{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import xml.etree.ElementTree as ET" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bring in the data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tropnames = {'etnakhta': u'\\u0591', 'segol': u'\\u0592', 'shalshelet': u'\\u0593', 'katan': u'\\u0594', 'gadol': u'\\u0595',\n", " 'tipkha': u'\\u0596', 'revii': u'\\u0597', 'tsinnorit': u'\\u0598', 'pashta': u'\\u0599', 'yetiv': u'\\u059a', 'tevir': u'\\u059b',\n", " 'geresh': u'\\u059c', 'gereshmukdam': u'\\u059d', 'gershayim': u'\\u059e', 'karnepara': u'\\u059f', 'telishagedola': u'\\u05a0',\n", " 'pazer': u'\\u05a1', 'munakh': u'\\u05a3', 'mapakh': u'\\u05a4', 'merkha': u'\\u05a5',\n", " 'merkhakfula': u'\\u05a6', 'darga': u'\\u05a7', 'kadma': u'\\u05a8', 'telishaketana': u'\\u05a9', 'yerakhbenyomo': u'\\u05aa',\n", " 'sofpasuk': u'\\u05c3', 'zarka': u'\\u05ae'}\n", "\n", "# per wikipedia: Note that both marks have been wrongly named by Unicode.[5][6] Zarqa/tsinnor corresponds to Unicode\n", "# \"Hebrew accent zinor\", code point U+05AE (where \"zinor\" is a misspelled form for tsinnor), while tsinnorit maps to\n", "# \"Hebrew accent zarqa\", code point U+0598. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sfarim = ['bereshit', 'shmot', 'vayikra', 'bmidbar', 'dvarim']\n", "\n", "counts = {}\n", "for sefer in sfarim:\n", " counts[sefer] = {}\n", " tree = ET.parse(sefer + '.xml')\n", " root = tree.getroot() \n", " prakim = root.findall('.//c')\n", " for perek in prakim:\n", " pereknum = int(perek.attrib['n'])\n", " if pereknum not in counts[sefer]: counts[sefer][pereknum] = {}\n", " psukim = perek.findall('v')\n", " for pasuk in psukim:\n", " pasuknum = int(pasuk.attrib['n'])\n", " if pasuknum not in counts[sefer][pereknum]:\n", " row = {name: 0 for name in tropnames.keys()}\n", " row['sefer'] = sefer\n", " row['pasuk'] = pasuknum\n", " row['perek'] = pereknum\n", " counts[sefer][pereknum][pasuknum] = row\n", " words = pasuk.findall('w')\n", " if 'wordcount' not in counts[sefer][pereknum][pasuknum]:\n", " counts[sefer][pereknum][pasuknum]['wordcount'] = len(words)\n", " else:\n", " counts[sefer][pereknum][pasuknum]['wordcount'] += len(words)\n", " for wordobj in words:\n", " word = wordobj.text\n", " for trop in tropnames:\n", " if tropnames[trop] in word: # if there is ever the same trop more than once on one word, it won't be captured here\n", " counts[sefer][pereknum][pasuknum][trop] += 1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "flatcounts = [counts[s][pe][pa] for s in counts for pe in counts[s] for pa in counts[s][pe]]\n", "df = pd.DataFrame(flatcounts)\n", "df.set_index(['sefer', 'perek', 'pasuk'], inplace=True)\n", "df = df.reindex(sfarim, level=0)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# for pretty plot labels\n", "seferticklocs = [0,df.index.get_loc(('shmot',1,1)),df.index.get_loc(('vayikra',1,1)),df.index.get_loc(('bmidbar',1,1)),df.index.get_loc(('dvarim',1,1))]\n", "seferlabels = ['Bereshit', 'Shemot', 'Vayikra', 'B\\'midbar', 'D\\'varim']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregate to inspect by sefer and perek" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sefergroup = df.groupby(level=['sefer'])\n", "sefermeans = sefergroup.mean()\n", "sefersums = sefergroup.sum()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# I didn't end up using these, but they're here\n", "perekgroup = df.groupby(level=['sefer','perek'], sort=False)\n", "perekmeans = perekgroup.mean()\n", "perekmeans = perekmeans.reindex(sfarim, level=0) # sort=False isn't working, so...\n", "perekmeans.dropna(inplace=True) # workaround for https://github.com/pydata/pandas/issues/9344\n", "pereksums = perekgroup.sum()\n", "pereksums = pereksums.reindex(sfarim, level=0) # sort=False isn't working, so...\n", "pereksums.dropna(inplace=True) # workaround for https://github.com/pydata/pandas/issues/9344" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Telishas" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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y2+m0NpE0CtgOeLJdapVDznnJl64wflxN3B754zaxSqtk8LLO/WTpkNFNwHFp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\nP7Po34HX2rc6ZmZmZq3LOmx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FxCRJY9P5F0fEXZL2k/QasBg4qrV1K1FvMzMzyx9FdJJe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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = sefermeans[['telishaketana','telishagedola']].plot(by='sefer', kind='bar', figsize=(9,6)) # 'shalshelet', 'merkhakfula'\n", "plt.xticks(range(5), seferlabels, fontsize='large', rotation=0)\n", "plt.title('Telishas per pasuk by sefer', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "patches, labels = ax.get_legend_handles_labels()\n", "ax.legend(patches, ['Telisha Ketana','Telisha Gedola'], loc='upper left', framealpha=0.9)\n", "\n", "plt.savefig('telisha_bar.svg', transparent=True)\n", "plt.savefig('telisha_bar.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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MtOf4cE6GaGEEnZQDgfWA90bEihHHNxR3UobRjgO+PfmAtuTEmqU9x0h7jg/n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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(sefermeans['telishaketana']/sefermeans['telishagedola']).plot(kind='bar', figsize=(9,6))\n", "plt.xticks(range(5), seferlabels, fontsize='large', rotation=0)\n", "plt.title('Ratio of telisha ketana to telisha gedola by sefer', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Telisha Ketana:Telisha Gedola', fontsize='large')\n", "\n", "plt.savefig('telisha_ratios.svg', transparent=True)\n", "plt.savefig('telisha_ratios.png', transparent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moving average plots" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rolling = pd.rolling_mean(df, 500, center=True)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ca2SjbZSUlBRXV1dHHQozDMPIRkT4FfAj4HXgdgDVLT/wRbgdeE+V21IrYceJ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LAAAT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\n7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling.plot(y=['telishaketana', 'telishagedola'], figsize=(9,6))\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Trop occurence across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "plt.legend(['Telisha Ketana', 'Telisha Gedola'], loc='upper left', framealpha=0.9)\n", "\n", "plt.savefig('telisha.svg', transparent=True)\n", "plt.savefig('telisha.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ttpx11lkbXnnllUbX/u1vf8u/5JJLip577rlVw4YN2xw8d/XVV1cWFxdreXl5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\nmEJeOa4H3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling.plot(y=['munakh', 'katan', 'pashta', 'mapakh', 'revii'], figsize=(9,6))\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Trop occurence across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "plt.legend(['Munakh', 'Katan', 'Pashta', 'Mapakh', 'Revi\\'i'], loc='upper left', framealpha=0.9)\n", "\n", "plt.savefig('common_trop.svg', transparent=True)\n", "plt.savefig('common_trop.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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E2FUN9DHf/ZUXSwTYGCDhsecoc4m278yI7frESBO8WeDWsIWUaipK/VCUapkEmSIm2SMp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DAAAg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\nA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# trying to make an area plot to see how all these compare to the total number of munakhs.\n", "\n", "rolling.plot(y=['katan', 'pashta', 'mapakh', 'revii'], kind='area', figsize=(9,6))\n", "# plt.hold(True)\n", "# rolling.plot(y=['munakh'])\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Trop occurence across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "# plt.legend(['Katan', 'Pashta', 'Mapakh', 'Revi\\'i'], loc='upper left', framealpha=0.9)\n", "# plt.savefig('common_trop.svg', transparent=True)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PXdqY9p19jPJiKGfSu4kq8iaFwZANLMdGrbacXtMNOahU5vSahrLEKC+GkiRg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4wxXcW/dPv0a/T2398AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling.plot(y=['zarka', 'segol'], figsize=(9,6))\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Trop occurence across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "plt.legend(['Zarka', 'Zegol'], loc='upper left', framealpha=0.9)\n", "\n", "# plt.savefig('zarkasegol.svg', transparent=True)\n", "plt.savefig('zarkasegol.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ATpV/SoqukREilIRtWWj18mBGleWw11WR3aaH5u9SZR4ut0oLlR9JuRb4pyrT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling.plot(y=['tevir', 'darga'], figsize=(9,6))\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Trop occurence across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "plt.legend(['Tevir', 'Darga'], loc='upper left', framealpha=0.9)\n", "\n", "plt.savefig('dargatevir.svg', transparent=True)\n", "plt.savefig('dargatevir.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wPnBjk2RpJTsCvyckrRsX9/2UEKH4xU4J5TgVmA/cDOzZaUGaiSsv9fE4zTF3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\nXS0vewD3RcSciHgJuAA4oG2bR4F18+N1gadaiYukTYF3Ad8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HpNbBDzB0rNA6pC/hCySt\nT+fy8hVGXVR38nKppIWkbwFfAg6NNCjyGOA+4P/l0e8/J2WxLe0Z6ynAT4GrJD1L+rDbI697LXBh\nPsYdpKa+4rX00fa4fbl4jPflkeMd76dkq2whaVDujZL+TCrH20jfYuDV5V5cPoQ04PoOUvPuhaSy\nb2030mvb/SPwHPAn0kDt80jjDwB+CfwBeEzSE6X+qgEUEQ+Q+vjHk/73IA12/wDwLPAfwAW8+jx/\nn9R/P9J8FkvLK9I8JxcDP88DuDuVZZnjVq39veyQ/F5WtKL1sHgeriB1n14N3EOqh+3vVeeRPiSf\nIg1ab13SfkX+uYc0PucFhnY7eY6YoS7NnyMPAp8Fvk7uym4XETeRxmhuDPyssOpkYC1SS+6v87qV\nKvuS2496vj2AmVUmd2GcGxGv63UsZjY4RtXtAcysPrmr7ShSt7CZWdc4eTGzrlOa4O9p0mXt7nY1\ns65yt5GZmZn1Fbe8mJmZWV9x8mJmZmZ9xcmLmZmZ9RUnL2ZmZtZXnLyYmZlZX3HyYmZmZn3l/wPs\nC/4+jdym/wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling.plot(y=['etnakhta'], figsize=(9,6), legend=False)\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Etnakhta occurence across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "# plt.legend(['Tevir', 'Darga'], loc='upper left', framealpha=0.9)\n", "\n", "plt.savefig('etnakhta.svg', transparent=True)\n", "plt.savefig('etnakhta.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PxDkGlgPXmeuSTq5b0g6pFXXRaHmh8C+AA3Gu9CMkbZEo9g3gfjPbDvem9FO/7mScC3pH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\nPpZmFe76F84701UxWX8dr8Jrq5UZn028PRWPVh5Dq1oc9i5cfGhfUuP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Rp5l3A85Qy1UV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ihW2tiaQWWKIx2v1CmF8zJOHRYVo9XJskWB8tJu2BTQ3NC6HifQ9TJgJx8z1RJmdp6ZbWFmm5nZ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\niKoePXrUOJ1OZ0ZGR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = rolling[['etnakhta', 'wordcount']].plot(secondary_y=['wordcount'], figsize=(9,6), legend=False)\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large') # this doesn't seem to be setting the font size\n", "ax.grid(axis='x')\n", "ax.set_title('Etnakhta occurence and word count across the Torah', fontsize='x-large')\n", "ax.set_xlabel('')\n", "ax.set_ylabel('Average trop count per pasuk', fontsize='large')\n", "ax.right_ax.set_ylabel('Average word count per pasuk', fontsize='large')\n", "plt.legend((ax.get_lines()[0], ax.right_ax.get_lines()[0]), ['Etnakhta', 'Word count (right)'], loc='lower left', framealpha=0.9)\n", "\n", "plt.savefig('etnakhtawordcount.svg', transparent=True)\n", "plt.savefig('etnakhtawordcount.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# what the heck is this syntax? http://pandas.pydata.org/pandas-docs/stable/cookbook.html#if-then\n", "# I'd rather it be df['fivewords'] = 1 if df['wordcount'] > 5 else 0\n", "df.ix[df['wordcount'] > 5, 'fivewords'] = 1\n", "df.ix[df['wordcount'] <= 5, 'fivewords'] = 0" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rolling = pd.rolling_mean(df, 500, center=True)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IjO/96no8Ho/H4ylG8ia8qOp/STHKwXEoLnKjqr4CDHfDYXcCpqrqTLWw3veS3qnL4/F4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling.plot(y=['etnakhta', 'fivewords'], figsize=(9,6))\n", "plt.xticks(seferticklocs, seferlabels, fontsize='large')\n", "plt.title('Etnakhta occurence and word count across the Torah', fontsize='x-large')\n", "plt.xlabel('')\n", "plt.ylabel('Average count per pasuk', fontsize='large')\n", "plt.legend(['Etnakhta', 'Psukim with > 5 words'], loc='lower left', framealpha=0.9)\n", "\n", "plt.savefig('etnakhtafivewords.svg', transparent=True)\n", "plt.savefig('etnakhtafivewords.png', transparent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pasuk length/word counts" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [], "source": [ "bywordcount = df.groupby('wordcount').aggregate('mean')\n", "bywordcount = bywordcount.drop('fivewords', 1)" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['wordcount'].hist(bins=20)\n", "plt.title('Wordcount distribution', fontsize='x-large')\n", "plt.xlabel('Number of words', fontsize='large')\n", "plt.ylabel('Number of psukim', fontsize='large')\n", "\n", "plt.savefig('wordcountdist.svg', transparent=True)\n", "plt.savefig('wordcountdist.png', transparent=True)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# export a csv to bring into a (still-in-progress) D3 graph to turn trop on and off\n", "bywordcount[1:32].to_csv('bywordcount/bywordcount.csv')" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QPAPYNFTlWl8ZcytndmXMDSJYA3gD8NIFnc42uyIr5DaspmFBH7cEmwZJUm8OAc7N5Kza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\nkm7FpqGiqSEULYy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bywordcount.plot(y='munakh', figsize=(9,6), xlim=(0,32))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation tables" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dfforcorrs = df.drop(['wordcount', 'fivewords'],1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dfforcorrs.corr().to_csv('rawcorr.csv')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rollingforcorrs = pd.rolling_mean(dfforcorrs, 500, center=True)\n", "rollingforcorrs.corr().to_csv('rollingcorr.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Looking for anomalies" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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etnakhta
perekpasuk
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: [etnakhta]\n", "Index: []" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc['bmidbar'].query('etnakhta > 1')[['etnakhta']]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/html": [ "
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sofpasuk
seferperekpasuk
bereshit2730
43280
49110
shmot250
14250
290
2030
40
80
90
100
3460
3780
vayikra18170
1910
2670
bmidbar7320
400
550
680
25190
dvarim5100
120
640
9200
22200
2590
\n", "
" ], "text/plain": [ " sofpasuk\n", "sefer perek pasuk \n", "bereshit 27 3 0\n", " 43 28 0\n", " 49 11 0\n", "shmot 2 5 0\n", " 14 25 0\n", " 29 0\n", " 20 3 0\n", " 4 0\n", " 8 0\n", " 9 0\n", " 10 0\n", " 34 6 0\n", " 37 8 0\n", "vayikra 18 17 0\n", " 19 1 0\n", " 26 7 0\n", "bmidbar 7 32 0\n", " 40 0\n", " 55 0\n", " 68 0\n", " 25 19 0\n", "dvarim 5 10 0\n", " 12 0\n", " 6 4 0\n", " 9 20 0\n", " 22 20 0\n", " 25 9 0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this seems to occur when there's a k'tiv/kri on the last word of a pasuk.\n", "df.query('sofpasuk == 0')[['sofpasuk']]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/html": [ "
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tsinnorit
seferperekpasuk
bereshit17201
47291
shmot661
30121
3621
vayikra421
2021
bmidbar20191
dvarim14241
3171
\n", "
" ], "text/plain": [ " tsinnorit\n", "sefer perek pasuk \n", "bereshit 17 20 1\n", " 47 29 1\n", "shmot 6 6 1\n", " 30 12 1\n", " 36 2 1\n", "vayikra 4 2 1\n", " 20 2 1\n", "bmidbar 20 19 1\n", "dvarim 14 24 1\n", " 31 7 1" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.query('tsinnorit > 0')[['tsinnorit']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histograms and other plots" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['wordcount'].hist()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ]], dtype=object)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "perekmeans[['munakh','pashta']].hist()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ]], dtype=object)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "perekmeans[['telishaketana','telishagedola']].hist()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "9451" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this is a little off from https://en.wikipedia.org/wiki/Munach#Total_occurrences\n", "sum(df['munakh'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Output to CSV" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df.to_csv('trop.csv')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 0 }