This repository contains research code and aggregate results for pharmaceutical substitution coefficient analysis. This document describes what data is present, what has been excluded, and why.
| Content | Status | Notes |
|---|---|---|
Analysis scripts (study_*/scripts/) |
✅ Published | No sensitive data |
Configuration modules (config/, core_parameters/) |
✅ Published | Thresholds, paths, algorithm parameters |
Sequential algorithm (determining_markets_algorithm/) |
✅ Published | Production-ready code, no data |
| Aggregate result tables (correlations, deviations, distributions) | ✅ Published | Statistics only — no drug identifiers |
| Visualization charts (PNG) | ✅ Published | Statistical distributions, no drug names |
| Written conclusions and methodology docs | ✅ Published | Aggregate summaries only |
| Excel reports with aggregate statistics | ✅ Published | No per-drug name-value pairs |
Study documentation (docs/) |
✅ Published | Methodology, parameters, context |
| Content | Reason |
|---|---|
Raw coefficient files (data/sp4_coefficients.csv, data/sequential/) |
Contain drug names (DRUGS_NAME) paired with per-market substitution values |
Drug classification data (data/classification/) |
Drug names paired with classification labels and confidence metrics |
Per-drug comparison tables (cross_study_comparison_*.csv) |
Drug names paired with cross-study numerical metrics |
Methods research data (methods_research/*/data/) |
Drug names with GMM/clustering coefficient results |
Pipeline output data (pipeline/data/output/) |
Drug names with final computed coefficients per segment |
Study 03b per-drug results (per_drug_comparison.csv, data/output/) |
Drug names with cross-variant stability metrics |
All pharmacy locations and local markets are referenced exclusively by internal numeric IDs (e.g., CLIENT_ID = 108139). These IDs cannot be used to identify individual pharmacies without access to proprietary registry data.
Drug names (commercial and INN) appear in excluded data files only — always paired with quantitative research results. Published content (charts, aggregate tables, conclusions) does not expose individual drug names alongside their performance metrics.
This research contains no personally identifiable information (PII). All data represents aggregated pharmacy sales transactions at the drug-SKU level. No patient, prescriber, or consumer data is present at any stage.
If you identify a file in this repository that you believe should not be publicly accessible, please contact:
- Email: lomanov.mail@gmail.com
- Website: lomanov.dev