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---
page_type: Official Microsoft Sample
languages:
- R, SparkR, SparkSQL
products:
- Azure Databricks | Azure Blob Storage | Azure OpenDatasets | Azure KeyVault
description: "Analyzing the safety (311) dataset published by Azure Open Datasets for Chicago, Boston and New York City using SparkR, SparkSQL, Azure Databricks, visualization using ggplot2 and leaflet. Focus is on descriptive analytics, clustering, time series forecasting and anomaly detection."
urlFragment: "https://github.com/microsoft/A-TALE-OF-THREE-CITIES"
---
# A TALE OF THREE CITIES # A TALE OF THREE CITIES
<!-- <!--
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| File/folder | Description | | File/folder | Description |
|-------------------|--------------------------------------------| |-------------------|--------------------------------------------|
| `src` | Sample source code. | | `code` | Sample source code. |
| `dbc` | Azure Databricks dbc files. |
| `images` | Sample images used for documentation. |
| `.gitignore` | Define what to ignore at commit time. | | `.gitignore` | Define what to ignore at commit time. |
| `CHANGELOG.md` | List of changes to the sample. | | `CHANGELOG.md` | List of changes to the sample. |
| `CONTRIBUTING.md` | Guidelines for contributing to the sample. | | `CONTRIBUTING.md` | Guidelines for contributing to the sample. |