├── TwitterData
    ├── __init__.py
    ├── migrations
    │   ├── __init__.py
    │   ├── __init__.pyc
    │   ├── 0001_initial.pyc
    │   ├── 0004_tweet_verified.pyc
    │   ├── 0002_auto_20160213_1725.pyc
    │   ├── 0003_auto_20160213_1729.pyc
    │   ├── 0005_auto_20160315_1402.pyc
    │   ├── 0004_tweet_verified.py
    │   ├── 0003_auto_20160213_1729.py
    │   ├── 0005_auto_20160315_1402.py
    │   ├── 0006_auto_20160627_1946.py
    │   ├── 0002_auto_20160213_1725.py
    │   └── 0001_initial.py
    ├── tests.py
    ├── admin.py
    ├── admin.pyc
    ├── urls.pyc
    ├── views.pyc
    ├── __init__.pyc
    ├── models.pyc
    ├── apps.py
    ├── urls.py
    ├── templates
    │   └── TwitterData
    │   │   ├── about.html
    │   │   ├── senator_data.html
    │   │   ├── analysis.html
    │   │   ├── base.html
    │   │   ├── index.html
    │   │   ├── search.html
    │   │   └── overall_summary.html
    ├── static
    │   ├── css
    │   │   └── TwitterData.css
    │   └── images
    │   │   └── convertedstates.json
    ├── scripts.py
    ├── models.py
    └── views.py
├── media-bias
    ├── __init__.py
    ├── urls.pyc
    ├── wsgi.pyc
    ├── __init__.pyc
    ├── settings.pyc
    ├── wsgi.py
    ├── urls.py
    └── settings.py
├── Procfile
├── .gitignore
├── README.md
├── requirements.txt
└── manage.py


/TwitterData/__init__.py:
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1 | 


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/media-bias/__init__.py:
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1 | 


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/TwitterData/migrations/__init__.py:
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1 | 


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/Procfile:
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1 | web: gunicorn media-bias.wsgi --log-file -
2 | 


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/.gitignore:
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1 | *.pyc
2 | settings.py
3 | media_bias_venv/
4 | .DS_Store
5 | 


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/TwitterData/tests.py:
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1 | from django.test import TestCase
2 | 
3 | # Create your tests here.
4 | 


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/media-bias/urls.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/media-bias/urls.pyc


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/media-bias/wsgi.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/media-bias/wsgi.pyc


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/TwitterData/admin.py:
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1 | from django.contrib import admin
2 | 
3 | # Register your models here.
4 | 


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/TwitterData/admin.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/admin.pyc


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/TwitterData/urls.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/urls.pyc


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/TwitterData/views.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/views.pyc


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/TwitterData/__init__.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/__init__.pyc


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/TwitterData/models.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/models.pyc


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/media-bias/__init__.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/media-bias/__init__.pyc


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/media-bias/settings.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/media-bias/settings.pyc


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/TwitterData/migrations/__init__.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/migrations/__init__.pyc


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/TwitterData/migrations/0001_initial.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/migrations/0001_initial.pyc


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/TwitterData/migrations/0004_tweet_verified.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/migrations/0004_tweet_verified.pyc


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/TwitterData/migrations/0002_auto_20160213_1725.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/migrations/0002_auto_20160213_1725.pyc


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/TwitterData/migrations/0003_auto_20160213_1729.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/migrations/0003_auto_20160213_1729.pyc


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/TwitterData/migrations/0005_auto_20160315_1402.pyc:
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https://raw.githubusercontent.com/aspittel/media-bias/HEAD/TwitterData/migrations/0005_auto_20160315_1402.pyc


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/README.md:
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1 | # MediaBias
2 | Measures public sentiment on Twitter towards politicians. Deployed as [Political Discussion](https://politicaldiscussion.herokuapp.com/).
3 | 


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/TwitterData/apps.py:
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1 | from __future__ import unicode_literals
2 | 
3 | from django.apps import AppConfig
4 | 
5 | 
6 | class TwitterdataConfig(AppConfig):
7 |     name = 'TwitterData'
8 | 


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/requirements.txt:
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 1 | dj-database-url==0.4.0
 2 | Django==1.9.4
 3 | gunicorn==19.4.5
 4 | jsonfield==1.0.3
 5 | nltk==3.2
 6 | psycopg2==2.6.1
 7 | textblob==0.11.1
 8 | python-twitter
 9 | whitenoise==3.0
10 | numpy==1.9.2
11 | scipy==0.15.1
12 | humanize==0.5.1
13 | 


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/manage.py:
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 1 | #!/usr/bin/env python
 2 | import os
 3 | import sys
 4 | 
 5 | if __name__ == "__main__":
 6 |     os.environ.setdefault("DJANGO_SETTINGS_MODULE", "media-bias.settings")
 7 | 
 8 |     from django.core.management import execute_from_command_line
 9 | 
10 |     execute_from_command_line(sys.argv)
11 | 


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/TwitterData/urls.py:
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 1 | from django.conf.urls import url
 2 | from . import views
 3 | 
 4 | urlpatterns = [
 5 |     url(r'^$', views.index, name = 'index'),
 6 |     url(r'^senator/(?P<pk>\d+)/', views.senator_data, name = "senator"),
 7 |     url(r'^search/(?P<word>\w+)/', views.search_for_word, name = "search"),
 8 |     url(r'^summary/', views.overall_summary, name = "summary"),
 9 |     url(r'^analysis/', views.analysis, name = "analysis"),
10 |     url(r'^about/', views.about, name = "about"),    
11 | ]
12 | 


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/media-bias/wsgi.py:
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 1 | """
 2 | WSGI config for MediaBias project.
 3 | 
 4 | It exposes the WSGI callable as a module-level variable named ``application``.
 5 | 
 6 | For more information on this file, see
 7 | https://docs.djangoproject.com/en/1.9/howto/deployment/wsgi/
 8 | """
 9 | 
10 | import os
11 | 
12 | from django.core.wsgi import get_wsgi_application
13 | from whitenoise.django import DjangoWhiteNoise
14 | 
15 | os.environ.setdefault("DJANGO_SETTINGS_MODULE", "media-bias.settings")
16 | 
17 | application = get_wsgi_application()
18 | application = DjangoWhiteNoise(application)
19 | 


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/TwitterData/migrations/0004_tweet_verified.py:
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 1 | # -*- coding: utf-8 -*-
 2 | # Generated by Django 1.9.1 on 2016-03-15 18:56
 3 | from __future__ import unicode_literals
 4 | 
 5 | from django.db import migrations, models
 6 | 
 7 | 
 8 | class Migration(migrations.Migration):
 9 | 
10 |     dependencies = [
11 |         ('TwitterData', '0003_auto_20160213_1729'),
12 |     ]
13 | 
14 |     operations = [
15 |         migrations.AddField(
16 |             model_name='tweet',
17 |             name='verified',
18 |             field=models.BooleanField(default=True),
19 |         ),
20 |     ]
21 | 


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/TwitterData/migrations/0003_auto_20160213_1729.py:
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 1 | # -*- coding: utf-8 -*-
 2 | # Generated by Django 1.9.1 on 2016-02-13 22:29
 3 | from __future__ import unicode_literals
 4 | 
 5 | from django.db import migrations, models
 6 | 
 7 | 
 8 | class Migration(migrations.Migration):
 9 | 
10 |     dependencies = [
11 |         ('TwitterData', '0002_auto_20160213_1725'),
12 |     ]
13 | 
14 |     operations = [
15 |         migrations.AlterField(
16 |             model_name='tweet',
17 |             name='tweet_id',
18 |             field=models.BigIntegerField(blank=True, null=True),
19 |         ),
20 |     ]
21 | 


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/TwitterData/migrations/0005_auto_20160315_1402.py:
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 1 | # -*- coding: utf-8 -*-
 2 | # Generated by Django 1.9.1 on 2016-03-15 19:02
 3 | from __future__ import unicode_literals
 4 | 
 5 | from django.db import migrations, models
 6 | 
 7 | 
 8 | class Migration(migrations.Migration):
 9 | 
10 |     dependencies = [
11 |         ('TwitterData', '0004_tweet_verified'),
12 |     ]
13 | 
14 |     operations = [
15 |         migrations.AddField(
16 |             model_name='tweet',
17 |             name='polarity',
18 |             field=models.FloatField(blank=True, null=True),
19 |         ),
20 |         migrations.AddField(
21 |             model_name='tweet',
22 |             name='subjectivity',
23 |             field=models.FloatField(blank=True, null=True),
24 |         ),
25 |     ]
26 | 


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/TwitterData/migrations/0006_auto_20160627_1946.py:
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 1 | # -*- coding: utf-8 -*-
 2 | from __future__ import unicode_literals
 3 | 
 4 | from django.db import models, migrations
 5 | 
 6 | 
 7 | class Migration(migrations.Migration):
 8 | 
 9 |     dependencies = [
10 |         ('TwitterData', '0005_auto_20160315_1402'),
11 |     ]
12 | 
13 |     operations = [
14 |         migrations.AlterField(
15 |             model_name='search',
16 |             name='senator',
17 |             field=models.ForeignKey(related_query_name='search', related_name='searches', to='TwitterData.Senator'),
18 |         ),
19 |         migrations.AlterField(
20 |             model_name='tweet',
21 |             name='search',
22 |             field=models.ForeignKey(related_query_name='tweet', related_name='tweets', to='TwitterData.Search'),
23 |         ),
24 |     ]
25 | 


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/TwitterData/templates/TwitterData/about.html:
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 1 | {% extends 'TwitterData/base.html' %}
 2 | 
 3 | {% block content %}
 4 | <h1 class="center">About the Project</h1>
 5 | <p>
 6 |   This project scrapes Tweets from <a href= "twitter.com">Twitter</a> in order to see how elected officials are discussed on the site. You can go to a specific senator's page, search for a word to see how it is discussed, or customize a graph on the "Overall Summary" page.
 7 | </p>
 8 | <p>
 9 |   This site pulls data continuosly from Twitter every thirty seconds using their public API. It searches for each senator's name, title, and Twitter handle. Three senators are excluded: Ted Cruz, Bernie Sanders, and Marco Rubio. They were all running for president at the beginning of the data pulls, so they were statistical outliers. There are 610,000 Tweets in the database.
10 | </p>
11 | {% endblock %}
12 | 


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/media-bias/urls.py:
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 1 | """MediaBias URL Configuration
 2 | 
 3 | The `urlpatterns` list routes URLs to views. For more information please see:
 4 |     https://docs.djangoproject.com/en/1.9/topics/http/urls/
 5 | Examples:
 6 | Function views
 7 |     1. Add an import:  from my_app import views
 8 |     2. Add a URL to urlpatterns:  url(r'^$', views.home, name='home')
 9 | Class-based views
10 |     1. Add an import:  from other_app.views import Home
11 |     2. Add a URL to urlpatterns:  url(r'^$', Home.as_view(), name='home')
12 | Including another URLconf
13 |     1. Import the include() function: from django.conf.urls import url, include
14 |     2. Add a URL to urlpatterns:  url(r'^blog/', include('blog.urls'))
15 | """
16 | from django.conf.urls import url, include
17 | from django.contrib import admin
18 | 
19 | urlpatterns = [
20 |     url(r'^admin/', admin.site.urls),
21 |     url(r'', include('TwitterData.urls')),
22 | ]
23 | 


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/TwitterData/migrations/0002_auto_20160213_1725.py:
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 1 | # -*- coding: utf-8 -*-
 2 | # Generated by Django 1.9.1 on 2016-02-13 22:25
 3 | from __future__ import unicode_literals
 4 | 
 5 | from django.db import migrations, models
 6 | 
 7 | 
 8 | class Migration(migrations.Migration):
 9 | 
10 |     dependencies = [
11 |         ('TwitterData', '0001_initial'),
12 |     ]
13 | 
14 |     operations = [
15 |         migrations.RenameField(
16 |             model_name='tweet',
17 |             old_name='location',
18 |             new_name='tweeted_at',
19 |         ),
20 |         migrations.RemoveField(
21 |             model_name='tweet',
22 |             name='tweet_json',
23 |         ),
24 |         migrations.AddField(
25 |             model_name='tweet',
26 |             name='tweet_id',
27 |             field=models.IntegerField(blank=True, null=True),
28 |         ),
29 |         migrations.AddField(
30 |             model_name='tweet',
31 |             name='user_followers',
32 |             field=models.IntegerField(blank=True, null=True),
33 |         ),
34 |         migrations.AlterField(
35 |             model_name='tweet',
36 |             name='hashtags',
37 |             field=models.TextField(blank=True, null=True),
38 |         ),
39 |     ]
40 | 


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/TwitterData/static/css/TwitterData.css:
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 1 | #logo {
 2 | 	font-family: 'Roboto', sans-serif;
 3 | 	color: black;
 4 | }
 5 | 
 6 | body {
 7 |   background: #f5f5f5;
 8 | 	display: flex;
 9 | 	min-height: 100vh;
10 | 	flex-direction: column;
11 | }
12 | 
13 | main {
14 | 	flex: 1 0 auto;
15 | }
16 | 
17 | h1, h2, h3, h4, h5 {
18 |   font-family: 'Roboto', sans-serif;
19 |   font-weight: 100;
20 | }
21 | 
22 | h3 {
23 |   color: black;
24 | }
25 | 
26 | nav {
27 |   background-color: white;
28 |   padding: 0px 12px;
29 | }
30 | 
31 | .ion-chatboxes{
32 |   color: #ef5350;
33 | }
34 | 
35 | nav ul a {
36 |     color: #696969;
37 | }
38 | 
39 | .senator-link {
40 |   color: #ef5350;
41 | }
42 | 
43 | .borders {
44 | 	fill: none;
45 | 	stroke: black;
46 | 	stroke-width: 1;
47 | 	stroke-opacity: 1;
48 | }
49 | 
50 | #textbox text p {
51 | 	font-size: .8em;
52 | 	margin: 0;
53 | }
54 | 
55 | .btn-block {
56 | 	width: 100%;
57 | }
58 | 
59 | input:focus {
60 | 	color: white;
61 | 	border-bottom: white;
62 | }
63 | 
64 | #loading {
65 | 	width:100px;
66 | 	height: 100px;
67 | 	position: fixed;
68 | 	top: 40%;
69 | 	left: 40%;
70 | }
71 | 
72 | input:not([type]):focus:not([readonly]), input[type=email]:focus:not([readonly]),  textarea.materialize-textarea:focus:not([readonly]) {
73 | 	border-bottom: 1px solid #ef5350
74 | 	box-shadow: 0 1px 0 0 #ef5350
75 | }
76 | 
77 | input[type=text]:focus:not([readonly]) {
78 | 	border-bottom: 1px solid pink;
79 | 	box-shadow: 0 1px 0 0 pink;
80 | }
81 | 
82 | .input-field .prefix.active {
83 | 	color: pink;
84 | }
85 | 
86 | .dc-chart {
87 |   width: 100%;
88 |   margin: 0 auto;
89 | }
90 | 
91 | .difference {
92 | 	color: black;
93 | }
94 | 


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/TwitterData/templates/TwitterData/senator_data.html:
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 1 | {% extends 'TwitterData/base.html' %}
 2 | 
 3 | {% block content %}
 4 |     <div class="row center"><h1> Senator {{ senator.name }} </h1></div>
 5 |     <div class="row"><b>Gender:</b> {{ senator.gender }} </div>
 6 |     <div class="row"><b>Party:</b> {{ senator.party }} </div>
 7 |     <div class="row"><b>Search Terms:</b> {{ senator.search_terms }}</div>
 8 |     <div class="row"><b>Next Election Year:</b> {{ senator.election_year }}</div>
 9 |     <div class="row"><b>Tweet Count: </b> {{ tweet_count }}</div>
10 |     <div class="row"><b>Average Tweet Positivity: </b> {{ avg_polarity.polarity__avg }}</div>
11 |     <div class="row"><a href = "{{ twitter_url }}">{{ senator.name }}'s Twitter </a></div>
12 |     <div id = "chartContainer"></div>
13 |     <div class="row">
14 |       <div class="col m6">
15 |         <h3>Most Used Words</h3>
16 |         <table class = "table bordered centered responsive-table">
17 |           <thead>
18 |             <tr>
19 |               <th>Count</th>
20 |               <th>Word</th>
21 |             </tr>
22 |           </thead>
23 |           <tbody>
24 |             {% for word, count in most_used_words %}
25 |             <tr>
26 |               <td>{{ count }}</td>
27 |               <td>{{ word }}</td>
28 |             </tr>
29 |             {% endfor %}
30 |           </tbody>
31 |         </table>
32 |       </div>
33 |       <div class="col m6">
34 |         <h3>Most Used Hashtags</h3>
35 |         <table class = "table bordered centered responsive-table">
36 |           <thead>
37 |             <tr>
38 |               <th>Count</th>
39 |               <th>Word</th>
40 |             </tr>
41 |           </thead>
42 |           <tbody>
43 |             {% for word, count in most_used_hashtags %}
44 |             <tr>
45 |               <td>{{ count }}</td>
46 |               <td>{{ word }}</td>
47 |             </tr>
48 |             {% endfor %}
49 |           </tbody>
50 |         </table>
51 |       </div>
52 |     </div>
53 |   </div>
54 | {% endblock %}
55 | 


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/TwitterData/scripts.py:
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 1 | from .models import *
 2 | 
 3 | import twitter
 4 | from textblob import TextBlob
 5 | 
 6 | def search_twitter():
 7 |     """
 8 |     Calls twitter api and creates database entries with the results of those searches.
 9 |     """
10 |     while True:
11 |         senators = Senator.objects.all()
12 | 
13 |         #Twitter Authentication Information Excluded
14 |         
15 |         for senator in senators:
16 |             terms = json.loads(senator.search_terms)
17 |             for term in terms:
18 |                 try:
19 |                     tweets = api.GetSearch(term=term, count=100, result_type='recent') # Search twitter for that search term
20 |                     search = Search(senator=senator, search_term=term)
21 |                     search.save()
22 |                     print term
23 |                     for tweet in tweets:
24 |                         if not Tweet.objects.filter(tweet_id=int(tweet.id)).exists():
25 |                             sentiment = TextBlob(tweet.text).sentiment
26 |                             tweet = Tweet(search=search, tweet_id=int(tweet.id),
27 |                                           user=tweet.user.screen_name,
28 |                                           user_followers=int(tweet.user.followers_count),
29 |                                           text=tweet.text, tweeted_at=tweet.created_at,
30 |                                           retweets=int(tweet.retweet_count),
31 |                                           favorites=int(tweet.favorite_count),
32 |                                           hashtags=[hashtag.text for hashtag in tweet.hashtags],
33 |                                           verified=tweet.user.verified,
34 |                                           subjectivity=sentiment.subjectivity,
35 |                                           polarity=sentiment.polarity)
36 |                             tweet.save()
37 |                     sleep(30)
38 |                 except:
39 |                     print "Waiting for API to refresh"
40 |                     sleep(1200)
41 | 


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/TwitterData/templates/TwitterData/analysis.html:
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 1 | {% extends 'TwitterData/base.html' %}
 2 | 
 3 | {% block content %}
 4 | <h1 class="center"> Analysis</h1>
 5 | <p>
 6 |         Women are underrepresented at all levels of American politics—from state houses up through the presidency. There have been no female presidents, every
 7 |     state legislature is majority male, and twenty out of the one hundred United States Senators are female. The gap between the number of elected men and
 8 |     women in Congress is especially large within the Republican Party. Of the 301 seats in the current United States Congress held by Republicans, only 28 are
 9 |     held by women <a href = "http://cawp.rutgers.edu/2014-not-landmark-year-women-despite-some-notable-firsts">(CAWP 1)</a>. It is important to examine why women are underrepresented in American politics because political representation is an important
10 |     step in women’s equality. Women have biological and sociological differences from men which give them unique perspective and policy needs.
11 | </p>
12 | <p>
13 |          When women run for office, they win at a similar or even higher rate than male candidates <a href ="https://www.politicalparity.org/wp-content/uploads/2015/01/primary-hurdles-full-report.pdf">(Shames 11)</a>. Instead, women run for office at a low rate, and
14 |     there are many theories as to why. In addition, researchers have explored why Republican women run at an even lower rate than Democratic women. Many
15 |     explanations revolve around the differences in the media portrayal of female and male candidates, and, relatedly, voters’ perceptions of candidates
16 |     dependent on gender. Previously, it was hard to quantify voter and media portrayal of female candidates since surveys can be inaccurate and print media is
17 |     difficult to aggregate; however, the rise of social media has made it much easier to analyze what media personalities are publishing and constituents are
18 |     discussing. News outlets, journalists, politicians, observers, and political strategists use Twitter to discuss political happenings. By analyzing what
19 |     these people are discussing in relation to politicians and how those discussions differ among male and female politicians, observers will get a clearer
20 |     picture of why women are less likely to run for office. The findings from this project will bolster the argument that sexist rhetoric used against women
21 |     contributes to them not wanting to run for office, people discuss different policies regarding women than men which is exacerbated over party lines, and
22 |     Republican women have lower profiles than Democratic women and Republican men which leads to decreased promotion in political office.
23 | </p>
24 | 
25 | {% endblock %}
26 | 


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/TwitterData/templates/TwitterData/base.html:
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 1 | {% load staticfiles %}
 2 | 
 3 | <!DOCTYPE html>
 4 | <html lang="en">
 5 |   <head>
 6 | 		<meta charset="utf-8">
 7 | 		<meta http-equiv="X-UA-Compatible" content="IE=edge">
 8 | 		<meta name="viewport" content="width=device-width, initial-scale=1">
 9 | 
10 |     <title>Political Discussion</title>
11 | 
12 | 		<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/materialize/0.97.6/css/materialize.min.css">
13 | 		<link rel="stylesheet" href="{% static 'css/TwitterData.css' %}">
14 | 		<link rel="stylesheet" type="text/css" href="http://cdnjs.cloudflare.com/ajax/libs/dc/1.7.5/dc.css" media="screen" />
15 | 		<link rel="stylesheet" href="http://code.ionicframework.com/ionicons/2.0.1/css/ionicons.min.css" />
16 |   </head>
17 |   <body>
18 | 		<nav>
19 | 			<div class="nav-wrapper">
20 | 				<a href="/" class="brand-logo"><i class="ion-chatboxes"></i></a>
21 | 				<ul id="nav-mobile" class="right hide-on-med-and-down">
22 | 					<li><a href = "/about"> About the Project </a></li>
23 | 					<li><a href = "/analysis"> Analysis </a></li>
24 | 					<li><a href = "/"> Home </a></li>
25 | 				</ul>
26 | 			</div>
27 | 		</nav>
28 | 		<main role="main" class="page-content" aria-label="Content">
29 | 			<div class="container">
30 | 		  	<br>
31 | 				{% block content %}
32 | 				{% endblock %}
33 | 			</div>
34 | 		</main>
35 | 		<footer class="blue lighten-1 page-footer">
36 | 		  <div class="container">
37 | 				<div class="row">
38 | 				  <div class="col m4"><a href="https://github.com/aspittel/MediaBias" class="red-text text-lighten-1"> Source Code </a></div>
39 | 				  <div class="col m4">A Hamilton College Government Department Senior Project</div>
40 | 				  <div class="col m4">by <a href="aspittel.github.io" class="red-text text-lighten-1">Ali Spittel</a></div>
41 | 				</div>
42 | 		  </div>
43 | 		</footer>
44 | 	  <div id="loading" style="display:none">
45 | 		  <h1>Loading...</h1>
46 | 		  <div class="preloader-wrapper big active" style="left:55%">
47 | 			  <div class="spinner-layer spinner-blue-only">
48 | 				  <div class="circle-clipper left">
49 | 					  <div class="circle"></div>
50 | 				  </div><div class="gap-patch">
51 | 				  <div class="circle"></div>
52 | 				  </div><div class="circle-clipper right">
53 | 				  <div class="circle"></div>
54 | 				  </div>
55 | 			  </div>
56 | 		  </div>
57 | 	  </div>
58 | 		<script src="https://d3js.org/d3.v3.min.js"></script>
59 | 	  <script src="//d3js.org/topojson.v1.min.js"></script>
60 | 	  <script src="https://ajax.googleapis.com/ajax/libs/jquery/2.2.0/jquery.min.js"></script>
61 | 	  <script src="https://cdnjs.cloudflare.com/ajax/libs/materialize/0.97.6/js/materialize.min.js"></script>
62 |     {% block javascript %}
63 |     {% endblock %}
64 |   </body>
65 | </html>
66 | 


--------------------------------------------------------------------------------
/TwitterData/migrations/0001_initial.py:
--------------------------------------------------------------------------------
 1 | # -*- coding: utf-8 -*-
 2 | # Generated by Django 1.9.1 on 2016-02-13 21:01
 3 | from __future__ import unicode_literals
 4 | 
 5 | from django.db import migrations, models
 6 | import django.db.models.deletion
 7 | import jsonfield.fields
 8 | 
 9 | 
10 | class Migration(migrations.Migration):
11 | 
12 |     initial = True
13 | 
14 |     dependencies = [
15 |     ]
16 | 
17 |     operations = [
18 |         migrations.CreateModel(
19 |             name='Search',
20 |             fields=[
21 |                 ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
22 |                 ('created_at', models.DateTimeField(auto_now_add=True)),
23 |                 ('updated_at', models.DateTimeField(auto_now_add=True)),
24 |                 ('search_term', models.TextField(blank=True, null=True)),
25 |             ],
26 |         ),
27 |         migrations.CreateModel(
28 |             name='Senator',
29 |             fields=[
30 |                 ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
31 |                 ('created_at', models.DateTimeField(auto_now_add=True)),
32 |                 ('updated_at', models.DateTimeField(auto_now_add=True)),
33 |                 ('state', models.TextField(blank=True, null=True)),
34 |                 ('name', models.TextField(blank=True, null=True)),
35 |                 ('gender', models.TextField(blank=True, null=True)),
36 |                 ('party', models.TextField(blank=True, null=True)),
37 |                 ('search_terms', models.TextField(blank=True, null=True)),
38 |                 ('election_year', models.TextField(blank=True, null=True)),
39 |             ],
40 |         ),
41 |         migrations.CreateModel(
42 |             name='Tweet',
43 |             fields=[
44 |                 ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
45 |                 ('created_at', models.DateTimeField(auto_now_add=True)),
46 |                 ('updated_at', models.DateTimeField(auto_now_add=True)),
47 |                 ('user', models.TextField(blank=True, null=True)),
48 |                 ('text', models.TextField(blank=True, null=True)),
49 |                 ('location', models.TextField(blank=True, null=True)),
50 |                 ('retweets', models.IntegerField(blank=True, null=True)),
51 |                 ('favorites', models.IntegerField(blank=True, null=True)),
52 |                 ('hashtags', models.IntegerField(blank=True, null=True)),
53 |                 ('tweet_json', jsonfield.fields.JSONField(default=dict)),
54 |                 ('search', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='TwitterData.Search')),
55 |             ],
56 |         ),
57 |         migrations.AddField(
58 |             model_name='search',
59 |             name='senator',
60 |             field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='TwitterData.Senator'),
61 |         ),
62 |     ]
63 | 


--------------------------------------------------------------------------------
/TwitterData/templates/TwitterData/index.html:
--------------------------------------------------------------------------------
  1 | {% extends 'TwitterData/base.html' %}
  2 | 
  3 | {% block content %}
  4 | <div class="row">
  5 |   <div class="col l4 m4">
  6 | 	<h2 id="logo"><div class="row">Political Discussion</div> <i class="ion-chatboxes" style="font-size: 200%"></i></h2>
  7 |   </div>
  8 |   <div class="col l4 m6">
  9 | 	<div class="card-panel blue lighten-1" style="height:100%">
 10 | 	  <span class="white-text">
 11 | 		<h2 class="text-center"><b>97</b></h2>
 12 | 		<p>The number of US Senators, minus former presidential candidates Bernie Sanders, Marco Rubio, and Ted Cruz</p>
 13 | 	  </span>
 14 | 		<a href="/summary/" class="waves-effect waves-light red lighten-1 btn btn-block">View The Discussion</a>
 15 | 	</div>
 16 |   </div>
 17 |   <div class="col l4 m6">
 18 | 	<div class="card-panel red lighten-1" style="height:100%">
 19 | 	  <span class="white-text">
 20 | 		<h2 class="text-center"><b>610,000</b></h2>
 21 | 		<p>The number of Tweets aggregated in this application</p>
 22 | 		<div class="input-field white-text" style="width:100%">
 23 | 		  <i class="ion-android-search prefix"></i>
 24 | 		  <input id="icon_prefix" type="text">
 25 | 		  <label for="icon_prefix" style="color:white">Search Hashtags and Topics</label>
 26 | 		</div>
 27 | 	  </span>
 28 | 	</div>
 29 |   </div>
 30 | </div>
 31 | <div id="box" class="row">
 32 | 	<div id="textbox">
 33 | 		<h5>
 34 | 			See how people are discussing your Senator...
 35 | 		</h5>
 36 | 	</div>
 37 | </div>
 38 | {% endblock %}
 39 | 
 40 | 
 41 | {% block javascript %}
 42 | <script>
 43 | $("#icon_prefix").keyup(function(event){
 44 | 	if(event.keyCode == 13){
 45 | 		window.location = "/search/" + $(this).val();
 46 | 		show_slow_warning()
 47 | 	}
 48 | });
 49 | 
 50 | function show_slow_warning() {
 51 | 	$("main").fadeOut(1000);
 52 | 	$("footer").hide();
 53 | 	$("#loading").show();
 54 | }
 55 | </script>
 56 | 
 57 | <script>
 58 | 	var senators = {{ senator_json | safe }}
 59 | 
 60 | 	d3.json("/static/images/convertedstates.json", function(error, states) {
 61 | 		// From Making D3 Charts responsive
 62 | 		var margin = {top: 10, left: 10, bottom: 10, right: 10},
 63 | 			width = parseInt(d3.select('#box').style('width')),
 64 | 			width = width - margin.left - margin.right,
 65 | 			mapRatio = .5,
 66 | 			height = width * mapRatio;
 67 | 
 68 | 		// Append SVG canvas to the DOM.
 69 | 		var svg = d3.select("#box")
 70 | 					.append("svg")
 71 | 					.attr("width", width)
 72 | 					.attr("height", height);
 73 | 
 74 | 		var states = topojson.feature(states, states.objects.states);
 75 | 		states.features.forEach(function(state){
 76 | 			state.properties.senators = senators[state.id];
 77 | 		});
 78 | 
 79 | 		var projection = d3.geo.albersUsa()
 80 | 						   .scale(width)
 81 | 						   .translate([width / 2, height / 2]);
 82 | 
 83 | 		var path = d3.geo.path()
 84 | 		.projection(projection);
 85 | 
 86 | 		// Append the newly-created path generator to the map.
 87 | 		svg.append("path")
 88 | 			.attr("class", "borders")
 89 | 			.datum(states)
 90 | 			.attr("d", path)
 91 | 			.style("fill", "black");
 92 | 
 93 | 		svg.selectAll('.states')
 94 | 			.data(states.features)
 95 | 			.enter()
 96 | 			.append('path')
 97 | 			.attr('class', function(d) {
 98 | 				return 'states' + d.id;
 99 | 			})
100 | 			.attr("stroke", "black")
101 | 			.on("mouseover", function(d){
102 | 				d3.select(this)
103 | 					.style("fill", "#eeeeee")
104 | 					.style("cursor", "pointer");
105 | 			})
106 | 			.on("mouseout", function(d){
107 | 				d3.select(this)
108 | 					.style("fill", "#bdbdbd ")
109 | 			})
110 | 			.on("click", function(d){
111 | 				var text = "<h5>" + d.id + ": ";
112 | 				d.properties.senators.forEach(function(senator){
113 | 					text += "<a href='senator/" + senator.id + "'>" + senator.senator + "</a>, ";
114 | 				});
115 | 				text = text.slice(0, -2); // Remove the trailing comma
116 | 				text += "</h5>"
117 | 				d3.select("#textbox")
118 | 					.html("")
119 | 					.append("text")
120 | 					.html(text);
121 | 			})
122 | 			.style("fill", "#bdbdbd ")
123 | 			.attr('d', path)
124 | 			});
125 | 	</script>
126 | {% endblock %}
127 | 


--------------------------------------------------------------------------------
/media-bias/settings.py:
--------------------------------------------------------------------------------
  1 | """
  2 | Django settings for MediaBias project.
  3 | 
  4 | Generated by 'django-admin startproject' using Django 1.9.1.
  5 | 
  6 | For more information on this file, see
  7 | https://docs.djangoproject.com/en/1.9/topics/settings/
  8 | 
  9 | For the full list of settings and their values, see
 10 | https://docs.djangoproject.com/en/1.9/ref/settings/
 11 | """
 12 | 
 13 | import os
 14 | 
 15 | # Build paths inside the project like this: os.path.join(BASE_DIR, ...)
 16 | BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
 17 | 
 18 | 
 19 | # Quick-start development settings - unsuitable for production
 20 | # See https://docs.djangoproject.com/en/1.9/howto/deployment/checklist/
 21 | 
 22 | # SECURITY WARNING: keep the secret key used in production secret!
 23 | 
 24 | # SECURITY WARNING: don't run with debug turned on in production!
 25 | DEBUG = True
 26 | 
 27 | ALLOWED_HOSTS = []
 28 | 
 29 | 
 30 | PROJECT_ROOT = os.path.dirname(os.path.abspath(__file__))
 31 | 
 32 | STATIC_ROOT = os.path.join(PROJECT_ROOT, 'staticfiles')
 33 | STATIC_URL = '/static/'
 34 | 
 35 | # Extra places for collectstatic to find static files.
 36 | STATICFILES_DIRS = (
 37 |     os.path.join(PROJECT_ROOT, 'static'),
 38 | )
 39 | 
 40 | STATICFILES_STORAGE = 'whitenoise.django.GzipManifestStaticFilesStorage'
 41 | 
 42 | # Application definition
 43 | 
 44 | INSTALLED_APPS = [
 45 |     'django.contrib.admin',
 46 |     'django.contrib.auth',
 47 |     'django.contrib.contenttypes',
 48 |     'django.contrib.sessions',
 49 |     'django.contrib.messages',
 50 |     'django.contrib.staticfiles',
 51 |     'django.contrib.humanize',
 52 |     'TwitterData',
 53 | ]
 54 | 
 55 | MIDDLEWARE_CLASSES = [
 56 |     'django.middleware.security.SecurityMiddleware',
 57 |     'django.contrib.sessions.middleware.SessionMiddleware',
 58 |     'django.middleware.common.CommonMiddleware',
 59 |     'django.middleware.csrf.CsrfViewMiddleware',
 60 |     'django.contrib.auth.middleware.AuthenticationMiddleware',
 61 |     'django.contrib.auth.middleware.SessionAuthenticationMiddleware',
 62 |     'django.contrib.messages.middleware.MessageMiddleware',
 63 |     'django.middleware.clickjacking.XFrameOptionsMiddleware',
 64 | ]
 65 | 
 66 | ROOT_URLCONF = 'media-bias.urls'
 67 | 
 68 | TEMPLATES = [
 69 |     {
 70 |         'BACKEND': 'django.template.backends.django.DjangoTemplates',
 71 |         'DIRS': [],
 72 |         'APP_DIRS': True,
 73 |         'OPTIONS': {
 74 |             'context_processors': [
 75 |                 'django.template.context_processors.debug',
 76 |                 'django.template.context_processors.request',
 77 |                 'django.contrib.auth.context_processors.auth',
 78 |                 'django.contrib.messages.context_processors.messages',
 79 |             ],
 80 |         },
 81 |     },
 82 | ]
 83 | 
 84 | WSGI_APPLICATION = 'media-bias.wsgi.application'
 85 | 
 86 | 
 87 | # Database
 88 | # https://docs.djangoproject.com/en/1.9/ref/settings/#databases
 89 | 
 90 | 
 91 | 
 92 | # Password validation
 93 | # https://docs.djangoproject.com/en/1.9/ref/settings/#auth-password-validators
 94 | 
 95 | AUTH_PASSWORD_VALIDATORS = [
 96 |     {
 97 |         'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator',
 98 |     },
 99 |     {
100 |         'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator',
101 |     },
102 |     {
103 |         'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator',
104 |     },
105 |     {
106 |         'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator',
107 |     },
108 | ]
109 | 
110 | 
111 | # Internationalization
112 | # https://docs.djangoproject.com/en/1.9/topics/i18n/
113 | 
114 | LANGUAGE_CODE = 'en-us'
115 | 
116 | TIME_ZONE = 'EST'
117 | 
118 | USE_I18N = True
119 | 
120 | USE_L10N = True
121 | 
122 | USE_TZ = True
123 | 
124 | 
125 | # Static files (CSS, JavaScript, Images)
126 | # https://docs.djangoproject.com/en/1.9/howto/static-files/
127 | 
128 | STATIC_URL = '/static/'
129 | 
130 | import dj_database_url
131 | 
132 | db_from_env = dj_database_url.config()
133 | DATABASES['default'].update(db_from_env)
134 | 


--------------------------------------------------------------------------------
/TwitterData/models.py:
--------------------------------------------------------------------------------
 1 | from __future__ import unicode_literals, division
 2 | from datetime import datetime
 3 | from time import sleep
 4 | import json
 5 | 
 6 | from django.db import models
 7 | from django.utils import timezone
 8 | 
 9 | 
10 | class Senator(models.Model):
11 |     """
12 |     Table that contains data about each senator currently serving other than
13 |     the ones currently running for president in 2016 (Cruz, Rubio, Sanders)
14 |     as they are major outliers.
15 | 
16 |     created_at: the time that the senator is entered.
17 |     updated_at: the last time that the senator was edited.
18 |     state: the state that the sentor serves.
19 |     name: the senator's name.
20 |     gender: the senator's gender.
21 |     party: the political party the senator belongs to.
22 |     search_terms: the terms that will be used in Twitter queries stored in a list.
23 |     For each senator, this will include their first name and last name together, their title and last name, and their twitter handle if they have one. Example: for Kelly Ayotte, her search terms would be entered as '["Kelly Ayotte", "Senator Ayotte", "@KellyAyotte"]'
24 |     election_year: the year that the senator faces re-election.
25 |     """
26 |     created_at = models.DateTimeField(auto_now_add=True, blank=True)
27 |     updated_at = models.DateTimeField(auto_now_add=True, blank=True)
28 |     state = models.TextField(null=True, blank=True)
29 |     name = models.TextField(null=True, blank=True)
30 |     gender = models.TextField(null=True, blank=True)
31 |     party = models.TextField(null=True, blank=True)
32 |     search_terms = models.TextField(null=True, blank=True)
33 |     election_year = models.TextField(null=True, blank=True)
34 | 
35 |     @property
36 |     def search_terms_as_list(self):
37 |         return json.dumps(search_terms)
38 | 
39 |     @property
40 |     def twitter_url(self):
41 |         return "https://twitter.com/" + self.search_terms_as_list[-1]
42 | 
43 | 
44 | class Search(models.Model):
45 |     """
46 |     Table that contains search results for a search on Twitter.
47 | 
48 |     created_at: the time that the senator is entered.
49 |     updated_at: the last time that the senator was edited.
50 |     senator: which senator the search results refer to.
51 |     search_term: the term that was searched on Twitter, from the search_terms array from the Senator table.
52 |     """
53 |     created_at = models.DateTimeField(auto_now_add=True, blank=True)
54 |     updated_at = models.DateTimeField(auto_now_add=True, blank=True)
55 |     senator = models.ForeignKey(Senator, on_delete=models.CASCADE, related_name="searches",
56 |                                 related_query_name="search")
57 |     search_term = models.TextField(null=True, blank=True)
58 | 
59 | 
60 | class Tweet(models.Model):
61 |     """
62 |     Table that contains a singular tweet about a candidate.
63 | 
64 |     created_at: the time that the senator is entered.
65 |     updated_at: the last time that the senator was edited.
66 |     search: references the search that the tweet came from.
67 |     tweet_id: the Twiter id for the tweet. Used to only add the tweets
68 |     user: the username that made a tweet.
69 |     user_followers: the number of followers a user has. Used as a proxy for throwaway accounts.
70 |     text: the tweet's text.
71 |     location: where the tweet was made, usually unavailable, but sometimes is there.
72 |     retweets: how many retweets the tweet got.
73 |     favorites: how many favorites the tweet got.
74 |     hashtags: any hashtags included in the tweet.
75 |     """
76 |     created_at = models.DateTimeField(auto_now_add=True, blank=True)
77 |     updated_at = models.DateTimeField(auto_now_add=True, blank=True)
78 |     search = models.ForeignKey(Search, on_delete=models.CASCADE, related_name="tweets",
79 |                                related_query_name="tweet")
80 |     tweet_id = models.BigIntegerField(null=True, blank=True)
81 |     user = models.TextField(null=True, blank=True)
82 |     user_followers = models.IntegerField(null=True, blank=True)
83 |     verified = models.BooleanField(blank=True, default=True)
84 |     text = models.TextField(null=True, blank=True)
85 |     tweeted_at = models.TextField(null=True, blank=True)
86 |     retweets = models.IntegerField(null=True, blank=True)
87 |     favorites = models.IntegerField(null=True, blank=True)
88 |     hashtags = models.TextField(null=True, blank=True)
89 |     polarity = models.FloatField(null=True, blank=True)
90 |     subjectivity = models.FloatField(null=True, blank=True)
91 | 
92 |     
93 | 


--------------------------------------------------------------------------------
/TwitterData/templates/TwitterData/search.html:
--------------------------------------------------------------------------------
  1 | {% extends 'TwitterData/base.html' %}
  2 | {% load humanize %}
  3 | 
  4 | {% block content %}
  5 | <h1 class="center">Tweets About: {{word}}</h1>
  6 | <div class="row"><b>Tweet Count: </b>{{ tweet_count }}</div>
  7 | <div class="row"><b>Average Positivity: </b>{{ polarity }}</div>
  8 | <div class="row"><b>Tweets by Verified Users: </b> {{ tweets_by_verified_users }}</div>
  9 | <div class="row"><b>Senators Maletioned by Verified Users: </b> {% for senator in senators_Maletioned_by_verified_users %}{{ senator }}{% if not forloop.last %}, {% endif %}{% endfor %} </div>
 10 | <div id="chartContainer"></div>
 11 | <h3 class="center">Differences in Discussion</h3>
 12 | <h5>The statistical difference field represents the p-value from an adjusted chi-square test. If the p-value is less than 0.05, there is evidence that the differences in discussion are statistically significant.</h5>
 13 |   <div class="row">
 14 |     <div class="col s12 m4">
 15 |       <div class="card-panel blue lighten-1">
 16 |         <span class="white-text">
 17 |           <h3 class="center">Tweets by Gender</h3>
 18 |           <h6><b>Tweets about Male Senators: </b>{{ male_tweets | intcomma }}</h6>
 19 |           <h6><b>Tweets about Female Senators: </b>{{ female_tweets | intcomma }}</h6>
 20 |           <h6 class="difference"><b>Statistical Difference: </b>{{ stat_difference_gender }}</h6>
 21 |         </span>
 22 |       </div>
 23 |     </div>
 24 |     <div class="col s12 m4">
 25 |       <div class="card-panel red lighten-1">
 26 |         <span class="white-text">
 27 |           <h3 class="center">Tweets by Party</h3>
 28 |           <h6><b>Tweets about Republican Senators: </b>{{ republican_tweets | intcomma }}</h6>
 29 |           <h6><b>Tweets about Democratic Senators: </b>{{ democratic_tweets | intcomma }}</h6>
 30 |           <h6 class="difference"><b>Statistical Difference: </b>{{ stat_difference_party }}</h6>
 31 |         </span>
 32 |       </div>
 33 |     </div>
 34 |     <div class="col s12 m4">
 35 |       <div class="card-panel grey lighten-1">
 36 |         <span class="white-text">
 37 |           <h3 class="center">Tweets about Women by Party</h3>
 38 |           <h6><b>Tweets about Republican Female Senators: </b>{{ female_republican_tweets | intcomma }}</h6>
 39 |           <h6><b>Tweets about Democratic Female Senators: </b>{{ female_democrat_tweets | intcomma }}</h6>
 40 |           <h6 class="difference"><b>Statistical Difference: </b>{{ stat_difference_women}}</h6>
 41 |         </span>
 42 |       </div>
 43 |     </div>
 44 |   </div>
 45 |   <div class="row">
 46 |     <div class="col s12 m4">
 47 |       <div class="card-panel grey darken-1">
 48 |         <span class="white-text">
 49 |           <h3 class="center">Tweets about Men by Party</h3>
 50 |           <h6><b>Tweets about Republican Male Senators: </b>{{ male_republican_tweets | intcomma }}</h6>
 51 |           <h6><b>Tweets about Democratic Male Senators: </b>{{ male_democrat_tweets | intcomma }}</h6>
 52 |           <h6 class="difference"><b>Statistical Difference: </b>{{ stat_difference_men }}</h6>
 53 |         </span>
 54 |       </div>
 55 |     </div>
 56 |     <div class="col s12 m4">
 57 |       <div class="card-panel red lighten-3">
 58 |         <span class="white-text">
 59 |           <h3 class="center">Tweets about Republicans by Gender</h3>
 60 |           <h6><b>Tweets about Republican Male Senators: </b>{{ male_republican_tweets | intcomma }}</h6>
 61 |           <h6><b>Tweets about Republican Female Senators: </b>{{ female_republican_tweets | intcomma }}</h6>
 62 |           <h6 class="difference"><b>Statistical Difference: </b>{{ stat_difference_republicans }}</h6>
 63 |         </span>
 64 |       </div>
 65 |     </div>
 66 |     <div class="col s12 m4">
 67 |       <div class="card-panel blue lighten-3">
 68 |         <span class="white-text">
 69 |           <h3 class="center">Tweets about Democrats by Gender</h3>
 70 |           <h6><b>Tweets about Democratic Male Senators: </b>{{ male_democrat_tweets | intcomma }}</h6>
 71 |           <h6><b>Tweets about Democratic Female Senators: </b>{{ female_democrat_tweets | intcomma }}</h6>
 72 |           <h6 class="difference"><b>Statistical Difference: </b>{{ stat_difference_democrats }}</h6>
 73 |         </span>
 74 |       </div>
 75 |     </div>
 76 |   </div>
 77 |   <div class="row">
 78 |     <div class="card-panel red lighten-1">
 79 |       <span class="white-text">
 80 |         <h3 class="center">Total Tweets by Group</h3>
 81 |         <div class="col m6 center">
 82 |           <h6><b>Tweets about Democratic Male Senators: </b>{{ male_democrat_tweets | intcomma }}</h6>
 83 |           <h6><b>Tweets about Democratic Female Senators: </b>{{ female_democrat_tweets | intcomma }}</h6>
 84 |         </div>
 85 |         <div class="col m6 center">
 86 |           <h6><b>Tweets about Republican Male Senators: </b>{{ male_republican_tweets | intcomma }}</h6>
 87 |           <h6><b>Tweets about Republican Female Senators: </b>{{ female_republican_tweets | intcomma }}</h6>
 88 |         </div>
 89 |         <h6 class="difference center"><b>Statistical Difference: </b>{{ stat_difference_party_gender }}</h6>
 90 |       </span>
 91 |     </div>
 92 |   </div>
 93 | </div>
 94 | {% endblock %}
 95 | 
 96 | {% block javascript %}
 97 |   <script type="text/javascript" src="https://www.gstatic.com/charts/loader.js"></script>
 98 |   <script>
 99 |   $(document).ready(function(){
100 |       // Render the chart
101 |       // Similar to example found here: https://google-developers.appspot.com/chart/interactive/docs/gallery/columnchart
102 |       google.charts.load("current", {packages:["corechart"]});
103 |       google.charts.setOnLoadCallback(drawChart);
104 | 
105 |       function drawChart() {
106 |         var count_by_senator = {{ count_by_senator | safe }}
107 |         var data = [["Senator", "Count"]];
108 | 
109 |         for (var senator in count_by_senator){
110 |           data.push([senator, count_by_senator[senator]])
111 |         };
112 | 
113 |         var data = google.visualization.arrayToDataTable(data);
114 |         var view = new google.visualization.DataView(data);
115 | 
116 |         var options = {
117 |           title: "Mentions Per Senator",
118 |           width: '100%',
119 |           height: 800,
120 |           bar: { groupWidth: "95%" },
121 |           legend: { position: "none" },
122 |           fontName: 'roboto',
123 |           titleTextStyle:{
124 |             color: "black",
125 |             fontSize: 22,
126 |             fontName: "roboto"
127 |           },
128 |           colors:['#FF3B3F'],
129 |           chartArea: {'width': '80%', 'height': '80%'},
130 |         };
131 | 
132 |         var chart = new google.visualization.BarChart(document.getElementById("chartContainer"));
133 |         chart.draw(view, options);
134 |       }
135 |     })
136 |   </script>
137 | {% endblock %}
138 | 


--------------------------------------------------------------------------------
/TwitterData/templates/TwitterData/overall_summary.html:
--------------------------------------------------------------------------------
  1 | {% extends 'TwitterData/base.html' %}
  2 | 
  3 | {% block content %}
  4 |   <h1 class="center">Political Discussion on Twitter</h1>
  5 |   <h5 class="center">Click on the Graphs to Filter by Individual Senator or Demographic Group</h5>
  6 |   <div class="row">
  7 |     <div class="col l3 s12" id="ring_charts">
  8 |       <div class="row center">
  9 |         <h4 class="lighten"> Gender </h4>
 10 |         <div id="chart-ring-gender"></div>
 11 |       </div>
 12 |       <div class="row center">
 13 |         <h4 class="lighten">Party </h4>
 14 |         <div id="chart-ring-party"></div>
 15 |       </div>
 16 |       <div class="row center">
 17 |         <h4 class="lighten"> Reelection Year </h4>
 18 |         <div id="chart-ring-electionyear"></div>
 19 |       </div>
 20 |     </div>
 21 | 
 22 |     <div class="col m9" id="hi">
 23 |       <div class="row center">
 24 |         <h4> Tweet Count </h4>
 25 |         <div id="chart-bar-tweetcount"></div>
 26 |       </div>
 27 |       <div class="row center">
 28 |         <div class="col m3">
 29 |           <div class="row">
 30 |             <h5>Senators</h5>
 31 |           </div>
 32 |           <div class="row">
 33 |             <div id="senators-displayed" class="text center-align"></div>
 34 |           </div>
 35 |         </div>
 36 |         <div class="col m3 left-align">
 37 |           <div class="row">
 38 |             <h5>Total Tweets</h5>
 39 |           </div>
 40 |           <div class="row">
 41 |             <div class="center-align" id="tweets-displayed"></div>
 42 |           </div>
 43 |         </div>
 44 |         <div class="col m3">
 45 |           <div class="row">
 46 |             <h5>Avg. Tweets</h5>
 47 |           </div>
 48 |           <div class="row">
 49 |             <div class="center-align" id="average-tweets-display"></div>
 50 |           </div>
 51 |         </div>
 52 |         <div class="col m3">
 53 |           <div class="row">
 54 |             <h5>Avg. Positivity</h5>
 55 |           </div>
 56 |           <div class="row">
 57 |             <div class="center-align" id="average-polarity-display"></div>
 58 |           </div>
 59 |         </div>
 60 |       </div>
 61 |     </div>
 62 |   </div>
 63 | 
 64 |   <div class="row">
 65 |     <h1 class="center">Selected Senators</h1>
 66 |   </div>
 67 |   <div class="row">
 68 |     <table class="table responsive-table centered striped" id="dc-data-table">
 69 |     	<thead>
 70 |       	<tr class="header">
 71 |       		<th>State</th>
 72 |           <th>Senator</th>
 73 |           <th>Party</th>
 74 |           <th>Positivity</th>
 75 |           <th>Tweet Count</th>
 76 |           <th>Reelection Year</th>
 77 |       	</tr>
 78 |       </thead>
 79 |     </table>
 80 |   </div>
 81 | {% endblock %}
 82 | 
 83 | {% block javascript %}
 84 | <script type="text/javascript" src="https://rawgithub.com/NickQiZhu/dc.js/master/web/js/crossfilter.js"></script>
 85 | <script src = 'https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.16/d3.min.js' type = "text/javascript"></script>
 86 | <script src= "http://cdnjs.cloudflare.com/ajax/libs/dc/1.7.5/dc.min.js" type="text/javascript"></script>
 87 | <script>
 88 | 	var data = {{ senator_data | safe }}
 89 |   var senators = {{ senator_list | safe }}
 90 |   var ndx = crossfilter(data);
 91 | 
 92 |   var genderRingChart   = dc.pieChart("#chart-ring-gender");
 93 |   var genderDim  = ndx.dimension(function(d) {return d.gender;});
 94 |   var gender_total = genderDim.group();
 95 | 
 96 |   var partyRingChart = dc.pieChart("#chart-ring-party")
 97 |   var partyDim  = ndx.dimension(function(d) {return d.party;});
 98 |   var party_total = partyDim.group();
 99 | 
100 |   var electionyearRingChart = dc.pieChart("#chart-ring-electionyear")
101 |   var electionyearDim  = ndx.dimension(function(d) {return d.election_year;});
102 |   var electionyear_total = electionyearDim.group();
103 | 
104 |   var tweetCountBarChart = dc.barChart("#chart-bar-tweetcount");
105 |   var tweetDim = ndx.dimension(function(d) {return d.name;});
106 |   var tweet_total = tweetDim.group().reduceSum(function(d) {return d.num_tweets});
107 | 
108 |   var countSenatorsDisplay = dc.numberDisplay("#senators-displayed")
109 |   var sumTweetsDisplay = dc.numberDisplay("#tweets-displayed")
110 |   var averageTweetsDisplay =  dc.numberDisplay("#average-tweets-display")
111 |   var averagePolarityDisplay =  dc.numberDisplay("#average-polarity-display")
112 | 
113 |   var number_total = ndx.groupAll().reduceCount(function(d) {return d.num_tweets});
114 |   var number_tweets_total = ndx.groupAll().reduceSum(function(d) {return d.num_tweets})
115 | 
116 | 
117 |   var averages = ndx.groupAll().reduce(
118 |       function(p, v){
119 |           p.count++;
120 |           p.sum += v.num_tweets;
121 |           p.polarity += (v.avg_polarity * 100);
122 |           p.avg = d3.round((p.sum / p.count), 2);
123 |           p.polarity_avg = d3.round((p.polarity / p.count), 2);
124 |           return p;
125 |       },
126 |       function(p, v){
127 |           p.count--;
128 |           p.sum -= v.num_tweets;
129 |           p.polarity -= (v.avg_polarity * 100);
130 |           p.avg = d3.round((p.sum / p.count), 2);
131 |           p.polarity_avg = d3.round((p.polarity / p.count), 2);
132 |           return p;
133 |       },
134 |       function(){
135 |           return{
136 |               count: 0,
137 |               avg: 0,
138 |               sum: 0,
139 |               polarity: 0,
140 |               polarity_avg: 0,
141 |           }
142 |       }
143 |   )
144 | 
145 |   averageTweetsDisplay
146 |       .group(averages)
147 |       .valueAccessor(function(d) {return d.avg;})
148 | 
149 |   sumTweetsDisplay
150 |       .group(number_tweets_total)
151 |       .valueAccessor(function(d) {return d;})
152 | 
153 |   countSenatorsDisplay
154 |       .group(number_total)
155 |       .valueAccessor(function(d) {return d;})
156 | 
157 |   averagePolarityDisplay
158 |       .group(averages)
159 |       .valueAccessor(function(d) {return d.polarity_avg;})
160 | 
161 |   genderRingChart
162 |       // .width(130).height(130)
163 |       // .margins({top: 20, left: 10, right: 10, bottom: 20})
164 |       .colors(['#ef5350', '#42a5f5'])
165 |       .dimension(genderDim)
166 |       .group(gender_total)
167 |       .innerRadius(0)
168 | 
169 |   partyRingChart
170 |       // .width(130).height(130)
171 |       .colors(['#42a5f5', '#9e9e9e', '#ef5350'])
172 |       .dimension(partyDim)
173 |       .group(party_total)
174 |       .innerRadius(0);
175 | 
176 |   electionyearRingChart
177 |       .colors(['#ef5350', '#9e9e9e', '#42a5f5'])
178 |       .dimension(electionyearDim)
179 |       .group(electionyear_total)
180 |       .innerRadius(0);
181 | 
182 |    tweetCountBarChart
183 |       .width(document.getElementById("hi").clientWidth)
184 |       .height(600)
185 |       .margins({top: 10, right: 50, bottom: 30, left: 40})
186 |       .colors(['#ef5350', '#9e9e9e', '#42a5f5'])
187 |       .dimension(tweetDim)
188 |       .group(tweet_total)
189 |       .x(d3.scale.ordinal().domain(senators))
190 |       .xUnits(dc.units.ordinal)
191 |       .elasticY(true)
192 |       .yAxisLabel("")
193 |       .xAxisLabel("Senator (Hover for Name)")
194 | 
195 |   tweetCountBarChart.xAxis().tickFormat(function(v) { return ""; });
196 | 
197 |   var datatable = dc.dataTable("#dc-data-table");
198 | 
199 |   datatable
200 |       .dimension(genderDim)
201 |       .group(function(d) {return "";})
202 |       .size(100)
203 |       .columns([
204 |           function(d) {return d.state;},
205 |           function(d) {return "<a href = '/senator/"+d.id+"'>"+d.name +"</a>";},
206 |           function(d) {return d.party;},
207 |           function(d) {return d3.round(d.avg_polarity * 100, 3);},
208 |           function(d) {return d.num_tweets.toLocaleString();},
209 |           function(d) {return d.election_year},
210 |       ])
211 |       .order(d3.ascending)
212 |       .sortBy(function(d){ return d.num_tweets; })
213 | 
214 |   	dc.renderAll();
215 | 
216 | </script>
217 | {% endblock %}
218 | 


--------------------------------------------------------------------------------
/TwitterData/views.py:
--------------------------------------------------------------------------------
  1 | import json
  2 | import ast
  3 | import string
  4 | 
  5 | from django.shortcuts import render, get_object_or_404
  6 | from django.db.models import Avg, Count
  7 | from django.http import HttpResponse
  8 | from collections import Counter, OrderedDict
  9 | from scipy.stats import chisquare
 10 | 
 11 | from .models import *
 12 | 
 13 | WORDS_TO_EXCLUDE = ["", "-", "the", "rt", "of", "to", "a", "i", "is", "on", "in", "he", "she",
 14 |                     "from", "for", "all", "and", "can", "how", "about", "at", "&amp;", "by",
 15 |                     "didn't", "these", "that", "been", "up", "has", "via", "our", "get", "go",
 16 |                     "are", "gets", "why", "says", " ", "you", "her", "his", "be", "this", "as",
 17 |                     "we", "with", "out", "if", "no", "so", "do", "it", "  ", "   ", "senator",
 18 |                     "an", "or", "but", "who", "its", "any", "r", "amp", " ", "\n","their", "my"]
 19 | 
 20 | CHARS_TO_EXCLUDE = set(string.punctuation)
 21 | 
 22 | def index(request):
 23 |     """Home page with links to other views"""
 24 |     senators = Senator.objects.all()
 25 | 
 26 |     senator_json = {}
 27 |     for senator in senators:
 28 |         senator_data = {"senator": senator.name, "id": senator.id}
 29 |         if senator_json.get(senator.state):
 30 |             senator_json[senator.state].append(senator_data)
 31 |         else:
 32 |             senator_json[senator.state] = [senator_data]
 33 | 
 34 |     return render(request, 'TwitterData/index.html', {'senators': senators,
 35 | 				  'senator_json': json.dumps(senator_json)})
 36 | 
 37 | 
 38 | def analysis(request):
 39 |     """Home page with links to other views"""
 40 |     return render(request, 'TwitterData/analysis.html')
 41 | 
 42 | 
 43 | def about(request):
 44 |     """Home page with links to other views"""
 45 |     return render(request, 'TwitterData/about.html')
 46 | 
 47 | 
 48 | def count_words_used(tweets, hashtags):
 49 |     """
 50 |     Args:
 51 |         tweets: a queryset of tweets which the user wishes to see the count of hashtags
 52 |         hashtags: boolean that states whether or not the terms are hatags
 53 |     Returns:
 54 |         hashtag_count: an ordered dictionary of the hashtags used in the tweets
 55 |     """
 56 |     word_list = []
 57 |     if hashtags:
 58 |         for tweet in tweets:
 59 |             # ast.literal_eval() is correction for improper database save
 60 |             word_list.extend(ast.literal_eval(tweet.hashtags))
 61 |     else:
 62 |         for tweet in tweets:
 63 |             tweet = "".join(char for char in tweet.text if char not in CHARS_TO_EXCLUDE)
 64 |             word_list += tweet.replace('"','').replace("'","").lower().split(' ')
 65 | 
 66 | 
 67 |     word_count = Counter(word_list)
 68 | 
 69 |     if not hashtags:
 70 |         for word in WORDS_TO_EXCLUDE:
 71 |             try:
 72 |                 del word_count[word]
 73 |             except KeyError:
 74 |                 pass
 75 | 
 76 |     return word_count.most_common(100)
 77 | 
 78 | 
 79 | def search_for_word(request, word):
 80 |     """
 81 |     Args:
 82 |         request: https request
 83 |         word: a search term
 84 |     Returns:
 85 |         request: https request
 86 |         'TwitterData/search.html': the html view to render
 87 |         JSON object of variables to render in the view
 88 |     """
 89 |     tweets = Tweet.objects.filter(text__icontains=word)
 90 |     tweet_count = tweets.count()
 91 |     tweets_by_verified_users = tweets.filter(verified=True).count()
 92 |     senators_mentioned_by_verified_users = tweets.filter(verified=True).order_by().values_list('search__senator__name', flat = True).distinct()
 93 |     female_republican_tweets = tweets.filter(search__senator__gender="Female", search__senator__party = "Republican").count()
 94 |     male_republican_tweets = tweets.filter(search__senator__gender="Male", search__senator__party="Republican").count()
 95 |     female_democrat_tweets = tweets.filter(search__senator__party="Democratic", search__senator__gender="Female").count()
 96 |     male_democrat_tweets = tweets.filter(search__senator__party="Democratic", search__senator__gender="Male").count()
 97 | 
 98 |     female_tweets = female_republican_tweets + female_democrat_tweets
 99 |     male_tweets = male_democrat_tweets + male_republican_tweets
100 |     republican_tweets = female_republican_tweets + male_republican_tweets
101 |     democratic_tweets = female_democrat_tweets + male_democrat_tweets
102 | 
103 |     senators_mentioned = tweets.order_by().values_list('search__senator__name', flat=True).distinct()
104 | 
105 |     senators_mentioned_count = Counter(tweets.order_by().values_list('search__senator__name', flat=True))
106 |     senators_mentioned_count = OrderedDict(sorted(senators_mentioned_count.iteritems(), key=lambda x:-x[1])[:20])
107 | 
108 |     tweets_with_polarity = tweets.exclude(polarity__isnull=True)
109 |     avg_polarity = [tweet.polarity for tweet in tweets_with_polarity]
110 | 
111 |     if len(avg_polarity) > 0:
112 |         avg_polarity = round(sum(avg_polarity)/len(avg_polarity), 4)
113 |     else:
114 |         avg_polarity = 0
115 | 
116 |     stat_difference_gender = chisquare([male_tweets, female_tweets], f_exp=[(tweet_count * 77/100), (tweet_count * 20/100)])
117 |     stat_difference_party = chisquare([republican_tweets, democratic_tweets], f_exp=[(tweet_count * 52/100), (tweet_count * 45/100)])
118 | 
119 |     stat_difference_republicans = chisquare([female_republican_tweets, male_republican_tweets], f_exp=[(tweet_count * 6/100), (tweet_count * 46/100)])
120 |     stat_difference_democrats = chisquare([female_democrat_tweets, male_democrat_tweets], f_exp=[(tweet_count * 14/100), (tweet_count * 30/100)])
121 | 
122 |     stat_difference_women = chisquare([female_republican_tweets, female_democrat_tweets], f_exp=[(tweet_count * 6/100), (tweet_count * 13/100)])
123 |     stat_difference_men = chisquare([male_republican_tweets, male_democrat_tweets], f_exp=[(tweet_count * 46/100), (tweet_count * 30/100)])
124 | 
125 |     stat_difference_party_gender = chisquare([female_republican_tweets, female_democrat_tweets, male_democrat_tweets, male_republican_tweets], f_exp = [(tweet_count * 6/100), (tweet_count * 14/100), (tweet_count * 46/100), (tweet_count * 30/100)])
126 | 
127 |     return render(request, 'TwitterData/search.html', {'word':word, 'tweet_count':tweet_count,
128 |      'count_by_senator':json.dumps(senators_mentioned_count),
129 |      'tweets_by_verified_users': tweets_by_verified_users,
130 |      'senators_mentioned_by_verified_users': senators_mentioned_by_verified_users,
131 |      'polarity':avg_polarity, 'senators_mentioned':senators_mentioned, 'stat_difference_party':round(stat_difference_party[1], 4),
132 |      'stat_difference_gender':round(stat_difference_gender[1], 4), 'female_tweets':female_tweets, 'male_tweets':male_tweets,
133 |      'republican_tweets': republican_tweets, 'democratic_tweets': democratic_tweets,
134 |      'female_republican_tweets': female_republican_tweets, 'male_republican_tweets': male_republican_tweets,
135 |      'female_democrat_tweets': female_democrat_tweets, 'male_democrat_tweets': male_democrat_tweets,
136 |      'stat_difference_democrats':round(stat_difference_democrats[1],4), 'stat_difference_republicans':round(stat_difference_republicans[1],4),
137 |      'stat_difference_men':round(stat_difference_men[1],4), 'stat_difference_women':round(stat_difference_women[1],4), 'stat_difference_party_gender':round(stat_difference_party_gender[1],4)})
138 | 
139 | 
140 | def senator_data(request, pk):
141 |     """
142 |     Args:
143 |         request: https request
144 |         pk: primary key (id) of the senator of interest
145 |     Returns:
146 |         request: https request
147 |         'TwitterData/senator_data.html': the html view to render
148 |         JSON object of variables to render in the view
149 |     """
150 |     senator = Senator.objects.get(id=pk)
151 |     searches = senator.searches.all()
152 |     tweets = Tweet.objects.filter(search__in=searches)
153 |     tweet_count = len(tweets)
154 |     avg_polarity = tweets.aggregate(Avg('polarity'))
155 | 
156 |     most_used_words = count_words_used(tweets, False)
157 | 
158 |     most_used_hashtags = count_words_used(tweets, True)
159 | 
160 |     print most_used_words
161 |     context = {
162 |                'senator': senator,
163 |                'tweet_count': tweet_count,
164 |                'avg_polarity': avg_polarity,
165 |                'most_used_words': most_used_words,
166 |                'most_used_hashtags': most_used_hashtags
167 |                }
168 |     return render(request, 'TwitterData/senator_data.html', context)
169 | 
170 | 
171 | def overall_summary(request):
172 |     tweet_count = Tweet.objects.all().count()
173 |     avg_polarity = round(Tweet.objects.all().aggregate(Avg('polarity'))["polarity__avg"],4)
174 |     senators = Senator.objects.annotate(avg_polarity = Avg('search__tweet__polarity')).annotate(num_tweets = Count('search__tweet')).order_by('-num_tweets')
175 | 
176 |     senator_data = []
177 | 
178 |     for senator in senators:
179 |         temp = {}
180 |         temp["id"] = senator.id
181 |         temp["name"] = senator.name
182 |         temp["state"] = senator.state
183 |         temp["gender"] = senator.gender
184 |         temp["party"] = senator.party
185 |         temp["election_year"] = senator.election_year
186 |         temp["avg_polarity"] = senator.avg_polarity
187 |         temp["num_tweets"] = senator.num_tweets
188 |         senator_data.append(temp)
189 | 
190 |     senator_list = [senator.name for senator in senators]
191 | 
192 |     return render(request, 'TwitterData/overall_summary.html', {'tweet_count': tweet_count, 'avg_polarity':avg_polarity, 'senators':senators, 'senator_data': json.dumps(senator_data), 'senator_list': json.dumps(senator_list)})
193 | 


--------------------------------------------------------------------------------
/TwitterData/static/images/convertedstates.json:
--------------------------------------------------------------------------------
1 | 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