{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Topics and descriptions" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/Cellar/python/3.6.5_1/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n", "/usr/local/Cellar/python/3.6.5_1/Frameworks/Python.framework/Versions/3.6/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package stopwords to /Users/tim/nltk_data...\n", "[nltk_data] Package stopwords is already up-to-date!\n", "[nltk_data] Downloading package punkt to /Users/tim/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n" ] }, { "data": { "text/plain": [ "RendererRegistry.enable('notebook')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import the libraries we need\n", "import pandas as pd\n", "import altair as alt\n", "from altair import datum\n", "from wordcloud import WordCloud\n", "from textblob import TextBlob\n", "import nltk\n", "import matplotlib.pyplot as plt\n", "nltk.download('stopwords')\n", "nltk.download('punkt')\n", "from IPython.display import display, HTML\n", "alt.renderers.enable('notebook')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load the CSV file from GitHub.\n", "# This puts the data in a Pandas DataFrame\n", "df = pd.read_csv('https://raw.githubusercontent.com/wragge/dxlab-tribune/master/negatives/csv/all_items.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Words in topics" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Make one big string with all the topics in it\n", "topic_words = df['topics'].str.replace('|', ' ').str.cat(sep=' ')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"motorcycles motorcyclists artists trade union officials wharf labourers boilermakers wharf labourers bowling alleys stadiums trade union officials trade unionists meetings soccer teams soccer players crowds receptions women musicians demonstrations posters & placards airports bookshops performers houses children city & town streets portraits Aboriginal peoples (Australians) Aboriginal reserves bus drivers returned servicepeople banners demonstrations sailors warships boats trade unionists meetings window displays toys trade unions wharf labourers demonstrations theatres & cinemas trade union officials trade unions fishing boats performers musicians feminists Christmas cakes dinners festivals, celebrations etc. meetings elections astronomers stalls interiors conventions meetings posters & placards pensioners earthmoving equipment trade unionists trade union officials crowds meetings trade unions posters & placards workers petitions Tongans conventions houses residential streets ships audiences musicians sack races petitions demonstrations posters & placards concerts houses residential streets meetings running races children union picnics games tug of war train rides union picnics concerts children's art train rides sack races three-legged races running races children union picnics children clowns jetties & wharves university students Paintings busts petitions newspaper clippings meetings workers demonstrations women trade unionists meetings press conferences portraits cattle farms sheep floods country scenes farmers demonstrations flats buses demonstrations posters & placards courthouses police bus conductors demonstrations posters & placards women workers wharf labourers demonstrations posters & placards crowds demonstrations posters & placards demonstrations posters & placards youth youth children demonstrations posters & placards women posters & placards demonstrations women meetings newspaper clippings women offices meetings parks murals children Aboriginal peoples (Australians) audiences women terrace houses musicians audiences meetings events & activities anniversaries demonstrations posters & placards workers youth Bedford (trucks) card games musicians audiences ministers of religion conventions religious activities Aboriginal peoples (Australians) houses floods farmers punts country scenes bridge construction farms hotels & taverns crowds roads & streets police posters & placards demonstrations banners audiences ministers of religion trade union officials workers audiences youth meetings receptions trade unions trade union officials meetings audiences musicians demonstrators (political) demonstrations posters & placards musicians crowds students peace movement posters & placards rallies high-rise buildings trade unionists bus drivers bus conductors bus depots buses trade union officials trade unions demonstrations posters & placards meat butcher shops country scenes theatres & cinemas silos Aboriginal peoples (Australians) women houses audiences conventions meetings demonstrations posters & placards ships jetties & wharves trade unionists meetings trade union officials trade unions shields (prizes) portraits demonstrations posters & placards conventions office workers typists women harbours meetings audiences trade shows textile factories glassware figurines portraits meetings trade unionists trade 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demonstrations meetings nurses wages theatrical productions nurses meetings trade unionists Rugby League players soldiers demonstrations posters & placards demonstrations meetings sailors Rugby League players sports training smoking conventions Rugby League players conventions trade unionists meetings demonstrations meetings volunteers university students meetings demonstrations trade unionists meetings meetings footballers lunches conventions statues politicians conventions boxers cricketers sports training processions posters & placards conventions processions posters & placards trade unionists demonstrations tug of war demonstrations teachers strikes conventions demonstrations observatories telescopes posters & placards demonstrations posters & placards demonstrations posters & placards trade shows craft working trade shows anniversaries art exhibitions men women anniversaries film actors Russians film producers & directors meetings film actors Russians film producers & directors 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parties office equipment engineering building labourers industrial workers trade unions trade unionists conventions demonstrators (political) banners posters & placards political posters meetings meetings construction & demolition workers workers building labourers trade unions university students conscription demonstrations theatre groups (performers) actors meetings parties demonstrations conscription prostitution conscription demonstrations banners political posters posters & placards processions conscription posters & placards political posters construction & demolition workers workers road construction & maintenance openings (events) conscription demonstrations land rights police posters & placards political posters demonstrations land rights wages wharf labourers conscription demonstrations university students police men posters & placards political posters conscription bookshops wharf labourers petitions journalists conscription demonstrations police university students posters 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signs trade unions demonstrations meetings men signs portraits city & town streets city & town buildings teachers sports events sports carnivals festivals, celebrations etc. demonstrations signs portraits trampolines clowns running races sports carnivals sports events festivals, celebrations etc. portraits men women children children's rides running races portraits men women festivals, celebrations etc. sports carnivals sports events public speaking children city & town streets politicians public speaking demonstrations city & town streets portraits signs groups (people) people trade unionists portraits demonstrations petitions signs public speaking meetings orators demonstrations groups (people) people city & town streets petitions portraits signs banners civil & political rights police demonstrations public speaking civil & political rights signs banners city & town streets groups (people) trade unionists demonstrations parliamentary buildings flags Australian flags signs civil & 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demonstrations posters & placards banners processions demonstrations posters & placards arrests university students arrests demonstrations art galleries art demonstrations banners demonstrations banners public speaking theatrical productions periodicals typewriters public speaking public speaking posters & placards demonstrations construction sites strikes meetings public speaking building construction real estate signs television cameras demonstrations police violence posters & placards meetings meetings processions posters & placards demonstrations facades (places) demonstrations high schools posters & placards abortion railway workers wages demonstrations posters & placards police violence television cameras public speaking demonstrations bookshops arrests posters & placards parks demonstrations arrests commercial vans netball sportsgrounds prisons graffiti posters & placards reporters public speaking demonstrations public speaking demonstrations posters & placards flags demonstrations posters & placards facades (places) city & town buildings banners police conventions public speaking lecture theatres posters & placards demonstrations Aboriginal art Aboriginal peoples (Australians) banners posters & placards posters & placards banners demonstrations processions streetscapes facades (places) demonstrations posters & placards banners supermarkets shopping centres public speaking Aboriginal peoples (Australians) banquets public speaking musicians ships demonstrations posters & placards police arrests banners Aboriginal peoples (Australians) conventions chemical factories oil refineries demonstrations banners posters & placards police chemical factories banners posters & placards meetings public speaking factories high schools groups (people) grandstands posters & placards demonstrations posters & placards suburban streets city & town streets police nuns pamphlets public speaking demonstrations posters & placards banners nuns demonstrations portraits lunches posters & placards banners public speaking meetings essays & articles portraits architectural models demonstrations posters & placards public speaking television cameras public speaking meetings posters & placards meetings jewellery symbols public speaking posters & placards demonstrations police banners posters & placards banners demonstrations police demonstrations police posters & placards banners city & town streets cars city & town buildings demonstrations police meetings posters & placards banners suburban streets Volkswagen Kombi (vans) acting stage sets megaphones demonstrations banners conventions demonstrations pamphlets public speaking banners demonstrations banners posters & placards jetties & wharves city & town streets teachers demonstrations city & town streets banners posters & placards processions workers public speaking meetings offices grandstands city & town streets glass doors posters & placards bicycles dolls clocks watches Coca-Cola posters & placards conventions public speaking sex discrimination public speaking conventions meetings demonstrations meetings posters & placards television cameras boardrooms racial discrimination facades (places) restaurants, cafes etc. grandstands markets interiors (buildings) Fascists military medals railway lines goods trains factories children portraits markets interiors (buildings) city & town streets high-rise buildings people building construction cranes (machines) indigenous people Photographs toddlers teddy bears politicians courthouses police toddlers hotels & taverns funfairs amusement rides running races trampolines hotels & taverns politicians prisoners funfairs tug of war ferris wheels musicians television cameras jetties & wharves ships Photographs courthouses posters & placards demonstrations tennis demonstrations land rights Aboriginal peoples (Australians) banners apartheid facades (places) meetings demonstrations posters & placards controlled fires courthouses television cameras posters & placards public speaking demonstrations apartheid hotels & taverns demonstrations meetings apartheid posters & placards facades (places) newsagencies meetings posters & placards Vietnam War pamphlets demonstrations meetings posters & placards television cameras pamphlets Vietnam War demonstrations conventions banners posters & placards public speaking conventions Vietnam War banners public speaking demonstrations conventions public speaking posters & placards banners city & town streets demonstrations conventions public speaking banners posters & placards city & town streets conventions public speaking banners conventions public speaking banners Vietnam War meetings conventions Australian flags public speaking airlines demonstrations posters & placards conventions Australian flags microphones apartheid demonstrations meetings wages city & town streets posters & placards demonstrations posters & placards meetings public speaking demonstrations posters & placards city & town 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public speaking demonstrations theatrical costumes posters & placards banners city & town streets demonstrations city & town streets Vietnam War workers posters & placards banners demonstrations city & town streets posters & placards banners workers Aboriginal peoples (Australians) Fascists prisoners pensions apartheid demonstrations posters & placards banners city & town streets Vietnam War apartheid meetings demonstrations workers wages banners posters & placards demonstrations posters & placards construction & demolition workers building construction construction sites demonstrations construction & demolition workers posters & placards public speaking wages land rights city & town streets grandstands demonstrations processions wages posters & placards racial discrimination socialism demonstrations wages grandstands public speaking television cameras microphones posters & placards meetings pollution banners ships meetings demonstrations airports aeroplanes meetings cleaners (people) interviews demonstrations posters & placards apartheid wages demonstrations posters & placards conscription meetings audiences interviews conventions apartheid meetings audiences civil & political rights demonstrations posters & placards audiences flags posters & placards demonstrations audiences demonstrations airports audiences aeroplanes peace movement demonstrations racial discrimination apartheid posters & placards sportsgrounds demonstrations sportsgrounds smoke demonstrations Rugby Union apartheid arrests police demonstrations police sportsgrounds Rugby Union rugby union players civil & political rights apartheid demonstrations posters & placards flags audiences arrests police demonstrations apartheid police smoke Rugby Union posters & placards sportsgrounds demonstrations sportsgrounds fans (devotees) police Aboriginal peoples (Australians) Rugby Union demonstrations lectures audiences demonstrations posters & placards road transportation apartheid wages police apartheid 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abortion portraits political rallies elections portraits political rallies elections portraits portraits printing machines elections portraits Vietnamese people women portraits damaged or faulty buildings portraits portraits building labourers portraits women elections portraits elections political rallies portraits political rallies portraits elections political rallies elections portraits political rallies elections portraits elections political rallies portraits demonstrations portraits women demonstrations portraits political rallies elections portraits demonstrations elections portraits demonstrations elections portraits Timor (Indonesian people) portraits newspaper sellers demonstrations portraits demonstrations elections demonstrations elections demonstrations elections demonstrations portraits meetings portraits demonstrations portraits parks portraits terrace houses women portraits portraits nurses demonstrations trade delegations pensioners portraits demonstrations nurses 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linesmen (power & telegraph) buses containers & packing equipment workers construction & demolition workers children construction sites railway yards demonstrations rallies musical events & activities meetings workers linesmen (power & telegraph) high-rise buildings satellite dishes railway sidings sundials festivals, celebrations etc. anniversaries factories festivals, celebrations etc. city & town views festivals, celebrations etc. city & town views beaches festivals, celebrations etc. city & town views festivals, celebrations etc. city & town views city & town streets portraits city & town views portraits children festivals, celebrations etc. crowds workers kitchens bathrooms demonstrations crowds Vietnamese people women Vietnamese people press conferences delegations portraits demonstrations demonstrations posters & placards banners demonstrations posters & placards banners monks posters & placards banners crowds women posters & placards banners crowds women posters & placards banners crowds women parks posters & placards banners crowds women posters & placards banners crowds women university students demonstrations meetings concerts press conferences portraits interviews political rallies posters & placards film posters posters & placards offices demonstrations posters & placards wharf labourers graffiti demonstrations demonstrations musical events & activities posters & placards women meetings posters & placards banners banners crowds women meetings banners audiences portraits restaurants, cafes etc. posters & placards posters & placards demonstrations demonstrations\"" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# View the results\n", "topic_words" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 1199.5, 799.5, -0.5)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a word cloud!\n", "# The word cloud software splits the string into individual words and calculates their frquency\n", "wordcloud = WordCloud(width=1200, height=800).generate(topic_words)\n", "plt.figure(figsize=(12,8))\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
wordcount
21demonstrations926
13meetings349
32portraits273
129political244
22posters223
23placards207
19women198
67workers176
63conventions133
194people131
3trade130
132rallies127
188public126
128demonstrators113
41banners110
400speaking103
30town101
29city98
314men88
33aboriginal84
34peoples81
338groups80
134buildings78
357rights75
35australians75
" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TextBlob is useful for analysing large amounts of text\n", "# It automatically tokenises strings (splits them into individual words)\n", "# You can then explore things like the word frequency\n", "# See: https://textblob.readthedocs.io/en/dev/\n", "\n", "blob = TextBlob(topic_words)\n", "# Get a list of words and their frquencies\n", "words = [[word, count] for word, count in blob.lower().word_counts.items() if word not in stopwords]\n", "# Put words and frequencies into a DataFrame\n", "word_counts = pd.DataFrame(words).rename({0: 'word', 1: 'count'}, axis=1).sort_values(by='count', ascending=False)\n", "# Display the top 25 words\n", "word_counts[:25].style.format({'count': '{:,}'}).bar(subset=['count'], color='#d65f5f').set_properties(subset=['count'], **{'width': '300px'})" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Download CSV" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Save the word counts as a new CSV file\n", "word_counts.to_csv('data/topic_word_counts.csv', index=False)\n", "display(HTML('Download CSV'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Try with descriptions\n", "\n", "The original notebook created a word cloud from the description field, but you could also use TextBlob. This would give some data to compare between the structured descriptions in 'topics' and the free text descriptions." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Turn all the descriptions into one big string\n", "descriptions = df['description'].str.replace('|', ' ').str.cat(sep=' ')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
wordcount
102sydney1,119
161demonstration821
75march640
526may526
105meeting494
233unidentified404
604august392
509july363
868october345
53day342
01332
852september330
262june319
926317
84workers317
53521979312
51801978311
164april306
152women300
56november299
55091980294
62821986258
1363melbourne257
773257
1004253
" ], "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stopwords = nltk.corpus.stopwords.words('english')\n", "# words we want to exclude\n", "stopwords = stopwords + ['image', 'descriptions', 'description', 'provided', 'cataloguer', 'negative', 'sleeve', 'titled', 'original', 'include', 'includes', 'row', 'rows']\n", "\n", "blob = TextBlob(descriptions)\n", "# Get a list of words and their frquencies\n", "words = [[word, count] for word, count in blob.lower().word_counts.items() if word not in stopwords]\n", "# Put words and frequencies into a DataFrame\n", "word_counts = pd.DataFrame(words).rename({0: 'word', 1: 'count'}, axis=1).sort_values(by='count', ascending=False)\n", "# Display the top 25 words\n", "word_counts[:25].style.format({'count': '{:,}'}).bar(subset=['count'], color='#d65f5f').set_properties(subset=['count'], **{'width': '300px'})" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Download CSV" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Save the word counts as a new CSV file\n", "word_counts.to_csv('data/description_word_counts.csv', index=False)\n", "display(HTML('Download CSV'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Noun phrases" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
wordcount
47sydney989
0negative sleeve870
303may398
37march396
353august387
290july354
532october338
518september330
139june309
78april298
24november297
926melbourne231
70february226
162demonstration196
53december168
75vietnam146
41australia141
199town hall123
84australian119
958unidentified115
454wales87
1100may day86
87january86
611aboriginal83
447canberra72
4099uranium70
1131communist party67
422wollongong61
292meeting58
1039book launch54
449hiroshima51
6027peter murphy48
1777portrait47
938newcastle47
361martin44
71's day43
1310nsw43
597centre42
3674timor40
3911adelaide39
2012portraits39
3233abortion38
3885melb37
1125glebe37
99aborigines36
418trades35
4505pine gap34
575victoria32
691hyde31
451anti-vietnam31
" ], "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TextBlob also extracts noun phrases -- these might be more useful than individual words?\n", "# Note that running this can be quite slow...\n", "# Get a list of nouns and their frquencies\n", "nps = [[word, count] for word, count in blob.np_counts.items() if word not in stopwords]\n", "# Put words and frequencies into a DataFrame\n", "np_counts = pd.DataFrame(nps).rename({0: 'word', 1: 'count'}, axis=1).sort_values(by='count', ascending=False)\n", "# Display the top 25 words\n", "np_counts[:50].style.format({'count': '{:,}'}).bar(subset=['count'], color='#d65f5f').set_properties(subset=['count'], **{'width': '300px'})" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Download CSV" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Save the word counts as a new CSV file\n", "np_counts.to_csv('data/description_np_counts.csv', index=False)\n", "display(HTML('Download CSV'))" ] }, { "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }