Xw4EFt27ZNly9fVnp6uiorHXs4Jk6cqPz8fPvrgw8+cKhftGiRtm7dqs2bN2vv3r2qqKjQ5MmTVV/f9k1CfUVTu9n3juqq4c3sJza8d4TbY4i6d3G+uWt3NzePHZgQ5rR+UE/n9QAAtJZPT7vPyMhweL927VpFR0fryJEjGjVqlL08KChIsbGxTZ7DZrNpzZo1evvttzV+/HhJ0oYNG5SQkKDt27drwoQJ7XcB7cjVbvbNPbVy82mWJCksxHngCQ9xHphcWXZnP207Wdhs/S/u7OfW+QEAaMine4gastlskqTw8HCH8l27dik6Olo33HCD5s2bp8LCf/wxPXLkiOrq6pSenm4vi4+PV2pqqvbv39/s76qpqVF5ebnDy5c4280+p6hC+5tZHHH/1yVuD6ourWx6wPZVFytr3Tr/ORdjoM6XOq8HAKC1/CYQGYahxYsX69Zbb1Vqaqq9fNKkSdq4caN27NihlStX6vDhwxo7dqxqamokSQUFBercubPCwhwfs8TExKigoPnZUCtWrJDVarW/EhIS2ufCXNh9qlCvfPyV9nyvJ8jVbvaHXOxG7+6g6lMFzhdOdFXvys5TzfcOSdLHLma5AQDQWj79yOz75s+fr88//1x79+51KJ8xY4b959TUVA0ePFiJiYl6//33NW3atGbPZxiGLE6eHy1btkyLFy+2vy8vL+/QUHSmpFL3/GGfw/T5sOBAvffkrS5nkZ0qcN6bVXypxq22GS72MnNV74rFxTw2d2exAQDQkF/0EC1YsEDvvfeedu7cqR49nK+CHBcXp8TERGVnf7ffVWxsrGpra1VaWupwXGFhoWJiYpo9T1BQkLp16+bw6khTV+9ttJZQaVWdJq/e43IWmeEiUHxjq3arbSP7RDqtvzU5yq3z3xAb6rQ+OcZ5PQAAreXTgcgwDM2fP19btmzRjh07lJSU5PIzJSUlOnfunOLi4iRJgwYNUmBgoLZt22Y/Jj8/XydOnNCIESPare3u2H2qULbqy03W2aov6//Kqp3u2D6mr/NAMtDNWVrtvdv90KRwp/XDmplBBwBAW/l0IHryySe1YcMG/elPf1JoaKgKCgpUUFCg6urvejgqKiq0dOlSHThwQHl5edq1a5emTJmiyMhI3XvvvZIkq9WquXPnasmSJfr444917Ngx/ehHP1L//v3ts858TUvG0Djbsf32vtFOt+64LcW9HpyLLgZVF1e4N6gaAICO5tNjiF577TVJ0ujRox3K165dqzlz5iggIEDHjx/X+vXrVVZWpri4OI0ZM0bvvPOOQkP/8VjlpZdeUqdOnTR9+nRVV1dr3LhxWrdunQICAjryclrM1bT1yK5BLndsf+/JWzX1D3ubHIPkrjF9o7Ruf16z9eP6Rbt1flcrUX+SU+Lz+7EBAPyLTwciw8Wjly5duujDDz90eZ7rr79eq1at0qpVqzzVtHY1+eZ4vbgtu9n6u26Ot/+cFBnSZDhIiAjWsV+n6w87srX3dLFuS4nSE2OSPdK+2/tGy9olULbqxj1F1i7u90C52hzEvQdyAAA05tOPzMyqd1RXDenV9DiaIb3CW9Q7cqakUmnPfKTfffSVDuRc1G8/PKW0Zz7SuRLPrOHzv/NvbfRYLiw4UP873/0eKMYQAQA6msVw1Q0DSd9Nu7darbLZbB0y4+xsSaXubmbafUKE81lmkjTgNx8124Pz2dPpTXyibfZkF+no2VIN7BnmgZ6hf5j5Xwd1IKfxo7PhvSO06dFhTXwCAIDGWvr3mx4iH/Wv736h8gYzzcqrL+tX755w+dnvZqk1PfDZVl3nsMiju65caZ88/Z8/GqRRDQLWqJQo/eePBrXL7wMAmJtPjyEyq6srUTd0dSXq3OJKp4/Ndp5yHng+Plnodm+Os4UjW9KD5YqrQeMAAHgSPUQ+yNVK1K623rC4GHYc4IGFnhuGIem7hSOn/mFvM59om6TIEI3pG00YAgC0KwKRD3K1EnWvCOfhwNVKzylurvS8+1RhozB0VWmVZx/JAQDQEQhEPqh3VFenK1G76i0ZmuR8FtZQN2dpZZ0vc1p/9Gyp03oAAHwNgchHOVuJ2pXeUV01ok/ToWdEnwi3Hz/9c4/uTuvd3RoEAICOxqBqH+XuoOLnp/Vvctr+f0y72e22Xd0apKnHZp7YGgQAgI5GD5GPa+ugYnem7bfEe082vTCjJ7YGAQCgo9FDdA1yd9p+S1zdGqS9FmYEAKAjEYh8XE5Rhc5crGrVI7OWTNv31DT221KiCEIAAL9HIPKy5gJPWVWtFm7KcujpGZUSpVUz02Rt8KiqIXen7QMAYDYEIi9xFXge33C00V5emdlF+vGGIy738uod1VXWLp1kazCGSJKsXTqxyCEAAA0wqNpLFm7K0r7TxQ5l+04Xa8GmY8opqmhyY1NJOpBTotxi5ytV5xRVNBmGJMlWfdnl5wEAMBsCkRdcHfRcbzhusXF10PP7x/Odfv5gM2Hpqk9yL7r1eQAAzIZA5AWuBj2XVNQ4rXe9FZnzvcw8sJUZAADXFAKRF7ga9Dz2n6Kd1rvaeqO9t+74vpyiCu08VchjOACAX2NQtRdc3ats3+lih8dmARaLRiZHqkeY88DUkvNbuwTKVt14JWlrl0CPDKp2ZxYcAAC+hh4iL3G2V1lL1hFy5rtB1U3vRm+rrvNIb46zQeEAAPgbeoi8xNleZe6uI9TeCzN2xErYAAB0JHqIvKypvcquPlILsDgOfw6wWDQqJcpl2HD1H7XTde4Nq3a3BwsAAF9DIPJRz96Tqm5dHDvwunXppH+/J9XlZ7+xfeu0/nxptVttYyVsAMC1hkDko/713RNu7FbfvtPu3e3BAgDA1xCIfJCrhRtdDYruiGn3zgaFAwDgbxhU7YPcHRTdO6qrRvSJ0P6vG69IPaJPhEd6cJwNCgcAwN/QQ+RlTS1s6IkxOq89OEijUqIcykalROm1Bwe1raHNaGpQOAAA/oYeIi9xtrChJ3p46MEBAKDl6CHyElcLGxrNjIturrw59OAAAOAagcgLXA2azvyqUAea2ZH+QE4J+4YBAOBhBCIvcDVo+ti5Mqf1LHwIAIBnEYi8wNWg6bSE7k7rWfgQAADPIhB5gauFDUfdEM3ChwAAdCACkZe4WtiQhQ8BAOg4FsNo7bwlcyovL5fVapXNZlO3bt08dl5X0+KZNg8AQNu19O836xB5WVKk86Djqh4AALjPVI/MXn31VSUlJen666/XoEGDtGfPHm83CQAA+ADTBKJ33nlHixYt0q9+9SsdO3ZMt912myZNmqSzZ896u2kAAMDLTDOGaOjQoRo4cKBee+01e1m/fv10zz33aMWKFY2Or6mpUU1Njf19eXm5EhISPD6GCAAAtJ+WjiEyRQ9RbW2tjhw5ovT0dIfy9PR07d+/v8nPrFixQlar1f5KSEjoiKYCAAAvMEUgKi4uVn19vWJiYhzKY2JiVFBQ0ORnli1bJpvNZn+dO3euI5oKAAC8wFSzzCwNFjo0DKNR2VVBQUEKCgrqiGYBAAAvM0UPUWRkpAICAhr1BhUWFjbqNQIAAOZjikDUuXNnDRo0SNu2bXMo37Ztm0aMGOGlVgEAAF9hmkdmixcv1qxZszR48GANHz5c//Vf/6WzZ8/qxz/+sbebBgAAvMw0gWjGjBkqKSnRM888o/z8fKWmpuqDDz5QYmKit5sGAAC8zDTrELnLZrOpe/fuOnfuHOsQAQDgJ66uI1hWViar1drscabpIXLXpUuXJIn1iAAA8EOXLl1yGojoIWqhK1eu6JtvvlFoaGizU/XR2NVkTs9a63Hv2o5713bcu7bj3rVde947wzB06dIlxcfH67rrmp9LRg9RC1133XXq0aOHt5vht7p168b/INqIe9d23Lu24961Hfeu7drr3jnrGbrKFNPuAQAAnCEQAQAA0yMQoV0FBQXp6aefZhuUNuDetR33ru24d23HvWs7X7h3DKoGAACmRw8RAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIR3LZ8+XJZLBaHV2xsrL3eMAwtX75c8fHx6tKli0aPHq0vvvjCiy32nszMTE2ZMkXx8fGyWCx69913Hepbcq9qamq0YMECRUZGKiQkRFOnTtX58+c78Cq8w9W9mzNnTqPv4bBhwxyOMeu9W7FihW655RaFhoYqOjpa99xzj06dOuVwDN+9prXk3vHda9prr72mm2++2b7Y4vDhw/W3v/3NXu9r3zkCETzipptuUn5+vv11/Phxe91vf/tbvfjii1q9erUOHz6s2NhY3XHHHfb94cyksrJSAwYM0OrVq5usb8m9WrRokbZu3arNmzdr7969qqio0OTJk1VfX99Rl+EVru6dJE2cONHhe/jBBx841Jv13u3evVtPPvmkDh48qG3btuny5ctKT09XZWWl/Ri+e01ryb2T+O41pUePHnr++ef16aef6tNPP9XYsWN1991320OPz33nDMBNTz/9tDFgwIAm665cuWLExsYazz//vL3s22+/NaxWq/Gf//mfHdRC3yTJ2Lp1q/19S+5VWVmZERgYaGzevNl+zP/93/8Z1113nZGRkdFhbfe2hvfOMAxj9uzZxt13393sZ7h3/1BYWGhIMnbv3m0YBt+91mh47wyD715rhIWFGX/84x998jtHDxE8Ijs7W/Hx8UpKStL999+vnJwcSVJubq4KCgqUnp5uPzYoKEi333679u/f763m+qSW3KsjR46orq7O4Zj4+HilpqZyPyXt2rVL0dHRuuGGGzRv3jwVFhba67h3/2Cz2SRJ4eHhkvjutUbDe3cV3z3n6uvrtXnzZlVWVmr48OE++Z0jEMFtQ4cO1fr16/Xhhx/qjTfeUEFBgUaMGKGSkhIVFBRIkmJiYhw+ExMTY6/Dd1pyrwoKCtS5c2eFhYU1e4xZTZo0SRs3btSOHTu0cuVKHT58WGPHjlVNTY0k7t1VhmFo8eLFuvXWW5WamiqJ715LNXXvJL57zhw/flxdu3ZVUFCQfvzjH2vr1q268cYbffI7x273cNukSZPsP/fv31/Dhw9Xnz599NZbb9kHFlosFofPGIbRqAzfacu94n5KM2bMsP+cmpqqwYMHKzExUe+//76mTZvW7OfMdu/mz5+vzz//XHv37m1Ux3fPuebuHd+95vXt21dZWVkqKyvTn//8Z82ePVu7d++21/vSd44eInhcSEiI+vfvr+zsbPtss4ZpvrCwsNG/DMyuJfcqNjZWtbW1Ki0tbfYYfCcuLk6JiYnKzs6WxL2TpAULFui9997Tzp071aNHD3s53z3Xmrt3TeG79w+dO3dWcnKyBg8erBUrVmjAgAF65ZVXfPI7RyCCx9XU1OjkyZOKi4tTUlKSYmNjtW3bNnt9bW2tdu/erREjRnixlb6nJfdq0KBBCgwMdDgmPz9fJ06c4H42UFJSonPnzikuLk6Sue+dYRiaP3++tmzZoh07digpKcmhnu9e81zdu6bw3WueYRiqqanxze+cx4dpw3SWLFli7Nq1y8jJyTEOHjxoTJ482QgNDTXy8vIMwzCM559/3rBarcaWLVuM48ePGzNnzjTi4uKM8vJyL7e84126dMk4duyYcezYMUOS8eKLLxrHjh0zzpw5YxhGy+7Vj3/8Y6NHjx7G9u3bjaNHjxpjx441BgwYYFy+fNlbl9UhnN27S5cuGUuWLDH2799v5ObmGjt37jSGDx9u/OAHP+DeGYbx+OOPG1ar1di1a5eRn59vf1VVVdmP4bvXNFf3ju9e85YtW2ZkZmYaubm5xueff2788pe/NK677jrjo48+MgzD975zBCK4bcaMGUZcXJwRGBhoxMfHG9OmTTO++OILe/2VK1eMp59+2oiNjTWCgoKMUaNGGcePH/dii71n586dhqRGr9mzZxuG0bJ7VV1dbcyfP98IDw83unTpYkyePNk4e/asF66mYzm7d1VVVUZ6eroRFRVlBAYGGj179jRmz57d6L6Y9d41dd8kGWvXrrUfw3evaa7uHd+95j3yyCNGYmKi0blzZyMqKsoYN26cPQwZhu995yyGYRie73cCAADwH4whAgAApkcgAgAApkcgAgAApkcgAgAApkcgAgAApkcgAgAApkcgAgAApkcgAgAApkcgAoAWWrdunbp37+7tZgBoBwQiAD5nzpw5slgsslgsCgwMVExMjO644w69+eabunLlSoe0oVevXnr55ZcdymbMmKGvvvqqQ34/gI5FIALgkyZOnKj8/Hzl5eXpb3/7m8aMGaOf/OQnmjx5si5fvtymcxqG0ebPSlKXLl0UHR3d5s8D8F0EIgA+KSgoSLGxsfrBD36ggQMH6pe//KX+8pe/6G9/+5vWrVunvLw8WSwWZWVl2T9TVlYmi8WiXbt2SZJ27doli8WiDz/8UIMHD1ZQUJD27Nmjr7/+WnfffbdiYmLUtWtX3XLLLdq+fbv9PKNHj9aZM2f005/+1N5TJTX9yOy1115Tnz591LlzZ/Xt21dvv/22Q73FYtEf//hH3XvvvQoODlZKSoree++9drlnANqOQATAb4wdO1YDBgzQli1bWvW5p556SitWrNDJkyd18803q6KiQnfeeae2b9+uY8eOacKECZoyZYrOnj0rSdqyZYt69OihZ555Rvn5+crPz2/yvFu3btVPfvITLVmyRCdOnNBjjz2mhx9+WDt37nQ47je/+Y2mT5+uzz//XHfeeacefPBBXbx4sW03AUC7IBAB8Cv/9E//pLy8vFZ95plnntEdd9yhPn36KCIiQgMGDNBjjz2m/v37KyUlRc8++6x69+5t77kJDw9XQECAQkNDFRsbq9jY2CbP+8ILL2jOnDl64okndMMNN2jx4sWaNm2aXnjhBYfj5syZo5kzZyo5OVnPPfecKisrdejQoTZdP4D2QSAC4FcMw7A/wmqpwYMHO7yvrKzUU089pRtvvFHdu3dX165d9eWXX9p7iFrq5MmTGjlypEPZyJEjdfLkSYeym2++2f5zSEiIQkNDVVhY2KrfBaB9dfJ2AwCgNU6ePKmkpCRdd913/54zDMNeV1dX1+RnQkJCHN7/7Gc/04cffqgXXnhBycnJ6tKli374wx+qtra21e1pGM6aCmyBgYGNPtNRs+UAtAw9RAD8xo4dO3T8+HHdd999ioqKkiSH8T3fH2DtzJ49ezRnzhzde++96t+/v2JjYxs9huvcubPq6+udnqdfv37au3evQ9n+/fvVr1+/FrUDgO+ghwiAT6qpqVFBQYHq6+t14cIFZWRkaMWKFZo8ebIeeughBQQEaNiwYXr++efVq1cvFRcX61//9V9bdO7k5GRt2bJFU6ZMkcVi0b/927816rHp1auXMjMzdf/99ysoKEiRkZGNzvOzn/1M06dP18CBAzVu3Dj99a9/1ZYtWxxmrAHwD/QQAfBJGRkZiouLU69evTRx4kTt3LlTv//97/WXv/xFAQEBkqQ333xTdXV1Gjx4sH7yk5/o2WefbdG5X3rpJYWFhWnEiBGaMmWKJkyYoIEDBzoc88wzzygvL099+vSx90Y1dM899+iVV17R7373O9100016/fXXtXbtWo0ePdqtawfQ8SzG9x/AAwAAmBA9RAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPT+P1LhbzfKb3hVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(kind = 'scatter', x = 'Duration', y = 'Calories')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "75fcadc3-7c9c-4e92-8dcc-6a0551b55bb3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot(kind = 'scatter', x = 'Duration', y = 'Maxpulse')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f32fb4d5-9d8a-4ef7-9acf-9322ee98839d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: ylabel='Frequency'>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"Duration\"].plot(kind = 'hist')\n",
"# A histogram shows us the frequency of each interval, \n",
"# e.g. how many workouts lasted between 50 and 60 minutes"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e1af5196-ce21-4120-8483-ccb2cc48adbc",
"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": "3.10.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}