Created
September 21, 2018 21:05
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'/home/jon/Code/shakespeare-extraction'" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%pwd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Ham.xml shakespeare-extractor.ipynb\r\n" | |
] | |
} | |
], | |
"source": [ | |
"%ls" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"hamletRaw = open('Ham.xml').read()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from bs4 import BeautifulSoup" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"hamletSoup = BeautifulSoup(hamletRaw, 'lxml')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Get all utterances" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"utterances = hamletSoup.findAll('sp')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1138" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"len(utterances)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"u0 = utterances[0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'#Barnardo_Ham'" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"u0.attrs['who']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"spsByChar = {}\n", | |
"for sp in utterances: \n", | |
" if 'who' in sp.attrs: \n", | |
" charName = sp.attrs['who']\n", | |
" else: \n", | |
" continue\n", | |
" if charName in spsByChar:\n", | |
" spsByChar[charName].append(sp)\n", | |
" else:\n", | |
" spsByChar[charName] = [sp]\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import matplotlib\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"utteranceCounts = {char: len(sps) for char, sps in spsByChar.items()}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f08c6362f98>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pd.Series(utteranceCounts).plot(kind='bar')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def getWordsFromSP(sp):\n", | |
" wordList = []\n", | |
" wordTags = sp.findAll('w')\n", | |
" for wordTag in wordTags:\n", | |
" if 'lemma' in wordTag.attrs: \n", | |
" word = wordTag.attrs['lemma']\n", | |
" if '|' in word: \n", | |
" words = word.split('|')\n", | |
" for word in words:\n", | |
" wordList.append(word)\n", | |
" else:\n", | |
" wordList.append(word)\n", | |
" else:\n", | |
" continue\n", | |
" return wordList" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['who', 'be', 'there']" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"getWordsFromSP(u0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wordsByChar = {}\n", | |
"for char, sps in spsByChar.items():\n", | |
" words = []\n", | |
" for sp in sps: \n", | |
" spWords = getWordsFromSP(sp)\n", | |
" for word in spWords: \n", | |
" words.append(word)\n", | |
" wordsByChar[char] = words" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"pd.Series(wordsByChar['#Barnardo_Ham']).value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wordCounts = {}\n", | |
"for char, words in wordsByChar.items():\n", | |
" wordCounts[char] = pd.Series(words).value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"charTotals = {}\n", | |
"for char, words in wordsByChar.items():\n", | |
" charTotals[char] = len(words)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 63, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'#Barnardo_Ham': 211,\n", | |
" '#Francisco_Ham': 56,\n", | |
" '#Horatio_Ham': 2055,\n", | |
" '#Marcellus_Ham': 417,\n", | |
" '#Claudius_Ham': 4122,\n", | |
" '#Cornelius_Ham #Voltemand_Ham': 10,\n", | |
" '#Laertes_Ham': 1459,\n", | |
" '#Polonius_Ham': 2697,\n", | |
" '#Hamlet_Ham': 11720,\n", | |
" '#Gertrude_Ham': 1057,\n", | |
" '#Horatio_Ham #Marcellus_Ham #Barnardo_Ham': 18,\n", | |
" '#Barnardo_Ham #Marcellus_Ham': 2,\n", | |
" '#Ophelia_Ham': 1196,\n", | |
" '#Ghost_Ham': 681,\n", | |
" '#Horatio_Ham #Marcellus_Ham': 10,\n", | |
" '#Reynaldo_Ham': 65,\n", | |
" '#Rosencrantz_Ham': 708,\n", | |
" '#Guildenstern_Ham': 319,\n", | |
" '#Voltemand_Ham': 149,\n", | |
" '#Rosencrantz_Ham #Guildenstern_Ham': 5,\n", | |
" '#PLAYERS.1_Ham': 352,\n", | |
" '#PLAYERS.0.1_Ham': 14,\n", | |
" '#PLAYERS.Prologue_Ham': 16,\n", | |
" '#PLAYERS.King_Ham': 341,\n", | |
" '#PLAYERS.Queen_Ham': 247,\n", | |
" '#PLAYERS.Lucianus_Ham': 40,\n", | |
" '#ATTENDANTS.GUARDS_Ham': 3,\n", | |
" '#Fortinbras_Ham': 187,\n", | |
" '#SOLDIERS.FORTINBRAS.Captain_Ham': 85,\n", | |
" '#ATTENDANTS.1_Ham': 100,\n", | |
" '#MESSENGERS.1_Ham': 77,\n", | |
" '#FOLLOWERS.LAERTES_Ham': 9,\n", | |
" '#ATTENDANTS.0.1_Ham': 10,\n", | |
" '#SAILORS.0.1_Ham': 41,\n", | |
" '#MESSENGERS.2_Ham': 36,\n", | |
" '#Gravedigger_Ham': 744,\n", | |
" '#GravediggersCompanion_Ham': 98,\n", | |
" '#Doctor_Ham': 90,\n", | |
" '#ATTENDANTS_Ham': 3,\n", | |
" '#Osric_Ham': 361,\n", | |
" '#ATTENDANTS.2_Ham': 67,\n", | |
" '#AMBASSADORS_Ham': 40}" | |
] | |
}, | |
"execution_count": 63, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"charTotals" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 55, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wordCountDF = pd.DataFrame(wordCounts)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 56, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wordsCountsDFT = wordCountDF.T" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 64, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wordsCountsDFT['totals'] = pd.Series(charTotals)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wordsCountsDFT = wordsCountsDFT.fillna(0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f08bcaa4ba8>" | |
] | |
}, | |
"execution_count": 75, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"(wordsCountsDFT['thou'] / wordsCountsDFT['totals']).plot(kind='bar')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"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": "3.6.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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