Datasets:
Update to 3.0.0
#7
by memoryfull - opened
- README.md +23 -8
- RFSD/year=2011/part-0.parquet +2 -2
- RFSD/year=2012/part-0.parquet +2 -2
- RFSD/year=2013/part-0.parquet +2 -2
- RFSD/year=2014/part-0.parquet +2 -2
- RFSD/year=2015/part-0.parquet +2 -2
- RFSD/year=2016/part-0.parquet +2 -2
- RFSD/year=2017/part-0.parquet +2 -2
- RFSD/year=2018/part-0.parquet +2 -2
- RFSD/year=2019/part-0.parquet +2 -2
- RFSD/year=2020/part-0.parquet +2 -2
- RFSD/year=2021/part-0.parquet +2 -2
- RFSD/year=2022/part-0.parquet +2 -2
- RFSD/year=2023/part-0.parquet +2 -2
- RFSD/year=2024/part-0.parquet +2 -2
- RFSD/year=2025/part-0.parquet +3 -0
README.md
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@@ -26,7 +26,7 @@ The Russian Financial Statements Database (RFSD) is an open, harmonized collecti
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- 🏛️ Sourced from two official data providers: the [Rosstat](https://rosstat.gov.ru/opendata/7708234640-7708234640bdboo2018) and the [Federal Tax Service](https://bo.nalog.ru).
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- 📅 Covers 2011-
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- 🏗️ Restores as much data as possible through non-invasive data imputation, statement articulation, and harmonization.
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from datasets import load_dataset
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import polars as pl
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# This line will download
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RFSD = load_dataset('irlspbru/RFSD')
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# Alternatively, this will download ~
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# to a Polars DataFrame (requires about 8 GB of RAM)
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```
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We provide a file in `aux_data/descriptive_names_dict.csv` in [GitHub repository](https://github.com/irlcode/RFSD) which can be used to change the original names of financial variables to user-friendly ones, e.g. `B_revenue` and `CFo_materials` in lieu of `line_2110` and `line_4121`, respectively. Prefixes are for disambiguation purposes: `B_` stands for balance sheet variables, `PL_` — profit and loss statement, `CFi_` and `CFo` — cash inflows and cash outflows, etc. (One can find all the variable definitions in the supplementary materials table in the accompanying paper and [consult](https://www.consultant.ru/document/cons_doc_LAW_32453/) the original statement forms used by firms: full is `KND 0710099`, simplified — `KND 0710096`.)
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#### What is the data period?
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We provide financials for Russian firms in 2011-
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#### Why are there no data for firm X in year Y?
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#### Why is the data for firm X different from https://bo.nalog.ru/?
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Many firms submit correcting statements after the initial filing. While we have downloaded the data way past the April 1,
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#### Why is the data for firm X unrealistic?
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## Version and Update Policy
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Version (SemVer): `
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We intend to update the RFSD annualy as the data becomes available, in other words when most of the firms have their statements filed with the Federal Tax Service. The official deadline for filing of previous year statements is April, 1. However, every year a portion of firms either fails to meet the deadline or submits corrections afterwards. Filing continues up to the very end of the year but after the end of April this stream quickly thins out. Nevertheless, there is obviously a trade-off between minimization of data completeness and version availability. We find it a reasonable compromise to query new data in early June, since on average by the end of May 96.7% statements are already filed, including 86.4% of all the correcting filings. We plan to update RFSD annualy in late July — early August.
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All notable changes to this project will be documented below. The format is based on [Keep a Changelog](http://keepachangelog.com/).
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## [2.0.3] - 2025-09-12
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### Fixed
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### Changed
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- Improved `okopf` completeness: previously the data on this classification code came only from the Rosstat's [Statistical Register of Economic Entities](https://rosstat.gov.ru/opendata/7708234640-urid1) whereas now it is sourced from the Federal Tax Service's EGRUL and GIR BO filings (with EGRUL taking precedence). As a result, we were able to fill missing `okopf` for <1% of firms, futher slightly improving `eligible` classification.
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-
-
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## [2.0.2] - 2025-09-04
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- 🏛️ Sourced from two official data providers: the [Rosstat](https://rosstat.gov.ru/opendata/7708234640-7708234640bdboo2018) and the [Federal Tax Service](https://bo.nalog.ru).
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- 📅 Covers 2011-2025, will be continuously updated.
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- 🏗️ Restores as much data as possible through non-invasive data imputation, statement articulation, and harmonization.
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from datasets import load_dataset
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import polars as pl
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# This line will download 7.7 GB+ of all RFSD data and store it in a 🤗 cache folder
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RFSD = load_dataset('irlspbru/RFSD')
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# Alternatively, this will download ~534 MB with all financial statements for 2025
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# to a Polars DataFrame (requires about 8 GB of RAM)
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RFSD_2025 = pl.read_parquet('hf://datasets/irlspbru/RFSD/RFSD/year=2025/*.parquet')
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```
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We provide a file in `aux_data/descriptive_names_dict.csv` in [GitHub repository](https://github.com/irlcode/RFSD) which can be used to change the original names of financial variables to user-friendly ones, e.g. `B_revenue` and `CFo_materials` in lieu of `line_2110` and `line_4121`, respectively. Prefixes are for disambiguation purposes: `B_` stands for balance sheet variables, `PL_` — profit and loss statement, `CFi_` and `CFo` — cash inflows and cash outflows, etc. (One can find all the variable definitions in the supplementary materials table in the accompanying paper and [consult](https://www.consultant.ru/document/cons_doc_LAW_32453/) the original statement forms used by firms: full is `KND 0710099`, simplified — `KND 0710096`.)
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#### What is the data period?
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We provide financials for Russian firms in 2011-2025. We will add the data for 2026 by July, 2027 (see Version and Update Policy below).
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#### Why are there no data for firm X in year Y?
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#### Why is the data for firm X different from https://bo.nalog.ru/?
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Many firms submit correcting statements after the initial filing. While we have downloaded the data way past the April 1, 2026 deadline for 2025 filings, firms may have kept submitting the correcting statements. We will capture them in the future releases.
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#### Why is the data for firm X unrealistic?
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## Version and Update Policy
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Version (SemVer): `3.0.0`.
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We intend to update the RFSD annualy as the data becomes available, in other words when most of the firms have their statements filed with the Federal Tax Service. The official deadline for filing of previous year statements is April, 1. However, every year a portion of firms either fails to meet the deadline or submits corrections afterwards. Filing continues up to the very end of the year but after the end of April this stream quickly thins out. Nevertheless, there is obviously a trade-off between minimization of data completeness and version availability. We find it a reasonable compromise to query new data in early June, since on average by the end of May 96.7% statements are already filed, including 86.4% of all the correcting filings. We plan to update RFSD annualy in late July — early August.
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All notable changes to this project will be documented below. The format is based on [Keep a Changelog](http://keepachangelog.com/).
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## [3.0.0] - 2026-08-20
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### Added
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- Financial statements for 2025 have been added, totaling approximately 2.17 million new observations.
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- More than 22,000 reports for 2021–2024 were either imputed from 2025 filings or parsed from newly published reports for previous periods.
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### Fixed
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- Fixed adjustment procedure for equity as of December 31 of the previous year (`line_3200`) — before it did not account for changes in additional equity resulting in incorrect values.
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### Changed
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- Starting from 2025 firms are required to submit financial reports using new forms. These forms have changed significantly, we advise the users to compare the [old](https://www.consultant.ru/document/cons_doc_LAW_103394/b990bf4a13bd23fda86e0bba50c462a174c0d123/) and the [new](https://www.consultant.ru/document/cons_doc_LAW_472684/64841be2c02d6fa0043e4c68d9dcd65391427794/) forms. One example: in a simplified form, accounts receivable used to be reflected in `line_1230`, whereas in the new form — in `line_1240`. We did not try to harmonize such transitions, opting for predictability, that is, agreement with the official source and the codes from the forms that were in effect at the corresponding periods.
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- Geocoding quality improved substantially:
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- In this version we employed a second geocoder, [Photon](https://photon.komoot.io/), that receives the addresses for which [Nominatim](https://nominatim.org/) failed to provide precise (house-level) coordinates.
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- Whereas before to assign geocoding quality we relied on `place_rank` from Nominatim's response, this time we implemented a more rigorous approach: the quality level is decided based on comparison of the original and response addresses normalized with [Pullenti Address SDK](https://garfias.ru/). If they match up to a house the value in `geocoding_quality` column is set to `"house"`, to the street — `"street"`, and `"city"` in all other cases where either of geocoders returned any coordinates at all. If the match level is the same for Nominatim and Photon, coordinates from Nominatim are used.
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-
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## [2.0.3] - 2025-09-12
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### Fixed
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### Changed
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- Improved `okopf` completeness: previously the data on this classification code came only from the Rosstat's [Statistical Register of Economic Entities](https://rosstat.gov.ru/opendata/7708234640-urid1) whereas now it is sourced from the Federal Tax Service's EGRUL and GIR BO filings (with EGRUL taking precedence). As a result, we were able to fill missing `okopf` for <1% of firms, futher slightly improving `eligible` classification.
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- Improvements in eligibility classification prompted by reduction `okopf` missingness allowed us to removed about 7 thousand non-filing organisations from the data. Now that we had their `okopf` we could confidently classify them as non-eligible non-filers (they had had missing `okopf` before and were treated as eligible non-filers to be on the safe side). Those organisations are primarily government or municipal agencies or religious entities that are not required to file their financial statements.
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## [2.0.2] - 2025-09-04
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RFSD/year=2011/part-0.parquet
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