-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathData-Modelling.html
More file actions
386 lines (357 loc) · 23.9 KB
/
Data-Modelling.html
File metadata and controls
386 lines (357 loc) · 23.9 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
<!DOCTYPE html>
<html style="font-size: 16px;" lang="en">
<head>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta charset="utf-8">
<meta name="keywords" content="">
<meta name="description" content="">
<title>Data Modelling</title>
<link rel="stylesheet" href="nicepage.css" media="screen">
<link rel="stylesheet" href="Data-Modelling.css" media="screen">
<script class="u-script" type="text/javascript" src="jquery.js" defer=""></script>
<script class="u-script" type="text/javascript" src="nicepage.js" defer=""></script>
<meta name="generator" content="Nicepage 5.10.8, nicepage.com">
<link rel="icon" href="images/favicon1.png">
<link id="u-theme-google-font" rel="stylesheet"
href="https://fonts.googleapis.com/css?family=Roboto:100,100i,300,300i,400,400i,500,500i,700,700i,900,900i|Open+Sans:300,300i,400,400i,500,500i,600,600i,700,700i,800,800i">
<script type="application/ld+json">{
"@context": "http://schema.org",
"@type": "Organization",
"name": "VaccineVerity",
"logo": "images/favicon1.png?rand=72be"
}</script>
<meta name="theme-color" content="#00acee">
<meta property="og:title" content="Data Modelling">
<meta property="og:description" content="">
<meta property="og:type" content="website">
<meta data-intl-tel-input-cdn-path="intlTelInput/">
</head>
<body class="u-body u-xl-mode" data-lang="en">
<header class="u-clearfix u-header u-sticky u-sticky-5f9f u-white u-header" id="sec-ec7c">
<div class="u-clearfix u-sheet u-sheet-1">
<a class="u-image u-logo u-image-1" data-image-width="640" data-image-height="640">
<img src="images/favicon1.png?rand=72be" class="u-logo-image u-logo-image-1">
</a>
<nav class="u-menu u-menu-dropdown u-offcanvas u-menu-1">
<div class="menu-collapse"
style="font-size: 1rem; letter-spacing: 0px; text-transform: uppercase; font-weight: 700;">
<a class="u-button-style u-custom-active-border-color u-custom-border u-custom-border-color u-custom-borders u-custom-color u-custom-hover-border-color u-custom-left-right-menu-spacing u-custom-padding-bottom u-custom-text-active-color u-custom-text-color u-custom-text-decoration u-custom-text-hover-color u-custom-text-shadow u-custom-top-bottom-menu-spacing u-nav-link u-text-active-palette-1-base u-text-hover-palette-2-base"
href="#">
<svg class="u-svg-link" viewBox="0 0 24 24">
<use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#menu-hamburger"></use>
</svg>
<svg class="u-svg-content" version="1.1" id="menu-hamburger" viewBox="0 0 16 16" x="0px" y="0px"
xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg">
<g>
<rect y="1" width="16" height="2"></rect>
<rect y="7" width="16" height="2"></rect>
<rect y="13" width="16" height="2"></rect>
</g>
</svg>
</a>
</div>
<div class="u-custom-menu u-nav-container">
<ul class="u-nav u-spacing-20 u-unstyled u-nav-1">
<li class="u-nav-item"><a
class="u-border-active-custom-color-3 u-border-hover-custom-color-3 u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4"
href="index.html" style="padding: 10px;">Home</a>
</li>
<li class="u-nav-item"><a
class="u-border-active-custom-color-3 u-border-hover-custom-color-3 u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4"
href="Action-Plan.html" style="padding: 10px;">Action Plan</a>
</li>
<li class="u-nav-item"><a
class="u-border-active-custom-color-3 u-border-hover-custom-color-3 u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4"
rel="nofollow" style="padding: 10px;">Data</a>
<div class="u-nav-popup">
<ul class="u-border-1 u-border-grey-30 u-h-spacing-21 u-nav u-unstyled u-v-spacing-17">
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Collection.html">Data Collection</a>
<div class="u-nav-popup">
<ul class="u-border-1 u-border-grey-30 u-h-spacing-21 u-nav u-unstyled u-v-spacing-17">
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Collection.html#carousel_d27b">Tweets</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Collection.html#carousel_2ab3">Dataset</a>
</li>
</ul>
</div>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html">Data Exploration</a>
<div class="u-nav-popup">
<ul class="u-border-1 u-border-grey-30 u-h-spacing-21 u-nav u-unstyled u-v-spacing-17">
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Google-Colab-Code.html">Google Colab Code</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#sec-7a91">Data Preprocessing</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#carousel_267c">Handling Missing Values</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#carousel_35ed">Ensuring Formatting Consistency</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#carousel_22b9">Categorical Data Encoding</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#carousel_0803">Handling Outliers</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#carousel_fff1">Normalization/Standardization/Scaling</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Exploration.html#carousel_13f0">Natural Language Processing</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Time-Series-Analysis.html">Time Series Analysis</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Time-Series-Analysis.html#carousel_c843">Interpolation</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Time-Series-Analysis.html#carousel_5971">Binning</a>
</li>
</ul>
</div>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Visualization.html">Data Visualization</a>
<div class="u-nav-popup">
<ul class="u-border-1 u-border-grey-30 u-h-spacing-21 u-nav u-unstyled u-v-spacing-17">
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Visualization.html#carousel_05e7">Types of Plots</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Visualization.html#carousel_c843">Scatterplots/Histograms</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Visualization.html#carousel_b060">Heat Maps</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Visualization-Bar.html">Bar/Swarm/Violin Plots</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Visualization-Bar.html#carousel_3262">Line Graphs</a>
</li>
</ul>
</div>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Modelling.html">Data Modelling</a>
<div class="u-nav-popup">
<ul class="u-border-1 u-border-grey-30 u-h-spacing-21 u-nav u-unstyled u-v-spacing-17">
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Modelling.html#sec-1ee7">Data Binning</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Modelling.html#carousel_80ac">Topic Clustering Using LDA and t-SNE</a>
</li>
</ul>
</div>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Communication.html">Data Communication</a>
<div class="u-nav-popup">
<ul class="u-border-1 u-border-grey-30 u-h-spacing-21 u-nav u-unstyled u-v-spacing-17">
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Communication.html#sec-0e94">Results</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Communication.html#carousel_a6ec">Conclusion</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Communication.html#carousel_7d61">Acknowledgments</a>
</li>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Communication.html#carousel_ed46">References</a>
<li class="u-nav-item"><a
class="u-active-white u-button-style u-nav-link u-text-active-custom-color-4 u-text-custom-color-8 u-text-hover-custom-color-4 u-white"
href="Data-Communication.html#carousel_8aad">The Vaxplorers Team</a>
</li>
</ul>
</div>
</li>
</ul>
</div>
</li>
</ul>
</div>
</nav>
<img class="u-image u-image-contain u-image-default u-image-2" src="images/VACCINEVERITYLOGO.jpg" alt=""
data-image-width="766" data-image-height="115">
</div>
<style class="u-sticky-style" data-style-id="5f9f">
.u-sticky-fixed.u-sticky-5f9f,
.u-body.u-sticky-fixed .u-sticky-5f9f {
box-shadow: 0px 2px 8px 0px rgba(128, 128, 128, 1) !important
}
</style>
</header>
<section class="u-clearfix u-gradient u-section-1" id="sec-1ee7">
<div class="u-clearfix u-sheet u-sheet-1">
<div class="u-container-style u-expanded-width u-group u-radius-50 u-shape-round u-white u-group-1"
data-animation-name="customAnimationIn" data-animation-duration="1500" data-animation-direction="">
<div class="u-container-layout u-valign-middle u-container-layout-1">
<h3 class="gradient u-text u-text-default u-text-1">Data Modelling</h3>
</div>
</div>
<div class="u-container-style u-group u-radius-50 u-shape-round u-white u-group-2"
data-animation-name="customAnimationIn" data-animation-duration="1500" data-animation-direction="X">
<div class="u-container-layout u-container-layout-2">
<h3 class="gradient u-text u-text-default u-text-2">Data Binning</h3>
</div>
</div>
<div
class="u-align-justify u-container-style u-expanded-width u-group u-radius-50 u-shape-round u-white u-group-3"
data-animation-name="customAnimationIn" data-animation-duration="1500">
<div class="u-container-layout u-container-layout-3">
<div class="u-table u-table-responsive u-table-1">
<table class="u-table-entity u-table-entity-1">
<colgroup>
<col width="50%">
<col width="50%">
</colgroup>
<thead class="u-table-header u-table-header-1">
<tr style="height: 67px;">
<th class="u-custom-color-1 u-table-cell u-table-cell-1"> Category</th>
<th class="u-custom-color-1 u-table-cell u-table-cell-2"> Count</th>
</tr>
</thead>
<tbody class="u-table-body u-table-body-1">
<tr style="height: 67px;">
<td class="u-border-2 u-border-grey-30 u-table-cell"> Social-political context</td>
<td class="u-border-2 u-border-grey-30 u-table-cell"> 95</td>
</tr>
<tr style="height: 67px;">
<td class="u-border-2 u-border-grey-30 u-table-cell"> Economic context</td>
<td class="u-border-2 u-border-grey-30 u-table-cell">35</td>
</tr>
<tr style="height: 67px;">
<td class="u-border-2 u-border-grey-30 u-table-cell"> Racial context</td>
<td class="u-border-2 u-border-grey-30 u-table-cell">40</td>
</tr>
<tr style="height: 67px;">
<td class="u-border-2 u-border-grey-30 u-table-cell"> Religious context</td>
<td class="u-border-2 u-border-grey-30 u-table-cell">10</td>
</tr>
<tr style="height: 67px;">
<td class="u-border-2 u-border-grey-30 u-table-cell">Cultural context</td>
<td class="u-border-2 u-border-grey-30 u-table-cell">17</td>
</tr>
<tr style="height: 67px;">
<td class="u-border-2 u-border-grey-30 u-table-cell">None</td>
<td class="u-border-2 u-border-grey-30 u-table-cell">18</td>
</tr>
</tbody>
</table>
</div>
<p class="u-text u-text-custom-color-12 u-text-3"> The manual binning process involves categorizing online
content based on keywords related to race, religion, culture, economy, and socio-politics. By examining
these categories in the context of COVID-19 vaccine conspiracy theories, researchers have found that the
social-political context plays a significant role in their spread. This introduction explores the outcomes
of binning and highlights the importance of the social-political factor in the proliferation of these
theories.</p>
<p class="u-text u-text-custom-color-12 u-text-4"> The results show that the most common conspiracy theories
about COVID-19 vaccines are related to the social-political context. This is consistent with the results of
the time series analysis, which showed that the number of tweets about COVID-19 vaccines has increased over
time. The results of the binning and time series analysis <span style="font-weight: 700;">suggest that
social-political context is a significant factor in the spread of conspiracy theories about COVID-19
vaccines.</span>
</p>
</div>
</div>
</div>
</section>
<section class="u-clearfix u-gradient u-section-2" id="carousel_80ac">
<div class="u-clearfix u-sheet u-valign-middle u-sheet-1">
<div class="u-container-style u-group u-radius-50 u-shape-round u-white u-group-1"
data-animation-name="customAnimationIn" data-animation-duration="1500" data-animation-direction="X">
<div class="u-container-layout u-container-layout-1">
<h3 class="gradient u-text u-text-default u-text-1">Topic Clustering Using LDA and t-SNE</h3>
</div>
</div>
<div class="u-align-justify u-container-style u-group u-radius-50 u-shape-round u-white u-group-2"
data-animation-name="customAnimationIn" data-animation-duration="1500">
<div class="u-container-layout u-container-layout-2">
<p class="u-text u-text-custom-color-12 u-text-2"> The data modeling process involved <span
style="font-weight: 700;">topic clustering using LDA (Latent Dirichlet Allocation) and T-SNE
(t-Distributed Stochastic Neighbor Embedding) techniques.</span> The resulting clusters revealed distinct
topics, including concerns about vaccine safety and efficacy, doubts about the motives behind vaccine
mandates, reports of adverse effects, and alternative prevention strategies.
</p>
<img class="u-image u-image-round u-radius-39 u-image-1" src="images/unnamed.png" alt=""
data-image-width="1065" data-image-height="556">
<p class="topic_1 u-text u-text-3">Topic 1</p>
<p class="u-text u-text-custom-color-12 u-text-4"> “COVID-19 vaccines are deadly, there are cases that these
have caused death and injury even to the vaccinated.” </p>
<div class="u-container-style u-custom-color-24 u-group u-preserve-proportions u-shape-circle u-group-3">
<div class="u-container-layout u-container-layout-3"></div>
</div>
<p class="topic_2 u-text u-text-5">Topic 2</p>
<div class="u-shape u-shape-svg u-text-custom-color-17 u-shape-1">
<svg class="u-svg-link" preserveAspectRatio="none" viewBox="0 0 160 160" style="">
<use xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="#svg-571f"></use>
</svg>
<svg class="u-svg-content" viewBox="0 0 160 160" x="0px" y="0px" id="svg-571f">
<path d="M160,80l-80,80L0,80L80,0L160,80z"></path>
</svg>
</div>
<p class="u-text u-text-custom-color-12 u-text-6"> “If the vaccines are truly safe and effective, then why did
the president had the COVID-19?” </p>
<p class="topic_3 u-text u-text-7">Topic 3</p>
<div class="u-custom-color-24 u-preserve-proportions u-shape u-shape-rectangle u-shape-2"></div>
<p class="u-text u-text-custom-color-12 u-text-8"> “The vaccine mandate is only pushed by the elites and the
mainstream media continues to cover up the truth. These are NOT safe. They cause death and injury.” </p>
<p class="topic_4 u-text u-text-black u-text-9">Topic 4</p>
<p class="u-text u-text-custom-color-12 u-text-10"> “Stop the vaccines! There have been cases when the
vaccinated got paralyzed.” </p><span class="u-file-icon u-icon u-text-custom-color-17 u-icon-1"><img
src="images/7698976-0670d2e1.png" alt=""></span><span
class="u-file-icon u-icon u-text-custom-color-16 u-icon-2"><img src="images/2695914-a6d2af53.png"
alt=""></span>
<p class="topic_5 u-text u-text-black u-text-11">Topic 5</p>
<p class="u-text u-text-custom-color-12 u-text-12"> “We don’t need COVID-19 vaccines, we only need to listen
to Peter McCollough (an American cardiologist) to prevent COVID and top stop infection.” </p>
</div>
</div>
</div>
</section>
<footer class="u-align-center u-clearfix u-footer u-grey-80 u-footer" id="sec-d432">
<div class="u-clearfix u-sheet u-sheet-1">
<p class="u-align-left u-small-text u-text u-text-variant u-text-1">@ VaccineVerity 2023. All Rights Reserved.</p>
</div>
</footer>
</body>
</html>