--- license: cc-by-4.0 language: - pl - en pretty_name: Poland Rental Market Medians tags: - poland - housing - rent - real-estate - economics - cost-of-living size_categories: - n<1K --- # Poland Rental Market Medians Median asking rents for residential rentals across Poland, by city, district and flat size, measured from live listings. The collection pipeline runs nightly; these downloadable editions are **periodic**, not automatically refreshed nightly. Use the dated live API for the current serving snapshot. - **Snapshot:** 2026-09-13 - **Coverage:** 49 cities, 96 city districts, 1–4 room flats - **Sum of city-level sample sizes (district rows overlap these):** 22,036 - **History:** monthly series from 2026-06 to 2026-09 - **Licence:** CC-BY-4.0 — free to use commercially, attribution required - **DOI:** [10.5281/zenodo.21892638](https://doi.org/10.5281/zenodo.21892638) — permanent, resolves to the latest archived edition (which may lag the API) - **Source:** ## Where else this lives | | | |---|---| | Canonical repository | [GitHub](https://github.com/thomasthinks/poland-rent-data) | | Archived with a DOI | [Zenodo](https://doi.org/10.5281/zenodo.21892638) | | ML ecosystem mirror | [Hugging Face](https://huggingface.co/datasets/polandrent/poland-rent-medians) | | Data-science mirror | [Kaggle](https://www.kaggle.com/datasets/polandrent/poland-rental-market-medians) | | Entity record | [Wikidata](https://www.wikidata.org/wiki/Q141003542) | ## Files | File | Rows | What it is | |---|---|---| | `poland-rent-medians.csv` | 470 | Current snapshot. One row per city × district × room-count. | | `poland-rent-medians.json` | — | Same data plus metadata, as served by the public API. | | `poland-rent-history.csv` | 621 | Monthly city-level series. Forward-only. | ## Columns | Column | Meaning | |---|---| | `city` | City slug (ASCII, e.g. `warszawa`, `lodz`). | | `district` | District slug, empty for city-wide rows. | | `level` | `city` or `district`. Lets you filter without knowing the sentinel. | | `rooms` | Number of rooms (1–4). Polish listings count rooms, not bedrooms. | | `median_pln` | Median monthly asking rent in PLN. | | `sigma` | Fitted lognormal dispersion. Higher means a wider local spread. | | `n_listings` | Listings behind that median. Treat small `n` with caution. | | `snapshot_date` | Date the snapshot was computed (UTC). | ## Method Listings are scraped nightly from three Polish rental portals (Otodom, OLX, Morizon) across all 16 voivodeships, deduplicated across sources by a two-stage entity resolution (exact source-id, then cross-source fuzzy block-and-score), and aggregated over a 14-day active window. Medians are computed with a lognormal fit and outlier trimming. Districts are used where the sample supports it and otherwise fold into the city aggregate. **These are asking rents, not signed rents.** They measure what landlords list, and signed rents may differ. Fees and flat quality vary across listings. `n_listings` is published on every row precisely so you can judge how much weight a given cell carries. **The history is forward-only.** Listings disappear when they let, so a month that was not captured cannot be reconstructed afterwards. The monthly series starts when collection started and grows from there. ## Correction and provenance The August 11, 2026 edition contained 528 cells, including 60 district cells whose median, sigma and n exactly matched the old modelled seed. Those values were not verified listing observations. The site emitter removed the seed overlay on September 4; the mirrors missed that correction until this edition. Use editions dated September 13, 2026 or later for measured-only current cells. Older Git/HF/Kaggle versions and archived DOI editions remain historical records; their files are not rewritten. Their current-grid sample counts must not be interpreted as entirely measured. The monthly city-history file is separate. The current month in history is partial and uses the latest captured snapshot, not a final month-end value. City coverage can change. Sum only city-level samples when counting observations across the current grid: district samples overlap. A provenance manifest records the exact source commit and file SHA-256 digests. ## Citation If you use this downloadable edition, cite its snapshot date and the repository, and retain `provenance.json` with the source commit and file hashes. See `CITATION.cff`, or: > PolandRent (2026). *Poland Rental Market Medians*, snapshot 2026-09-13 [Data set]. https://github.com/thomasthinks/poland-rent-data The [Zenodo concept DOI](https://doi.org/10.5281/zenodo.21892638) identifies archived editions, which may lag this download. Only cite a Zenodo version DOI for these files after verifying that its snapshot and file hashes match; an export date is not proof of archival. BibTeX: ```bibtex @dataset{polandrent_2026_rentmedians, author = {{PolandRent}}, title = {Poland Rental Market Medians}, year = {2026}, version = {2026-09-13}, publisher = {PolandRent}, url = {https://github.com/thomasthinks/poland-rent-data} } ``` ## Updates Published periodically from the nightly collection pipeline. Check the snapshot date in every row and the provenance manifest; mirrors can serve different editions. Use the [live API](https://polandrent.com/api/v1) when you need the current serving snapshot.