itmove parsers to factolib.py - counterfacto - small software tool to analyze twitter and highlight counterfactual statements	Err	parazyd.org	70
hgit clone git://parazyd.org/counterfacto.git	URL:git://parazyd.org/counterfacto.git	parazyd.org	70
1Log	/git/counterfacto/log.gph	parazyd.org	70
1Files	/git/counterfacto/files.gph	parazyd.org	70
1Refs	/git/counterfacto/refs.gph	parazyd.org	70
1README	/git/counterfacto/file/README.md.gph	parazyd.org	70
1LICENSE	/git/counterfacto/file/LICENSE.gph	parazyd.org	70
i---	Err	parazyd.org	70
1commit 5d141366aa5bc60d8ee62bc7229daa5b8d6d617b	/git/counterfacto/commit/5d141366aa5bc60d8ee62bc7229daa5b8d6d617b.gph	parazyd.org	70
1parent a6e2fee6da44bd214d6db79113be431142bb60bf	/git/counterfacto/commit/a6e2fee6da44bd214d6db79113be431142bb60bf.gph	parazyd.org	70
hAuthor: parazyd <parazyd@dyne.org>	URL:mailto:parazyd@dyne.org	parazyd.org	70
iDate:   Thu,  9 Mar 2017 00:14:49 +0100	Err	parazyd.org	70
i	Err	parazyd.org	70
imove parsers to factolib.py	Err	parazyd.org	70
i	Err	parazyd.org	70
iDiffstat:	Err	parazyd.org	70
i  M .gitignore                          |       3 ++-	Err	parazyd.org	70
i  M README.md                           |      31 +++++++++++++++++--------------	Err	parazyd.org	70
i  M counterfacto-web                    |      52 ++++++++++++++++++++++++++-----	Err	parazyd.org	70
i  A factolib.py                         |     199 +++++++++++++++++++++++++++++++	Err	parazyd.org	70
i  M templates/index.html                |       6 +++---	Err	parazyd.org	70
i	Err	parazyd.org	70
i5 files changed, 266 insertions(+), 25 deletions(-)	Err	parazyd.org	70
i---	Err	parazyd.org	70
1diff --git a/.gitignore b/.gitignore	/git/counterfacto/file/.gitignore.gph	parazyd.org	70
it@@ -1,2 +1,3 @@	Err	parazyd.org	70
i credentials	Err	parazyd.org	70
i-twokenize.pyc	Err	parazyd.org	70
i+*.pyc	Err	parazyd.org	70
i+*.txt	Err	parazyd.org	70
1diff --git a/README.md b/README.md	/git/counterfacto/file/README.md.gph	parazyd.org	70
it@@ -1,5 +1,5 @@	Err	parazyd.org	70
i-	Err	parazyd.org	70
i-# Counterfacto	Err	parazyd.org	70
i+Counterfacto	Err	parazyd.org	70
i+============	Err	parazyd.org	70
i 	Err	parazyd.org	70
i Counterfactual (noun)	Err	parazyd.org	70
i 	Err	parazyd.org	70
it@@ -11,7 +11,7 @@ Effects: it starts off with disappointment, then one will be able to	Err	parazyd.org	70
i uncover insights or knowledge that can be used to enhance future	Err	parazyd.org	70
i performance, leading to a better outcome in life.	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-----------------------------------------------------------------------------------	Err	parazyd.org	70
i+-----------------------------------------------------------------------	Err	parazyd.org	70
i 	Err	parazyd.org	70
i Counterfacto is a small software tool that can analyse search results	Err	parazyd.org	70
i on twitter to highlight counterfactual statements on certain topics.	Err	parazyd.org	70
it@@ -24,7 +24,8 @@ We deem such a tool as a useful experiment, considering the importance	Err	parazyd.org	70
i of counterfactual analysis for political sentiment assessments and	Err	parazyd.org	70
i focus on news stories.	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-## Dependencies	Err	parazyd.org	70
i+Dependencies	Err	parazyd.org	70
i+------------	Err	parazyd.org	70
i 	Err	parazyd.org	70
i Python is required along the following packages:	Err	parazyd.org	70
i 	Err	parazyd.org	70
it@@ -43,7 +44,8 @@ After installing the necessary python modules, run `make`, which will	Err	parazyd.org	70
i then download the needed data for nltk, and tell you how to use your	Err	parazyd.org	70
i twitter credentials in counterfacto	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-### Running the web edition of counterfacto	Err	parazyd.org	70
i+Running the web edition of counterfacto	Err	parazyd.org	70
i+---------------------------------------	Err	parazyd.org	70
i 	Err	parazyd.org	70
i To run counterfacto along with its web interface, you will need	Err	parazyd.org	70
i additional dependencies:	Err	parazyd.org	70
it@@ -52,7 +54,8 @@ additional dependencies:	Err	parazyd.org	70
i python-flask	Err	parazyd.org	70
i ```	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-## Usage	Err	parazyd.org	70
i+Usage	Err	parazyd.org	70
i+-----	Err	parazyd.org	70
i 	Err	parazyd.org	70
i ```	Err	parazyd.org	70
i usage: ./counterfacto [-a account] [-f tweetfile] [-s searchterm]	Err	parazyd.org	70
it@@ -64,17 +67,17 @@ The web interface can be ran with (port defaults to 5000):	Err	parazyd.org	70
i usage: ./counterfacto-web [-p port]	Err	parazyd.org	70
i ```	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-## References	Err	parazyd.org	70
i-	Err	parazyd.org	70
i-- [Learning Representations for Counterfactual Inference (2016)](http://jmlr.org/proceedings/papers/v48/johansson16.pdf)	Err	parazyd.org	70
i-	Err	parazyd.org	70
i-- [Bounding and Minimizing Counterfactual Error (2016)](https://arxiv.org/abs/1606.03976)	Err	parazyd.org	70
i+References	Err	parazyd.org	70
i+----------	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-- [Counterfactuals in the Language of Social Media: A Natural Language Processing Project in Conjunction with the World Well Being Project (2015)](http://www.seas.upenn.edu/~cse400/CSE400_2015_2016/reports/report_15.pdf)	Err	parazyd.org	70
i+* [Learning Representations for Counterfactual Inference (2016)](http://jmlr.org/proceedings/papers/v48/johansson16.pdf)	Err	parazyd.org	70
i+* [Bounding and Minimizing Counterfactual Error (2016)](https://arxiv.org/abs/1606.03976)	Err	parazyd.org	70
i+* [Counterfactuals in the Language of Social Media: A Natural Language Processing Project in Conjunction with the World Well Being Project (2015)](http://www.seas.upenn.edu/~cse400/CSE400_2015_2016/reports/report_15.pdf)	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-## Licensing	Err	parazyd.org	70
i+Licensing	Err	parazyd.org	70
i+---------	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-Counterfacto is Copyright (C) 2016 by the Dyne.org Foundation	Err	parazyd.org	70
i+Counterfacto is Copyright (C) 2016-2017 by the Dyne.org Foundation	Err	parazyd.org	70
i as part of the PIEnews project	Err	parazyd.org	70
i 	Err	parazyd.org	70
i Software written by Ivan J. <parazyd@dyne.org>	Err	parazyd.org	70
1diff --git a/counterfacto-web b/counterfacto-web	/git/counterfacto/file/counterfacto-web.gph	parazyd.org	70
it@@ -1,10 +1,37 @@	Err	parazyd.org	70
i #!/usr/bin/env python2	Err	parazyd.org	70
i+# Copyright (c) 2017 Ivan J. <parazyd@dyne.org>	Err	parazyd.org	70
i 	Err	parazyd.org	70
i+import json	Err	parazyd.org	70
i+import sys	Err	parazyd.org	70
i from flask import Flask, render_template, request, json	Err	parazyd.org	70
i-import os	Err	parazyd.org	70
i+from twitter import *	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+import factolib	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+global tweetsFile	Err	parazyd.org	70
i+global taggedFile	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+taggedFile = "tagged.txt"	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+try:	Err	parazyd.org	70
i+    with open('credentials') as fd:	Err	parazyd.org	70
i+        exec(fd.read())	Err	parazyd.org	70
i+except:	Err	parazyd.org	70
i+    print("no credentials file found. please create it")	Err	parazyd.org	70
i+    sys.exit(1)	Err	parazyd.org	70
i 	Err	parazyd.org	70
i app = Flask(__name__)	Err	parazyd.org	70
i 	Err	parazyd.org	70
i+def writetweets(tweets, twfile):	Err	parazyd.org	70
i+    twfile = open(twfile, "w")	Err	parazyd.org	70
i+    for s in tweets:	Err	parazyd.org	70
i+        sintweet = s["text"]	Err	parazyd.org	70
i+        sintweet = sintweet.replace("\n", " ")	Err	parazyd.org	70
i+        sintweet = sintweet.encode("ascii", "ignore")	Err	parazyd.org	70
i+        twfile.write(sintweet + "\n")	Err	parazyd.org	70
i+    twfile.close()	Err	parazyd.org	70
i+	Err	parazyd.org	70
i @app.route("/")	Err	parazyd.org	70
i def main():	Err	parazyd.org	70
i     return render_template('index.html')	Err	parazyd.org	70
it@@ -17,10 +44,23 @@ def search():	Err	parazyd.org	70
i     if not _name or not _method:	Err	parazyd.org	70
i         return "Wrong data. Please try again."	Err	parazyd.org	70
i 	Err	parazyd.org	70
i+    api = Twitter(auth=OAuth(oatoken,oasecret,conskey,conssecret))	Err	parazyd.org	70
i+	Err	parazyd.org	70
i     if _method == "account":	Err	parazyd.org	70
i-        os.system("./counterfacto -a " + _name)	Err	parazyd.org	70
i+        statuses = api.statuses.user_timeline(screen_name=_name, count=100)	Err	parazyd.org	70
i+        tweetsFile = "fetchedtweets-" + _name + ".txt"	Err	parazyd.org	70
i+        writetweets(statuses, tweetsFile)	Err	parazyd.org	70
i+        factolib.classify(tweetsFile, taggedFile)	Err	parazyd.org	70
i+	Err	parazyd.org	70
i     elif _method == "searchterm":	Err	parazyd.org	70
i-        os.system("./counterfacto -s " + _name)	Err	parazyd.org	70
i+        statuses = api.search.tweets(q=_name, count=1)	Err	parazyd.org	70
i+        tweetsFile = "fetchedsearch.txt"	Err	parazyd.org	70
i+        writetweets(statuses, tweetsFile)	Err	parazyd.org	70
i+        factolib.classify(tweetsFile, taggedFile)	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    cfs = "counterfactuals.txt"	Err	parazyd.org	70
i+    with open(cfs) as f:	Err	parazyd.org	70
i+        return f.read()	Err	parazyd.org	70
i 	Err	parazyd.org	70
i if __name__ == "__main__":	Err	parazyd.org	70
i     try:	Err	parazyd.org	70
it@@ -29,7 +69,5 @@ if __name__ == "__main__":	Err	parazyd.org	70
i     except:	Err	parazyd.org	70
i         _port = 5000	Err	parazyd.org	70
i 	Err	parazyd.org	70
i-    app.run(	Err	parazyd.org	70
i-        host="0.0.0.0",	Err	parazyd.org	70
i-        port=int(_port)	Err	parazyd.org	70
i-    )	Err	parazyd.org	70
i+    app.run(host="127.0.0.1", port=int(_port))	Err	parazyd.org	70
i+    #subprocess.call(["xdg-open", "http://127.0.0.1:" + _port])	Err	parazyd.org	70
1diff --git a/factolib.py b/factolib.py	/git/counterfacto/file/factolib.py.gph	parazyd.org	70
it@@ -0,0 +1,199 @@	Err	parazyd.org	70
i+#!/usr/bin/env python2	Err	parazyd.org	70
i+# Copyright (c) 2017 Ivan J. <parazyd@dyne.org	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+import nltk	Err	parazyd.org	70
i+import re	Err	parazyd.org	70
i+import twokenize	Err	parazyd.org	70
i+from nltk.tag.perceptron import PerceptronTagger	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def tokenizelocal():	Err	parazyd.org	70
i+    tweets = tweetFile.read().splitlines()	Err	parazyd.org	70
i+    for t in tweets:	Err	parazyd.org	70
i+        print(t + '\n')	Err	parazyd.org	70
i+        print(str(twokenize.tokenize(t)) + '\n')	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def format_tweet(message):	Err	parazyd.org	70
i+    m = str(message)	Err	parazyd.org	70
i+    m = m.replace('\n', ' ')	Err	parazyd.org	70
i+    m = m.encode('ascii', 'ignore')	Err	parazyd.org	70
i+    return m	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def format_tagged(tagged_list):	Err	parazyd.org	70
i+    out = ''	Err	parazyd.org	70
i+    for t in tagged_list:	Err	parazyd.org	70
i+        token, tag = postprocess_tag(t[0], t[1])	Err	parazyd.org	70
i+        out = out + token + '/' + tag + '/'	Err	parazyd.org	70
i+    out = out + '\n'	Err	parazyd.org	70
i+    return out	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def postprocess_tag(token, tag):	Err	parazyd.org	70
i+    outtag = tag	Err	parazyd.org	70
i+    if (is_twitter_cf_modal(token)):	Err	parazyd.org	70
i+        outtag = 'MD'	Err	parazyd.org	70
i+    elif (tag_CCJ(token)):	Err	parazyd.org	70
i+        outtag = 'CCJ'	Err	parazyd.org	70
i+    return token, outtag	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def get_cf_form(tagged_message):	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # Filter out questions	Err	parazyd.org	70
i+    pq = re.compile('\.*/\?/.', re.IGNORECASE)	Err	parazyd.org	70
i+    if pq.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 0	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # CASE 1 WISH VERB FORM	Err	parazyd.org	70
i+    p1 = re.compile('\.*(wish|wishing)/((VB.*/)|(JJ/))', re.IGNORECASE)	Err	parazyd.org	70
i+    if p1.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 1	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # CASE 2 CONJUNTION NORMAL	Err	parazyd.org	70
i+    p2 = re.compile('\.*/CCJ/.*((/VBD/)|(/VBN/)).*/MD/', re.IGNORECASE)	Err	parazyd.org	70
i+    if p2.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 2	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # CASE 3 CONJUNCTIVE CONVERSE	Err	parazyd.org	70
i+    p3 = re.compile('\.*/MD/.*/CCJ/.*((/VBN/)|(/VBD/))', re.IGNORECASE)	Err	parazyd.org	70
i+    if p3.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 3	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # CASE 5 Should have	Err	parazyd.org	70
i+    p4 = re.compile('\.*/((should\'ve)/MD/)|(((should)|(shoulda)(shulda)|(shuda)|(shudda)|(shudve))/MD/((have)|(hve)|(ve))/)(\w)*((/VBN/)|(/VBD/))', re.IGNORECASE)	Err	parazyd.org	70
i+    if p4.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 4	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # CASE 6 VERB INVERSION	Err	parazyd.org	70
i+    p5 = re.compile(("\.*(had/(\w)*/(\w)*((/NN/)|(/NNP/)|(/NNPS/)|(/NNS/)|(/PRP/)).*((/VBN/)|(/VBD/)).*/MD/)"	Err	parazyd.org	70
i+                    "|(were/(\w)*/(\w)*((/NN/)|(/NNP/)|(/NNPS/)|(/NNS/)|(/PRP/)).*/MD/)"	Err	parazyd.org	70
i+                    "|(/MD/.*/VB.*/had/(\w)*/(\w)*((/NN/)|(/NNP/)|(/NNPS/)|(/NNS/)|(/PRP/)).*((/VBN/)|(/VBD/)))"), re.IGNORECASE)	Err	parazyd.org	70
i+    if p5.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 5	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # CASE 6 MODAL NORMAL	Err	parazyd.org	70
i+    p6 = re.compile('\.*/MD/.*((/VBN/)|(/VBD/)).*/MD/.*((/VBN/)|(/VBD/)|(/VB/)|(VBZ))', re.IGNORECASE)	Err	parazyd.org	70
i+    if p6.search(tagged_message) != None:	Err	parazyd.org	70
i+        return 6	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    # If no matches	Err	parazyd.org	70
i+    return 0	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def is_twitter_cf_modal(word):	Err	parazyd.org	70
i+    w = unicode(word, errors='ignore').encode('utf-8').lower()	Err	parazyd.org	70
i+    if (w == 'should' or	Err	parazyd.org	70
i+        w == 'should\'ve' or	Err	parazyd.org	70
i+        w == 'shouldve' or	Err	parazyd.org	70
i+        w == 'shoulda' or	Err	parazyd.org	70
i+        w == 'shulda' or	Err	parazyd.org	70
i+        w == 'shuda' or	Err	parazyd.org	70
i+        w == 'shudda' or	Err	parazyd.org	70
i+        w == 'shudve' or	Err	parazyd.org	70
i+        w == 'would' or	Err	parazyd.org	70
i+        w == 'would\'ve' or	Err	parazyd.org	70
i+        w == 'wouldve' or	Err	parazyd.org	70
i+        w == 'woulda' or	Err	parazyd.org	70
i+        w == 'wuda' or	Err	parazyd.org	70
i+        w == 'wulda' or	Err	parazyd.org	70
i+        w == 'wudda' or	Err	parazyd.org	70
i+        w == 'wudve' or	Err	parazyd.org	70
i+        w == 'wlda' or	Err	parazyd.org	70
i+        w == 'could' or	Err	parazyd.org	70
i+        w == 'could\'ve' or	Err	parazyd.org	70
i+        w == 'couldve' or	Err	parazyd.org	70
i+        w == 'coulda' or	Err	parazyd.org	70
i+        w == 'cudda' or	Err	parazyd.org	70
i+        w == 'culda' or	Err	parazyd.org	70
i+        w == 'cudve' or	Err	parazyd.org	70
i+        w == 'must' or	Err	parazyd.org	70
i+        w == 'mustve' or	Err	parazyd.org	70
i+        w == 'might' or	Err	parazyd.org	70
i+        w == 'might\'ve' or	Err	parazyd.org	70
i+        w == 'mightve' or	Err	parazyd.org	70
i+        w == 'ought' or	Err	parazyd.org	70
i+        w == 'may' or	Err	parazyd.org	70
i+        w == 'i\'d' or	Err	parazyd.org	70
i+        w == 'id' or	Err	parazyd.org	70
i+        w == 'we\'d' or	Err	parazyd.org	70
i+        w == 'youd' or	Err	parazyd.org	70
i+        w == 'you\'d' or	Err	parazyd.org	70
i+        w == 'he\'d' or	Err	parazyd.org	70
i+        w == 'she\'d'):	Err	parazyd.org	70
i+            return True	Err	parazyd.org	70
i+    return False	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def tag_CCJ(word):	Err	parazyd.org	70
i+    w = word.lower()	Err	parazyd.org	70
i+    '''	Err	parazyd.org	70
i+    as long as, even if, if, one condition that, provided (that),	Err	parazyd.org	70
i+    providing (that), so long as, unless, whether... or, supposing,	Err	parazyd.org	70
i+    suppose, imagine, but for	Err	parazyd.org	70
i+    '''	Err	parazyd.org	70
i+    if(w == 'as' or	Err	parazyd.org	70
i+        w == 'if' or	Err	parazyd.org	70
i+        w == 'even' or	Err	parazyd.org	70
i+        w == 'provided' or	Err	parazyd.org	70
i+        w == 'providing' or	Err	parazyd.org	70
i+        w == 'suppose' or	Err	parazyd.org	70
i+        w == 'supposing' or	Err	parazyd.org	70
i+        w == 'unless' or	Err	parazyd.org	70
i+        w == 'whether' or	Err	parazyd.org	70
i+        w == 'envision' or	Err	parazyd.org	70
i+        w == 'envisioning' or	Err	parazyd.org	70
i+        w == 'conceptualize'or	Err	parazyd.org	70
i+        w == 'conceptualizing' or	Err	parazyd.org	70
i+        w == 'conjure' or	Err	parazyd.org	70
i+        w == 'conjuring' or	Err	parazyd.org	70
i+        w == 'visualize' or	Err	parazyd.org	70
i+        w == 'visualizing'):	Err	parazyd.org	70
i+        return True	Err	parazyd.org	70
i+    return False	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def get_tagged_message(message, tagger):	Err	parazyd.org	70
i+    tagset = None	Err	parazyd.org	70
i+    formatted_message = format_tweet(message)	Err	parazyd.org	70
i+    tokens = twokenize.tokenize(formatted_message)	Err	parazyd.org	70
i+    tags = nltk.tag._pos_tag(tokens, tagset, tagger)	Err	parazyd.org	70
i+    return format_tagged(tags)	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+def classify(tweetfile, taggedfile):	Err	parazyd.org	70
i+    tweetfile  = open(tweetfile,  "r")	Err	parazyd.org	70
i+    taggedfile = open(taggedfile, "w")	Err	parazyd.org	70
i+    counterfactuals = open('counterfactuals.txt', 'w')	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    tagger = PerceptronTagger()	Err	parazyd.org	70
i+    form_num = 8	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    cf_count = [[0 for x in range(form_num)] for x in range(form_num)]	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    form_vec = []	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    print("Reading file...")	Err	parazyd.org	70
i+    tweet = tweetfile.readline()	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    while tweet:	Err	parazyd.org	70
i+        taggedTweet = get_tagged_message(tweet, tagger)	Err	parazyd.org	70
i+        taggedfile.write(taggedTweet)	Err	parazyd.org	70
i+        form = int(get_cf_form(taggedTweet))	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+        if form:	Err	parazyd.org	70
i+            print(tweet)	Err	parazyd.org	70
i+            counterfactuals.write(tweet + '<hr>\n')	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+        form_vec.append(form)	Err	parazyd.org	70
i+        cf_count[form][0] += 1	Err	parazyd.org	70
i+        tweet = tweetfile.readline()	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    count = 0	Err	parazyd.org	70
i+    for i in xrange(1, form_num):	Err	parazyd.org	70
i+        count += cf_count[i][0]	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    print("Finished tagging...")	Err	parazyd.org	70
i+    tweetfile.close()	Err	parazyd.org	70
i+    taggedfile.close()	Err	parazyd.org	70
i+	Err	parazyd.org	70
i+    print("counterfactuals: " + str(count) + "/100")	Err	parazyd.org	70
i+    counterfactuals.write("counterfactuals: " + str(count) + "/100<br>\n")	Err	parazyd.org	70
i+    counterfactuals.close()	Err	parazyd.org	70
1diff --git a/templates/index.html b/templates/index.html	/git/counterfacto/file/templates/index.html.gph	parazyd.org	70
it@@ -11,9 +11,9 @@	Err	parazyd.org	70
i     <script type="text/javascript" href="../static/js/search.js"></script>	Err	parazyd.org	70
i </head>	Err	parazyd.org	70
i <body>	Err	parazyd.org	70
i-    <div class="container">	Err	parazyd.org	70
i+    <!-- <div class="container">	Err	parazyd.org	70
i         <h3 class="text-muted">Counterfacto</h3>	Err	parazyd.org	70
i-    </div>	Err	parazyd.org	70
i+    </div> -->	Err	parazyd.org	70
i 	Err	parazyd.org	70
i     <div class="jumbotron">	Err	parazyd.org	70
i         <h1>Counterfacto</h1>	Err	parazyd.org	70
it@@ -28,7 +28,7 @@	Err	parazyd.org	70
i     </div>	Err	parazyd.org	70
i 	Err	parazyd.org	70
i     <footer class="footer">	Err	parazyd.org	70
i-        <p>&copy; PIEnews / Dyne.org 2016-2116</p>	Err	parazyd.org	70
i+        <center><p>&copy; PIEnews / Dyne.org Foundation 2016-2017</p></center>	Err	parazyd.org	70
i     </footer>	Err	parazyd.org	70
i </body>	Err	parazyd.org	70
i </html>	Err	parazyd.org	70
.