{ "metadata": { "name": "last_letter_boys_names.ipynb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### U.S. Baby names iPython notebooks #\n", "\n", " * By David Taylor, [www.prooffreader.com](http://www.prooffreader.com)\n", " * using data from United States Social Security Administration\n", " * I am making this public in case it gives a head start to those who want to explore this dataset, so they don't have to download and format the data and the python objects used to do preliminary analysis. Please let me know if you find this helpful!\n", " * I'm relatively new to Python; often my code is non-pythonic and I tend to use inefficient list iterations that are easy for me to code instead of comprehensions or Boolean indexing that would result in faster processing. Also, everything right now is in IPython notebooks instead of .py with classes, double underscores, etc., because it's more convenient for my workflow in data spelunking. Your mileage may vary, and constructive criticism is very welcome." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of last letter in boys' names #\n", "\n", "* Consists of two parts\n", "* The first creates a grid of charts of each last letter and a collection of histograms of each year (that I later assembled into an animated gif)\n", "* The second analyzes the dataset in quintiles to see how trend emerges.\n", "* Note: this notebook can easily be changed to analyze girls' names by changing one value, but the resulting analysis is not very informative since girls' names follow different patterns. Go ahead and see for yourself!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Part one: grid of each letter and histograms ###" ] }, { "cell_type": "code", "collapsed": false, "input": [ "last_year = 2013 #change this when Social Security database is updated\n", "sex = 'M' # change this to 'F' to do same analysis on girls' names\n", "save_path = \"user_last_letters_\" + sex # files created by this notebook will be saved in this directory\n", "\n", "import os\n", "if not os.path.isdir(save_path): # creates path if it does not exist\n", " os.makedirs(save_path)\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%run download_and_process.py" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Data already downloaded.\n", "Data already extracted.\n", "Reading from pickle.\n", "Tail of dataframe 'yob':" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " name sex births year pct ranked\n", "1792086 Zyhier M 5 2013 0.000267 12995\n", "1792087 Zylar M 5 2013 0.000267 12995\n", "1792088 Zymari M 5 2013 0.000267 12995\n", "1792089 Zymeer M 5 2013 0.000267 12995\n", "1792090 Zyree M 5 2013 0.000267 12995" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "Tail of dataframe 'names':\n", " name sex year_count year_min year_max pct_sum pct_max\n", "102685 Gross M 1 1925 1925 0.000538 0.000538\n", "102686 Elik M 1 2012 2012 0.000318 0.000318\n", "102687 Patrickjoseph M 1 1998 1998 0.000262 0.000262\n", "102688 Southern M 1 1923 1923 0.000547 0.000547\n", "102689 Jeon M 1 1999 1999 0.000261 0.000261\n", "\n", "Tail of dataframe 'years':\n", " year births_f births_m births_t new_names unique_names\n", "128 2008 1886765 2035811 3922576 2046 32483\n", "129 2009 1832276 1978582 3810858 1789 32210\n", "130 2010 1771846 1912915 3684761 1635 31593\n", "131 2011 1752198 1891800 3643998 1539 31412\n", "132 2012 1751866 1886972 3638838 1531 31212\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# create df_half with only one sex\n", "# aggregate percentages of last letter into df_last\n", "\n", "df_half = yob[yob.sex == sex]\n", "\n", "df_half = df_half[['name', 'year', 'pct']]\n", "df_half.name = df_half.name.str.lower() #just in case any name ends in a capital letter\n", "pieces = []\n", "for yr in range(1880, last_year + 1):\n", " loopdf = df_half[df_half.year == yr]\n", " last_letter = []\n", " letter_count = []\n", " for idx, row in loopdf.iterrows():\n", " current_name = row['name']\n", " current_length = len(current_name)\n", " current_pct = row['pct']\n", " last_letter.append(current_name[current_length-1])\n", " letter_count.append(current_pct)\n", " lettersdf = pd.DataFrame(last_letter)\n", " lettersdf.rename(columns = {0: 'letter'}, inplace=True)\n", " countsdf = pd.DataFrame(letter_count)\n", " countsdf.rename(columns = {0: 'pct'}, inplace=True)\n", " frame = lettersdf.join(countsdf)\n", " frame['year'] = yr\n", " pieces.append(frame)\n", "\n", "pieces_concat = pd.concat(pieces, ignore_index=True)\n", "df_last = pd.DataFrame(pieces_concat.groupby(['letter', 'year']).pct.sum())\n", "df_last.reset_index(inplace=True, drop=False)\n", "\n", "print df_last.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " letter year pct\n", "3315 z 2009 0.184172\n", "3316 z 2010 0.182653\n", "3317 z 2011 0.186965\n", "3318 z 2012 0.190464\n", "3319 z 2013 0.192950\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "#df_last_max shows most popular letter and its percentage every year\n", "df_last_max = df_last.groupby('year').apply(lambda t: t[t.pct==t.pct.max()])\n", "df_last_max.reset_index(inplace=True, drop=True)\n", "max_overall = df_last_max.pct.max()\n", "print \"Tail of 'df_last_max':\"\n", "print df_last_max.tail()\n", "print \"\\nLast letters that were most popular in any given year:\",\n", "last_list = list(df_last_max.letter.unique())\n", "for ltr in last_list:\n", " print ltr,\n", "print \"\\nMaximum overall popularity of a last letter: %0.2f%%\" % max_overall" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Tail of 'df_last_max':\n", " letter year pct\n", "129 n 2009 36.245958\n", "130 n 2010 36.248030\n", "131 n 2011 36.418279\n", "132 n 2012 36.032649\n", "133 n 2013 35.469127\n", "\n", "Last letters that were most popular in any given year: " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "s n e d y \n", "Maximum overall popularity of a last letter: 36.42%\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# Create grid of subplots of last letter frequency by year for each letter\n", "# this version has different scales for each y axis\n", "\n", "os.chdir(save_path)\n", "\n", "alphalist = list(df_last.groupby(['letter']).pct.mean().rank() / 26)\n", "alphabet = 'abcdefghijklmnopqrstuvwxyz'\n", "\n", "fig = plt.figure(figsize=(12, 7), dpi=150, facecolor='w', edgecolor='k')\n", "fig.subplots_adjust(hspace=.4)\n", "for i in range(len(alphabet)):\n", " curcol = i % 5 + 1\n", " currow = (i / curcol) + 1\n", " ltr = alphabet[i]\n", " subdf = df_last[df_last.letter == ltr]\n", " xlist = list(subdf.year)\n", " ylist = list(subdf.pct)\n", " plt.subplot(5, 6, i + 1)\n", " plt.xlabel('')\n", " plt.xlim(1880, last_year)\n", " plt.tick_params(axis='both', labelsize=0, length=0, width=0, color='#ffffff') \n", " plt.ylabel(\"\")\n", " plt.title(ltr, size = 11)\n", " plt.plot(xlist,ylist, color='black')\n", "plt.savefig(\"grid_lastletters_unscaled.png\")\n", "plt.show()\n", "\n", "os.chdir(\"../\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EhAQkJCQIOaHkunLlCqysrD5aFaKpunXrBg0NDdjY2GDWrFmYO3cuvvnmG9jY2EBXVxdD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\nMMYYYwqNk1jG5CQ8PBzOzs44d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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# Same plot as above, but with every chart having the same maximum y scale\n", "\n", "os.chdir(save_path)\n", "\n", "alphalist = list(df_last.groupby(['letter']).pct.mean().rank() / 26)\n", "alphabet = 'abcdefghijklmnopqrstuvwxyz'\n", "\n", "fig = plt.figure(figsize=(12, 7), dpi=150, facecolor='w', edgecolor='k')\n", "fig.subplots_adjust(hspace=.4)\n", "for i in range(len(alphabet)):\n", " curcol = i % 5 + 1\n", " currow = (i / curcol) + 1\n", " ltr = alphabet[i]\n", " subdf = df_last[df_last.letter == ltr]\n", " xlist = list(subdf.year)\n", " ylist = list(subdf.pct)\n", " plt.subplot(5, 6, i + 1)\n", " plt.xlabel('')\n", " plt.xlim(1880, last_year)\n", " plt.ylim(0, max_overall) \n", " plt.tick_params(axis='both', labelsize=0, length=0, width=0, color='#ffffff') \n", " plt.ylabel(\"\")\n", " plt.title(ltr, size = 11)\n", " plt.plot(xlist,ylist, color='black')\n", "plt.savefig(\"grid_lastletters_scaled.png\")\n", "plt.show()\n", "\n", "os.chdir(\"../\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/REVFISoqCn5+fqiurkZlZSUqKipQVVWFa665BnfccQduv/12jBo1Cn5+fm75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\nOMlenUAQBPzqV79CbGwswsLC4OHhgTNnzoy7gQWAxMRE5Ob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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# Some procedures needed for following histograms\n", "\n", "# dict of most common last letter each year\n", "last_by_year = {}\n", "for year in range(1880, last_year + 1):\n", " last_by_year[year] = df_last_max[df_last_max.year == year].letter.iloc[0]\n", "\n", "# make dict of maximum values for each letter\n", "# I used this in my blog to add fills to the by-letter plots above\n", "# fills can be done in matplotlib, of course; this was more expedient\n", "alphabet = 'abcdefghijklmnopqrstuvwxyz'\n", "last_max_dict = {}\n", "temppivot = pd.pivot_table(df_last, values='pct', rows='year', cols='letter')\n", "temppivot = temppivot.fillna(value=0)\n", "for ltr in alphabet:\n", " last_max_dict[ltr] = temppivot[ltr].max()\n", "\n", "# make transposed pivot table of years and letters with percent values\n", "# this fills in NaN values for letters which did not appear in database\n", "# at all for certain years; this NaNs are replaced with zeros\n", "dflastpivott = pd.pivot_table(df_last, values='pct', rows='letter', cols='year')\n", "dflastpivott = dflastpivott.fillna(value=0)\n", "\n", "# make dict of y positions for histogram letter labels\n", "y_dict = {}\n", "for year in range(1880, last_year + 1):\n", " ycalc = df_last_max[df_last_max.year == year].pct.iloc[0]\n", " ycalc = (round(ycalc/2,0)+1) * 2\n", " if year == 1880:\n", " y_dict[year] = ycalc\n", " last_ycalc = ycalc\n", " else:\n", " lastlet = last_by_year[year - 1]\n", " thislet = last_by_year[year]\n", " if lastlet != thislet:\n", " y_dict[year] = ycalc\n", " last_ycalc = ycalc\n", " else:\n", " if ycalc < last_ycalc: ycalc = last_ycalc\n", " last_ycalc = ycalc\n", " y_dict[year] = ycalc" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# Creates histograms, one per year\n", "\n", "save_histograms = False # Change to true to save histogram as png grappics\n", "\n", "use_full_range = False ## Change to true to get histograms of the entire dataset;\n", " ## This was implemented so the GitHub/nbviewer version would not be too huge\n", "\n", "if use_full_range == False:\n", " start_year = 1943 ## Change if desired\n", " end_year = 2013 ## Change if desired\n", " skip_year = 10 ## Change if desired; at 10, histograms will be made one every decade\n", "else:\n", " start_year = 1880\n", " end_year = last_year\n", " skip_year = 1 ## These values will print every year\n", " \n", "os.chdir(save_path)\n", "\n", "alphabet = 'abcdefghijklmnopqrstuvwxyz'\n", "alphadict = {}\n", "\n", "for i in range(26):\n", " alphadict[alphabet[i]] = i\n", "\n", "for year in range(start_year, end_year + 1, skip_year): # Change to a list of years to cut down on the number of histograms shown\n", " percentlist = list(dflastpivott[year])\n", " maxlet = last_by_year[year]\n", " ind = np.arange(26) # the x locations for the groups\n", " width = 0.9 # the width of the bars\n", " fig = plt.figure(figsize=(10, 6), dpi=150, facecolor='w', edgecolor='k')\n", " ax = plt.subplot(111)\n", " barlist = plt.bar(range(26), percentlist, width=width, color='#aa4444')\n", " barlist[alphadict[maxlet]].set_color('#000088')\n", " ax.set_xticks(np.arange(26) + width/2)\n", " ax.set_xticklabels( ('a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z') )\n", " ax.set_ylabel('% of names ending with letter', size = 14)\n", " ax.set_title(\"Distribution of last letter in newborn boys' names\", size=20, color=\"#222222\")\n", " plt.annotate(year, xy=(.98, .96), xycoords='axes fraction', size = 32, color='#aa4444', horizontalalignment='right', verticalalignment='top')\n", " plt.annotate(\"Source: U.S. Social Security Administration\", xy=(0.05, 0.03), xycoords='figure fraction', size = 10, horizontalalignment='left', verticalalignment='bottom')\n", " plt.annotate(\"prooffreader.com\", xy=(0.95, 0.03), xycoords='figure fraction', size = 13, horizontalalignment='right', verticalalignment='bottom')\n", " plt.annotate(maxlet, xy=(alphadict[maxlet]+0.45, y_dict[year]-0.5), xycoords='data', size='19', color = \"#000088\", horizontalalignment='center', verticalalignment='bottom')\n", " \n", " plt.ylim(0, 40)\n", " plt.xlim(0, 26)\n", " ax.xaxis.set_tick_params(width=0)\n", " \n", " if save_histograms == True:\n", " plt.savefig(\"histogram_last_letter_%s_%d.png\" % (sex, year))\n", " plt.show()\n", " plt.close()\n", " \n", "os.chdir(\"../\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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H8PT0VCSWz4vPzc0NR44cwfLly3Hu3DmcOHECcrkcFhYW8Pb2LjNFSVVf92e3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\nDwwMDDB48GCt2IGBgXj99deVL+qAAQMAAF5eXjhw4ECZeQ8ZMkTJv2S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hw4fw9PSUJ5bPis/NzQ3h4eFYuXIlzp49ixMnTqCkpAStWrWCj49PhSVKavq+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\nTp062L9/v2q/0pOTk4MNGzbg4cOH+OGHH9CxY0eda3bu3Bn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g+bj6de7cGYcOHcKyZctw+vRpHDt2DEqlEra2tvDz8yu3RMmTvu+PHlvV61Ab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\nAwNhaWmJxo0bIyAgANu2bcPWrVsREBCA5s2bAwDMzMxKxbx8+TKGDBk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4SInl4+Lz9PTE4cOHsXz5cpw5cwbHjx9HWVkZrK2t4efnV2mJktq+748eW9Pz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\n8FzTn9fTjRfBwcEwNzdHeno6srOzlb+8vDxYWFjg5s2bGDNmDEaOHIm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P9u3bh8WLF+PEiRM4dOgQysvLYWNjg8DAwCpLlNT1fX/42Npeh8ZQXTlff/01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\n4Ny5c/Dy8oKnpyeSk5OVE2Tp0qVab9izORYWQwAgIiUWUBEREUhISIC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a/dzd3XH06FEsX74cZ8+excmTJ1FSUgILCwv4+PhUWKKkpu/7k8dW9zrUh8rK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\nCQCoU6dOsZiXLl3C0KFDYWdnh23btiEmJua5OfTp0weXL1/G4MGDERY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Vr1OnTjhy5AiWL1+Os2fP4sSJEyguLoaVlRV8fX3LLFFS1b/7s8dW9jrUhvLK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\n7dmzJ2JiYnDz5k307t1bp1impqawt7dHZGQkvL294eLigoS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t23Dv3j34+fkpE8unxefj44NDhw5h2bJlOHPmDI4dOwa5XI5mzZohICCg2hQl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\nzYO3tze8vLywZMkSuLq66hwXAMaPH48vvvgCb7/9tmp9V/v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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "----------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Part two: quintile analysis ###\n", "\n", "Nothing in this part depends on part one, the notebook can be started here" ] }, { "cell_type": "code", "collapsed": false, "input": [ "last_year = 2013 #change this when Social Security database is updated\n", "sex = 'M' # change this to 'F' to do same analysis on girls' names\n", "save_path = \"last_letters_\" + sex # files created by this notebook will be saved in this directory\n", "\n", "import os\n", "if not os.path.isdir(save_path): # creates path if it does not exist\n", " os.makedirs(save_path)\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%run download_and_process.py" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Data already downloaded.\n", "Data already extracted.\n", "Reading from pickle.\n", "Tail of dataframe 'yob':" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " name sex births year pct ranked\n", "1792086 Zyhier M 5 2013 0.000267 12995\n", "1792087 Zylar M 5 2013 0.000267 12995\n", "1792088 Zymari M 5 2013 0.000267 12995\n", "1792089 Zymeer M 5 2013 0.000267 12995\n", "1792090 Zyree M 5 2013 0.000267 12995" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "Tail of dataframe 'names':\n", " name sex year_count year_min year_max pct_sum pct_max\n", "102685 Gross M 1 1925 1925 0.000538 0.000538\n", "102686 Elik M 1 2012 2012 0.000318 0.000318\n", "102687 Patrickjoseph M 1 1998 1998 0.000262 0.000262\n", "102688 Southern M 1 1923 1923 0.000547 0.000547\n", "102689 Jeon M 1 1999 1999 0.000261 0.000261\n", "\n", "Tail of dataframe 'years':\n", " year births_f births_m births_t new_names unique_names\n", "128 2008 1886765 2035811 3922576 2046 32483\n", "129 2009 1832276 1978582 3810858 1789 32210\n", "130 2010 1771846 1912915 3684761 1635 31593\n", "131 2011 1752198 1891800 3643998 1539 31412\n", "132 2012 1751866 1886972 3638838 1531 31212\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# create df_quint dataframe\n", "df_quint = yob[yob.sex == 'M']\n", "df_quint.sort(columns=['year', 'births'], ascending=[True, False], inplace=True)\n", "df_quint['cumul_sum'] = df_quint.groupby('year').pct.cumsum()\n", "df_quint['quintile'] = 0\n", "df_quint['endsn'] = 0\n", "for idx, row in df_quint.iterrows():\n", " if df_quint['name'][idx][-1] == 'n': df_quint['endsn'][idx] = 1\n", " df_quint['quintile'][idx] = (df_quint['cumul_sum'][idx] / 20) + 1\n", " if df_quint['quintile'][idx] == 6: df_quint['quintile'][idx] = 5 # quick inelegant fix to fencepost error\n", "# note that if a name straddles a quintile, it is put in the lower quintile\n", "# one could distribute such names between quintiles, but doing so does not add anything substantive to the analysis\n", "\n", "print \"Tail of df_quint:\"\n", "print df_quint.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Tail of df_quint:\n", " name sex births year pct ranked cumul_sum quintile endsn\n", "1792086 Zyhier M 5 2013 0.000267 12995 99.998931 5 0\n", "1792087 Zylar M 5 2013 0.000267 12995 99.999198 5 0\n", "1792088 Zymari M 5 2013 0.000267 12995 99.999466 5 0\n", "1792089 Zymeer M 5 2013 0.000267 12995 99.999733 5 0\n", "1792090 Zyree M 5 2013 0.000267 12995 100.000000 5 0\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "# create dicts for graphs\n", "\n", "by_year_n = {} # dict with key of year, quintile tuple and total percentage of names ending with n\n", "by_year_notn = {} # same as above but for names not ending in n\n", "by_year_propn = {} # same as above but proportion ending in n\n", "for i in range(1880, last_year + 1):\n", " for q in range(1,6):\n", " by_year_n[(i, q)] = 0\n", " by_year_notn[(i, q)] = 0\n", "for idx, row in df_quint.iterrows():\n", " if df_quint['endsn'][idx] == 1:\n", " by_year_n[(df_quint['year'][idx],df_quint['quintile'][idx])] += df_quint['births'][idx]\n", " else:\n", " by_year_notn[(df_quint['year'][idx],df_quint['quintile'][idx])] += df_quint['births'][idx]\n", "for i in range(1880, last_year + 1):\n", " for q in range(1,6):\n", " by_year_propn[(i, q)] = 1.0 * by_year_n[(i, q)] / (by_year_n[(i, q)] + by_year_notn[(i, q)])\n", "\n", "overall_n = {}\n", "overall_notn = {}\n", "for i in range(1880, last_year + 1):\n", " overall_n[i] = 0\n", " overall_notn[i] = 0\n", "for idx, row in df_quint.iterrows():\n", " if df_quint['endsn'][idx] == 1:\n", " overall_n[df_quint['year'][idx]] += df_quint['births'][idx]\n", " else:\n", " overall_notn[df_quint['year'][idx]] += df_quint['births'][idx]\n", "overall_propn = {}\n", "for i in range(1880, last_year + 1):\n", " overall_propn[i] = 1.0 * overall_n[i] / (overall_n[i] + overall_notn[i])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# import seaborn # Uncomment if you have seaborn installed and want nicer-looking graphs\n", "\n", "# note that much of the graphics processing for the graphs shown on prooffreader.com\n", "# was done after the fact in Photoshop\n", "\n", "# the top five graphs are the five quintiles and the bottom is the overall frequency of names ending in n\n", "\n", "os.chdir(save_path)\n", "\n", "fig = plt.figure(figsize=(12, 12), dpi=150, facecolor='w', edgecolor='k')\n", "#fig.subplots_adjust(hspace=.4)\n", "for q in range(1, 6):\n", " listx = []\n", " listy = []\n", " for yr in range(1880, last_year + 1):\n", " listx.append(yr)\n", " listy.append(by_year_propn[(yr, q)])\n", " plt.subplot(6, 1, q)\n", " plt.xlabel('')\n", " plt.xlim(1880, last_year)\n", " plt.ylim(0, 1)\n", " plt.ylabel(\"\")\n", " plt.title(' ', size = 11)\n", " plt.plot(listx,listy, color='black')\n", "listx = []\n", "listy = []\n", "for yr in range(1880, last_year + 1):\n", " listx.append(yr)\n", " listy.append(overall_propn[yr])\n", "plt.subplot(6, 1, 6)\n", "plt.xlabel('')\n", "plt.xlim(1880, last_year)\n", "plt.ylim(0, 1)\n", "plt.ylabel(\"\")\n", "plt.title(' ', size = 11)\n", "plt.plot(listx,listy, color='black')\n", "plt.savefig(\"quintiles_n_\" + sex + \".png\")\n", "plt.show()\n", "\n", "os.chdir(\"../\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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L/Px82NjYoH///hg+fDhGjRoFExMT8R5MfImULDc3F0lJSWK5c+eOuMxcVW9qZmYmDAwM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\nTqeDTqdDWlqabEktKChIiMLCwoTp/Px8p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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "df_quint.to_pickle(\"last_letters_\" + sex + \"/df_quint_\" + sex + \".pickle\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }