Skip to content

Instantly share code, notes, and snippets.

@lprsd
Last active December 16, 2015 15:39
Show Gist options
  • Save lprsd/53ec0c5a2fabcfebb358 to your computer and use it in GitHub Desktop.
Save lprsd/53ec0c5a2fabcfebb358 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "Children_names"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas as pd\nimport numpy as np",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "name1880 = pd.read_csv('/Users/lpd/Downloads/names/yob1880.txt',names=['name','sex','births'])",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "name1880.groupby('sex').births.sum()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 3,
"text": "sex\nF 90994\nM 110492\nName: births"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "years = range(1880,2012)\nframes = []\nfor year in years:\n frame = pd.read_csv('/Users/lpd/Downloads/names/yob%d.txt'%year,names=['name','sex','births'])\n frame['year'] = year\n frames.append(frame)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "names = pd.concat(frames, ignore_index=True)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "names.describe()",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>births</th>\n <th>year</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td> 1724892.000000</td>\n <td> 1724892.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td> 189.047366</td>\n <td> 1970.272885</td>\n </tr>\n <tr>\n <th>std</th>\n <td> 1602.926761</td>\n <td> 2490.211478</td>\n </tr>\n <tr>\n <th>min</th>\n <td> 5.000000</td>\n <td> 1880.000000</td>\n </tr>\n <tr>\n <th>25%</th>\n <td> 7.000000</td>\n <td> 1947.000000</td>\n </tr>\n <tr>\n <th>50%</th>\n <td> 12.000000</td>\n <td> 1979.000000</td>\n </tr>\n <tr>\n <th>75%</th>\n <td> 32.000000</td>\n <td> 1998.000000</td>\n </tr>\n <tr>\n <th>max</th>\n <td> 99653.000000</td>\n <td> 2011.000000</td>\n </tr>\n </tbody>\n</table>\n</div>",
"output_type": "pyout",
"prompt_number": 6,
"text": " births year\ncount 1724892.000000 1724892.000000\nmean 189.047366 1970.272885\nstd 1602.926761 2490.211478\nmin 5.000000 1880.000000\n25% 7.000000 1947.000000\n50% 12.000000 1979.000000\n75% 32.000000 1998.000000\nmax 99653.000000 2011.000000"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "names.year",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": "0 1880\n1 1880\n2 1880\n3 1880\n4 1880\n5 1880\n6 1880\n7 1880\n8 1880\n9 1880\n10 1880\n11 1880\n12 1880\n13 1880\n14 1880\n...\n1724877 2011\n1724878 2011\n1724879 2011\n1724880 2011\n1724881 2011\n1724882 2011\n1724883 2011\n1724884 2011\n1724885 2011\n1724886 2011\n1724887 2011\n1724888 2011\n1724889 2011\n1724890 2011\n1724891 2011\nName: year, Length: 1724892"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births = names.pivot_table('births', rows='year',cols='sex',aggfunc=sum)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births.tail()",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>sex</th>\n <th>F</th>\n <th>M</th>\n </tr>\n <tr>\n <th>year</th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2007</th>\n <td> 1917881</td>\n <td> 2070445</td>\n </tr>\n <tr>\n <th>2008</th>\n <td> 1885178</td>\n <td> 2034014</td>\n </tr>\n <tr>\n <th>2009</th>\n <td> 1830134</td>\n <td> 1976208</td>\n </tr>\n <tr>\n <th>2010</th>\n <td> 1768463</td>\n <td> 1909167</td>\n </tr>\n <tr>\n <th>2011</th>\n <td> 1742410</td>\n <td> 1880633</td>\n </tr>\n </tbody>\n</table>\n</div>",
"output_type": "pyout",
"prompt_number": 9,
"text": "sex F M\nyear \n2007 1917881 2070445\n2008 1885178 2034014\n2009 1830134 1976208\n2010 1768463 1909167\n2011 1742410 1880633"
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births.plot()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": "<matplotlib.axes.AxesSubplot at 0x1015dc190>"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEKCAYAAAAvlUMdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "names",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 1724892 entries, 0 to 1724891\nData columns:\nname 1724892 non-null values\nsex 1724892 non-null values\nbirths 1724892 non-null values\nyear 1724892 non-null values\ndtypes: int64(2), object(2)"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births['diff'] = total_births['F']/total_births['M']",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births.tail()",
"language": "python",
"metadata": {},
"outputs": [
{
"html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>sex</th>\n <th>F</th>\n <th>M</th>\n <th>diff</th>\n </tr>\n <tr>\n <th>year</th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2007</th>\n <td> 1917881</td>\n <td> 2070445</td>\n <td> 0.926313</td>\n </tr>\n <tr>\n <th>2008</th>\n <td> 1885178</td>\n <td> 2034014</td>\n <td> 0.926826</td>\n </tr>\n <tr>\n <th>2009</th>\n <td> 1830134</td>\n <td> 1976208</td>\n <td> 0.926084</td>\n </tr>\n <tr>\n <th>2010</th>\n <td> 1768463</td>\n <td> 1909167</td>\n <td> 0.926301</td>\n </tr>\n <tr>\n <th>2011</th>\n <td> 1742410</td>\n <td> 1880633</td>\n <td> 0.926502</td>\n </tr>\n </tbody>\n</table>\n</div>",
"output_type": "pyout",
"prompt_number": 13,
"text": "sex F M diff\nyear \n2007 1917881 2070445 0.926313\n2008 1885178 2034014 0.926826\n2009 1830134 1976208 0.926084\n2010 1768463 1909167 0.926301\n2011 1742410 1880633 0.926502"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births['diff'].plot()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 14,
"text": "<matplotlib.axes.AxesSubplot at 0x110952d90>"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEKCAYAAADzQPVvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X1cVGXex/EPCuYDKviAKGKoqDwpmOZDZqJpWhtaYpum\nbaIpa7lmm909bVvudrtp7bpqbd1tKZU9l6n7Utm2bDAtFRXU1EwNBBRRDBcRTR6u+4/LQVFAkDNz\n5sz83q/XvPAwZ858Aec3Z37nOtfxUkophBBCuLUGZgcQQgjheFLshRDCA0ixF0IIDyDFXgghPIAU\neyGE8ABS7IUQwgPUWOyzs7MZOnQokZGRREVFsXjx4mrXTU1NxdvbmxUrVhgeUgghRP1413Snj48P\nCxcuJCYmhqKiIvr06cOIESMIDw+vtF5ZWRlPPPEEo0aNQobtCyGE66lxzz4wMJCYmBgAfH19CQ8P\n5+jRo1est2TJEsaNG0fbtm0dk1IIIUS91Lhnf6nMzEzS0tLo379/pe8fOXKEVatWsX79elJTU/Hy\n8rrisVV9TwghxNUZ1S2p1QHaoqIixo0bx6JFi/D19a103+zZs3nxxRfx8vJCKVVtMPt9Vrw999xz\npmfwxOyS3/yb5Df3ZqSr7tmXlJQQHx/PpEmTuOuuu664f/v27YwfPx6A/Px81q1bh4+PD6NHjzY0\nqJkyMzPNjnDNrJwdJL/ZJL/7qLHYK6WYOnUqERERzJ49u8p1fvrpp4p/JyQkEBcX51aFXggh3EGN\nxX7Tpk0sX76cXr160bt3bwDmzZtHVlYWAImJiY5P6AImT55sdoRrZuXsIPnNJvndh5cyujFU1ZNc\n6OcLIYSoPSNrp5xBWws2m83sCNfMytlB8ptN8rsPKfZCCOEBpI0jhBAuSto4Qggh6kSKfS1Yue9n\n5ewg+c0m+d2HFHshhPAA0rMXQggXJT17IYQQdSLFvhas3PezcnaQ/GaT/O5Dir0QQngA6dkLIYSL\nkp69EEKIOpFiXwtW7vtZOTtIfrNJfvchxV4IITyA9OyFEMJFSc/eJMnJ8N57ZqcQQoi6k2JfC/a+\n36ZN8PHH5mapK6v3LCW/uSS/+5BiXwcFBbBrl9kphBCi7qRnXwcTJ8L778OpU9CypdlphBDuzmk9\n++zsbIYOHUpkZCRRUVEsXrz4inXee+89oqOj6dWrF4MGDWKXG+/6FhTor7t31279L76A1FTH5RFC\niNqqsdj7+PiwcOFC9uzZw+bNm3n11VfZt29fpXW6dOnChg0b2LVrF88++yzTp093aGAz2Pt+P/8M\nkZFXb+WUl8Nzz8HYsfDMM47PVxOr9ywlv7kkv/vwrunOwMBAAgMDAfD19SU8PJyjR48SHh5esc7A\ngQMr/t2/f39ycnKq3NbkyZMJCQkBwM/Pj5iYGGJjY4GLfxBXXU5PTwegoCCW4cMhOdlGRET16996\nq42TJ+H772Pp3Rs++8xG69au8/PIsizLsmsu22w2kpKSACrqpVFq3bPPzMxkyJAh7NmzB19f3yrX\nefnll/nxxx954403Kj+JBXv25eVw7Bh06HDxewEB8Mor8Pe/w7ff6u8tXQoDB4L9/S8zE268EY4c\ngUaNICEBevWCRx91+o8ghLA4p4+zLyoqYty4cSxatKjaQv/111+zdOlS5s+fb0gwsyUnw7hxF5eV\n0j37IUN0z768HIqLdRFfuPDieqtWQVycLvSgD+rK2HwhhNmuWuxLSkqIj49n0qRJ3HXXXVWus2vX\nLqZNm8bq1avx9/c3PKQZtm7Ve/agP2adOaMLeLt20KoVZGTAZ59Bt27667lzet2VK+HSX9PQoXD0\nKPzwg/N/Bnt2K5P85pL87qPGYq+UYurUqURERDB79uwq18nKymLs2LEsX76c0NBQh4Q0w/btcPz4\nxeWCArC/j/XqpQ/SvvkmPP20Xl67Fk6ehB07YMSIi49r2BDGj5e9eyGEuWrs2W/cuJFbbrmFXr16\n4eXlBcC8efPIysoCIDExkQcffJDPP/+cTp06AXoEz9atWys/icV69krpXv2xY1BUBM2a6eI+caJu\n4TzzjO7Nf/klZGfDu+/qYj96NKxerff0L5WWBrfequ/v10/38Zs0MeVHE0JYiJG1s8bRODfffDPl\n5eU1buDNN9/kzTffNCSMqzh6FMrKoGNHOHFCF/uff668Zz9vHsyZo1s78fHw+9/rdaZMuXJ7vXvD\nN9/og7pvvgnnz0M1H5SEEMIhZLqEKmzbBn376v78iRO673d5Gwdg6lT91c8PbrtNF/Rf/arqbUZG\nwrRp8Oc/67NwncXqPUvJby7J7z5q3LP3VNu3Q58+uugfP6737C8t9j16wCefQFjYxcdMnw4NGuiD\ntzUZNgwOH4YDB/TBXSGEcAaZG6cKd9wBiYmwYgXExuoe+1//qsfO/+1v9d/+rFnQpg388Y/135YQ\nwn3JfPYOpNTFNk5AgG7jQOU9+/qyj7230PufEMLipNhfJjtbt2M6dNDF/vjxK3v29dWvH5SW6mGa\njmb1nqXkN5fkdx9S7C+zfbveq/fygrZtL461v3Q0Tn15ecF99zn3QK0QwrNJsb+MvYUDF/fsY2Nj\nDd2zBz2lwldfGbe96tgnW7IqyW8uye8+pNhf4tw5WL4cbr9dLzuqZw8QEwMHD0JhoXHbFEKI6kix\nv8Q//qGLcP/+etlRPXvQJ2P17q3n4HEkq/csJb+5JL/7kGJ/wX//Cy++qM+MtbP37O0zXl5tDH1d\n3XTTxamShRDCkWSc/QXPPKOnSVi2rPL3mzeHnBw9Lr64GHx8jHvOVavg9ddh3TrjtimEcB9OmxvH\nU5w9C6++WvXlBgMC4NAhuO46Yws96IueTJ6s58ZvIJ+xhBAOJCUGXeS7dIELE3dWEhAAK1faDO3X\nX7rtNm3gssv6GsrqPUvJby7J7z6k2KPH1t9wQ9X3tW2rT7Ry1DVZpG8vhHAG6dkDDz6oi/1DD1V9\nX3GxnhcnJcX45379ddiy5cpjBUIIIXPjGGzHDj3LZVUCAmD/fuNH4tjddBN8951jti2EEHYeX+x/\n+UVfH9Y+R/3lAgJg3z7H9OxBz3N/5Ige+ukIVu9ZSn5zSX734fHF/vvvITS0+ssEtm2rR+s4qtg3\nbKgnXcvNdcz2hRACpNizY0f1B2dB79lDrMOKPegrYuXlOWbbVp8bRPKbS/K7jxqLfXZ2NkOHDiUy\nMpKoqCgWL15c5XqzZs2iW7duREdHk5aW5pCgjlK7Yu+4PXtwbLEXQgi4SrH38fFh4cKF7Nmzh82b\nN/Pqq6+y77JB4WvXruXgwYMcOHCAN954gxkzZjg0sNHslyCsji72juvZg2OLvdV7lpLfXJLffdR4\nBm1gYCCBgYEA+Pr6Eh4eztGjRwkPD69YZ/Xq1TzwwAMA9O/fn1OnTpGXl0e7du0qbWvy5MmEhIQA\n4OfnR0xMTMVHLPsfxNnLgwbF8v33UFhow2arev02bQDSyc4GcEye4mLbhQnRzP19yLIsy7K5yzab\njaSkJICKemmUWo+zz8zMZMiQIezZswdfX9+K78fFxfHUU09x0003ATB8+HDmz59Pn0t2l111nP2u\nXXDvvVc/g7VVKz1/jX02TKO98QakpsI//+mY7QshrMnpc+MUFRUxbtw4Fi1aVKnQ210exsvLy5Bw\njjJtGqSl6bnka1PAhwypeioFo7RrB8eOOW77Qghx1dE4JSUlxMfHM2nSJO66664r7g8KCiJb9zgA\nyMnJISgoyNiUBioshA8/1BOfvfMO/O1vV3/MI4/YaN/ecZmkZ189yW8uye8+aiz2SimmTp1KREQE\ns2fPrnKd0aNH88477wCwefNm/Pz8rujXu5KUFBgwQO/RDxigx9GbTUbjCCEcrcae/caNG7nlllvo\n1atXRWtm3rx5ZGVlAZCYmAjAzJkzSU5OplmzZixbtowbLhvL6Eo9+0ce0ScxPfGE2UkuKi7WxwXO\nntUXIxdCCDC2dnrcRGiRkbp9U9NwSzPYL5LSsqXZSYQQrkImQrtGR4/qA6ExMXV7nDP6fo5q5Vi9\nZyn5zSX53YdHFfuvvoJhw/R8NK5G+vZCCEfyqDbOAw/oSwH+9rdmJ7nS2LFw330wbpzZSYQQrkLa\nONdAKfjySxg+3OwkVZM9eyGEI3lMsd+xQ18wvGvXuj9WevbmkfzmkvzuwyOKvVJ6qOWcOa47tFH2\n7IUQjuQRPfvVq+Gpp2DnTvCu1QQRzrdihR4SunKl2UmEEK7C6XPjWNn58/DYY/DKK65b6AECA2XP\nXgjhOG7fxnn9dejRA0aOvPZtSM/ePJLfXJLffbh9sd+0CSZONDvF1UnPXgjhSG7fsx80CObPh5tv\nNuXp66RZM13wq5hFWgjhgWScfR3k5EDHjmanqB3ZuxdCOIpbF/uyMsjN1bNc1oez+n6OKPZW71lK\nfnNJfvfh1sU+L09PHdyokdlJakf27IUQjuLWPfutW+Hhh/X1Xa0gMRF693bNuXuEEM4nPftaslK/\nHsDfHwoKzE4hhHBHUuxrwVl9v8aN4ZdfjN2m1XuWkt9ckt99uFWx/89/4M9/vricnW2tPfvGjeHc\nObNTCCHcUY3FfsqUKbRr146ePXtWeX9+fj6jRo0iJiaGqKgokpKSHJGx1jZurDy3jFF79rGxsfXf\nSC04otg7K7ujSH5zSX73UWOxT0hIIDk5udr7X3nlFXr37k16ejo2m43HHnuM0tJSw0PW1o8/wp49\nUFKil3NyIDjYtDh1Jnv2QghHqbHYDx48GH9//2rvb9++PYWFhQAUFhbSunVrvE2cbezAASgthf37\n9bIVe/ZGF3ur9ywlv7kkv/uoV2WeNm0aw4YNo0OHDpw+fZqPP/642nUnT55MSEgIAH5+fsTExFR8\nxLL/QeqzrBQcOBBLbCx8+KGNYcPg6NFYOnSo//bT09Prna82y40bx3LunOO2L8uyLMuuvWyz2Sra\n4fZ6aZSrjrPPzMwkLi6O3bt3X3HfCy+8QH5+Pn//+985dOgQI0aMYOfOnTRv3rzykzhhnP3x4xAW\npi9QcuoU/P730KuX/r5VrFwJSUkyp70QQnOZcfbffvst99xzDwBdu3alc+fO7Lf3UJzswAHo1g2i\noyE93Xpj7EF69kIIx6lXsQ8LC+PLL78EIC8vj/3799OlSxdDgtXVgQPQvbsu9jt3Gntw1v4xy9Fk\nnP2VJL+5JL/7qLFnP2HCBFJSUsjPzyc4OJi5c+dScmGoS2JiIk8//TQJCQlER0dTXl7OggULaNWq\nlVOCX86+Zx8UpA/Sbtsme/ZCCGHnNnPj3HMPjB0LEybAsGHw889w77362rNWkZ4OCQmQlmZ2EiGE\nK3CZnr0rse/ZA8TE6FaO7NkLIYTmFsVeKTh48GKxj47WX40q9s7s2cs4+8okv7kkv/twi2KfmwtN\nm0LLlnrZXuytdPYsyJ69EMJx3KJnn5ICTz+tLy4OcP48dOoEGRnQpInDntZwp05B584yzbEQQjOy\ndpo3t4GB7MMu7Ro1giNHoGFD8zJdi+uukz17IYRjuEUb59KDs3ZGFnpn9f2uu06PszfyQ5DVe5aS\n31yS3324bbG3ogYNwMdHt6GEEMJIbtGzj4iADz/Uc+FYXcuWkJV18WCzEMJzyTj7S/zyC/z0E/To\nYXYSY8iIHCGEI1i+2P/4I4SE6H63oziz72d0sbd6z1Lym0vyuw/LF/s9eyAy0uwUxpE9eyGEI1i+\nZ//ss+DlBX/6k0M273TR0fDOOxdPDBNCeC7p2V/CHffsjZ7mWAghpNjXgvTszSP5zSX53Yeli/25\nc3D4cOWzZ61OevZCCEewdM8+PR0mTtR79+5izBiYOhVGjzY7iRDCbNKzv8Dd+vUge/ZCCMeQYl8L\n0rM3j+Q3l+R3H1LsXYzMfCmEcIQae/ZTpkxhzZo1BAQEsHv37irXsdlsPProo5SUlNCmTZsq30kd\n1bMPDYV//QvCww3ftGlmzdI/16xZZicRQpjNaT37hIQEkpOTq73/1KlTPPzww/zrX//i+++/59NP\nPzUkVG0UF+s560NDnfaUTiE9eyGEI9RY7AcPHoy/v3+197///vvEx8fT8cLFXtu0aWNsuhocOABd\nuugpgR1Nevbmkfzmkvzuo15Xqjpw4AAlJSUMHTqU06dP88gjj3D//fdXue7kyZMJCQkBwM/Pj5iY\nGGJjY4GLf5C6LG/cCF26XPvj67Kcnp7u0O1futy4MezZY8Nmc87zybIsy7LrLNtsNpKSkgAq6qVR\nrjrOPjMzk7i4uCp79jNnzmTHjh189dVXFBcXM3DgQNasWUO3y64k4oie/d//DocOwZIlhm7WdH/7\nG+Tk6K9CCM/mMtegDQ4Opk2bNjRp0oQmTZpwyy23sHPnziuKvSNkZOiLc7sb6dkLIRyhXkMvx4wZ\nw8aNGykrK6O4uJgtW7YQERFhVLYaZWToeeydwf4xyxmkZ1+Z5DeX5HcfNe7ZT5gwgZSUFPLz8wkO\nDmbu3LmUlJQAkJiYSFhYGKNGjaJXr140aNCAadOmOa3YZ2bKnr0QQtSWJefGUQpatNDXaq1hsJAl\nrVgB770Hn31mdhIhhNk8fm6cn3+Ghg3dr9CD7NkLIRzDksXemf16kJ69mSS/uSS/+7BksXfXfj3I\nnr0QwjEs2bN/6SXIzXXPseg7dsC0abB9u9lJhBBm8/iefWamc9s4ziR79kIIR7BksXf2CVXO7PsZ\nPcWx1XuWkt9ckt99WLLYy569EELUjeV69kpBs2aQlwfNmxuySZdy8qS+gPrJk2YnEUKYzaN79seP\nQ9Om7lnoQfbshRCOYblib8YEaGb07I36vGX1nqXkN5fkdx+WK/bu3K8H8PaGBg2gtNTsJEIId2K5\nnv1f/gIFBbBggSGbc0nNm8PRo+7bqhJC1I5H9+zXroX+/c1O4VjStxdCGM1SxT41FbKzYcwY5z6v\ns/t+RhZ7q/csJb+5JL/7sFSxX7gQZs3SfW131rgx/PKL2SmEEO7EMj377GyIiYGffoKWLQ0K5qJ6\n9oQPPoCoKLOTCCHM5JE9+yVL4IEH3L/Qg/TshRDGs0SxVwqWLYOZM815funZm0fym0vyuw9LFPtT\np+D8efedw/5ysmcvhDBajcV+ypQptGvXjp49e9a4kdTUVLy9vVmxYoWh4ezsZ816eTlk81cVGxvr\n1Oczstg7O7vRJL+5JL/7qLHYJyQkkJycXOMGysrKeOKJJxg1apShFyi5lLufNXs5o6c5FkKIGov9\n4MGD8b/KVb2XLFnCuHHjaNu2raHBLmXGfDiXkp69eSS/uSS/+6jXiPUjR46watUq1q9fT2pqKl41\n9FkmT55MyIXdcz8/P2JiYio+Ytn/INUtb9xoo2NHgNqtb/Ryenq6U5+voMDGzp0waZI5P68sy7Is\nm7Nss9lISkoCqKiXRrnqOPvMzEzi4uLYvXv3Fffdc889zJkzh/79+zN58mTi4uKIj4+/8knqOVb0\nzjth+nQYPfqaN2EpM2dCWJh5o4+EEK7ByHH29dqz3759O+PHjwcgPz+fdevW4ePjw2iDq7LZbRxn\nk9E4Qgij1Wvo5U8//URGRgYZGRmMGzeO1157zfBCr5T5B2jtH7OcRXr2F0l+c0l+91Hjnv2ECRNI\nSUkhPz+f4OBg5s6dS0lJCQCJiYlOCXjiBDRp4lnT/cqevRDCaC4/N86WLfDww7Btm8GhXNjLL8Ox\nY/qrEMJzedTcOJmZntWvB9mzF0IYz+WLfUaG+SdUmdGzN2qKY6v3LCW/uSS/+3D5Yi979kIIUX8u\n37MfORJmz4bbbzc4lAv79FP46CP45BOzkwghzORRPXtXaOM4m+zZCyGM5tLFvrwcsrLML/Yyzt48\nkt9ckt99uHSxz80FPz89zt6TyKyXQgijuXTPftMmmDMHvvvOAaFcWGoqPPSQ/iqE8Fwe07Pfuxe6\ndTM7hfNJz14IYTSXLvbffAM332x2Cuf3/Vq31mfQGvGGbvWepeQ3l+R3Hy5d7FNSYMgQs1M4X4cO\n0KiRPsdACCGM4LI9+8OHoV8/vYdr1rVnzTR2LPz613BhBmkhhAfyiJ79hg1wyy2eWegB+vfXk8AJ\nIYQRXLbYu1ILx4y+X//+sHlz/bdj9Z6l5DeX5HcfLlvs7Xv2nqpvX9i1C86fNzuJEMIduGTPPjcX\noqL0hUsauOzbkeNFR8Obb8KNN5qdRAhhBrfv2W/YoIdcenKhB+nbCyGM45Ll1NVaOGb1/Ywo9lbv\nWUp+c0l+9+GSxX7bNl3oPJ1RB2mFEKLGnv2UKVNYs2YNAQEB7N69+4r733vvPRYsWIBSiubNm/Pa\na6/Rq1evK5+kDn0npaBlS31CUatWtf9B3FFZGfj762meW7c2O40Qwtmc1rNPSEggOTm52vu7dOnC\nhg0b2LVrF88++yzTp0+vd6AjR6BpUyn0AA0bwoABuq0lhBD1UWOxHzx4MP7+/tXeP3DgQFq2bAlA\n//79ycnJqXegffsgPLzemzGUmX2/O++E1auv/fFW71lKfnNJfvfhbdSG3nrrLe64445q7588eTIh\nF65C4ufnR0xMDLGxscDFP0hsbCz79kGLFjZsNqq834zl9PR0055/zBj44x9t3H8/DBtmzs8vy7Is\ny85ZttlsJCUlAVTUS6NcdZx9ZmYmcXFxVfbs7b7++msefvhhNm3aVOUngbr0nWbMgIgI+N3varW6\nR4iJgSVLYPBgs5MIIZzJpcbZ79q1i2nTprF69eoaWz615YptHLPddResWmV2CiGEldWr2GdlZTF2\n7FiWL19OaGioIYFcsdjbP2aZZcwYWLny2ua3Nzt7fUl+c0l+91Fjz37ChAmkpKSQn59PcHAwc+fO\npaSkBIDExET+9Kc/UVBQwIwZMwDw8fFh69at1xzm55/1FZo6dLjmTbilmBgoKdFX7oqM1N87c0a3\nuvLy4I479BtCx47m5hRCuC6Xmhtn0yb4/e9lioCqzJoFZ8/qa/L6+MDdd8MNN8Dtt8PatbBunZ44\nrV07s5MKIYziUj17I7liC8dVzJoF//0vjBoFYWEwdSosXaovcJKUBAkJMHNm5cc4/m1cCGEVUuxr\nwRX6fqGh8PHH+mzaoiJd/C+9sMtzz8Hu3fDZZ7B/P8TG6gO7X39tMyuyIVzhd18fkt9cVs9vJJcr\n9hERZqdwfY0aXfm9Jk3grbdg+nQYNEgX+oMH9UVghBDCpXr2ISHw5Zd6L1ZcmxUroE8fuP562LgR\n7r1XH9i9cKKzEMJCjOzZu0yxP3MG2raF06f1nDDCGImJ+utrr8n1AYSwGrc8QLthA/Tu7ZqF3sp9\nvzvvtLF9O3TuDH/4Axw/bnaiurHy7x4kv9msnt9ILlPsP/8cxo41O4X7ad5cXx9g9Wp9mcdBg/T0\n0UIIz+ISbZyyMn0i1XffQZcujk7j2RYvhpde0mPze/Y0O40QoiZGtnEMm/WyPr79Ftq3l0LvDLNm\n6QuiDBmiT84KC9Pj9w8f1sNely7V3xNCuBeXaOOsWKHPCHVVVu77VZX9/vvh5EnYsUOPz1+6FA4c\ngEmT9IXelyxxfs7qWPl3D5LfbFbPbyTT9+yV0v36f/3L7CSexcsLgoL0ze6hh+C22/RZuu3bw7hx\n5uUTQhjL9J59Whrcc4/es7z0jFBhntRU+NWv9IHdTp3MTiOE53KroZdr1ugZG6XQu44bb9QTrk2c\nCKWlZqcRQhjB9GL/ww+uPyrEyn2/a80+Zw60aAE33QRffGHepGpW/t2D5Deb1fMbyfRif+iQTI/g\niho00MdR5syBRx6BuDgoLjY7lRDiWpnesw8IgJ079QFB4ZpKS/UUyrm5+uSspk3NTiSEZ3Cbnv3p\n03pOnMBAM1OIq/H21nPmd+igD9x+/jn8+COUl5udTAhRW6YW+0OH9IlUrn5w1sp9P6OyN2wIy5bB\nyJF6XP5tt0G/frroO5KVf/cg+c1m9fxGMnWc/aFD0LWrmQlEXTRsCE8+qf+tlJ5Jc9AgePppXfiD\ng3U7zsfH3JxCiCvV2LOfMmUKa9asISAggN27d1e5zqxZs1i3bh1NmzYlKSmJ3r17X/kk1fSdFizQ\nszC+/HI9fgJhqr174YUX9BW0cnL0BdDbttVTL4wZoy+iEhxsdkohrMlpPfuEhASSk5OrvX/t2rUc\nPHiQAwcO8MYbbzBjxow6PfnBg7Jnb3UREfD++3oSu+xsPWJnyxZ9Pdzt2/W01TfeCPPm6RPoysrM\nTiyEZ6qx2A8ePBh/f/9q71+9ejUPPPAAAP379+fUqVPk5eXV+smt0saxct/P2dm9vaFjR71Hn5QE\nx47B/Pl6JM9990GbNnDnnXrmzS1brl78rfy7B8lvNqvnN1K9evZHjhwh+JLP6B07diQnJ4d27dpd\nse7kyZMJCQkBwM/Pj5iYGA4diqVr14t/kNjYWMD1ltPT010qj5WWvb2hQQMb8fGwZEksx4/D66/b\n+O47ePfdWHJzoW9fG337wrhxsXTrBlu3uk5+WZZlZy7bbDaSkpIAKuqlUa46zj4zM5O4uLgqe/Zx\ncXE8+eSTDBo0CIDhw4ezYMECbrjhhspPUkXf6fx5fWGNoiI5oOfJDh+GlSvhm29g/379aS8yUk/B\nPGQIDB4Mfn5mpxTCHC4zn31QUBDZ2dkVyzk5OQRdOo1iDTIz9cd9KfSe7frr9Rm6jzyil3/5BbZu\nhZQUfaGV++7Tw3OjovSbwG236Ququ/pwXSFcTb3G2Y8ePZp33nkHgM2bN+Pn51dlC6cqVpomwf4x\ny4qslv266/Te/B/+AP/5D6xYYeOtt3SRP3lSF//OnWH8ePjNb2DGDHjjDdi1yzUnbbPa7/9ykt99\n1LhnP2HCBFJSUsjPzyc4OJi5c+dSUlICQGJiInfccQdr164lNDSUZs2asWzZslo/sVUOzgpz+fhA\n3776BnqY7vffw+7dUFIChYWwaZP+fnb2xU8BAwboUUDFxZCVpT8xtG6tp+eIiIB27eTTgfAsps2N\n8+ijuo3z2GOOfnbhKc6e1ddF2LlTDwXdvl0fF+rUCRo31p8Mjh2DPXt0ob/nHn2SmMzZL1yVy/Ts\n6+PgQX1LledLAAAOiElEQVQATgijNGkCvXrp2/33V7+eUvpTwD/+oc8D6NNHDxgoLoYePfTZwO3b\n6+XSUv0poEMH6NYNfH2d9/MIYSTT9uzDw+Hjj11/LnvQfT/7MCmrsXJ2cHz+kyf1Be+bN9fHC/bu\n1eP/T56EZs30FBF5efrs4IMH9dnAXbroKaAbNNDnDQQG6seD/sRgbw95ecFPP9lo2zaWQ4f0oIQL\nXVD8/PQnCj8/OHJE31q31q3Ntm0vnn8QFAQhIfpNqH1757ee5P+PuSy/Z5+aqodchoWZ8exCXNS6\ntZ6r327gQJg6tep1S0r08NDDh/VyWRmcOKFPGCsq0p8Y7K9L+7//+1/9qeDOO/XIo+uu0/cXFOhj\nCQUF+thChw76DebQIf3V21vPKvr113oqih9+0Nuzf7rw9dVvPF276p+hrEy/MXXuDN276zchOSYh\nLmXKnv3YsRAbC7NmOfqZhXAPSulPGIcO6WnBT5/WbxaHDuk3jIYNdcvpp5/0GxLoot+tmx711rmz\nfgMpLdVvDPav3t76sd7e+ubjo9thTZrog9mBgfoN6uzZi8+Zna3X9ffX6xcW6pZXQIA+Dte4MZw7\np7ffuLG+/oF9m02ayJtQXRi5Z+/0Yr93Lwwbpv9TykUwhDCeUvrTwY8/6gPW9haSfe/fXtgbNKhc\n+EtL9bGLs2d18T5xQh/QPn9eF237p4ngYP2po6BAf9pp0UK/lvPy9BtBSYl+g2jYUBd9+/aKi/Wn\nmz/9SR8cB51vxw49b9LJk7o2jBypP5nYFRXpbfv46O2ePq1znTuns3TsqDOeOqV/jqZN9bpnzug3\notxc/Wns9Glo1UrfGjXS+Ro21L+Hhg2vfBMqKdGPKSzUX0+f1t9v1kz/PsrKKt8iI2HECGP/lpYu\n9r/5je7XP/WUo5/VOFbu+1k5O0h+sxmd/8sv9ZTYx4/r4t62Ldxwgz5Q3rKlPrdi/XpdPH19dRE/\nf14fJC8t1QW+eXN9/OK66/SbS06OLr4tW+qiffasfkyzZnqqjtDQWDp10m9KP/+sbyUlF4t0eXnV\nczR5e+vnatFCf7UflzlzRuewv1nYbzfdBPfea9ivCrBwzz4zE9auhSVLnPmsQghXMXw43HqrPgmu\nUyfdCrrUzJn6k0lxsd6T9vHRe+LX2vqx2XTLWDh5z/6f/4SNG+Httx39jEIIYX2WvQZtWpr+yCaE\nEMK5nFrsd+zQvTmrsfL8GlbODpLfbJLffTit2JeV6flMYmKc9YxCCCHsnNaz37NHMWaMHmolhBDi\n6izZs09Ls2YLRwgh3IHTir1V+/Vg7b6flbOD5Deb5HcfsmcvhBAewGk9e39/xb59+kw4IYQQV2fJ\nnn2TJlLohRDCLE4r9lZu4Vi572fl7CD5zSb53YcU+1pIT083O8I1s3J2kPxmk/zu46rFPjk5mbCw\nMLp168b8+fOvuD8/P59Ro0YRExNDVFQUSUlJVW7HytMknDp1yuwI18zK2UHym03yu48ai31ZWRkz\nZ84kOTmZvXv38sEHH7Bv375K67zyyiv07t2b9PR0bDYbjz32GKWlpVds6667jA0uhBCi9mos9lu3\nbiU0NJSQkBB8fHwYP348q1atqrRO+/btKSwsBKCwsJDWrVvj7X3lzMlWvjpNZmam2RGumZWzg+Q3\nm+R3I6oGn3zyiXrwwQcrlt999101c+bMSuuUlZWpIUOGqPbt2ytfX1+1du3aK7YDyE1ucpOb3K7h\nZpQaL17iVYvd8Xnz5hETE4PNZuPQoUOMGDGCnTt30tx+WRed9qrbEUII4Tg1tnGCgoLIzs6uWM7O\nzqZjx46V1vn222+558IFJbt27Urnzp3Zb7/isRBCCJdQY7Hv27cvBw4cIDMzk/Pnz/PRRx8xevTo\nSuuEhYXx5ZdfApCXl8f+/fvp0qWL4xILIYSosxrbON7e3rzyyiuMHDmSsrIypk6dSnh4OP/3f/8H\nQGJiIk8//TQJCQlER0dTXl7OggULaNWqlVPCCyGEqKVrbfYnJCSogIAAFRUVVfG9LVu2qBtvvFHF\nxMSovn37qq1btyqllDp79qwaP3686tmzpwoPD1d/+ctfKh6zbds2FRUVpUJDQ9WsWbOu/ehDPbOn\np6erAQMGqJ49e6q4uDhVWFhYcd+8efNUaGio6tGjh/r3v/9tava65v/iiy9Unz59VM+ePVWfPn3U\n+vXrLZXf7vDhw6pZs2bq5Zdftlz+nTt3qgEDBqjIyEjVs2dP9csvv1gmv6u9drOyslRsbKyKiIhQ\nkZGRatGiRUoppU6ePKmGDx+uunXrpkaMGKEKCgoqHuNKr9+65jfy9XvNxX7Dhg1qx44dlf7DDBky\nRCUnJyullFq7dq2KjY1VSim1bNkyNX78eKWUUsXFxSokJEQdPnxYKaXUjTfeqLZs2aKUUur2229X\n69atu9ZI9cret29ftWHDBqWUUkuXLlXPPvusUkqpPXv2qOjoaHX+/HmVkZGhunbtqsrLy03LXtf8\naWlpKjc3Vyml1Pfff6+CgoIqHmOF/Hbx8fHq17/+daVib4X8JSUlqlevXmrXrl1KKaV+/vlnVVZW\nZpn8rvbazc3NVWlpaUoppU6fPq26d++u9u7dqx5//HE1f/58pZRSL774onriiSeUUq73+q1rfiNf\nv/Ua15ORkVHpP8z48ePVRx99pJRS6v3331cTJ05USimVnJys4uLiVGlpqTpx4oTq3r27KigoUEeP\nHlVhYWEVj//ggw9UYmJifSJdc/aWLVtW/DsrK0tFREQopfRewYsvvlhx38iRI9V3331nanalap//\nUuXl5apVq1bq/Pnzlsr/+eefq8cff1w9//zzFcXeKvnXrFmjJk2adMXjrZLfFV+7lxozZoz6z3/+\no3r06KGOHTumlNIFtUePHkop13392l0t/6Xq+/o1dG6cF198kccee4xOnTrx+OOPM2/ePABGjhxJ\nixYtaN++PSEhITz++OP4+flx5MiRSqN7goKCOHLkiJGRai0yMrLihLFPPvmkYhTS0aNHK2Xs2LEj\nR44cueL7ZmaH6vNf6rPPPqNPnz74+Pi41O8eqs9fVFTEggULeP755yutb5X8P/74I15eXowaNYo+\nffrw0ksvAdbJ78qv3czMTNLS0ujfvz95eXm0uzCtbrt27cjLywNc+/Vbm/yXqu/r19BiP3XqVBYv\nXkxWVhYLFy5k6tSpACxfvpyzZ8+Sm5tLRkYGL7/8MhkZGUY+db0tXbqUf/zjH/Tt25eioiIaNWpk\ndqQ6uVr+PXv28OSTT1YcXHc11eV//vnnefTRR2natKlLn69RXf7S0lI2btzI+++/z8aNG/n8889Z\nv359rc5hcabq8rvqa7eoqIj4+HgWLVpU6Zwe0OcHudrv93J1zW/E67fG0Th1tXXr1ophmOPGjePB\nBx8E9Fj8u+++m4YNG9K2bVsGDRrE9u3bufnmm8nJyal4fE5ODkFBQUZGqrUePXrw73//G9B7Y2vW\nrAGuPNcgJyeHjh07EhQU5DLZofr8oLONHTuWd999l86dOwO4fP61a9cC+v/UZ599xv/8z/9w6tQp\nGjRoQJMmTRg7dqxL57f//oODg7nlllsqRqjdcccd7Nixg0mTJrl0fvvv3xVfuyUlJcTHx3P//fdz\n14VJt9q1a8exY8cIDAwkNzeXgIAAwDVfv3XJb89mxOvX0D370NBQUlJSAFi/fj3du3cH9Fj89evX\nA3DmzBk2b95MWFgYgYGBtGjRgi1btqCU4t1336344Z3txIkTAJSXl/PCCy8wY8YMAEaPHs2HH37I\n+fPnycjI4MCBA/Tr18+lsteU/9SpU/zqV79i/vz5DBw4sGL99u3bu3T+3/72twBs2LCBjIwMMjIy\nmD17Ns888wwPPfSQZX7/I0eOZPfu3Zw9e5bS0lJSUlKIjIx0+fz237+rvXaVUkydOpWIiAhmz55d\n8f3Ro0fz9ttvA/D2229XZHG1129d8xv6+r3WAwvjx49X7du3Vz4+Pqpjx45q6dKlKjU1VfXr109F\nR0erAQMGqB07diillDp37pyaOHGiioqKUhEREVUOn+vatav63e9+d61x6pX9rbfeUosWLVLdu3dX\n3bt3V0899VSl9f/3f/9Xde3aVfXo0aNitJFZ2eua/89//rNq1qyZiomJqbidOHHCMvkv9fzzz6u/\n/vWvFctWyb98+XIVGRmpoqKiKkZZWCW/q712v/nmG+Xl5aWio6Mr/j+vW7dOnTx5Ut16661VDr10\npddvXfMb+fp1yjVohRBCmMtpV6oSQghhHin2QgjhAaTYCyGEB5BiL0QtlZeXmx1BiGsmxV64peee\ne45FixZVLD/zzDMsXryYl156iX79+hEdHV3prNy7776bvn37EhUVxT//+c+K7/v6+jJnzhxiYmLY\nvHmzM38EIQwlxV64pSlTpvDOO+8Aeo/8o48+IjAwkIMHD7J161bS0tLYvn0733zzDaDPIN22bRup\nqaksXryYgoICAIqLixkwYADp6encdNNNpv08QtSXoWfQCuEqrr/+elq3bk16ejrHjh2jd+/epKam\n8sUXX9C7d29AnyR08OBBBg8ezKJFi1i5ciWgr8hmP/mmYcOGxMfHm/mjCGEIKfbCbT344IMsW7aM\nvLw8pkyZwldffcVTTz3F9OnTK61ns9n46quv2Lx5M40bN2bo0KGcO3cOgMaNG7v8PCtC1Ia0cYTb\nuvvuu0lOTmbbtm2MGjWKkSNHsnTpUs6cOQPomSdPnDhBYWEh/v7+NG7cmB9++EF688ItyZ69cFs+\nPj4MGzYMf39/vLy8GDFiBPv27auYY6R58+YsX76cUaNG8frrrxMREUGPHj0qzUEie/XCXch0CcJt\nlZeX06dPHz799FO6du1qdhwhTCVtHOGW9u7dS7du3Rg+fLgUeiGQPXshhPAIsmcvhBAeQIq9EEJ4\nACn2QgjhAaTYCyGEB5BiL4QQHkCKvRBCeID/B0WbSCBmv5PxAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_births['diff']",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 15,
"text": "year\n1880 0.823535\n1881 0.912732\n1882 0.948666\n1883 1.073506\n1884 1.127371\n1885 1.234274\n1886 1.304641\n1887 1.439452\n1888 1.478044\n1889 1.612882\n1890 1.714722\n1891 1.832900\n1892 1.740018\n1893 1.895556\n1894 1.925485\n...\n1997 0.923414\n1998 0.924455\n1999 0.923827\n2000 0.924699\n2001 0.926717\n2002 0.925432\n2003 0.924983\n2004 0.925037\n2005 0.925031\n2006 0.925009\n2007 0.926313\n2008 0.926826\n2009 0.926084\n2010 0.926301\n2011 0.926502\nName: diff, Length: 132"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": "names_pivot1 = names.pivot_table('births',rows='name',aggfunc=sum)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": "top_names = names_pivot1.order()[-10:]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": "top_names",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 39,
"text": "name\nCharles 2354882\nJoseph 2543111\nRichard 2555644\nDavid 3552443\nWilliam 4020092\nMary 4121992\nMichael 4282648\nRobert 4795444\nJohn 5073452\nJames 5086540\nName: births"
}
],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": "top_names_list = list(top_names.index.values)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": "top_names_list",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 47,
"text": "['Charles',\n 'Joseph',\n 'Richard',\n 'David',\n 'William',\n 'Mary',\n 'Michael',\n 'Robert',\n 'John',\n 'James']"
}
],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": "names_by_year = names.pivot_table('births',rows='year',cols='name',aggfunc=sum)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": "names_by_year[top_names_list].plot()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 58,
"text": "<matplotlib.axes.AxesSubplot at 0x10fafb210>"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAEKCAYAAADTgGjXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": "top5_names = top_names_list[5:]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": "names_by_year[top5_names].plot(subplots=True)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 60,
"text": "array([<matplotlib.axes.AxesSubplot object at 0x1018c8dd0>,\n <matplotlib.axes.AxesSubplot object at 0x125322a90>,\n <matplotlib.axes.AxesSubplot object at 0x1252c3f50>,\n <matplotlib.axes.AxesSubplot object at 0x12532f390>,\n <matplotlib.axes.AxesSubplot object at 0x12527b410>], dtype=object)"
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEACAYAAABcXmojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n"
}
],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": "same_names = names.pivot_table('births',rows=['sex','name'],cols=['year'])",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment