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+ ---
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+ license:
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+ - cc-by-nc-sa-4.0
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+ converted_from: kaggle
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+ kaggle_id: roamresearch/prescriptionbasedprediction
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+ ---
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+
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+ # Dataset Card for Prescription-based prediction
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+
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+ ## Table of Contents
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+ - [Table of Contents](#table-of-contents)
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+ - [Dataset Description](#dataset-description)
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+ - [Dataset Summary](#dataset-summary)
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+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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+ - [Languages](#languages)
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+ - [Dataset Structure](#dataset-structure)
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+ - [Data Instances](#data-instances)
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+ - [Data Fields](#data-fields)
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+ - [Data Splits](#data-splits)
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+ - [Dataset Creation](#dataset-creation)
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+ - [Curation Rationale](#curation-rationale)
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+ - [Source Data](#source-data)
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+ - [Annotations](#annotations)
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+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
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+ - [Considerations for Using the Data](#considerations-for-using-the-data)
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+ - [Social Impact of Dataset](#social-impact-of-dataset)
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+ - [Discussion of Biases](#discussion-of-biases)
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+ - [Other Known Limitations](#other-known-limitations)
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+ - [Additional Information](#additional-information)
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+ - [Dataset Curators](#dataset-curators)
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+ - [Licensing Information](#licensing-information)
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+ - [Citation Information](#citation-information)
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+ - [Contributions](#contributions)
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+
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+ ## Dataset Description
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+
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+ - **Homepage:** https://kaggle.com/datasets/roamresearch/prescriptionbasedprediction
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+ - **Repository:**
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+ - **Paper:**
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+ - **Leaderboard:**
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+ - **Point of Contact:**
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+
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+ ### Dataset Summary
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+
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+ This is the dataset used in the Roam blog post [Prescription-based prediction](http://roamanalytics.com/2016/09/13/prescription-based-prediction/). It is derived from a variety of US open health datasets, but the bulk of the data points come from the [Medicare Part D](https://www.cms.gov/Research-Statistics-Data-and-Systems/Statistics-Trends-and-Reports/Medicare-Provider-Charge-Data/Part-D-Prescriber.html) dataset and the [National Provider Identifier](https://npiregistry.cms.hhs.gov) dataset.
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+
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+ The prescription vector for each doctor tells a rich story about that doctor's attributes, including specialty, gender, age, and region. There are 239,930 doctors in the dataset.
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+
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+ The file is in JSONL format (one JSON record per line):
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+
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+ <pre>
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+ {
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+ 'provider_variables':
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+ {
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+ 'brand_name_rx_count': int,
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+ 'gender': 'M' or 'F',
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+ 'generic_rx_count': int,
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+ 'region': 'South' or 'MidWest' or 'Northeast' or 'West',
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+ 'settlement_type': 'non-urban' or 'urban'
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+ 'specialty': str
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+ 'years_practicing': int
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+ },
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+ 'npi': str,
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+ 'cms_prescription_counts':
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+ {
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+ `drug_name`: int,
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+ `drug_name`: int,
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+ ...
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+ }
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+ }
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+ </pre>
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+
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+ The brand/generic classifications behind `brand_name_rx_count` and `generic_rx_count` are defined heuristically.
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+ For more details, see [the blog post](http://roamanalytics.com/2016/09/13/prescription-based-prediction/) or go directly to [the associated code](https://github.com/roaminsight/roamresearch/tree/master/BlogPosts/Prescription_based_prediction).
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+
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+ ### Supported Tasks and Leaderboards
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+
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+ [More Information Needed]
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+
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+ ### Languages
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+
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+ [More Information Needed]
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ [More Information Needed]
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+
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+ ### Data Fields
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+
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+ [More Information Needed]
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+
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+ ### Data Splits
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+
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+ [More Information Needed]
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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+ [More Information Needed]
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+
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+ ### Source Data
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+
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+ #### Initial Data Collection and Normalization
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+
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+ [More Information Needed]
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+
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+ #### Who are the source language producers?
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+
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+ [More Information Needed]
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+
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+ ### Annotations
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+
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+ #### Annotation process
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+
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+ [More Information Needed]
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+
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+ #### Who are the annotators?
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+
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+ [More Information Needed]
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+
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+ ### Personal and Sensitive Information
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+
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+ [More Information Needed]
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+
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+ ## Considerations for Using the Data
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+
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+ ### Social Impact of Dataset
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+
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+ [More Information Needed]
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+
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+ ### Discussion of Biases
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+
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+ [More Information Needed]
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+
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+ ### Other Known Limitations
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+
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+ [More Information Needed]
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ This dataset was shared by [@roamresearch](https://kaggle.com/roamresearch)
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+
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+ ### Licensing Information
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+
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+ The license for this dataset is cc-by-nc-sa-4.0
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+
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+ ### Citation Information
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+
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+ ```bibtex
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+ [More Information Needed]
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+ ```
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+
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+ ### Contributions
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+
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+ [More Information Needed]