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README.md
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### Dataset Summary
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The dataset
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### Supported Tasks and Leaderboards
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### Data Fields
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- `example_field`: description of `example_field`
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Note that the descriptions can be initialized with the **Show Markdown Data Fields** output of the [Datasets Tagging app](https://huggingface.co/spaces/huggingface/datasets-tagging), you will then only need to refine the generated descriptions.
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A typical instance in the processed dataset can be represented in JSON format as follows:
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- `year`: The year when the incident occurred.
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- `city`: The city where the incident took place.
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- `crime_major_category`: The broad category of the crime.
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- `crime_specific_category`: The specific type of crime within the major category.
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- `latitude` and `longitude`: Geographical coordinates of the incident location.
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- `start_time` and `end_time`: The start and end times of the incident.
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- `clear_status`: The status of the case (e.g., cleared by arrest, under investigation).
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- `incident_address`: The detailed address where the incident occurred.
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- `notes`: Additional information about the incident, such as weapon used, if any.
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## Dataset Creation
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### Source Data
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- **Cary**:
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- [Cary Open Data Portal - CPD Incidents](https://data.townofcary.org/explore/dataset/cpd-incidents/information/?disjunctive.crime_category&disjunctive.crime_type&disjunctive.crimeday&disjunctive.district&disjunctive.offensecategory&disjunctive.violentproperty&disjunctive.total_incidents&disjunctive.year&sort=date_from)
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- Details:
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Each city's portal reflects a commitment to transparency and public engagement, allowing unrestricted access and utilization of data for various purposes, with specific stipulations in Raleigh's policy and Cary's adoption of the CC BY-SA 4.0 license providing additional guidance on use and liability.
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### Citation Information
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### Contributions
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Thanks to Town of Cary, City of Charlotte, and City of Raleigh for providing the raw dataset.
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### Dataset Summary
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The dataset, derived from public police incident reports from various cities in North Carolina, spans from the early 2000s to 2024. The source data originate from the open data portals of Cary, Charlotte, Durham, and Raleigh. The dataset underwent a process of merging data from these cities, followed by cleaning to remove incomplete rows. Additionally, the dataset focuses on extracting and categorizing major crime types, providing valuable information such as crime type, time, location of occurrence, and other relevant details.
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### Supported Tasks and Leaderboards
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### Data Fields
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The dataset contains several fields, each providing specific information about police incidents. Here is a list of these fields along with their descriptions and data types:
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- `year` (integer): The year in which the incident occurred. Used as input in temporal analysis tasks.
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- `city` (string): The city where the incident took place. This field is crucial for geographic analyses and comparisons between cities.
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- `crime_major_category` (string): A broad categorization of the crime, used as input for crime pattern analysis and categorization tasks.
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- `crime_specific_category` (string): More detailed classification of the crime, falling under the major category. This field allows for a finer-grained analysis of crime types.
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- `latitude` (float) and `longitude` (float): Geographical coordinates pinpointing the location of the incident. These fields are essential for geospatial analysis.
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- `start_time` (datetime) and `end_time` (datetime): The beginning and end times of the incident, providing temporal context. These fields are used in analyses that require time-based information.
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- `clear_status` (string): The resolution status of the case, such as whether it was cleared by arrest or remains under investigation. This field can be used to understand case outcomes.
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- `incident_address` (string): The specific address where the incident occurred. This field adds a detailed spatial dimension to the data.
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- `notes` (string): Additional remarks or details about the incident, like weapon usage or other relevant factors. This field provides supplementary information that may be relevant for certain analyses.
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## Dataset Creation
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### Source Data
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Five datasets are primarily utilized as source data:
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- **Cary**:
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- [Cary Open Data Portal - CPD Incidents](https://data.townofcary.org/explore/dataset/cpd-incidents/information/?disjunctive.crime_category&disjunctive.crime_type&disjunctive.crimeday&disjunctive.district&disjunctive.offensecategory&disjunctive.violentproperty&disjunctive.total_incidents&disjunctive.year&sort=date_from)
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- Details:
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Each city's portal reflects a commitment to transparency and public engagement, allowing unrestricted access and utilization of data for various purposes, with specific stipulations in Raleigh's policy and Cary's adoption of the CC BY-SA 4.0 license providing additional guidance on use and liability.
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### Contributions
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Thanks to Town of Cary, City of Charlotte, City of Durham, and City of Raleigh for providing the raw dataset.
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