From d56ddde273c2fbde80842ead4dcba67036efb1e0 Mon Sep 17 00:00:00 2001 From: "mb@mb" Date: Fri, 31 Aug 2018 10:26:51 +0200 Subject: [PATCH] first commit --- .gitignore | 2 + README.md | 33 + index.json | 15309 ++++++++++++++++++++++++++++++ start.py | 40 + static/css/stylesheet.css | 81 + static/images/Grrrrrrrrrrls.svg | 134 + templates/base.html | 30 + templates/index.html | 8 + templates/results.html | 22 + tfidf.py | 145 + 10 files changed, 15804 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 index.json create mode 100644 start.py create mode 100644 static/css/stylesheet.css create mode 100644 static/images/Grrrrrrrrrrls.svg create mode 100644 templates/base.html create mode 100644 templates/index.html create mode 100644 templates/results.html create mode 100644 tfidf.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..d421d05 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +txt/* +__pycache__/ diff --git a/README.md b/README.md new file mode 100644 index 0000000..63ae4c8 --- /dev/null +++ b/README.md @@ -0,0 +1,33 @@ +# Grrrrrrrrrrls - search machine (prototype) + +A small flask exercise, combining the TFIDF algorithm written in python with a web interface. + +Grrrrrrrrrrls is a project in progress for the [Computer Grrrls](https://hmkv.de/programm/programmpunkte/2018/Ausstellungen/2018_GRLS.php) exhibition at the HMKV & La Gaîté Lyrique. + +# Install + + $ pip3 install flask + + $ pip3 install nltk + +# Txt documents + +The search machine is using the index.json file to process results. The function 'create_index' can be called to generate this file. It uses a set of plain text files to index each word and its corresponding TFIDF value. The plain text files are not included in this repo, i don't think i can publish them like that. + +If you want to work with another set of documents, make a 'txt/' folder, add a few txt files in it, and remove the index.json file (or rename it if you want to keep it with you). + +# Start + +Start the flask/python local server ... + + $ python3 start.py + +Browse to your localhost on port 5000 ... + + > 127.0.0.1:5000 + +## Notes + +This Grrrrrrrrrrls search machine cannot handle too much at once: it can only work with one word. + +This is a prototype :) diff --git a/index.json b/index.json new file mode 100644 index 0000000..d6ebed9 --- /dev/null +++ b/index.json @@ -0,0 +1,15309 @@ +{ + "1912_The-Manifesto-of-Futurist-Woman_Valentine-de-Saintpoint": { + "words": { + "1": 0.0005410586592510879, + "11": 0.0007999763528067485, + "1912": 0.001944139487690564, + "2008": 0.001944139487690564, + "According": 0.001944139487690564, + "Amazons": 0.0015015167670264864, + "Anemic": 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flask.Flask(__name__) + +@APP.route('/', methods=['GET', 'POST']) +def index(): + """ Displays the index page accessible at '/' + """ + query = None + results = None + + if request.args.get('q', ''): + query = request.args.get('q', '') + results, index = get_results(query) + files = [manifesto for manifesto, _ in index.items()] + return flask.render_template('results.html', query=query, results=results, files=files) + else: + index = get_index() + files = [manifesto for manifesto, _ in index.items()] + return flask.render_template('index.html', files=files) + +if __name__ == '__main__': + if not 'index.json' in os.listdir('.'): + tfidf.create_index() + APP.debug=True + APP.run() \ No newline at end of file diff --git a/static/css/stylesheet.css b/static/css/stylesheet.css new file mode 100644 index 0000000..19002fe --- /dev/null +++ b/static/css/stylesheet.css @@ -0,0 +1,81 @@ +body{ + background-color: rgba(220,220,220,0.6); + margin:20px; + font-family: sans-serif; + font-size: 14px; +} +h1, h2, h3{ + font-size: 100%; + margin:30px 0 0 0; +} + h2{ + font-size: 12px; + font-weight: normal; + border-bottom:1px solid; + } +#logo, #search{ + display: inline-block; +} +#logo{ + margin:15px 0; +} +#search{ + position: relative; + width: 300px; + margin:0 0 0 20px; + top:-3px; +} + #search input#query{ + width: 100%; + height: 42px; + padding:0px 10px; + border:1px solid rgba(190,190,190,1); + vertical-align: baseline; + } + #search #submit{ + position: absolute; + width: 26px; + height: 26px; + right: -12px; + top:9px; + border:0; + border-radius: 100%; + background-color:transparent; + text-align: center; + } + #search #submit:hover{ + cursor: pointer; + } +#results, #intro{ + width:calc(100% - 371px); + margin:10px 0 0 0; +} + .result{ + margin:10px 0 0 0; + } + .sentence{ + margin:10px 0 0 0; + } + .sentence strong{ + color:#800000; + } +#txt-list{ + position: absolute; + width:200px; + right: 0px; + top:-7px; + margin:20px; + font-size: 12px; + color:#800000; +} + #txt-list ul{ + margin:0; + padding:0; + } + #txt-list ul li{ + margin:0; + padding:0; + text-indent: -38px; + list-style: none; + word-break: break-all; + } \ No newline at end of file diff --git a/static/images/Grrrrrrrrrrls.svg b/static/images/Grrrrrrrrrrls.svg new file mode 100644 index 0000000..68ada3c --- /dev/null +++ b/static/images/Grrrrrrrrrrls.svg @@ -0,0 +1,134 @@ + + + + + + + + + + image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/templates/base.html b/templates/base.html new file mode 100644 index 0000000..762700a --- /dev/null +++ b/templates/base.html @@ -0,0 +1,30 @@ + + + + + Grrrrrrrrrrls {% block title %}{% endblock %} + + + + + +
+

Searching through and calculating words of the following txt documents:

+ +
+{% block results %} +{% endblock %} + + \ No newline at end of file diff --git a/templates/index.html b/templates/index.html new file mode 100644 index 0000000..efa9520 --- /dev/null +++ b/templates/index.html @@ -0,0 +1,8 @@ +{% extends "base.html" %} + +{% block results %} +
+

This Grrrrrrrrrrls search machine cannot handle too much at once: it can only work with one word.

+
+ +{% endblock %} \ No newline at end of file diff --git a/templates/results.html b/templates/results.html new file mode 100644 index 0000000..45d0207 --- /dev/null +++ b/templates/results.html @@ -0,0 +1,22 @@ +{% extends "base.html" %} +{% block title %}{{query}}{% endblock %} +{% block results %} +

The results for the query "{{query}}" are:

+
+ {% if results == {} %} +
That word is not used in any of the manifesto's.
+ {% else %} + {% for _, manifesto in results.items() %} + +
+

{{manifesto.name}}

+
+ {% for sentence in manifesto.sentences %} +
{{sentence}}
+ {% endfor %} +
+
+ {% endfor %} + {% endif %} +
+{% endblock %} \ No newline at end of file diff --git a/tfidf.py b/tfidf.py new file mode 100644 index 0000000..42fe79b --- /dev/null +++ b/tfidf.py @@ -0,0 +1,145 @@ +import os, json +from math import log, exp +from flask import Markup + +from nltk import sent_tokenize +from nltk.tokenize import RegexpTokenizer +tokenizer = RegexpTokenizer(r'\w+') # initialize tokenizer + +import pprint +pp = pprint.PrettyPrinter(indent=4) + +def tfidf(query, manifesto, corpus): + # Term Frequency + tf_count = 0 + for word in manifesto: + if query == word: + tf_count += 1 + tf = tf_count/len(manifesto) + # print('count:', tf_count) + # print('total:', len(manifesto)) + # print('TF - count/total', tf_count/len(manifesto)) + + # Inverse Document Frequency + idf_count = 0 + for words in corpus: + if query in words: + idf_count += 1 + # print('count:', idf_count) + idf = log(len(corpus)/idf_count) + # print('documents:', len(corpus)) + # print('documents/count', len(corpus)/idf_count) + # print('IDF - log(documents/count)', log(len(corpus)/idf_count)) + + tfidf_value = tf * idf + # print('TF-IDF:', tfidf_value) + + return tf_count, idf_count, tfidf_value + +def load_text_files(): + files = [] + corpus = [] + sentences = {} + dir = 'txt' + + for f in sorted(os.listdir(dir)): + lines = open(dir+'/'+f, "r").read() # list of lines in .txt file + words = [word for word in tokenizer.tokenize(lines)] # tokenize words, without punctuation + corpus.append(words) # all words of one manifesto, in reading order + s = sent_tokenize(lines) + manifesto = f.replace('.txt','') + sentences[manifesto] = s + files.append(manifesto) # list of filenames + + print('*txt files loaded*') + return files, corpus, sentences + +def create_index(): + files, corpus, sentences = load_text_files() + index = {} + + # index = { + # Fem manifesto : { + # 'words' : { + # 'aap': 39.2, + # 'beer': 20.456, + # 'citroen': 3.21 + # } + # } + # } + + for i, words in enumerate(corpus): + manifesto = files[i] + index[manifesto] = {} + for word in words: + tf_count, idf_count, tfidf_value = tfidf(word, words, corpus) + if 'words' not in index[manifesto]: + index[manifesto]['words'] = {} + index[manifesto]['words'][word] = tfidf_value + + with open('index.json','w+') as out: + out.write(json.dumps(index, indent=4, sort_keys=True)) + out.close() + print('*index created*') + +def load_index(): + f = open('index.json').read() + index = json.loads(f) + return index + +def request_results(query): + query = query.strip() + files, corpus, sentences = load_text_files() + f = open('index.json').read() + index = json.loads(f) + results = {} + + # results = { + # 0 : { + # 'name' : 'Fem_manifesto', + # 'value' : 0.00041, + # 'sentences' : [ + # 'This is a first sentence.', + # 'This is a second sentence.', + # 'This is a third sentence.' + # ] + # } + # } + + # make a list of manifesto's that use the query word + result_matches = [] + for manifesto, d in index.items(): + for word, value in d['words'].items(): + if query == word: + result_matches.append([value, manifesto]) + + result_matches.sort(reverse=True) + for x, result in enumerate(result_matches): + results[x] = {} + results[x]['tfidf'] = result[0] + results[x]['name'] = result[1] + + # pp.pprint(results) + + # make a list of sentences that contain the query word + # and shape results object + for x, manifesto in results.items(): + sents = sentences[manifesto['name']] + value = manifesto['tfidf'] * 10000 + result_sentences = [] + count = 0 + for s in sents: + done = 'no' + for word in tokenizer.tokenize(s): + if word == query: + if count < 3: # set to include a max 3 results/manifesto in the results list + count += 1 + if done is not 'yes': + sentence = s.replace(query, '{}'.format(value, query)) + html = Markup(sentence) + result_sentences.append(html) + done = 'yes' + results[x]['sentences'] = result_sentences + + print('*results returned*') + return results, index \ No newline at end of file