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@herrfz
Created February 10, 2013 14:19
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Coursera Data Analysis -- in Python
{
"metadata": {
"name": "expository_graphs"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Expository graphs -- in Python"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#pData = pd.read_csv('https://dl.dropbox.com/u/7710864/data/csv_hid/ss06pid.csv')\n",
"pData = pd.read_csv('./data/ss06pid.csv')\n",
"pData"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 2,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 14931 entries, 0 to 14930\n",
"Columns: 240 entries, Unnamed: 0 to pwgtp80\n",
"dtypes: float64(74), int64(163), object(3)"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = figure()\n",
"\n",
"ax = f.add_subplot(1, 1, 1) \n",
"ax.scatter(pData['JWMNP'], pData['WAGP'], s=15, label='All surveyed'); \n",
"\n",
"# adjust axes ranges\n",
"ax.set_xlim(0,200); \n",
"ax.set_ylim(0, 250000);\n",
"\n",
"# set y-axis ticks\n",
"ax.set_yticks([0, 50000, 150000])\n",
"\n",
"# set axes labels and adjust font size\n",
"ax.set_xlabel('Travel time (min)', fontsize=15); \n",
"ax.set_ylabel('Last 12 month wages (dollars)', fontsize=15);\n",
"\n",
"# adjust tick font sizes and orientation\n",
"for (tx, ty) in zip(ax.xaxis.get_major_ticks(), ax.yaxis.get_major_ticks()):\n",
" tx.label.set_fontsize(15)\n",
" ty.label.set_fontsize(15)\n",
" ty.label.set_rotation('vertical')\n",
"\n",
"# add legend\n",
"ax.legend();"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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mEVhGSfK1HCfBmsFgoFqtI3DefBU4l+HhkUUdliA8l+w8zedehj2Z3NzcuHXr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\nAoGgWsRAIRAIBIJqEQOFQCAQCKrl/wAeX/N7pfVA+QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"f = figure()\n",
"\n",
"ax = f.add_subplot(1, 1, 1)\n",
"ix1 = pData['SEX'] == 1\n",
"ix2 = pData['SEX'] == 2\n",
"ax.scatter(pData['JWMNP'][ix1], pData['WAGP'][ix1], c='k', s=15, label='men')\n",
"ax.scatter(pData['JWMNP'][ix2], pData['WAGP'][ix2], c='r', s=15, label='women')\n",
"\n",
"# adjust axes ranges\n",
"ax.set_xlim(0,200)\n",
"ax.set_ylim(0, 250000)\n",
"\n",
"# set y-axis ticks\n",
"ax.set_yticks([0, 50000, 150000])\n",
"\n",
"# set axes labels\n",
"ax.set_xlabel('TT (min)', fontsize=15)\n",
"ax.set_ylabel('Wages (dollars)', fontsize=15)\n",
"\n",
"# adjust tick font sizes and orientation\n",
"for (tx, ty) in zip(ax.xaxis.get_major_ticks(), ax.yaxis.get_major_ticks()):\n",
" tx.label.set_fontsize(12)\n",
" ty.label.set_fontsize(12)\n",
" ty.label.set_rotation('vertical')\n",
"\n",
"# add legend\n",
"ax.legend()\n",
"\n",
"# add title\n",
"f.suptitle('Wages earned versus commute time', fontweight='bold', fontsize=16);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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FTEwMjh07hm7duqFmzZqIjY1FVFQU2rdvj99++w2BgYEYOnQoRCIR3nrrLQQF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\nCAQCgR3/D/X4/nLx78h+AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# multiple 'panels'\n",
"f, (ax1, ax2) = subplots(ncols=2)\n",
"\n",
"# first plot\n",
"ax1.hist(pData['JWMNP'], bins=100, range=(pData['JWMNP'].min(), pData['JWMNP'].max()))\n",
"ax1.set_xlabel('CT (min)')\n",
"ax1.set_ylabel('Frequency')\n",
"\n",
"# second plot\n",
"ix1 = pData['SEX'] == 1\n",
"ix2 = pData['SEX'] == 2\n",
"ax2.scatter(pData['JWMNP'][ix1], pData['WAGP'][ix1], c='k', s=15, label='men')\n",
"ax2.scatter(pData['JWMNP'][ix2], pData['WAGP'][ix2], c='r', s=15, label='women')\n",
"\n",
"# adjust axes ranges\n",
"ax2.set_xlim(0,200)\n",
"ax2.set_ylim(0, 250000)\n",
"\n",
"# set y-axis ticks\n",
"ax2.set_yticks([0, 50000, 150000])\n",
"\n",
"# set axes labels\n",
"ax2.set_xlabel('CT (min)')\n",
"ax2.set_ylabel('Wages (dollars)')\n",
"\n",
"# adjust tick orientation\n",
"for ty in ax2.yaxis.get_major_ticks():\n",
" ty.label.set_rotation('vertical')\n",
"\n",
"# add legend\n",
"ax2.legend()\n",
"\n",
"# add margin text\n",
"figtext(0.3, 0.95, '(a)')\n",
"figtext(0.7, 0.95, '(b)');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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nWt5UAFEsKe/1NXLkyGLbEJYuXVrktsaNG7Np0yZ8fHxMnj9//jy9evXixIkT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\nRU5ErkJggg==\n"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# save the figure\n",
"# to PDF\n",
"f.savefig('twoPanel.pdf')\n",
"\n",
"# to PNG\n",
"f.savefig('twoPanel.png', dpi=100)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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