Skip to main content

A leightweight package to perform optimal case-control matching.

Project description

The package provides the following matching methods:

  • optimal match
    • one-to-one match
    • one-to-many match
    • variable ratio match
    • full match (not implemented yet)
  • greedy match
    • not implemented yet

All matching methods support covariate and propensity score matching.

To obtain matches you can simply run:

from opmatch.matcher import Matcher
case_control_dict = Matcher(
        df, matching_ratio, 
        min_mr, max_mr, n_controls, 
        metric, matching_type,
        case_col, var_cols,  ps_col,
        ).match()

Parameters

  • matching_ratio number of controls per case if matching ratio is constant

  • min_mr: minimum number of controls per case

  • max_mr: maximum number of controls per case

  • n_controls: number of controls to match

  • metric: PS or one of the metrics accepted by scipy.spatial.distances.cdist

  • matching_type: constant or variable matching ratio

  • case_col: boolean column where cases are 1s and controls 0s

  • var_cols: columns containing relevatn patient variables if metric!=PS: var_cols used for matching if metric==PS but ps_col is not specified: var_cols used to compute PS using logistic regression

  • ps_col: column containing the propensity score

  • case_col: column name of case column, should contain 1s and 0s

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

opmatch-1.0.1.tar.gz (7.7 kB view details)

Uploaded Source

File details

Details for the file opmatch-1.0.1.tar.gz.

File metadata

  • Download URL: opmatch-1.0.1.tar.gz
  • Upload date:
  • Size: 7.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.10.8

File hashes

Hashes for opmatch-1.0.1.tar.gz
Algorithm Hash digest
SHA256 72005b27353a6135c143b221f97747b94d295bd3b654753cace51aba2a39d6ab
MD5 6e04db99b8ea27c5bfad4099003c2d8a
BLAKE2b-256 42ce2eb8f9975ff1ce4c18440eccb272edf70b75353a642ef5086771f112f061

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page