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DA Minor Seminar1 solutions
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Загрузка данных"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>workclass</th>\n",
" <th>fnlwgt</th>\n",
" <th>education</th>\n",
" <th>education-num</th>\n",
" <th>marital-status</th>\n",
" <th>occupation</th>\n",
" <th>relationship</th>\n",
" <th>race</th>\n",
" <th>sex</th>\n",
" <th>capital-gain</th>\n",
" <th>capital-loss</th>\n",
" <th>hours-per-week</th>\n",
" <th>native-country</th>\n",
" <th>income</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>34</td>\n",
" <td>Private</td>\n",
" <td>80933</td>\n",
" <td>HS-grad</td>\n",
" <td>9</td>\n",
" <td>Married-civ-spouse</td>\n",
" <td>Craft-repair</td>\n",
" <td>Husband</td>\n",
" <td>White</td>\n",
" <td>Male</td>\n",
" <td>0</td>\n",
" <td>1672</td>\n",
" <td>40</td>\n",
" <td>United-States</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>22</td>\n",
" <td>Private</td>\n",
" <td>317019</td>\n",
" <td>Some-college</td>\n",
" <td>10</td>\n",
" <td>Never-married</td>\n",
" <td>Other-service</td>\n",
" <td>Not-in-family</td>\n",
" <td>White</td>\n",
" <td>Female</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>United-States</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>42</td>\n",
" <td>Private</td>\n",
" <td>261929</td>\n",
" <td>Bachelors</td>\n",
" <td>13</td>\n",
" <td>Married-civ-spouse</td>\n",
" <td>Exec-managerial</td>\n",
" <td>Husband</td>\n",
" <td>White</td>\n",
" <td>Male</td>\n",
" <td>7688</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>United-States</td>\n",
" <td>&gt;50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>38</td>\n",
" <td>Local-gov</td>\n",
" <td>286405</td>\n",
" <td>Doctorate</td>\n",
" <td>16</td>\n",
" <td>Married-civ-spouse</td>\n",
" <td>Exec-managerial</td>\n",
" <td>Husband</td>\n",
" <td>White</td>\n",
" <td>Male</td>\n",
" <td>0</td>\n",
" <td>1887</td>\n",
" <td>50</td>\n",
" <td>United-States</td>\n",
" <td>&gt;50K</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>45</td>\n",
" <td>State-gov</td>\n",
" <td>252208</td>\n",
" <td>HS-grad</td>\n",
" <td>9</td>\n",
" <td>Separated</td>\n",
" <td>Adm-clerical</td>\n",
" <td>Own-child</td>\n",
" <td>White</td>\n",
" <td>Female</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>United-States</td>\n",
" <td>&lt;=50K</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age workclass fnlwgt education education-num marital-status \\\n",
"0 34 Private 80933 HS-grad 9 Married-civ-spouse \n",
"1 22 Private 317019 Some-college 10 Never-married \n",
"2 42 Private 261929 Bachelors 13 Married-civ-spouse \n",
"3 38 Local-gov 286405 Doctorate 16 Married-civ-spouse \n",
"4 45 State-gov 252208 HS-grad 9 Separated \n",
"\n",
" occupation relationship race sex capital-gain \\\n",
"0 Craft-repair Husband White Male 0 \n",
"1 Other-service Not-in-family White Female 0 \n",
"2 Exec-managerial Husband White Male 7688 \n",
"3 Exec-managerial Husband White Male 0 \n",
"4 Adm-clerical Own-child White Female 0 \n",
"\n",
" capital-loss hours-per-week native-country income \n",
"0 1672 40 United-States <=50K \n",
"1 0 30 United-States <=50K \n",
"2 0 40 United-States >50K \n",
"3 1887 50 United-States >50K \n",
"4 0 40 United-States <=50K "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names = list(pd.read_csv('adult.names', names=['name', 'desc'], sep=':')[1:]['name']) + ['income']\n",
"data = pd.read_csv('adult.data', names=names, index_col=False)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe98aac55f8>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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aQTgyHb8AF2R4B4WHAc+dZ5ufA8+uqpuS7A1cDJyT5JHAqcCT2sj2vqP1JnkbsHtVvXgb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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98af5e2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data['race'].value_counts().plot(kind='barh')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"38.420666666666669"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['age'].mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"996"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data['marital-status'].value_counts()[' Never-married']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 4"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe98aa8f630>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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yJrC7pGWSPlDynCppcenFLuj2l4yIiEo7s16fb/u3Qzu2H5S0bwfr1KuG/vo4Ehhaj3MP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\nqJFAGRERUeP/A9ymAvgiOtm2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98aa92dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[data['sex'] == ' Male'].groupby('workclass').mean()['hours-per-week'].plot(kind='barh')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 5"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe98aa8f898>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SkuJoSdNJSXP9wrrL5fnHAt/K81qBGyRNJtVYLbVXqYarmZk1Sb+6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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98aa341d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data[data['sex'] == ' Female'].groupby('occupation').mean()['education-num'].plot(kind='barh')"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# 6"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Простой, но не очень информативный вариант"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe98a8c7da0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98a9037f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.groupby('income')['age'].mean().plot(kind='barh')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Подробный вариант"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe98a98f9b0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Rv0D+nLqJem1UI+pjAN+qErxeOFaKzwCP11NUllm40CYEGeUpjmCiEnV/W2Me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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98a8e7be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rich_sizes = data[data['income'] == ' >50K'].groupby('age').size()\n",
"sizes = data.groupby('age').size()\n",
"rates = (rich_sizes / sizes).fillna(0)\n",
"rates.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### То же самое, но со сглаживанием"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fe98a808240>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vd/cZwLpc7610iQTsvz9ssUXUkYhEp6mDtsKn08RepmTfFUjdH35J8lg2WnNv\nRVAJRyQ0dtq3hxUroo6kumWa09aav8VZ31tXV/fZ1zU1NdTU1LTiZePjscfgwQejjkIkek2dtNts\nE3Uk5SuRSJBIJPK+P1OyXwp0T3ncndBCz0bW96Ym+0rxyithZ6p99ok6EpHoNdXt99sv6kjKV/OG\n8FVXXZXT/ZnKODOA3cysh5m1BwYB4zZybfPBhbncW3H+8hc47TQNuRQBddLGQdqWvbuvN7MhwESg\nDXCHu88zs8HJ8yPNbAdgOrAF0GhmFwO93H1VS/cW85uJiyVLYNQomFcV361IZppFGz2telkEQ4ZA\nx45w3XVRRyISD/ffD/feC2PHRh1J5ch11UstOlpgDQ1wzz1QXx91JCLxoVm00dNyCQV2zTXwgx/A\ndttFHYlIfKhmHz2VcQqooQF69w6Ln227bdTRiMRHYyN07gzvvhs+S+tp85IIXX01nHuuEr1Ic5ts\nAt27q5QTJdXsC+SNN+C++0KrXkS+qKluv2dVrZAVH2rZF8jVV8N552mGoMjGqG4fLbXsC6C+Hh54\nQCNwRNJRso+WWvYF8LOfwdChatWLpKOJVdFSy76VJk0KLXoteCaSnlr20VLLvhXWr4ef/hSuvx42\n3TTqaETiTROroqVk3wp//WsYZjmwqrZkEclP9+6wfHnYwU1KT8k+TytXQl0d/PGPWtlSJBtt24Zh\nly++GHUk1UnJPk+//z0cfzz06RN1JCLlo3dvmD076iiqkzpo8/Dqq/C3v8FLL0UdiUh5UbKPjlr2\neRg2LCxjvMMOUUciUl769IFZs6KOojppIbQcvf8+7LJLGG65/fZRRyNSXt5/P4y3X7kyrJcj+Sv4\nQmhmVmtm9Wa2wMwu28g1NyXPzzazfVOOLzazOWY208ymZRtUnN15Jxx7rBK9SD622gq+9CVYtCjq\nSKpP2pq9mbUBhgMDCBuITzezcanbC5rZscCu7r6bmR0E3AL0S552oMbd3ytK9CXW2AgjRsBdd0Ud\niUj56t07lHJ23TXqSKpLppZ9X2Chuy9293XAaKD5qPITgLsA3H0q0MXMUtu9FTMwcdIk2Gwz6N8/\n6khEypc6aaORaTROV6Ah5fES4KAsrukKvE1o2T9hZp8CI9399taFG62bbw4dsxpXL5K/Pn1CObQ1\nJkyAaUUqDLdvH37Pt9iiOM8flUzJPtue042lv0Pd/U0z2xZ43Mzq3f2Z5hfV1dV99nVNTQ01NTVZ\nvmzpvPYlmCwwAAAMGElEQVQaTJkCY8ZEHYlIeWsq47TG5ZfDIYcUZ6OgRx6BTp3gxz8u/HO3RiKR\nIJFI5H1/2tE4ZtYPqHP32uTjoUCjuw9LueZWIOHuo5OP64Ej3P3tZs91JbDK3W9odrwsRuNcdllY\nC+eGGzJfKyIb19gIXbrA4sWw9da53//JJ+H+FSugY8eCh8fkyXDJJTBzZuGfu5AKPRpnBrCbmfUw\ns/bAIGBcs2vGAWcmX7wf8IG7v21mncxs8+TxzsDRQFlOlF6zJkyi+uEPo45EpPxtsgnssw/MmZPf\n/fX10KNHcRI9QE1N+EOSb3xxlTbZu/t6YAgwEXgZGOPu88xssJkNTl4zAVhkZguBkcCPkrfvADxj\nZrOAqcA/3H1Skb6PohozBg48UKMHRAqlNaWcWbPC/cWyySZwxhnw978X7zWioElVGbhD375h0bPj\njos6GpHKcNttoQ/sf/4n93svuQS22y6UVotl/vzQwm9oCAu4xVHBJ1VVuwcfDGWc2tqoIxGpHH36\n5D/8cvbs4rbsAXbfPZSKJpVlLaJlSvZprFwJF18Mt94KbdpEHY1I5dhrr1B7X7cut/vci1/GaXLm\nmZU1gVLJPo1f/jKUbg49NOpIRCpLp05hjZz6+tzue/PN0PAqxSKEgwbBxInwwQfFf61cLVmS+z1K\n9hsxdWoo4Vx7bdSRiFSmfEo5Ta36Ukxs3Hpr+PrX4b77iv9auVi9Gr75zdzvU7Jvwfr1MHhw2Fs2\nn3HAIpJZPiNySlGvTxW3Uk5jYxgplM+mSUr2Lfjzn8PMvO9+N+pIRCpXPmvkzJ5d2t3hamth4cLw\nEQdXXBH28b311tzvVbJv5vXX4Zpr4JZbtAaOSDE1bWSSy8jrUnXONmnXLjT64jDm/p57YNSoUF7e\ndNPc71eyT7F2bXiL9JOfaAKVSLH913+Fz8uWZXf96tVh3PvuuxcvppaceWZI9o2NpX3dVFOnhrV6\nxo0LcwzyoWSf9Omn8L3vhf+AQ4dGHY1I5TPLrZTz0kuw556htV1KffqEFTCf+cISjqXR0AAnnwx3\n3AF7753/88R0blhpucOFF4YhVhMmaLs0kVLp0weuumrDES+dO4dS6uabb3htqUs4Tczg+98PHbVH\nHFHa1169GgYODPN98hmBk0rLJQC//S2MHQtPPVV5a1iLxFlDAzzxxIbH7r03DHm89NINj//oR6GE\nc/HFpYuvybJl0KtXGN/euXNpXrOxEb7znfB6d975xT7EXJdLqPpkf/vtoRXx73+XZqKGiKQ3a1aY\nzLho0YYdkYccAldfXfrWdZNjjw2l3u99rzSvd8UV8OSTYcnlljpktTZODiZODD/QiROV6EXiok+f\nsJzCPfd8fqyxMSw5vM8+0cXVVMophdGjQ6fwQw/lN/KmJVXbsn/1VTj4YLj/fjj88JK/vIikMXky\nXHABzJ0b+tAWLoQBA8KGJ1FZswa6dg1/dLp1K97rTJsW3tk8+WT6P25q2Wdh1So48UT49a+V6EXi\n6MgjQ636H/8Ij0s9c7YlHTvCt78dxroXy9KlYeTNX/9a+HcxGZO9mdWaWb2ZLTCzFleQNrObkudn\nm9m+udxbau5wzjlwwAGh5SAi8WMGP/85/OEP4XFUI3GaayrlFKMY8Z//hJE3Q4aEz4WWNtmbWRtg\nOFAL9AJOM7M9m11zLLCru+8GnAfcku29rZHvxrvXXx86fqKaIduaDYOjpLhLpxxjhsLHffLJYRTM\ns88Wd5mEXOI++OCwB+6MGYWNwR3OPjuM+CnWpiyZWvZ9gYXuvtjd1wGjgeZ/c04A7gJw96lAFzPb\nIct785bpH2jNGpg3b8OP++6DG28Mwyw7dChUJLnRL3JplWPc5RgzFD7utm3hZz8LrftilnFyidvs\n8xm1hfSb38Abb4QdvIrVCM00qaor0JDyeAlwUBbXdAV2zOLeglq5Eh55JPRgT5oURtikTpBq2zb0\ncnfvXswoRKRQzjorbAm6Zg307Bl1NMEZZ4StSm+4Adq3b/3z3X8//O1voWO2mI3QTMk+28pUpEuG\nffppqHE9/XTocD35ZBgxIqxcKSLlq2PHUMOeODE+M9t79gzllgEDYMstW/98zz0Hjz8O22/f+udK\nJ+3QSzPrB9S5e23y8VCg0d2HpVxzK5Bw99HJx/XAEUDPTPcmj8d3t3ERkRjLZehlppb9DGA3M+sB\nvAkMAk5rds04YAgwOvnH4QN3f9vMVmRxb07BiohIftIme3dfb2ZDgIlAG+AOd59nZoOT50e6+wQz\nO9bMFgKrgbPT3VvMb0ZERFoW+QxaEREpvph0eWycmXU3s3+a2Vwze8nMLkoe39rMHjezV8xskpl1\niTrWVGbWwcymmtksM3vZzK5JHo913E3MrI2ZzTSz8cnHsY/bzBab2Zxk3NOSx8oh7i5m9oCZzUv+\nXzko7nGb2e7Jn3PTx0ozu6gM4h6azCUvmtk9ZrZp3GMGMLOLkzG/ZGYXJ4/lFHfskz2wDviJu38V\n6AdckJyc9QvgcXf/CvBk8nFsuPta4Eh37wPsAxxpZocS87hTXAy8zOcjssohbgdq3H1fd++bPFYO\ncf8ZmODuexL+r9QT87jdfX7y57wvsD/wH+AhYhx3sv/wXGA/d9+bUF4+lRjHDGBmewE/AA4EegPH\nm9mXyTVudy+rD+BhYADhF2L75LEdgPqoY0sTcydgOvDVcogb6AY8ARwJjE8eK4e4XwO+1OxYrOMG\ntgQWtXA81nE3i/Vo4Jm4xw1sDcwHtiL0V44Hvh7nmJMxfRv4a8rjXwE/zzXucmjZfyb5l3lfYCrh\nm3w7eeptoMijVHNnZpuY2SxCfP9097mUQdzAH4FLgdRdN8shbgeeMLMZZnZu8ljc4+4JLDez/zGz\nF8zsdjPrTPzjTnUqcG/y69jG7e7vATcAbxBGCH7g7o8T45iTXgIOS5ZtOgHHEhpkOcVdNsnezDYD\nHgQudvePUs95+NMWu55md2/0UMbpBhxuZkc2Ox+7uM3seOAdd5/JRibLxTHupEM8lBWOIZT7Dks9\nGdO42wL7ASPcfT/CiLYN3o7HNG4AzKw98E3g/ubn4hZ3svTxY6AHYYb/ZmZ2euo1cYsZwN3rgWHA\nJOBRYBbwabNrMsZdFsnezNoREv3d7v5w8vDbyTV4MLP/At6JKr5M3H0l8Aihthn3uA8GTjCz1wit\nta+Z2d3EP27cfVny83JC/bgv8Y97CbDE3acnHz9ASP5vxTzuJscAzyd/5hDvn/cBwL/dfYW7rwfG\nAv0pg5+1u//N3Q9w9yOA94FXyPFnHftkb2YG3AG87O5/Sjk1Dvh+8uvvE2r5sWFm2zT1jptZR0Jt\ncCYxj9vdL3f37u7ek/D2fLK7n0HM4zazTma2efLrzoQ68ovEPG53fwtoMLOvJA8NAOYS6smxjTvF\naXxewoF4/7zrgX5m1jGZVwYQBiHE/mdtZtslP+8EnAzcQ64/66g7H7LonDiUUDueRUiWMwnLJm9N\n6ER8hfD2pkvUsTaLe2/ghWTcc4BLk8djHXez7+EIYFw5xE2ofc9KfrwEDC2HuJMx9iZ04M8mtDa3\nLJO4OwPvApunHIt13ISOzbmEhsBdQLu4x5yM++lk3LMIo/xy/llrUpWISBWIfRlHRERaT8leRKQK\nKNmLiFQBJXsRkSqgZC8iUgWU7EVEqoCSvYhIFVCyFxGpAkr2UtXM7KHkKpkvNa2UaWbnmNl8C5vP\n3G5mf0ke3za5yci05MfB0UYvkj3NoJWqZmZbufv7yfWLpgHfAJ4lLKW9CpgMzHL3i8zsHuBmd382\nuUbJY+7eK7LgRXKQdsNxkSpwsZmdmPy6O3AGkHD3DwDM7H4gdZGyPcMaWgBsbmad3P0/pQxYJB9K\n9lK1zKwGOAro5+5rzeyfhJUR90y9jM/XCTfgIHf/pKSBihSAavZSzbYA3k8m+j0Iexx3Bo5IbgLe\nFvhWyvWTgIuaHphZn5JGK9IKSvZSzR4D2prZy8A1wBTCZiJXE+r3/yLsa/th8vqLgAPMbLaZzQXO\nK33IIvlRB61IM2bW2d1XJ1v2Y4E73P3/oo5LpDXUshf5ojozm0nY4GKREr1UArXsRUSqgFr2IiJV\nQMleRKQKKNmLiFQBJXsRkSqgZC8iUgWU7EVEqsD/A9e10TKxln+OAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98aa9da58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.rolling_mean(rates, window=5).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Альтернативный вариант, предложенный несколькими студентами на семинаре"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7fe98a8eb390>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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txjx/VGexWoDD5w86res7vPisxo4LyzKjZqWrFbw5DYfTH7giGMO4okzEujAf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\nRCCEEOOcJAIhhBjn/j8wJ5uXj+TAhAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98a8bddd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pylab as plt\n",
"plt.style.use('ggplot')\n",
"\n",
"df = data\n",
"dfp = df[df['income']==' <=50K']\n",
"dfr = df[df['income']==' >50K']\n",
"\n",
"(dfp.groupby('age').size()/len(dfp)*100).plot(alpha=0.7)\n",
"(dfr.groupby('age').size()/len(dfr)*100).plot(alpha=0.7)\n",
"plt.title('Distribution of ages in income groups')\n",
"plt.xlabel('Age')\n",
"plt.ylabel('Percentage')\n",
"plt.text(55, 2.2, 'Richer', color='blue', alpha=0.7)\n",
"plt.text(25, 3.8, 'Poorer', color='red', alpha=0.7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### То же самое, но со сглаживанием и заливкой"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7fe98a7360f0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wJq8aD/Xxcdn+qfarqLdCZ+z4SLa2+Ct4+EpbP51555Sj48aNw7vvvguVSoX3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\npEAIIYQYlBQIIYQQg5ICIYQQYlD/H5BqxqaklYebAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe98a7f02e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d1 = {}\n",
"for i in range(17,91):\n",
" d1[i] = 0\n",
"for i in dfp.groupby('age').size().keys():\n",
" d1[i] += dfp.groupby('age').size()[i]\n",
" \n",
"d2 = {}\n",
"for i in range(17,91):\n",
" d2[i] = 0\n",
"for i in dfr.groupby('age').size().keys():\n",
" d2[i] += dfr.groupby('age').size()[i]\n",
" \n",
"l1 = []\n",
"l2 = []\n",
"for i in range(17):\n",
" l1.append(0)\n",
" l2.append(0)\n",
"for i in range(17,91):\n",
" l1.append(d1[i])\n",
" l2.append(d2[i])\n",
" \n",
"d = pd.DataFrame(data={'Poorer': l1, 'Richer': l2})\n",
"pd.rolling_mean(d, window=3).plot(kind='area', stacked=True, alpha=0.7)\n",
"plt.xlabel('Age')\n",
"plt.ylabel('Number of people')\n",
"plt.title('Shares of ≤50K and >50K by age')"
]
}
],
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