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href="Data-Modelling.html#sec-1ee7">Data Binning</a>
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href="Data-Modelling.html#carousel_80ac">Topic Clustering Using LDA and t-SNE</a>
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href="Data-Communication.html#sec-0e94">Results</a>
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href="Data-Communication.html#carousel_8aad">The Vaxplorers Team</a>
</li>
</ul>
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<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">
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data-animation-name="customAnimationIn" data-animation-duration="1500" data-animation-direction="X"
data-animation-delay="0">
<div class="u-container-layout u-container-layout-1">
<h4 class="gradient u-text u-text-1">Data Communication</h4>
</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-2"
data-animation-name="customAnimationIn" data-animation-duration="1500">
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<div class="u-container-style u-group u-radius-50 u-shape-round u-white u-group-3"
data-animation-name="customAnimationIn" data-animation-duration="1500" data-animation-direction="X"
data-animation-delay="0">
<div class="u-container-layout u-valign-middle u-container-layout-3">
<h4 class="gradient u-text u-text-2"> Results and Discussion<br>
</h4>
</div>
</div>
<img class="u-image u-image-round u-preserve-proportions u-radius-20 u-image-1" src="images/unnamed3.png"
alt="" data-image-width="410" data-image-height="68">
<img class="u-image u-image-round u-preserve-proportions u-radius-20 u-image-2" src="images/unnamed11.png"
alt="" data-image-width="391" data-image-height="166">
<p class="u-text u-text-3"> The researchers conducted a <span style="font-weight: 700;">Chi-square Goodness of
Fit Test</span> to examine the distribution of a dataset related to conspiracy theories about the harmful
health-related side effects of COVID-19 vaccines. They expected an equal distribution. However, based on
their analysis, they <span style="font-weight: 700;">rejected the null hypothesis</span>, indicating that
the<span style="font-weight: 700;"> social-political context is the primary driving factor behind these
conspiracy theories</span>. They compared the obtained Chi-square statistic to the critical Chi-square
value from the Chi-square Distribution Table, considering a<span style="font-weight: 700;"> significance
level of 0.05</span> and<span style="font-weight: 700;"> 5 degrees of freedom</span>. They found that the
obtained Chi-square statistic <span style="font-weight: 700;">exceeded the critical value of 11.070</span>,
indicating that<span style="font-weight: 700;"> the difference between the observed and expected values is
statistically significant.</span>
<br>
</p>
</div>
</div>
</div>
</section>
<section class="u-clearfix u-gradient u-section-2" id="carousel_a6ec">
<div class="u-clearfix u-sheet u-sheet-1">
<div
class="u-align-justify 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">
<div class="u-container-layout u-container-layout-1">
<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"
data-animation-delay="0">
<div class="u-container-layout u-valign-middle u-container-layout-2">
<h4 class="gradient u-text u-text-1"> Conclusion<br>
</h4>
</div>
</div>
<p class="u-text u-text-2"> The researchers conclude that<span style="font-weight: 700;"> social-political
context is the primary driving factor behind these conspiracy theories</span> as proven by the Chi-square
Goodness of Fit test and as can be seen in the Data Modelling. However, it’s also important to not ignore
the other tackled contexts such as Economic and Racial ones that are still present in our dataset and most
likely, in the entire social media. <br>
</p>
</div>
</div>
</div>
</section>
<section class="u-clearfix u-gradient u-section-3" id="carousel_7d61">
<div class="u-clearfix u-sheet u-sheet-1">
<div
class="u-align-justify 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">
<div class="u-container-layout u-container-layout-1">
<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"
data-animation-delay="0">
<div class="u-container-layout u-valign-middle u-container-layout-2">
<h4 class="gradient u-text u-text-1"> Acknowledgments<br>
</h4>
</div>
</div>
<p class="u-text u-text-2"> The researchers would like to extend their sincere appreciation and heartfelt
thanks to Sir Paul Regonia for his invaluable guidance and expertise throughout the duration of this Data
Science Project. His unwavering support and extensive knowledge have been instrumental in our
accomplishments, enabling us to delve into the local contexts and explore the various conspiracy theories
surrounding the potential adverse health side effects of COVID-19 vaccines. Without his constant presence
and mentorship, our achievements would not have been possible.<br>
</p>
</div>
</div>
</div>
</section>
<section class="u-clearfix u-gradient u-section-4" id="carousel_ed46">
<div class="u-clearfix u-sheet u-sheet-1">
<div
class="u-align-justify 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">
<div class="u-container-layout u-container-layout-1">
<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"
data-animation-delay="0">
<div class="u-container-layout u-valign-middle u-container-layout-2">
<h4 class="gradient u-text u-text-1"> References<br>
</h4>
</div>
</div>
<p class="u-text u-text-2"> [1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8441835/ <br>[2]
https://www.icjournal.org/pdf/10.3947/ic.2022.0012 <br>[3]
https://www.scribbr.com/statistics/chi-square-goodness-of-fit/ <br>[4]
https://www.scribbr.com/statistics/chi-square-distribution-table/ <br>
</p>
</div>
</div>
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