{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Experiment 4\n", "\n", "This is a similar experiment as in Experiment 3, but with the British Periodicals data from the Stanford Literary Lab. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import spacy\n", "import pandas as pd\n", "%matplotlib inline\n", "from ast import literal_eval\n", "import numpy as np\n", "import re\n", "import json\n", "from nltk.corpus import names\n", "from collections import Counter\n", "from matplotlib import pyplot as plt\n", "plt.rcParams[\"figure.figsize\"] = [16, 6]\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nlp = spacy.load('en')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with open('../middlemarch.txt') as f: \n", " mm = f.read()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "textALength = len(mm) " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "89" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get chapter locations\n", "chapterMatches = re.finditer('PRELUDE|CHAPTER|FINALE', mm)\n", "chapterLocations = [match.start() for match in chapterMatches]\n", "chapterLocations.append(textALength) # Add one to account for last chunk. \n", "len(chapterLocations)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def getChapters(text): \n", " chapters = []\n", " for i, loc in enumerate(chapterLocations): \n", " if i != len(chapterLocations)-1: \n", " chapter = mm[loc:chapterLocations[i+1]]\n", " chapters.append(chapter)\n", " return chapters" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7ZbPZJEmnT5+Wr6+vvL29JUkOh0NOp1OS5HQ65e/vL0ny9vaWr6+vTp8+7TL9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\nTU1VixYtVL169SLLmDx5sq6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chapters = getChapters(mm)\n", "chapterLengths = [len(nlp(chapter, tag=False, parse=False, entity=False)) for chapter in chapters]\n", "chapterLengthsSeries = pd.Series(chapterLengths)\n", "chapterLengthsSeries.plot(kind='bar', title='Chapter Lengths')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with open('../txt/e4.json') as f: \n", " rawData = f.read()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df = pd.read_json(rawData)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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0[][]NoneNoneNoneNoneNoneENG0Review...LondonThe Athenaeum8862020Essays.Historical PeriodicalsEssay 8. LITERATURE By George Eliot. (Blackwoo...188418800[]
1[][]NoneNoneDickens, Charles Culliford Boz 1837-1896NoneEditorENG0Feature...LondonAll the year round8182372CHRONICLES OF ENGLISH COUNTIES.Historical PeriodicalsCHRONICLES OF ENGLISH COUNTIES.' WARIVICK...188418800[]
2[[18417, 18603], [35109, 35254], [929122, 9293...[[26000, 26184], [33676, 33819], [35266, 35510]]PeterBayneBayne, PeterPeter BayneWellesleyAttributionENG3Feature...EdinburghBlackwood's Edinburgh magazine8243995SHAKESPEARE AND GEORGE ELIOT.Historical PeriodicalsSHAKESPEARE AND GEORGE ELIOT. Shakespeare has ...18831880124[([18417, 18603], 41), ([35109, 35254], 28), (...
3[][]NoneNoneV WNoneAuthorENG0Review...LondonThe Athenaeum8975729THE ANATOMY OF FICTIONHistorical PeriodicalsTHE ANATOMY OF FICTION L Materials and Methods...191919100[]
4[][]HenryReynoldsReynolds, Henry RobertHenry Robert ReynoldsEditorENG0Review...LondonThe British quarterly review8288277Parted Lives.Historical PeriodicalsParted Lives. By Mrs. J. K. Spender. Hurst and...187318700[]
5[][]HLAWRENNYLAWRENNY, HH LAWRENNYAuthorENG0Review...LondonThe Academy, 1869-1902, 0269-333X6546857Middlemarch.Historical PeriodicalsGeneral Literature. Middlemarch. A Study of Pr...187318700[]
6[][]ErnestRemnantRemnant, ErnestErnest RemnantEditorENG0Review...LondonThe English review, 1908-19372441325GEORGE ELIOT: A STUDY.Historical PeriodicalsBIOGRAPHY AND MEMOIRS. GEORGE ELIOT: A STUDY. ...193019300[]
7[][]NoneNoneNoneNoneNoneENG0Article...LondonThe Sketch1638085810SMALL TALK of the WEEKHistorical PeriodicalsOUR KING, with the wonderful tact whi...190419000[]
8[][]NoneNoneNoneNoneNoneENG0Advertisement...LondonSaturday review of politics, literature, scien...9672239AdvertisementHistorical PeriodicalsSAMPSON LOW, MARSTON & CO/S NEW BOOKS FOR ...189518900[]
9[][]NoneNoneNoneNoneNoneENG0Review...LondonLondon quarterly review, Oct. 1862-Jan. 19322549048A History of Modern England.Historical PeriodicalsA History of Modern England. By Herbert Paul. ...190519000[]
10[][]NoneNoneNoneNoneNoneENG0Advertisement...LondonThe Sphere1693114534AdvertisementsHistorical PeriodicalsHOTELS TO VISIT. BIDEFORD.-- ...190719000[]
11[][]NoneNoneTHE EDITORNoneAuthorENG0Feature...LondonThe Argosy : a magazine of tales, travels, ess...3122681IN THE WINDHistorical PeriodicalsIN THE WIND -)o very successtui, said Mac in e...190019000[]
12[][]JohnChapmanChapman, John, 1822-1894John ChapmanEditorENG0Review...LondonWestminster review, Jan. 1852-Jan. 19144461375HISTORY AND BIOGRAPHY.Historical PeriodicalsHISTORY AND BIOGRAPHY. PROFESSOR STUBBS' ...187418700[]
13[[1282, 2098], [1542, 2123], [2850, 3005], [69...[[1134, 1950], [1394, 1975], [3256, 3411], [36...NoneNoneNoneNoneNoneENG13Review...LondonThe Athenaeum8778938Middlemarch: a Study of Provincial Life. Book ...Historical PeriodicalsMiddlemarch : a Stud// of Provincial Life. Boo...18711870815[([1282, 2098], 158), ([1542, 2123], 111), ([2...
14[][]NoneNoneNoneNoneNoneENG0Feature...LondonSaturday review of politics, literature, scien...9180204THE OLD AGE OF JOHNNIE EAMES.Historical PeriodicalsTHE OLD AGE OF JOHNN1E EAMES. LIVING in the wo...190619000[]
15[][]EdwardDowdenDOWDEN, EDWARDEdward DowdenAuthorENG0Feature...LondonThe Contemporary review, 1866-19006896624THE SCIENTIFIC MOVEMENT AND LITERATURE.Historical PeriodicalsTHE SCIENTIFIC MOVEMENT AND LITERATURE. A NY i...187718700[]
16[][]MargaretOliphantM O W OMargaret OliphantAuthorENG0Review...EdinburghBlackwood's Edinburgh magazine8251993THE ANTI-MARRIAGE LEAGUE.Historical PeriodicalsTHIE ANTI-MARRIAGE LEAGUE. NOVELS have become,...189618900[]
17[][]EDWARDBERDOEBERDOE, EDWARDEDWARD BERDOEAuthorENG0Feature...LondonThe Universal review4211534The College of Physicians and the Medical PressHistorical Periodicalszteoeftstt~ of taos{icias anu tot eatbkd tMes ...188818800[]
18[][]NoneNoneNoneNoneNoneENG0Article...LondonThe Graphic1693145986BISHOP THIRLWALLHistorical PeriodicalsThe volumes containing Bishop ...188118800[]
19[][]JamesCottonCotton, James Sutherland, 1847-1918James Sutherland CottonEditorENG0Advertisement...LondonThe Academy, 1869-1902, 0269-333X6726352AdvertisementHistorical PeriodicalsMESSRS. WILLIAM BLACKWOOD & SONS' NEW...188518800[]
20[][]CharlesHindHind, Charles Lewis, 1862-1927Charles Lewis HindEditorENG0Feature...LondonThe Academy and literature, 1902-19056782246COMPARATIVE CHRONOLOGICAL TABLE OF ENGLISH AND...Historical PeriodicalsCOMPARATIVE CHRONOLOGICAL TARLI OF EHOLISH AND...190219000[]
21[][]NoneNoneNoneNoneNoneENG0Review...LondonThe Academy, 1905-19106702747PAULINE EPISTLESHistorical PeriodicalsLITERATURE PAULINE EPISTLES Stray Leaves, By H...190619000[]
22[][]NoneNoneNoneNoneNoneENG0Feature...London / New YorkThe Musical times, 1904-19957765488TCHAIKOVSKY.Historical PeriodicalsTCHAIKOVSKY 1840-1893- Twelve years have come ...190519000[]
23[][]JohnChapmanChapman, John, 1822-1894John ChapmanEditorENG0Review...LondonWestminster review, Jan. 1852-Jan. 19144466529ART. III.--DIDEROT AND THE ART OF ACTING.Historical PeriodicalsART. II.-DIDEROT AND THE ART OF ACTING. "...188718800[]
24[][]NoneNoneL R F ONoneAuthorENG0Review...LondonThe Speaker : the liberal review6636414FICTION.Historical PeriodicalsFICTION. The Alien. By F. F. Montresor. London...190119000[]
25[][]JohnBlackwoodBlackwood, JohnJohn BlackwoodEditorENG0Review...EdinburghBlackwood's Edinburgh magazine8254762NEW BOOKS.Historical PeriodicalsNEW BOOKS. ONE of the greatest of recent natio...187518700[]
26[][]SStepniakSTEPNIAK, SS StepniakAuthorENG0Feature...LondonThe New review6947284NIHILISM: AS IT IS.Historical PeriodicalsNIHiLISM: AS IT IS. (A REPIY.) T HE January nu...189418900[]
27[][]NoneNoneNoneNoneNoneENG0Advertisement...LondonThe Athenaeum8803334AdvertisementHistorical PeriodicalsBOOKS FOR THE SEA-SIDE AND THE COUNTRY. MANY C...187318700[]
28[][]JohnHalesHALES, JOHN WJohn W HalesAuthorENG0Review...LondonThe Gentleman's magazine8295746VICTORIAN LITERATURE.Historical PeriodicalsVICTORIAN LITERA TURE. PART I. 1N studying the...188818800[]
29[][]NoneNoneINDICATORNoneAuthorENG0Review...LondonThe Athenaeum8953909Adventures in Books.Historical PeriodicalsAdventures in Books. RICHARD HOLT HUTTON, whom...191819100[]
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604[][]ALoffeltLoffelt, A CA C LoffeltAuthorENG0Feature...LondonThe Athenaeum8846457HOLLAND.Historical Periodicalsp" HOLLAND. he Among the many works writt...187418700[]
605[][]NoneNoneC. K. SNoneAuthorENG0Article...LondonThe Sphere1689026185A LITERARY LETTERHistorical PeriodicalsJournalism and literature are always ...190719000[]
606[][]CharlesHindHind, Charles Lewis, 1862-1927Charles Lewis HindEditorENG0General Information...LondonThe Academy, 1869-1902, 0269-333X6805440Our Literary Competitions.Historical PeriodicalsOur Literary Competitions. Result of No. 22. 4...189918900[]
607[][]NoneNoneNoneNoneNoneENG0Advertisement...LondonThe Athenaeum9038642AdvertisementHistorical PeriodicalsINVESTMENT for GENTLEMEN.?WANTED, two ot three...187318700[]
608[][]PaulChapmanCHAPMAN, PAULPaul ChapmanAuthorENG0Feature...LondonThe Nineteenth century and after : a monthly r...2659976A REMINISCENCE OF COVENTRY PATMOREHistorical PeriodicalsA REMINISCENCE OF CO VENTR Y PA TMIORE IN 1870...190419000[]
609[][]NoneNoneNoneNoneNoneENG0Review...LondonSaturday review of politics, literature, scien...9348101"The Library: a Quarterly Review of Bibli...Historical Periodicals" The Library: a Quarterly Review of Bibl...190719000[]
610[][]NoneNoneNoneNoneNoneENG0Feature...LondonSaturday review of politics, literature, scien...9447449NOVEL-READING.Historical PeriodicalsNOVEL-READING. THE question, What kind of lite...187418700[]
611[][]NoneNoneG M TNoneAuthorENG0Correspondence...LondonThe Athenaeum8706228NOTES FROM THE UNITED STATES.Historical PeriodicalsNOTES FROM THE UNITED STATES. Boston, March 24...187318700[]
612[][]WilliamStevensStevens, WilliamWilliam StevensEditorENG0Back Matter...LondonThe Leisure hour, Jan. 1877-Oct. 19033710469When the Lamps are Lit.Historical PeriodicalsVaIben tbe lamps are lit. PRIZE COMPETITIONS. ...189618900[]
613[][]NoneNoneNoneNoneNoneENG0General Information...LondonSaturday review of politics, literature, scien...9131440THIS WEEK'S BOOKS.Historical PeriodicalsTHIS WEEK'S BOOKS. Art. The Print-Collect...190119000[]
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By GEOR... 1876 1870 \n", "618 George Eliot. A S the most concentrated in man... 1885 1880 \n", "619 PICTURES asd sculptures for the academy. Sir J... 1893 1890 \n", "620 I Messrs. Wm. BL ALCI(WOOD & SONS' PU... 1893 1890 \n", "621 CONTENTS OF VOLUME XXIX. DECEMBER, 1876. PAGel... 1876 1870 \n", "622 George Eliot's Life, as related in her Le... 1885 1880 \n", "623 THE AUTUMN NOVELS. Stephen the Schoolmaster. A... 1879 1870 \n", "624 A NEW CHRISTIAN YEAR.* Miss Stoddart has here ... 1920 1920 \n", "625 LITERATURE .T/iprseasiWS of Tbeolhra-.ties Sue... 1879 1870 \n", "626 OLD KENSINGTON. Old Kensington. By Miss Tbacke... 1873 1870 \n", "627 LITERARY. --V KWDLMcBSK WV. q - I I - _NM A BY... 1872 1870 \n", "628 WHERE A GENIUS WAS NURTURED. The Influence on ... 1913 1910 \n", "629 Monthly, ls. MACMILLAN'S MAGAZINE, '... 1880 1880 \n", "630 Middlemarch. SATURDAY, MARCH 30, 1S72. LITERAT... 1872 1870 \n", "631 SUGGESTIVE FEATURES OF OUR LAST SIXTY YEARS&ap... 1897 1890 \n", "632 CHRISTMAS BOOKS. Mr. W. J. Stillman, who is ac... 1898 1890 \n", "633 AD VER TISEMENTS. '\"T'HEATRH ... 1872 1870 \n", "\n", " Quoted Words Locations in A with Wordcounts \n", "0 0 [] \n", "1 0 [] \n", "2 124 [([18417, 18603], 41), ([35109, 35254], 28), (... \n", "3 0 [] \n", "4 0 [] \n", "5 0 [] \n", "6 0 [] \n", "7 0 [] \n", "8 0 [] \n", "9 0 [] \n", "10 0 [] \n", "11 0 [] \n", "12 0 [] \n", "13 815 [([1282, 2098], 158), ([1542, 2123], 111), ([2... \n", "14 0 [] \n", "15 0 [] \n", "16 0 [] \n", "17 0 [] \n", "18 0 [] \n", "19 0 [] \n", "20 0 [] \n", "21 0 [] \n", "22 0 [] \n", "23 0 [] \n", "24 0 [] \n", "25 0 [] \n", "26 0 [] \n", "27 0 [] \n", "28 0 [] \n", "29 0 [] \n", ".. ... ... \n", "604 0 [] \n", "605 0 [] \n", "606 0 [] \n", "607 0 [] \n", "608 0 [] \n", "609 0 [] \n", "610 0 [] \n", "611 0 [] \n", "612 0 [] \n", "613 0 [] \n", "614 0 [] \n", "615 0 [] \n", "616 0 [] \n", "617 0 [] \n", "618 0 [] \n", "619 0 [] \n", "620 0 [] \n", "621 0 [] \n", "622 0 [] \n", "623 0 [] \n", "624 0 [] \n", "625 0 [] \n", "626 0 [] \n", "627 776 [([834834, 834913], 16), ([835093, 835391], 79... \n", "628 0 [] \n", "629 0 [] \n", "630 132 [([272169, 272252], 15), ([500568, 501119], 117)] \n", "631 0 [] \n", "632 0 [] \n", "633 0 [] \n", "\n", "[634 rows x 21 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 150, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "London 599\n", "Edinburgh 24\n", "London / New York 2\n", "Calcutta 2\n", "Dublin 2\n", "Name: publication_qualifier, dtype: int64" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.publication_qualifier.value_counts()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df['Decade'] = df['year'] - (df['year'] % 10)\n", "# df['Locations in A'] = df['matches'].apply(lambda x: x[1])\n", "# df['NumMatches'] = df['matches'].apply(lambda x: x[0])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "300" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum([len(item) for item in df['Locations in A'].values])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def diachronicAnalysis(df, decades=(1950, 2020), bins=chapterLocations): \n", " decades = np.arange(decades[0], decades[1], 10)\n", " # Make a dictionary of decades. \n", " # Values are a list of locations. \n", " decadeDict = {}\n", " for i, row in df.iterrows():\n", " decade = row['Decade']\n", " locationsAndWordcounts = row['Locations in A with Wordcounts']\n", " if decade not in decadeDict: \n", " decadeDict[decade] = locationsAndWordcounts\n", " else: \n", " decadeDict[decade] += locationsAndWordcounts\n", " # Grab the beginnings of quotes. \n", " decadeStartsWeights = {decade: [(item[0][0], item[1]) \n", " for item in loc] \n", " for decade, loc in decadeDict.items()}\n", " decadesBinned = {decade: \n", " np.histogram([loc[0] for loc in locations], \n", " bins=bins,\n", " weights=[loc[1] for loc in locations],\n", " range=(0, textALength))[0]\n", " for decade, locations in decadeStartsWeights.items() \n", " if decade in decades}\n", " decadesDF = pd.DataFrame(decadesBinned).T\n", " #Normalize\n", " decadesDF = decadesDF.div(decadesDF.max(axis=1), axis=0)\n", " return decadesDF\n", "\n", "def countWords(locRange): \n", " \"\"\" Counts words in middlemarch, given character ranges. \"\"\"\n", " doc = nlp(mm[locRange[0]:locRange[1]], tag=False, parse=False, entity=False)\n", " return len(doc)\n", "\n", "def totalWords(locRangeSet): \n", " \"\"\" Counts total words in a list of location ranges. \"\"\"\n", " return sum([countWords(locRange) for locRange in locRangeSet]) \n", " \n", "def countsPerSet(locRangeSet): \n", " \"\"\" Returns an augmented location range set that includes word counts. \"\"\"\n", " return [(locRange, countWords(locRange))\n", " for locRange in locRangeSet]\n", " \n", "def synchronicAnalysis(df, bins=chapterLocations): \n", " locs = df['Locations in A'].values\n", " locCounts = [(loc, countWords(loc)) for locSet in locs\n", " for loc in locSet]\n", " starts = [loc[0][0] for loc in locCounts]\n", " counts = [loc[1] for loc in locCounts]\n", " binned = np.histogram(starts, bins=bins, \n", " weights=counts, range=(0, textALength))\n", " binnedDF = pd.Series(binned[0])\n", " return binnedDF\n", "\n", "def plotDiachronicAnalysis(df): \n", " ylabels = [str(int(decade)) for decade in df.index] #+ ['2020']\n", " plt.pcolor(df, cmap='gnuplot')\n", " plt.yticks(np.arange(len(df.index)+1), ylabels)\n", " plt.gca().invert_yaxis()\n", " plt.ylabel('Decade')\n", " plt.xlabel('Chapter')\n", "# plt.title(\"Frequency of Quotations from George Eliot's Middlemarch in Criticism, By Decade\")\n", " plt.gca().set_xlim((0, len(df.T)))\n", " plt.colorbar(ticks=[])\n", " plt.show()\n", " \n", "def plotSynchronicAnalysis(s): \n", " ax = s.plot(kind='bar')\n", " ax.set_xlabel('Chapter')\n", " ax.set_ylabel('Number of Words Quoted')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df['Quoted Words'] = df['Locations in A'].apply(totalWords)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df['Locations in A with Wordcounts'] = df['Locations in A'].apply(countsPerSet)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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n5yer1apOnTrZawICAmS1WiVJFovFPt1isejw4cNVLjcpKUlJSUmSpISEBAUG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\nuvfee3Xw4EHt2LFDTz/9tNq0aaOBAwf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotSynchronicAnalysis(synchronicAnalysis(df))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AAAAAuIs4DMMwPNHQ2bNnNXLkyCxPD46OjlZ0dLQkKSoqSklJSTrzQv0MccHf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\n0Ucf1ezZs51ix40bpzp16mj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Adjusted for the number of words in each chapter\n", "ax = (synchronicAnalysis(df) / chapterLengthsSeries).plot(kind='bar')\n", "ax.set_xlabel('Chapter')\n", "ax.set_ylabel('Words Quoted, Normalized')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotDiachronicAnalysis(diachronicAnalysis(df, decades=(1870, 1910), bins=chapterLocations))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# By Journal" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OVbVq1RQWFlZiuDh//rzLwKh69eo6e/asx7Z169bVt99+q0WLFqlKlSpq27at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\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ETkdHBzY2Niq7YZPme0egpigt1q1bhy1btlAn/fX19diwYQOt1520ESj8ET7O7du3ce3a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\nQ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jnmmIiIGDNmTDz77LOJU0GxKagAAJDDwYMH45RTTjls7Z3uRQX6zv8gAADIYdiwYbFt\n27bIsiwiIp577rmora1NnAqKzT2oAACQw/bt22PBggWxbt26GDp0aNTX18e0adOivr4+dTQoLAUV\nAACOwIEDB6JUKsUHPvCB1FGg8AalDgAAAEXU1dUVy5cvjx07dkRPT0/v+pQpUxKmgmJTUAEAIIc5\nc+ZEVVVVjB07NiorK1PHgbKgoAIAQA67du2Km266KXUMKCum+AIAQA4NDQ2xadOm1DGgrBiSBAAA\n/TB9+vTIsiwOHToU27Zti/r6+qisrIxSqRRZlsXcuXNTR4TCcsQXAAD6YdeuXTFnzpzUMaAsKagA\nANAP9fX1MWrUqNQxoCwpqAAA0A+7d++OJUuW/NfPJ0+efBTTQHlRUAEAoB96enriwIEDYZQLvP8U\nVAAA6Ifa2tqYMmVK6hhQllwzAwAA/WDnFP7/cc0MAAD0Q3t7e1RXV6eOAWVJQQUAAGBAcMQXAACA\nAUFBBQAAYEBQUAEAABgQFFQAAAAGBAUVAACAAeH/AUuBMiMflVf6AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Look at the top journals. \n", "journals = df['publication_title'].value_counts()\n", "journals.plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare journals. " ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": true }, "outputs": [], "source": [ "journalDict = {title: synchronicAnalysis(df.loc[df['publication_title'] == title]) for title in journals.index}" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "collapsed": false }, "outputs": [], "source": [ "byJournal = pd.DataFrame(journalDict).T\n", "# byJournal" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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All the year round0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Belgravia : a London magazine0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Blackwood's Edinburgh magazine0.0756.0198.00.00.0112.00.0198.00.055.0...0.00.00.00.00.00.00.0227.00.00.0
Bow bells : a magazine of general literature and art for family reading0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Calcutta Review0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Chambers's journal of popular literature, science and arts, Jan. 1854- Nov. 18970.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Cosmopolis0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Dublin University Magazine, 1833-18770.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Examiner501.0204.00.00.00.0676.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Farm & Country0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Fortnightly review, May 1865-June 19340.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Fraser's magazine0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Golden hours : an illustrated magazine for any time and all times, Jan. 1880-Dec. 18810.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Good words0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Illustrated Sporting and Dramatic News0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Judy : or The London serio-comic journal0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
London Life0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
London journal0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
London quarterly review, Oct. 1862-Jan. 19322116.00.00.016.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
London society : an illustrated magazine of light and amusing literature for the hours of relaxation, Jan. 1862-Dec. 18860.00.00.00.00.00.0111.00.00.00.0...0.00.069.00.00.00.00.00.00.00.0
Longman's magazine, 1882-19050.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Merry England0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Musical opinion and music trade review0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Musical standard0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Novel review0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Our corner0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Saturday review of politics, literature, science and art0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Temple bar : a London magazine for town and country readers, Dec. 1860-Dec. 18810.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Temple bar : a monthly magazine for town and country readers, Jan. 1902-Dec. 19050.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
Temple bar : with which is incorporated Bentley's miscellany, Jan. 1882-May 18980.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
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The National review0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
The New century review0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
The New monthly magazine, Jan. 1853-Dec. 18810.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
The New quarterly magazine0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
The New review0.00.00.00.00.00.00.00.00.00.0...0.00.00.00.00.00.00.00.00.00.0
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0.0 0.0 0.0 \n", "The Outlook 0.0 0.0 0.0 0.0 0.0 \n", "The Pall mall magazine, May 1893-Sept. 1914 0.0 0.0 0.0 0.0 0.0 \n", "The Powder magazine 0.0 0.0 0.0 0.0 0.0 \n", "The Practical teacher 0.0 0.0 0.0 0.0 0.0 \n", "The Quarterly review 0.0 0.0 0.0 0.0 0.0 \n", "The Review of reviews 0.0 0.0 0.0 0.0 0.0 \n", "The Saint Pauls magazine 0.0 0.0 0.0 0.0 0.0 \n", "The Scottish review, 1882-1920 0.0 0.0 0.0 0.0 0.0 \n", "The Sketch 0.0 0.0 0.0 0.0 0.0 \n", "The Speaker : the liberal review 0.0 0.0 0.0 0.0 0.0 \n", "The Sphere 0.0 0.0 0.0 0.0 0.0 \n", "The St. James's magazine 0.0 0.0 0.0 0.0 0.0 \n", "The Sunday at home : a family magazine for Sabb... 0.0 0.0 0.0 0.0 0.0 \n", "The Tatler 0.0 0.0 0.0 0.0 0.0 \n", "The Tatler and Bystander 0.0 0.0 0.0 0.0 0.0 \n", "The Theological review : a journal of religious... 0.0 0.0 0.0 0.0 0.0 \n", "The Universal review 0.0 0.0 0.0 0.0 0.0 \n", "The Wesleyan-Methodist magazine 0.0 0.0 0.0 0.0 0.0 \n", "The Windsor magazine : an illustrated monthly f... 0.0 0.0 0.0 0.0 0.0 \n", "The orchestra, Oct. 1863-Mar. 1881 0.0 0.0 0.0 0.0 0.0 \n", "Time 0.0 0.0 0.0 0.0 0.0 \n", "Westminster review, Jan. 1852-Jan. 1914 0.0 0.0 0.0 0.0 38.0 \n", "\n", "[87 rows x 88 columns]" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "byJournal" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.6/site-packages/ipykernel/__main__.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] } ], "source": [ "cutoff = 500 # Number of words\n", "topJournals = byJournal.loc[byJournal.sum(axis=1) >= cutoff]\n", "otherJournals = byJournal.loc[byJournal.sum(axis=1) <= cutoff]\n", "topJournals.loc['Other'] = otherJournals.sum()" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Blackwood's Edinburgh magazine 2713.0\n", "Examiner 6089.0\n", "London quarterly review, Oct. 1862-Jan. 1932 3970.0\n", "The Athenaeum 2366.0\n", "The British quarterly review 2228.0\n", "The Cornhill magazine 519.0\n", "The Edinburgh review, 1802-1929 3440.0\n", "The Graphic 624.0\n", "The orchestra, Oct. 1863-Mar. 1881 2141.0\n", "Other 2821.0\n", "dtype: float64" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "topJournals.sum(axis=1)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QQgghREE0btxY2ba6YcMGmjZtmmd9JycnNm3ahF6v5/r168TGxgKZWzUTEhKI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = topJournals.T.plot(kind='bar', stacked=True, colormap='nipy_spectral')\n", "ax.set_ylabel = \"Chapter\" \n", "ax.set_xlabel = \"Number of Words Quoted\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 0 }