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Remove another link and Twitter profile
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_posts/python-v3/ipython-notebooks/2015-06-30-baltimore.html

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<div class="inner_cell">
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<h4 id="Baltimore-Vital-Signs">Baltimore Vital Signs<a class="anchor-link" href="#Baltimore-Vital-Signs">&#182;</a></h4><p>About the author:
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This notebook was forked from <a href="https://github.com/jtelszasz/baltimore_vital_signs">https://github.com/jtelszasz/baltimore_vital_signs</a>. The original author is Justin Elszasz. You can follow Justin on Twitter <a href="http://twitter.com/TheTrainingSet">@TheTrainingSet</a> or read his <a href="http://www.thetrainingset.com">blog</a>.</p>
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This notebook was forked from <a href="https://github.com/jtelszasz/baltimore_vital_signs">https://github.com/jtelszasz/baltimore_vital_signs</a>. The original author is Justin Elszasz.</p>
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<h4 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h4><p>The <a href="http://bniajfi.org/indicators/all">Baltimore Neighborhoods Indicators Alliance -- Jacob France Institute (BNIA)</a> at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education.</p>
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<h4 id="Imports">Imports<a class="anchor-link" href="#Imports">&#182;</a></h4>
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<span class="n">df</span> <span class="o">=</span> <span class="n">df_file</span>
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<span class="k">else</span><span class="p">:</span>
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<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">df_file</span><span class="p">)</span>
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<span class="n">df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;CSA2010&#39;</span><span class="p">]</span>
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<span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;CSA2010&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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<span class="k">print</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
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{% endraw %}

_posts/python-v3/ipython-notebooks/baltimore.ipynb

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"source": [
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"#### Baltimore Vital Signs\n",
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"About the author:\n",
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"This notebook was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs). The original author is Justin Elszasz. You can follow Justin on Twitter [@TheTrainingSet](http://twitter.com/TheTrainingSet).\n",
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"This notebook was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs). The original author is Justin Elszasz.\n",
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"#### Introduction\n",
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"The [Baltimore Neighborhoods Indicators Alliance -- Jacob France Institute (BNIA)](http://bniajfi.org/indicators/all) at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education.\n",
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"#### Imports"

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