Indicadores Básicos de Ciencias de Dados

# Indicadores Básicos de Ciencias de Dados
## Segurança Pública
### Robson Pessoa
### Nicole Principe
### Jailciele Gonzaga
### 2021-07-06

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## Agenda

O que faremos hoje?

- Breve revisão do encontro sobre **Correlação aplicado ao tema de esporte e cultura**;
- Assistir o vídeo [Estudo de dados de Segurança Pública](https://youtu.be/_YqQzy0kCb0);
- Debate sobre **Indicadores Básicos na Ciência de Dados**;
- Atividades associado ao capítulo 5 ebook.

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class: center, inverse
background-image: url("images/capoeira.png")

# Esporte, Cultura e Correlação

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## Revisão

![](images/ativ_capoeira.jpeg)

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# Segurança Pública

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## Introdução Indicadores Básicos na Ciência de Dados
<div align="center">
  <a href="https://www.youtube.com/watch?v=_YqQzy0kCb0"><img src="https://img.youtube.com/vi/_YqQzy0kCb0/0.jpg" alt="IMAGE ALT TEXT"></a>
</div>

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### Número de mulheres vítimas de violência sexual na Bahia

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**Fonte:** Rede Observatórios de Segurança Pública. [A cor da violência na Bahia - Uma análise dos homicídios e violência sexual na última década](http://observatorioseguranca.com.br/wp-content/uploads/2020/03/A-cor-da-viole%CC%82ncia-na-Bahia-Uma-ana%CC%81lise-dos-homici%CC%81dios-e-viole%CC%82ncia-sexual-na-u%CC%81ltima-de%CC%81cada-FINAL.pdf)

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### Número de mulheres vítimas de violência sexual na Bahia

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<div id="htmlwidget-7d15040c83fefb7bd564" style="width:100%;height:500px;" class="echarts4r html-widget"></div>
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## Dados para atividade de indicadores

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<table>
<caption>Número de mulheres vítimas de violência sexual na Bahia</caption>
 <thead>
  <tr>
   <th style="text-align:left;"> ano </th>
   <th style="text-align:right;"> ignorado </th>
   <th style="text-align:right;"> nao_negras </th>
   <th style="text-align:right;"> negras </th>
   <th style="text-align:right;"> total </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> 2009 </td>
   <td style="text-align:right;"> 14 </td>
   <td style="text-align:right;"> 19 </td>
   <td style="text-align:right;"> 88 </td>
   <td style="text-align:right;"> 121 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2010 </td>
   <td style="text-align:right;"> 98 </td>
   <td style="text-align:right;"> 40 </td>
   <td style="text-align:right;"> 193 </td>
   <td style="text-align:right;"> 331 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2011 </td>
   <td style="text-align:right;"> 117 </td>
   <td style="text-align:right;"> 53 </td>
   <td style="text-align:right;"> 264 </td>
   <td style="text-align:right;"> 434 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2012 </td>
   <td style="text-align:right;"> 75 </td>
   <td style="text-align:right;"> 73 </td>
   <td style="text-align:right;"> 415 </td>
   <td style="text-align:right;"> 563 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2013 </td>
   <td style="text-align:right;"> 171 </td>
   <td style="text-align:right;"> 114 </td>
   <td style="text-align:right;"> 648 </td>
   <td style="text-align:right;"> 933 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2014 </td>
   <td style="text-align:right;"> 172 </td>
   <td style="text-align:right;"> 132 </td>
   <td style="text-align:right;"> 849 </td>
   <td style="text-align:right;"> 1153 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2015 </td>
   <td style="text-align:right;"> 128 </td>
   <td style="text-align:right;"> 120 </td>
   <td style="text-align:right;"> 797 </td>
   <td style="text-align:right;"> 1045 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2016 </td>
   <td style="text-align:right;"> 155 </td>
   <td style="text-align:right;"> 160 </td>
   <td style="text-align:right;"> 886 </td>
   <td style="text-align:right;"> 1201 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> 2017 </td>
   <td style="text-align:right;"> 169 </td>
   <td style="text-align:right;"> 153 </td>
   <td style="text-align:right;"> 872 </td>
   <td style="text-align:right;"> 1194 </td>
  </tr>
</tbody>
</table>
**Fonte:** Rede Observatórios de Segurança Pública. [A cor da violência na Bahia - Uma análise dos homicídios e violência sexual na última década](http://observatorioseguranca.com.br/wp-content/uploads/2020/03/A-cor-da-viole%CC%82ncia-na-Bahia-Uma-ana%CC%81lise-dos-homici%CC%81dios-e-viole%CC%82ncia-sexual-na-u%CC%81ltima-de%CC%81cada-FINAL.pdf)

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# Obrigado!

[**Ebook Ciência de Dados**](https://bookdown.org/cienciadedadosnaep/ciencia_de_dados/cap5.html)<br>