{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Types of Plots"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"url = 'http://bit.ly/2b72LNj'\n",
"df = pd.read_csv(url)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" model | \n",
" mpg | \n",
" cyl | \n",
" disp | \n",
" hp | \n",
" drat | \n",
" wt | \n",
" qsec | \n",
" vs | \n",
" am | \n",
" gear | \n",
" carb | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Mazda RX4 | \n",
" 21.0 | \n",
" 6 | \n",
" 160.0 | \n",
" 110 | \n",
" 3.90 | \n",
" 2.620 | \n",
" 16.46 | \n",
" 0 | \n",
" 1 | \n",
" 4 | \n",
" 4 | \n",
"
\n",
" \n",
" 1 | \n",
" Mazda RX4 Wag | \n",
" 21.0 | \n",
" 6 | \n",
" 160.0 | \n",
" 110 | \n",
" 3.90 | \n",
" 2.875 | \n",
" 17.02 | \n",
" 0 | \n",
" 1 | \n",
" 4 | \n",
" 4 | \n",
"
\n",
" \n",
" 2 | \n",
" Datsun 710 | \n",
" 22.8 | \n",
" 4 | \n",
" 108.0 | \n",
" 93 | \n",
" 3.85 | \n",
" 2.320 | \n",
" 18.61 | \n",
" 1 | \n",
" 1 | \n",
" 4 | \n",
" 1 | \n",
"
\n",
" \n",
" 3 | \n",
" Hornet 4 Drive | \n",
" 21.4 | \n",
" 6 | \n",
" 258.0 | \n",
" 110 | \n",
" 3.08 | \n",
" 3.215 | \n",
" 19.44 | \n",
" 1 | \n",
" 0 | \n",
" 3 | \n",
" 1 | \n",
"
\n",
" \n",
" 4 | \n",
" Hornet Sportabout | \n",
" 18.7 | \n",
" 8 | \n",
" 360.0 | \n",
" 175 | \n",
" 3.15 | \n",
" 3.440 | \n",
" 17.02 | \n",
" 0 | \n",
" 0 | \n",
" 3 | \n",
" 2 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"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",
"\n",
" carb \n",
"0 4 \n",
"1 4 \n",
"2 1 \n",
"3 1 \n",
"4 2 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatter plot"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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94CLggSof2rt3roddjZ9GY9qxaHEs2hyLNseireoftF6C/DpgU0ScADwK3NvDd0iS+qRS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\nBrkkFc4gl6TC/T98W0v1Uf91hgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x = 'wt', y = 'mpg', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Line plot"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot('wt', 'mpg', '-o', data = df.sort_values('wt'))\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fitting a regression line"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Linear regression"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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PAX8CfHjVrRNiE3C5XES6XCRzUbyuEoVCEdNw0Nnu4Zjqvuf5bped/r4e+vt6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\n/w8I7ofdnLx9oAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot('wt', 'mpg', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Non-parametric regression"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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PS2d8/jAm5KczKjul1+0yBzsnbzOOBoPrWlAkgqLxjDExIY4pYzOYMjYD8G+L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\nAiIiLqYQEBFxMYWAiIiL/X/qen9d6sEjqgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot('wt', 'mpg', data = df, lowess = True,)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Swarm plot"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot('gear', 'mpg', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bar plot"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot('gear', 'mpg', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Box plot"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot('gear', 'mpg', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Violin plot"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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cpbW1hfHjJzgdTkpSnfH/AziwB1zBbi3p6uriBz/4LqtWvYWrpDZ+43UYST/Y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\neuqZaY3JaZL408jlcnHddTcOuabP/jV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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot('gear', 'mpg', data = df)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histogram"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df.mpg, kde=False, rug=True)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Density plot"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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3LvKrvU2yoLqYFAn9LFd/Kb4u/aKaYoMrEdPFWZjPV//dGkrdBfxizzl++sZZ\nCX4xYRL6WSw8FKOp1YuzMJ+qMrvR5YhpNMtdwKMPrKey1M5rBy7yzKun5cNdMSES+lnsQmeQoUiM\nxTVF0s+bA2a5C/gvn13P3Nku9rzfyv/7/CG6velb0FzMDBL6WSoWi9HYFsJkklE7ucRtt/KNP17P\npuUVNLR4+Ztn3+XwmQ6jyxJZZMzRO0opE/AUsAYYBB7SWjcmtd8NPAaEgWe01tuVUhbge8A8wAr8\nL631r6a+/NzV2OqlLxBhToWTQpsMwsolNmsef3r3chZWF/Hj353hn35+jOuWlvPH2xZT5LQZXZ7I\ncKlc6d8L2LTWNwKPAk8ONyTC/UlgG7AV+JJSygM8AHRqrbcAdwDfnuK6c97vDzcD8Zt4RO4xmUzc\nVlfDX3/hehZVF/Hu6Xa+8S/7ePHNBgKDYaPLExksldDfDOwE0FrvBzYktS0DzmitvVrrMLAH2AL8\nlPjV//Ax5FU4hbyBEPtPtuMsMFNZKh/g5rLqMgffeGA9f/JxRYEtj1fePs/Xv/MOP/7dGdp6AkaX\nJzJQKv0CbqAv6fGQUsqstY6O0OYDirTWAQCllAv4GfDfpqheAbx1tIWhSJSFtYXyAa7AbDKxdV01\nN6yczeuHLrHrwEV2vRv/T9UWs3F5BeuVB7fdanSpIgOkEvpeIHmF7eHAH25Lvg3UBfQCKKVqgReB\nb2utf5JKMR5P5i3knWk1RSJRdh9tpcCax8p5blzO9M21YyZEod064jGnq44BvxWzOX/Czz/R/SZ7\n3GsZ7TnNhCgrc1FUNPHX3J9UFXP/J5bz9vstvPpOEycau9AXe/nBLs3CmmLWq3LWq3LU3BIseWas\n1ig0dqf9dZTK95lpv3uQmTWNVyqhvxe4C3hBKbUJOJbUdgpYpJQqBgLEu3YeV0pVAK8Bf661fiPV\nYjo6fCkXng4ejyvjaqpv9dHZO8DH1lcTDAbw9advyF7AH2QgELrqmC5nwbTV4feHMJsj2ArH//yT\nqWsyx51oTQF/kM5OH6HQ5AfVLa8tYnntGrq9gxw41c7Rs52cbe7j7MVefvrbegpteajaEuZXFBAl\nRiQ2kLa/GlP5PjPxdy8Ta4LxvxGlEvovAbcrpfYmHj+olLofcCRG6nwV2AWYgO1a61al1N8DxcBj\nSqn/DsSAO7TWMkfsJL2yJz5w6ra6Gg4frze4GpHpZrkL+MTGOXxi4xwGgkPoC70cP9fF8XPdHDnb\nyZGz8a+ekdnKAAATYUlEQVQrsOYxe5adqjIH1R6HjAibwcb8yWqtY8DDV2yuT2rfAey4Yp//BPyn\nqShQfOj8ZR/HG7pYMa+EylIHh40uSGSVQpuFtYvLWLu4DIjP23RIN3PgdBctXYM0XfbRdDl+Jesp\nLmDebDfzKl3yBjDDyE8zi7x2IL583sevn2NwJWImKC0qYOPSMmxWM5FYPn3+EM0dfi6199PeM0BH\n7yDvnW6nutyJqi2mqswuAwdmAAn9LNHZN8CBU+3Mq3SzYv4so8sRM4zJZKLYaaPYaWPF/FkMBIdo\nuuyjsbmPS+39XGrvx+2wsmrBLOZXumVJziwmoZ8lfvveJaKxGJ/aulCutsS0K7RZWDa3hGVzS+js\nG0Sf76Gx1cveY5c5eraL9crD3AqnvBazkMy9kwUCg2F2H22hxGXj5rU1RpcjckxZUQE3ra7kU1sW\noOYUExgM8+aRFnbuvygTvmUhCf0s8MbhZoKhCNvqasi3yI9MGMNZmM/G5RXcs3k+cyqcdPQOsOOd\n8xyu7yASlWmes4UkSIYLhiK8duAidpuFreuqjS5HCNwOK1vXVXNbXQ12m4Vjjd3sePs8vT4ZkZ0N\nJPQz3O+PNNM/EGbbhhoZOicySrXHwT2b57Oktpje/hA73jlP/cVeWdUrw0noZ7BQOMLO/RewWfPY\ntqHW6HKEuEq+xcymFRVsXVdFXp6JfSfaeOdEm3T3ZDAJ/Qz21vut9PlD3La+BmdhvtHlCDGqORUu\n7rpxHqVuG2cv9bHrwEUGgkNGlyVGIKGfocJDEX697zxWi5k/uE6u8kXmcxbm8/GNc5g320VH7yCv\n7rtAX3/I6LLEFST0M9Qbh1vo8QX5WF0NbodMiSuygyXPzM1rKlmzqJT+gTA791+go3fA6LJEEgn9\nDDQQHGLHO00UWPP45Ka5RpcjxLiYTCbWLCrjhpUVhIYi7DpwkdYuv9FliQQJ/Qz02/cu4guE+cT1\nc6QvX2StxTXFbF1XTSwGrx9spqVTgj8TSOhnmP6BMDsPXMRZmM/t0pcvslxtuZNb11cTA14/1Exz\nhwS/0ST0M8yv9jYxEBzik5vmyrh8MSNUexx8bH01JuCNQ820dsvUDUaS0M8gl7sDvH7oEp7iAm6r\nkzl2xMxRVebgY3XVmEzw9slujjf1Gl1SzpLQzyA/e+MskWiMz2xdJHPsiBmnstTBbXU1mE0mntnZ\nyMmmbqNLykmSLBlCX+jh8JlOFtcUUac8RpcjxLSYXWrnphXx9SD+6efHaGjpM7ii3COhnwEi0SjP\n/ya+AuV9ty2WOcrFjFZebONzf7CA8FCUv//pUS519BtdUk6R0M8Av3vvEpc6/GxZU8n8SrfR5Qgx\n7VYvKObBTy7FPzjEEz85QrvcwJU2Yw4PUUqZgKeANcAg8JDWujGp/W7gMSAMPKO13p7UthH4W631\nrVNd+EzR4wvy0p5zOAosfPqWhUaXI0Ta3LSqksDgED/63Rme+PFhHn2gjmKnzeiyZrxUrvTvBWxa\n6xuBR4EnhxuUUpbE423AVuBLSsU7pJVSXwe+C8hP8Rp+8voZgqEIn7l1ES67TLcgcsvt19Vyz03z\n6Ogd5ImfHKF/IGx0STNeKqG/GdgJoLXeD2xIalsGnNFae7XWYWAPsCXRdhb41BTWOuMcOdPJgVPt\nLKxys3l1pdHlCGGIP9w8n9vqamju8PMPPzvKYEhm55xOqYS+G0j+iH1IKWUepc0HFAForV8C5Kc3\nCv9gmOdeO40lz8Tn71iKWT68FTnKZDJx/7bF3LCigoYWL//nxWOEhyJGlzVjpXLLpxdwJT02a62j\nSW3Jnzy6gAnfdeHxuMb+ojSbrpqe//Eh+vpDPHDHUtYuH99V/nBNLmcBdmfBdJQ3IjMhCu1WXCMc\nc6RtU2HAb8Vszp/w8090v8ke91pGe04zIcrKXBQVpe/3wGqNQmP3tP38RjLa9/mXn7ue//3suxw4\neZlvPX+Qv3xgA3l5mTXWJBMzarxSCf29wF3AC0qpTcCxpLZTwCKlVDEQIN618/gV+6d8CdvR4Uv1\nS9PC43FNS01Hz3byu3cvMqfCyZaVs8d1jOSafP2DRPLSd0t7wB9kIBDC1//RY7qcBVdtmyp+fwiz\nOYKtcPzPP5m6JnPcidYU8Afp7PQRCqUv6LzeD19L6XKt7/OLn1R4+wd5+/1WvvXD93jwjqUZM4R5\nuvJgssb7RpTKq+slIKiU2gs8ATyilLpfKfWQ1noI+Cqwi/ibw3atdesV+8uCmUn6+oN879ensOSZ\n+OKdy7Fk2JWMEEbKt+TxHz+9mkW1xex5v5WfvnFW1tydYmNe6WutY8DDV2yuT2rfAewYZd/zwI2T\nKXAmicZibN9xCl8gzP23Laa23Gl0SUJknEKbhb9+aBNf/8c3ee3ARRwF+dx14zyjy5ox5DIzjXYd\nuMiJc92sWlDKtg0yoZoQoyly2vjPf7SWUncBL77ZyOuHLhld0owhc/emib7Qw893N+B2WPnincsy\npp9SZI5YLIbP503rMX0+L7EM7YGd5S7ga/et5X//8CA/3FVPntnELWurjS4r60nop0GPL8h3Xj5B\nLAYP/+EKWfNWjGgg4Gf3oW6KZ5Wm7ZjdnW14ysuxFWbmPZQVs+x87f51PP6jwzy3U2Mymdiypsro\nsrKahP40Cw9FeeoXx/D6Q9x322LUnBKjSxIZrKDQjt2RvmGBAX/mT3ZW43Hy9fvW8Xc/Osyzr57G\nBNwswT9h0qc/jaKxGM/8+hQNzV42Lq/gdunHF2JCasqdfP3+dTgL83n21dO89X6L0SVlLQn9afTS\nm43sO9nGwmp3Ro03FiIb1ZY7+dp9a3EU5vPsr0/z1lEJ/omQ0J8mbxy6xI53zlNeUshXPr0aa36e\n0SUJkfXmVLg+CP5nXj3Nzv0XjC4p60joT4O9x1r5wa56XPZ8Hvl3a2T2TCGm0JwKF//ls+spcdn4\n6Rtn+fnuBrmBaxwk9KfY/pNtfO/Xp3AUWPjafeuoKLEbXZIQM051mYNHP7ue8pJCdrxznu++cpLw\nUHTsHYWE/lR682gL//dXJyiw5vGf71srd9wKMY3Kigv5r/++joVVbvadaJP5+FMkoT9FXt1/nmdf\nPY2jIJ+v3beOebNl2UMhppvbbuXr969jg/JQf7GX//Hsu1xoy7xJ0TKJhP4kDUWi/HCX5mdvNFDi\nsvGNz66XdW6FSCNrfh5fvncl99w0j86+Qb75g4O8ffzKeR/FMAn9SfAFQjz5kyO8fqiZGo+DRx9Y\nT1WZw+iyhMg5ZpOJe29ewH/89Cry8kxsf+UU3/3VSQaCso7TleSO3AnSF3r4v786SY8vyPolHh66\naxkFVjmdQhhp3WIPf/X56/iXX57knROXOdvcy4N3LGPpXLkTfphc6Y9TeCjCz3c38Hf/epi+/hCf\n2rKAP/vUSgl8ITJEeYmdRx9Yz503zKWzb5C/+9Fhntt5msCgfMgLcqU/LqfO9/D91zRt3QHKigr4\nD/esYGF1kdFlCSGuYMkz8+lbFrJusYdnXj3F7iMtHKrv4FNbFrBldRVmc+7eHS+hn4LL3QFefLOR\n9063YzLBtroaPrVlAYU2OX1CZLIFVW7+6vPX8dqBC7zy9nm+v1Pzu4OXuHfzfNYt8WDOwalRJLWu\n4VK7jx/tPMWe9y8TjcWYX+nmgT9YIqNzhMgiljwzd94wj5tWVfLi7kb2Hm/l/7x0nBqPk09srOW6\npRXkW3Knp1tC/wrRaIwTTd38/nAzR852EovB7Fl2/s2WBdQpj0yaJkSWKnba+MKdy7hj0xxeebuJ\nfSfb2P7KKX76RgNb1lRy48pKZs+a+XfQjxn6SikT8BSwBhgEHtJaNya13w08BoSBZ7TW28faJ9NE\nYzEaW7wc0h3sP9VGjy8IgJpTwm3rq1m/xJPTfYBCzCSVpQ7+9O4V3HvzAl4/dIk3j7byytvneeXt\n8yyoclO3xMO6JZ4Z+waQypX+vYBNa32jUmoj8GRiG0opS+JxHTAA7FVKvQxsHm2fTBCNxWjrDnDm\nUh+nz/dw8nwPXn8IgEJbHlvXVbN5VSXXr66iszPzF5kQQoyfp7iQP/rYYu69eQGH6zvYe/wyJ5u6\naWzx8rPfN1DqtrG4ppjFNUUsri2mtHRmTKuSSuhvBnYCaK33K6U2JLUtA85orb0ASqm3gFuAG66x\nT1rEYjGC4Qjd3iBt3QEu9wTi/+8KcLGjn4Fg5IOvLXJY2by6kvVLPKyYV0K+JT4NsnTlCDHz2fLz\n2LRiNptWzMYbCPH+2S6Onu1EX+xl38k29p1sA8BRYGF2qZ3Zs+xUljqYPctORUkhRU4bjgJL1uRF\nKqHvBvqSHg8ppcxa6+gIbf1AEeC6xj6TNhSJsvtICz2+IMFwhFA4QjAcYTAUwRcI4fWH8QVChEaY\ndc9EfN3NdYvdzK90s3RuCVWl9qz5gQkhpo/bHr8A3Ly6klgsxuVEj8CZi700tfXT1Oqjofnqxevz\nzCbcDituhxVXYT42ax4F+Xnx/1stWPJMmE0mTGYTZhNYLXlsWlFhyLTrqYS+l3iID0sOby/x4B/m\nAnrG2GfSWrsCPP+b+hHbLHnxk19Z5sBtt1LstMbfkRP/lRcXfHAln+2Ggv0E+sb+uqkS8PcTHAwQ\n8H90QiszIQL+4LQcc3DAj9lsueqYqZhMXZM57kRrmq5jXsvggB+LBSLR9F30DAT8aTvWZJhMJipL\nHVSWOtiypgqPx0Xr5T46ege43B3gcneAjp4B+vwhvP4Qff4QLZ3+lKd4NptN3FaX/iVUTWMtPqCU\n+jfAXVrrLyilNgGPaa3vTLRZgBPARiAA7AXuId69M+I+QgghjJNK6A+PxFmd2PQg8Q9uHYmROncC\nf0W85+RprfU/j7SP1nrkS3MhhBBpM2boCyGEmDly5zY0IYQQEvpCCJFLJPSFECKHSOgLIUQOMXTC\ntUyeo0cpdZAPbzA7p7X+ooG1bAT+Vmt9q1JqIfAsEAWOa63/PANqWgu8AgyP0PqO1vpnaazFAnwP\nmAdYgf8FnMTA8zRKTRcx8Dwl6jID3wUU8XPzZSCIsedqpJqsGHyuErWVA+8B24AImfG7l1yTnXGe\nJ6Ov9D+Y1wd4lPgcPYZTStkAtNYfS/xnZOB/nfgvhC2x6Ungv2qtbwHMSqk/zICa6oAnks5Xun85\nHwA6tdZbgE8A38b485Rc0x2JmtZj7HkCuBuIaa03E58o8ZsYf65Gqsno19TwG/c/E78HCYw/TyPV\nNO7zZHTof2ReHyDtc/SMYg3gUEq9ppT6beKq1ihngU8lPa7TWr+V+PerxN/t0+2qmoA7lVK7lVLb\nlVLpXh3+p8TDAiAPGALWG3yekmsyE5+Ftg64y8DzhNb6ZeBLiYdzid9Bb+i5uqKmeYmaDD9XwLeA\n7wAtxO9DMvo1dWVNMIHfPaNDf8R5fYwqJkkAeFxr/XHgYeB5o+rSWr9EPMSGJd8v7yM+11FajVDT\nfuDriSugRuCv01xPQGvtV0q5gJ8B/w2Dz9MINf0/wAHga0adp6TaokqpZ4F/BP6VzHhNDdf0D8Dz\nxF9Thp0rpdTngXat9W/48PwkZ0Daz9MINZmYwO+e0QE7rXP0TEI98RceWuszQBdQaWhFH0o+Py6g\n16hCkvxCa3048e+XgLXpLkApVQu8Djyntf4xGXCeRqjJ8PM0TGv9eWAJsB0oTGoy7DV1RU27DD5X\nDwK3K6XeIP6X//cBT1K7Eecpuaa1wHPAq+M9T0aH/l7gkwCJOXqOGVvOB74APAGglKoi/gNuNbSi\nDx1SSm1J/PsO4K1rfXGavJY0ffZtwMF0HlwpVQG8Bvyl1vq5xObDRp6nUWoy9Dwl6npAKfWNxMNB\n4h9OvqeUuiWxzYhzdWVNUeBFpdR1iW1pP1da61u01rdqrW8FjgD/HnjVyNfUFTUdBv4E+OV4z5PR\nyyW+RPyda2/i8YNGFpPkaeCZxPoAUeALGfIXCMDXgO8qpfKBU8ALBtcD8S6wf1JKhYDLfNg/my6P\nAsXAY0qp/w7EgL9I1GTUeRqppkeAvzfwPAG8SPy1vZv47/9XgNPAdgPP1ZU1/QXxkU7fNvhcXSkT\nf/e+zDjPk8y9I4QQOcTo7h0hhBBpJKEvhBA5REJfCCFyiIS+EELkEAl9IYTIIRL6QgiRQyT0hRAi\nh0joCyFEDjH6jlwhDJOYemB4crYFwM+JTwB4b+JL7gSOE5+vvI74XFGf1VpfUEptJT5hWRjYByxP\n3B4vREaTK32R664HPgesJD6dRJvW+jrgfeA+oBR4XWu9BvgJ8I+JOc2/D9yvta4jHvxya7vIChL6\nItcd11q3aK0HgE7is2ICXABKgEGt9Q8T254jPqnVKuJvDicS27+XzoKFmAwJfZHrQlc8HrricfJE\ne8OLoQwRX6xFiKwjoS/EtdmVUncm/v0F4NfEZ6UsVkqtSGz/Y6R7R2QJCX0hPhQb5d+fUUodBW4H\nHtFah4nPr/4DpdS7QA0wkL4yhZg4mVpZiGtQSkW11uYrtpmAvwX+Wms9oJR6BKjSWn/dkCKFGAe5\n0hfi2q66KtJax4Bu4itOHQZuBr6Z7sKEmAi50hdCiBwiV/pCCJFDJPSFECKHSOgLIUQOkdAXQogc\nIqEvhBA5REJfCCFyyP8PEy2DB2oWo2gAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df.mpg)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Heatmap"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import string"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"nrows = 20\n",
"ncols = 20\n",
"row_names = range(1970, 1970 + nrows)\n",
"col_names = [string.ascii_lowercase[i:i+5] for i in range(ncols)]\n",
"values = np.random.random((nrows, ncols))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.DataFrame(values, index = row_names, columns = col_names)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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WVWOMSUEuF/9Wz9JM9d4FQES2BWYXbpxojDGZ0cga6Lip3mv54/cBnq5GZY0x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\ngg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df)\n",
"pass"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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vsjg8xxxTk/va19bkfu97NbkrV9bkPvxwTS7Ay19ek/trv1aTe9FFNbnXXFOT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\nrkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cmap = sns.light_palette('red', as_cmap=True)\n",
"g = sns.clustermap(df, cmap = cmap)\n",
"plt.setp(g.ax_heatmap.yaxis.get_majorticklabels(), rotation=0)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercises"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"subjects = pd.read_excel('data/capstone1/HIV Boot Camp.xls', sheetname='Patient Information')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" ID | \n",
" AGE | \n",
" RACE | \n",
" SEX | \n",
" MSM | \n",
" IDU | \n",
" UNC Entry to Care Year | \n",
" Prior HIV Care Elsewhere | \n",
" On ART | \n",
" ART Type | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 38 | \n",
" AMIND | \n",
" F | \n",
" No | \n",
" No | \n",
" 2012 | \n",
" NO | \n",
" Yes | \n",
" Integrase | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 44 | \n",
" AMIND | \n",
" F | \n",
" No | \n",
" No | \n",
" 2006 | \n",
" YES | \n",
" No | \n",
" NaN | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 33 | \n",
" AMIND | \n",
" F | \n",
" No | \n",
" No | \n",
" 2005 | \n",
" NO | \n",
" No | \n",
" NaN | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 60 | \n",
" AMIND | \n",
" F | \n",
" No | \n",
" Yes | \n",
" 2003 | \n",
" NO | \n",
" Yes | \n",
" Integrase | \n",
"
\n",
" \n",
" 4 | \n",
" 6 | \n",
" 47 | \n",
" AMIND | \n",
" F | \n",
" No | \n",
" No | \n",
" 2001 | \n",
" YES | \n",
" Yes | \n",
" Other | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ID AGE RACE SEX MSM IDU UNC Entry to Care Year \\\n",
"0 1 38 AMIND F No No 2012 \n",
"1 2 44 AMIND F No No 2006 \n",
"2 3 33 AMIND F No No 2005 \n",
"3 4 60 AMIND F No Yes 2003 \n",
"4 6 47 AMIND F No No 2001 \n",
"\n",
" Prior HIV Care Elsewhere On ART ART Type \n",
"0 NO Yes Integrase \n",
"1 YES No NaN \n",
"2 NO No NaN \n",
"3 NO Yes Integrase \n",
"4 YES Yes Other "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"subjects.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**1**. Make a linear regression plot of `AGE` by `UNC Entry to Care Year`. Is there any trend over time that you can observe?"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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ZCLCSNlyyEy8l2RVBUYuyzFFduVeVRMZ690qKh7hl2f1+9ttClvq3Z3jEmaXu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\nWJil+azH9h6PsBSQmwlifsFUmIdCIXK5DPMbpA2tLFsJq2a1HfYkGV4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jwUMQBEGoGAke\ngiAIQsX8fzIQD+T0gaLRAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(data=subjects, y='AGE', x='UNC Entry to Care Year')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**2**. Chcek the help documentaion for `sns.countplot`. Then create a barchart of the count of the number of people by SEX."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(data=subjects, x='SEX')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**3**. Make a horizontal stacked barchart of the count of the number of people by RACE and color by SEX. As before, look up help on `sns.countplot` to do so."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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T8bWlkOqs5pu/Jv9FNLz0eoB11nmtBd/rvxL/fMX/vlD/YG3FzE4m6hn1c/eP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\nRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(data=subjects, y='RACE', hue='SEX')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**4**. Make a barchart of the AGE of people by RACE."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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GEfXMaWb7EG7IIiIi/UyxffV8hXAO/1gzuws4DJiVVFEiIpKcYvf4nyJcqfsSsCfhloqH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\n3CPAHoTO9Yjm/0Z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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(data=subjects, x='RACE', y='AGE')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**5**. Make a barchart of the AGE of people by RACE, but arrange in order of increasing average age. To do so, you need to give the order argument a list of strings containing the sequnce of RACE desired. \n",
"\n",
"**Bonus**: (More challenging) Try to get the list of strings using `pandas` rather than manually."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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iIiJ9TLF99XyFcA7/WDO7EzgMmJ1UUSIikpxit/ifJFyp+wKwJ+GWiockVZSIiCSn2C3+\n3wB/AuJ98mc6mVZERHqxYoMfd/90koWIiEhlFBv8d5rZWcBiYEv2QXd/KZGqREQkMcUG/zDgUmB1\n7LF2QDdbFxHpY4oN/pOBUe6+PsliREQkecWe1bMSGJ5kISIiUhnFbvG3A8+a2TJgU/ZBd9c9d0VE\n+phig//riVYhIiIVU+zN1h9JuhAREamMYtv4RUSkn1Dwi4ikTNFX7naXmdUCNwLjgYGE4wTPAgsI\nPXsuc/c5SS1fRETyS3KLfxaw2t0nAccCPyDcu3euu08GBpjZzASXLyIieSQZ/L8Aroj+riF09TDR\n3ZdGjy0EpiW4fBERySOxph53XwdgZkOBXwKXA1fHJmlD9+0VEam4xIIfwMzGEvru/4G732Zm34qN\nHgq8UWgew4cPpra2Zvtwa2sDLWWvtDxGjGigsXFol9O0tjawskL1dFex9fdWqr+6CtUfau+tn97i\n6m/mzQpWVLxi1p24JA/ujgbuB+a4+8PRw0+b2SR3XwLMIPT22aXW1nUdhlta1pa71LJpaVlLc3Nb\nwWl6K9VfXf29/t5cO/Tt+vPV3tUXQZJb/JcBOwNXmNmXCd0+nA9838zqgOXA7QkuX0RE8kiyjf8C\n4II8o6YktUwRESlMF3CJiKSMgl9EJGUU/CIiKaPgFxFJGQW/iEjKKPhFRFJGwS8ikjIKfhGRlFHw\ni4ikjIJfRCRlFPwiIimj4BcRSRkFv4hIyij4RURSRsEvIpIyCn4RkZRR8IuIpIyCX0QkZRT8IiIp\no+AXEUkZBb+ISMoo+EVEUkbBLyKSMgp+EZGUUfCLiKSMgl9EJGUU/CIiKaPgFxFJGQW/iEjK1Ca9\nADM7FLjK3aea2QRgAbANWObuc5JevoiIdJToFr+ZXQzMAwZFD10LzHX3ycAAM5uZ5PJFROSdkm7q\neR44KTZ8iLsvjf5eCExLePkiIpIj0eB39zuALbGHMrG/24BhSS5fRETeqdIHd7fF/h4KvFHh5YuI\npF7iB3dzPGVmk9x9CTADWFzoCcOHD6a2tmb7cGtrAy0JFliKESMaaGwc2uU0ra0NrKxQPd1VbP29\nleqvrkL1h9p766e3uPqbebOCFRWvmHUnrtLBfxEwz8zqgOXA7YWe0Nq6rsNwS8vaZCorg5aWtTQ3\ntxWcprdS/dXV3+vvzbVD364/X+1dfREkHvzu/iJwePT3CmBK0ssUEZHO6QIuEZGUUfCLiKSMgl9E\nJGUU/CIiKaPgFxFJGQW/iEjKKPhFRFJGwS8ikjIKfhGRlFHwi4ikjIJfRCRlFPwiIimj4BcRSRkF\nv4hIyij4RURSRsEvIpIyCn4RkZRR8IuIpIyCX0QkZRT8IiIpo+AXEUkZBb+ISMoo+EVEUkbBLyKS\nMgp+EZGUUfCLiKSMgl9EJGUU/CIiKaPgFxFJmdpKL9DMMsB1wHuADcBZ7r6y0nWIiKRVNbb4TwQG\nufvhwGXAtVWoQUQktaoR/B8C7gNw9/8F3leFGkREUqsawf8u4M3Y8BYz07EGEZEKqXgbP/AWMDQ2\nPMDdt3VnBi+uaS5vRWXw4ppmxhU57aur1ydaS0+8uno9exc5beuq3ld/d2pa/3pLgpX0THdqWrfq\ntQQr6Zlia2p+/cWEK+mZUNc+Bad7qeVvyRfTTS+1/I29GNat52Ta29sTKic/M/sn4AR3n21mHwSu\ncPfjK1qEiEiKVWOL/w5gupn9Lhr+VBVqEBFJrYpv8YuISHXpoKqISMoo+EVEUkbBLyKSMgp+EZGU\nqcZZPYkysy8BFwDj3X2Tme0C/BBoIFw/8Czwr+6+0cxeAMzdN0XPvQ441N0Pic3vYeBpd78wGh4E\n/MXd9yqxzsnAue7+idhj3wD+AsyL6ng6evwzwGh3/2q8ZjPblXAV9LeAl4G7gH9w95dz5jcW2Oju\n344eXwhscfePRMNfAVrd/Xs9eB3jgauBEUAd8EfgUuBOoAbYD1gFrAEWAa8A+7n7ZbF53ApcD2SA\nXwDPRH8DrHL3j5vZTcDEaD4DouVd6+4LultzntfQ1XtxlbuPMbP6qMYxwBDgVeAz7t5qZk1AE7At\nqm01cAbhqvR878lyd7+51LrzvI7cdX8BMBMY5e6bo2kmAk8AU4AXgdvc/bBo2qHufnJsfq9Gr/0M\n4KvAXwnv6Tbgq+7+cBlqnsyO93wAMBD4HHA+cKu7P5DnOf8C3Ai8291fiz1+InAeYd2pB652919F\n9W9f58zsfOCfgePd/c3c+Xej9geBS939CTOrA5qBr7n7NdH43xL6JDvU3Z+LHtueH9Hn7jXgbeDT\nUc0HAE9Gi5gF/A871q0M0A58MZsNPdUft/hPBW4Fsh/ii4EH3P1Ydz8CaAPOjcZtP6XJzHYCjgCW\nRytj3ClmNik2XK5ToTqbz1vATdHKlPc5ZrY7cD/hOohbonEbgZvyTP8AcGT0vJ0IV0+PjVZCgKlE\n3Wh0RxSGdxPC8Sh3PxJ4jPCBnebuU4GFwMXR+G/EX0MnHoqmnRr9fDw27qJo3BRgMnBld2vuQm5N\n7Tm/PwW8Gq1HRwKPAl+Oxm0Dpsdqe54dpynne0+SkrvutxO+aGfEpvkkIcCJTZP9fYSZzcozDuBn\n0eubDHwcuN7MRpWp7odi/7svA1+j63XkLOC7wGeyD5jZYYQvi+Oj9e544Eoz2y/+Wszs4mjctFJC\nP7L9cxX9vg84LlrOIGBP4A95nhd/be3u/tOo5lOAZ6L/xVHu/god162p0e+SQh/6WfBHgf08YQt/\nTvTw68DHzOzoKKguBrJbtpnY0/8FeBBYAPxrzqzPB24ws8EJlZ5rBWEl6izYxhG2ni9w9/+OPb4Y\naDGzOTnTP0HYkgA4GngYWAJMjVbQUdktkm46Hvituz+RfSDakh1pZtkLmTN5n9m5rqaPr69jgHJe\nQpy73Nzh14FjzOwEMxsK/AD4YmzaAbC999mdgbXRuM7ek7LKWfc/Fxt1KyHss7VNBB7vZDaXAf9m\nZrt1tSx3XwXcDpxQYtlZ8f/1SML/Oq9oD3M48E3gNDOriUadDXzH3ddHNbYAH3D3v2SXYWZzCXs6\nx7n7hjLU/SA7gv84YD6wc7R+HAY8Qgj5+Ovr7ucBEsjp/tbUcxYw391XmNlGM3u/u19rZi2EwP8l\nsJTwwXg5z3PPARz4oZmNcfdXo3F/BH4M/Ac7diWTMo6wslwBPGZmR+SMzxBex9vArjnj2gmv7TEz\n274F7+7bzOwPZnYgYevvFmAYYWXdAPy2h7XuTcetx6ym6HV0dn3+qdFV2xBez/6EZhSAo8xsMTt2\na+/N7joD3zSzy6N5Pwt8rId155NdbramvYCvZEe6+6/NbBthl3wB8Cfg84QmCoD7o/HbCHs9NxNC\nIe97koD4ur/JzD4QLftx4ORoT+9wwhfRAZ3M42XCevcjOu4l5LMK2KUsle/439cD/wicRPRllcen\ngRvd/S0z+3/APxE+D7sBHbp3z9miPxV4jvClUa4gfZrQlAkwifDF+SAwnfA6FgKfBX5sZuui6Wpy\nZ1JAhh3rVobQRDu91ML7zRa/me1MCLLzozbsdwGfN7OjgZvd/VhgNOGD8J2c5+4HHAhcA9xL+PCe\nS0ffBA4ifCDK0dSznrCixzUA6wCiNtnZhK2IITnTfYrw4bjKzPaNj3D3VuALhC+q+BfUIkIQfZDQ\nbvgwcAhhhe1pIL1MCMhc7wZe6uJ5P4vtzk4lhFHWQzm7tdfExn3J3ScR3pt3fNBL9FBOTbfER0Zf\nVA+5+0lAI+H/uyA2SXZ3fJq7z433P9XFe1IWnaz72b3WdsJxhhMJYfrTrmpw91uBNjPLXf9zjQP+\nXmLpWdn//eHAwcBtvPOzQdSZ4yzCHvxCQuc62df5IuFYVnz6w81sQjT4lLtPI6xr/1mOot29Hfij\nmR1LaAbcTPgsHRH9ZI9PnJZdt4BjurmYdjo29ZQc+tCPgh84jbDFc6y7zyAE3DHAhYRv+2yYPkNo\nd407G5jr7sdFzz0amB1vY48+yGcStvrLYTnw3ugAbba9/Ejg10QfzKgt7xbgkpznPuPuf49e2+3R\nc7dz93sIey7x7jAeJLT9rnD39miXuBU4Cnioh6/hLmCamW3vWtvMzgKa3b2pG/Pp1q6wuy+Mlj2v\nG8vortw6PkE4cJr9wP+ZjutRl3V38p6US2frfmM0/lbgdGDXIt+XzwEX0bEzxe2vz8zGAB8FflN6\n6R3nTThAmu9xCE2Lj7n70e4+w90/CIyO9mRvAi7ONsdGxx9uAnaKnvts9Hsu4XM3i/J4MJrnwmj4\nUUJz2gB3f6OT19HVupJv2rLndH8K/tnAT7IDUbDdTmjaOcnMnjSzRwkfgIuiydqBQYSDVT+PPfdv\nhOadjxHbuo/awcsS/O7eRgjue81sCaG55XvAVjruUVxJaDrJPdiIu/8K+D1hCyZ3L+QCor2HaNq/\nArsT9miyFgFb3f3tHr6Gt4GPAFeY2dJo1/v97Di42KHeLsSnmWpmi6Ofh6Pfg/LM52vA/mZWqEmi\np3KXdzkwwcyeMrOlhPdldifTdqbDe1JG+db9XxGaHHB3JzTL3B1Nkq/e+Hq1mrBuxo9pfSJ6Lx6M\nlnVmLNhKNTU27/sIe0frge+a2WPRz08IzTw/yXnufMJZer8nbAgsis6muRu4xN2XxSeONv5OBb4d\nO/BbikWErfvfxObfyo7m0y7/10WMayc09cQ/DzNLK1l99YiIpE5/2uIXEZEiKPhFRFJGwS8ikjIK\nfhGRlFHwi4ikjIJfRCRl+luXDSLdFvUr9Bw7egUdQLh46WZ3/7domgMJ3TSc7O535Dz/dMIVpLXR\nc3/k7t+Pxj0M7EH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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(data=subjects, x='RACE', y='AGE', \n",
" order=subjects.groupby('RACE').mean().sort_values('AGE').index)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**6** Make a swarm plot of the AGE by RACE but only for subejcts who have MSM status equal to 'Yes'."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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KQg1BvEGgyqb0wUqIyo0Lj0P1fV9i+ytOLCVuw4xcQ038nZzG+YsJ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\nsL16AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(data=subjects[subjects.MSM=='Yes'], x='RACE', y='AGE')\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**7**. (Challenging) Make a heat map of the mean AGE where the rows correspond to RACe and the columns to 'UNC Entry to Care Year'. \n",
"\n",
"Hint: Look up the `pivot_table` method of `pandas` DataFrames."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = subjects.pivot_table(index='RACE', columns='UNC Entry to Care Year', values='AGE')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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Dx7YZx5UGjm0jx3VIckDorpEPoT9gA/MBKzuujRzbsuO6hKRLC+W9AlwSEQcV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\nzCxzQDAzM8ABwczMMgcEMzMD4P8DfVIhcq90U6sAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(data)\n",
"pass"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}