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San Francisco, CA Crime Data Visualization (Heatmap) with R (ggplot, ggmap) and Tableau

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Heatmap_SF_Crime_Data.pdf		Heatmap_SF_Crime_Data.pdf
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Data Visualization Project

We are interested in public safety and crime rates in San Francisco. So we downloaded the public safety crime rate database for 2016 from

SF Open Data data base. (source: https://data.sfgov.org/Public-Safety/SFPD-Incidents-Current-Year-2016-/9v2m-8wqu).

The data fields which especially interest us are Crime Category and location (by district and geographical coordinates):

We use We are interested in public safety and crime rates in San Francisco.

So we downloaded the public safety crime rate database for 2016 from SF Open Data data base

The data fields which especially interest us are Crime Category and location (by district and geographical coordinates):

We also use ggplot and ggmap

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San Francisco, CA Crime Data Visualization (Heatmap) with R (ggplot, ggmap) and Tableau

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