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<!DOCTYPE html>
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<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<title>Exploring Equality</title>
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<h1>
🏳️🌈 <br>Visualizing LGBTQIA+ communities in USA, their explicit protection by
law,
discrimination
charges
in the employment sector for the years
2015-2017
</h1>
<p>
The legislation is a decisive factor for community members considering the state to move to, for
work, for foreign nationals and citizens alike. Despite this, many states in the US do not offer
explicit legal protection to LGBT+ communities at work in their state legislature even today.
Explicit protection is defined as the explicit usage of the terms ‘sexual orientation’ and/or
‘gender identity’ or both in their state non-discriminatory statutes.
</p>
<h2>Sources</h2>
<ul>
<li>
<a href="https://www.gallup.com/174155/gallup-daily-tracking-methodology.aspx">Gallup Daily
Tracking Survey</a>: to estimate the number of LGBT people in the labor force in each
state
</li>
<li>
<a href="http://www.lgbtmap.org/equality-maps/non_discrimination_laws">Movement Advancement
Project</a>: to determine the number of LGBT people in the labor force protected and not
protected under current
state statutes
</li>
<li>
<a href="https://www1.eeoc.gov/eeoc/statistics/enforcement/charges_by_state.cfm#centercol">
U.S.
Equal
Employment Opportunity Commision (EEOC)</a>: Sexual Orientation and Gender Identity
based descrimination charges for each state.
</li>
<li>
<a
href="https://williamsinstitute.law.ucla.edu/wp-content/uploads/Equality-Act-April-2019.pdf">
LGBT
People
in the U.S.
Not Protected by State
Nondiscrimination Statutes</a>: Report published by UCLA Shool of Law Williams Institute
(March 2019) indicating if states explicity protect the rights of diverse sexual
orientations and
gender
identities in state legislature.
</li>
</ul>
<h2>Notes</h2>
<p>
Based on our user research we identified that our audience is interested in data about
incidents of decrimination in each state along with the laws of the land. Hence, we wanted to
crossreference
and visualize these 2 different datasets. But we could only find data on
discrimination charges provided by U.S. EEOC for "Employment", we had to limit our visualization
to the
"Employment" sector.
</p>
<p>
We also selected years 2017-2015 because this was the range for which size of community data was
available from the Gallop Poll in the Williams Institute Report. Data for other (recent and
historical years) is paid. The hope is that this visualization technique be applied to this data
when it becomes freely available.
</p>
<h2>Sized Grid Cartogram</h2>
<p>
'Joshua Tauberer recommends the use of cartograms in order to fairly represent demographic data,
instead of the classic choropleth maps that "silence minorities"' - <a
href="https://observablehq.com/@severo/grid-cartograms">Sylvain Lesage, April 2, 2018
(Observable)</a>
More on that <a
href="https://medium.com/civic-tech-thoughts-from-joshdata/how-that-map-you-saw-on-538-under-represents-minorities-by-half-and-other-reasons-to-consider-a-4a98f89cbbb1">here</a>.
</p>
<!-- <h2>
Legend
</h2> -->
<h3>
Size
</h3>
<p>
Each tile in the visualization represents the size of the LGBTQIA+ community in that state in
the
"Employment"
sector aggregated over 2015-2017. Methological notes on how this was calculated can be found in
the <a
href="https://williamsinstitute.law.ucla.edu/wp-content/uploads/Equality-Act-April-2019.pdf">original
report published by Williams Institue</a>.
</p>
<h3>
Color
</h3>
<p>
<span class="color-pal red line-chip"></span> <span class="line">White squares are for states
that
<b>DO
NOT</b> explicitly
protect
communities in their legislature.</span><br>
<span class="color-pal green line-chip"></span> <span class="line">Grey squares are for
states that
explicitly protect
communities in
their legislature.</span>
</p>
<h3>
Text
</h3>
<p>
States abbriviation.<br>
Aggregated size of Community (2015-2017).<br>
</p>
</article>
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<g id="MO">
<rect id="MO_2" x="671" y="356" width="28" height="28" rx="5" fill="#333333" />
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<g id="AR">
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<g id="LA">
<rect id="LA_2" x="671" y="494" width="19" height="19" rx="5" fill="#333333" />
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<g id="mid 2">
<g id="MS">
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<g id="WI">
<rect id="WI_2" x="767" y="201" width="23" height="22" rx="5" fill="#333333" />
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<g id="mid 3">
<g id="AL">
<rect id="AL_2" x="879" y="621" width="16" height="15" rx="5" fill="#333333" />
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<g id="TN">
<rect id="TN_2" x="879" y="520" width="28" height="28" rx="5" fill="#333333" />
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<g id="KY">
<rect id="KY_2" x="879" y="430" width="18" height="17" rx="5" fill="#333333" />
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<g id="IN">
<rect id="IN_2" x="879" y="322" width="35" height="35" rx="5" fill="#333333" />
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<g id="MI">
<rect id="MI_2" x="879" y="202" width="49" height="47" rx="5" fill="#333333" />
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<g id="east next">
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<g id="WV">
<rect id="WV_2" x="1048" y="426" width="8" height="7" rx="3.5" fill="#333333" />
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<g id="east coast">
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<g id="DC">
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<rect id="DE_2" x="1194" y="412" width="6" height="5" rx="2.5" fill="#333333" />
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<g id="NY">
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<g id="what">
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<g id="RI">
<rect id="RI_2" x="1317" y="261" width="5" height="5" rx="2.5" fill="#333333" />
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<g id="MA">
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</g>
</g>
</g>
</g>
</g>
</svg>
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<div class="col-sm-12 col-md-12 col-lg-10">
<br>
<br>
<br>
<br>
<h3>% rate of discrimination charges filed</h3>
<p>This measure is calculated by dividing the sum total number of descrimination charges in 2015, 2016,
and 2017; by the aggregated size of the community for those years. For example, in Alabama around
3.44% of people from a community of 78,000 people in the workforce filed employment discrimination
charges. These are around 2686 people unprotected by any state law.
</p>
<h3>
Color
</h3>
<p>
<span class="bar-color-pal bar-red line-chip"></span> <span class="line">White bars are for states
that <b>DO
NOT</b> explicitly
protect
communities in their legislature.</span><br>
<span class="bar-color-pal bar-green line-chip"></span> <span class="line">Grey bars are for states
that
explicitly protect
communities in
their legislature.</span>
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