Update README.md

README.md

@@ -3921,1281 +3921,4 @@ If you use this dataset, please cite it as follows:
 
 ### Contributions
 
-Thanks to [@austinleedavis](https://github.com/austinleedavis) for adding this dataset.---
-language:
-- en
-size_categories:
-- 1B<n<10B
-source_datasets:
-- database.lichess.org
-task_categories:
-- other
-paperswithcode_id: lichess_uci
-pretty_name: Lichess.org Database in UCI format
-tags:
-- chess
-- UCI
-- Lichess
-dataset_info:
-- config_name: 201301-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 20700133
-    num_examples: 121332
-  download_size: 6335452
-  dataset_size: 20700133
-- config_name: 201301-moves
-  features:
-  - name: site
-    dtype: string
-  - name: transcript
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 42454117.656856485
-    num_examples: 120133
-  download_size: 992204415449
-  dataset_size: 1636203333850.0193
-- config_name: 201302-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 21155456
-    num_examples: 123961
-  download_size: 6487839
-  dataset_size: 21155456
-- config_name: 201303-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 27026323
-    num_examples: 158635
-  download_size: 8300668
-  dataset_size: 27026323
-- config_name: 201304-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 27075305
-    num_examples: 157871
-  download_size: 8357025
-  dataset_size: 27075305
-- config_name: 201305-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 30787801
-    num_examples: 179550
-  download_size: 9499827
-  dataset_size: 30787801
-- config_name: 201306-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 38460608
-    num_examples: 224679
-  download_size: 12011278
-  dataset_size: 38460608
-- config_name: 201307-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 50175383
-    num_examples: 293459
-  download_size: 15746824
-  dataset_size: 50175383
-- config_name: 201308-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 55757812
-    num_examples: 325525
-  download_size: 17532132
-  dataset_size: 55757812
-- config_name: 201309-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 55675760
-    num_examples: 325098
-  download_size: 17609637
-  dataset_size: 55675760
-- config_name: 201310-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 70482274
-    num_examples: 411039
-  download_size: 22045781
-  dataset_size: 70482274
-- config_name: 201312-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: date32
-  - name: utctime
-    dtype: time64[us]
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 99283116
-    num_examples: 578262
-  download_size: 31618717
-  dataset_size: 99283116
-- config_name: 201409-headers
-  features:
-  - name: event
-    dtype: string
-  - name: site
-    dtype: string
-  - name: white
-    dtype: string
-  - name: black
-    dtype: string
-  - name: result
-    dtype: string
-  - name: utcdate
-    dtype: string
-  - name: utctime
-    dtype: string
-  - name: whiteelo
-    dtype: int64
-  - name: blackelo
-    dtype: int64
-  - name: whiteratingdiff
-    dtype: float64
-  - name: blackratingdiff
-    dtype: float64
-  - name: eco
-    dtype: string
-  - name: opening
-    dtype: string
-  - name: timecontrol
-    dtype: string
-  - name: termination
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 189380199
-    num_examples: 1000056
-  download_size: 55076845
-  dataset_size: 189380199
-description: '"The dataset contains games from the Lichess.org open database converted
-  from PGN format to UCI format. It is divided into two main configurations: `moves`
-  and `headers`. The `moves` configuration includes a UUID called `site` and the UCI
-  moves in a column called `transcript`, while the `headers` configuration includes
-  metadata such as player ELO ratings, game outcome, and dates. The data is subset
-  based on the year and month (yyyymm format)." '
-configs:
-- config_name: 201301-headers
-  data_files:
-  - split: train
-    path: headers/201301/train-*
-- config_name: 201301-moves
-  data_files:
-  - split: train
-    path: data/201301-*
-  default: true
-- config_name: 201302-headers
-  data_files:
-  - split: train
-    path: headers/201302/train-*
-- config_name: 201302-moves
-  data_files:
-  - split: train
-    path: data/201302-*
-- config_name: 201303-headers
-  data_files:
-  - split: train
-    path: headers/201303/train-*
-- config_name: 201303-moves
-  data_files:
-  - split: train
-    path: data/201303-*
-- config_name: 201304-headers
-  data_files:
-  - split: train
-    path: headers/201304/train-*
-- config_name: 201304-moves
-  data_files:
-  - split: train
-    path: data/201304-*
-- config_name: 201305-headers
-  data_files:
-  - split: train
-    path: headers/201305/train-*
-- config_name: 201305-moves
-  data_files:
-  - split: train
-    path: data/201305-*
-- config_name: 201306-headers
-  data_files:
-  - split: train
-    path: headers/201306/train-*
-- config_name: 201306-moves
-  data_files:
-  - split: train
-    path: data/201306-*
-- config_name: 201307-headers
-  data_files:
-  - split: train
-    path: headers/201307/train-*
-- config_name: 201307-moves
-  data_files:
-  - split: train
-    path: data/201307-*
-- config_name: 201308-headers
-  data_files:
-  - split: train
-    path: headers/201308/train-*
-- config_name: 201308-moves
-  data_files:
-  - split: train
-    path: data/201308-*
-- config_name: 201309-headers
-  data_files:
-  - split: train
-    path: headers/201309/train-*
-- config_name: 201309-moves
-  data_files:
-  - split: train
-    path: data/201309-*
-- config_name: 201310-headers
-  data_files:
-  - split: train
-    path: headers/201310/train-*
-- config_name: 201310-moves
-  data_files:
-  - split: train
-    path: data/201310-*
-- config_name: 201311-moves
-  data_files:
-  - split: train
-    path: data/201311-*
-- config_name: 201312-headers
-  data_files:
-  - split: train
-    path: headers/201312/train-*
-- config_name: 201312-moves
-  data_files:
-  - split: train
-    path: data/201312-*
-- config_name: 201401-moves
-  data_files:
-  - split: train
-    path: data/201401-*
-- config_name: 201402-moves
-  data_files:
-  - split: train
-    path: data/201402-*
-- config_name: 201403-moves
-  data_files:
-  - split: train
-    path: data/201403-*
-- config_name: 201404-moves
-  data_files:
-  - split: train
-    path: data/201404-*
-- config_name: 201405-moves
-  data_files:
-  - split: train
-    path: data/201405-*
-- config_name: 201406-moves
-  data_files:
-  - split: train
-    path: data/201406-*
-- config_name: 201407-moves
-  data_files:
-  - split: train
-    path: data/201407-*
-- config_name: 201408-moves
-  data_files:
-  - split: train
-    path: data/201408-*
-- config_name: 201409-headers
-  data_files:
-  - split: train
-    path: headers/201409/train-*
-- config_name: 201409-moves
-  data_files:
-  - split: train
-    path: data/201409-*
-- config_name: 201410-moves
-  data_files:
-  - split: train
-    path: data/201410-*
-- config_name: 201411-moves
-  data_files:
-  - split: train
-    path: data/201411-*
-- config_name: 201412-moves
-  data_files:
-  - split: train
-    path: data/201412-*
-- config_name: 201501-moves
-  data_files:
-  - split: train
-    path: data/201501-*
-- config_name: 201502-moves
-  data_files:
-  - split: train
-    path: data/201502-*
-- config_name: 201503-moves
-  data_files:
-  - split: train
-    path: data/201503-*
-- config_name: 201504-moves
-  data_files:
-  - split: train
-    path: data/201504-*
-- config_name: 201505-moves
-  data_files:
-  - split: train
-    path: data/201505-*
-- config_name: 201506-moves
-  data_files:
-  - split: train
-    path: data/201506-*
-- config_name: 201507-moves
-  data_files:
-  - split: train
-    path: data/201507-*
-- config_name: 201508-moves
-  data_files:
-  - split: train
-    path: data/201508-*
-- config_name: 201509-moves
-  data_files:
-  - split: train
-    path: data/201509-*
-- config_name: 201510-moves
-  data_files:
-  - split: train
-    path: data/201510-*
-- config_name: 201511-moves
-  data_files:
-  - split: train
-    path: data/201511-*
-- config_name: 201512-moves
-  data_files:
-  - split: train
-    path: data/201512-*
-- config_name: 201601-moves
-  data_files:
-  - split: train
-    path: data/201601-*
-- config_name: 201602-moves
-  data_files:
-  - split: train
-    path: data/201602-*
-- config_name: 201603-moves
-  data_files:
-  - split: train
-    path: data/201603-*
-- config_name: 201604-moves
-  data_files:
-  - split: train
-    path: data/201604-*
-- config_name: 201605-moves
-  data_files:
-  - split: train
-    path: data/201605-*
-- config_name: 201606-moves
-  data_files:
-  - split: train
-    path: data/201606-*
-- config_name: 201607-moves
-  data_files:
-  - split: train
-    path: data/201607-*
-- config_name: 201608-moves
-  data_files:
-  - split: train
-    path: data/201608-*
-- config_name: 201609-moves
-  data_files:
-  - split: train
-    path: data/201609-*
-- config_name: 201610-moves
-  data_files:
-  - split: train
-    path: data/201610-*
-- config_name: 201611-moves
-  data_files:
-  - split: train
-    path: data/201611-*
-- config_name: 201612-moves
-  data_files:
-  - split: train
-    path: data/201612-*
-- config_name: 201701-moves
-  data_files:
-  - split: train
-    path: data/201701-*
-- config_name: 201702-moves
-  data_files:
-  - split: train
-    path: data/201702-*
-- config_name: 201703-moves
-  data_files:
-  - split: train
-    path: data/201703-*
-- config_name: 201704-moves
-  data_files:
-  - split: train
-    path: data/201704-*
-- config_name: 201705-moves
-  data_files:
-  - split: train
-    path: data/201705-*
-- config_name: 201706-moves
-  data_files:
-  - split: train
-    path: data/201706-*
-- config_name: 201707-moves
-  data_files:
-  - split: train
-    path: data/201707-*
-- config_name: 201708-moves
-  data_files:
-  - split: train
-    path: data/201708-*
-- config_name: 201709-moves
-  data_files:
-  - split: train
-    path: data/201709-*
-- config_name: 201710-moves
-  data_files:
-  - split: train
-    path: data/201710-*
-- config_name: 201711-moves
-  data_files:
-  - split: train
-    path: data/201711-*
-- config_name: 201712-moves
-  data_files:
-  - split: train
-    path: data/201712-*
-- config_name: 201801-moves
-  data_files:
-  - split: train
-    path: data/201801-*
-- config_name: 201802-moves
-  data_files:
-  - split: train
-    path: data/201802-*
-- config_name: 201803-moves
-  data_files:
-  - split: train
-    path: data/201803-*
-- config_name: 201804-moves
-  data_files:
-  - split: train
-    path: data/201804-*
-- config_name: 201805-moves
-  data_files:
-  - split: train
-    path: data/201805-*
-- config_name: 201806-moves
-  data_files:
-  - split: train
-    path: data/201806-*
-- config_name: 201807-moves
-  data_files:
-  - split: train
-    path: data/201807-*
-- config_name: 201808-moves
-  data_files:
-  - split: train
-    path: data/201808-*
-- config_name: 201809-moves
-  data_files:
-  - split: train
-    path: data/201809-*
-- config_name: 201810-moves
-  data_files:
-  - split: train
-    path: data/201810-*
-- config_name: 201811-moves
-  data_files:
-  - split: train
-    path: data/201811-*
-- config_name: 201812-moves
-  data_files:
-  - split: train
-    path: data/201812-*
-- config_name: 201901-moves
-  data_files:
-  - split: train
-    path: data/201901-*
-- config_name: 201902-moves
-  data_files:
-  - split: train
-    path: data/201902-*
-- config_name: 201903-moves
-  data_files:
-  - split: train
-    path: data/201903-*
-- config_name: 201904-moves
-  data_files:
-  - split: train
-    path: data/201904-*
-- config_name: 201905-moves
-  data_files:
-  - split: train
-    path: data/201905-*
-- config_name: 201906-moves
-  data_files:
-  - split: train
-    path: data/201906-*
-- config_name: 201907-moves
-  data_files:
-  - split: train
-    path: data/201907-*
-- config_name: 201908-moves
-  data_files:
-  - split: train
-    path: data/201908-*
-- config_name: 201909-moves
-  data_files:
-  - split: train
-    path: data/201909-*
-- config_name: 201910-moves
-  data_files:
-  - split: train
-    path: data/201910-*
-- config_name: 201911-moves
-  data_files:
-  - split: train
-    path: data/201911-*
-- config_name: 201912-moves
-  data_files:
-  - split: train
-    path: data/201912-*
-- config_name: 202001-moves
-  data_files:
-  - split: train
-    path: data/202001-*
-- config_name: 202002-moves
-  data_files:
-  - split: train
-    path: data/202002-*
-- config_name: 202003-moves
-  data_files:
-  - split: train
-    path: data/202003-*
-- config_name: 202004-moves
-  data_files:
-  - split: train
-    path: data/202004-*
-- config_name: 202005-moves
-  data_files:
-  - split: train
-    path: data/202005-*
-- config_name: 202006-moves
-  data_files:
-  - split: train
-    path: data/202006-*
-- config_name: 202007-moves
-  data_files:
-  - split: train
-    path: data/202007-*
-- config_name: 202008-moves
-  data_files:
-  - split: train
-    path: data/202008-*
-- config_name: 202009-moves
-  data_files:
-  - split: train
-    path: data/202009-*
-- config_name: 202010-moves
-  data_files:
-  - split: train
-    path: data/202010-*
-- config_name: 202011-moves
-  data_files:
-  - split: train
-    path: data/202011-*
-- config_name: 202012-moves
-  data_files:
-  - split: train
-    path: data/202012-*
-- config_name: 202101-moves
-  data_files:
-  - split: train
-    path: data/202101-*
-- config_name: 202102-moves
-  data_files:
-  - split: train
-    path: data/202102-*
-- config_name: 202103-moves
-  data_files:
-  - split: train
-    path: data/202103-*
-- config_name: 202104-moves
-  data_files:
-  - split: train
-    path: data/202104-*
-- config_name: 202105-moves
-  data_files:
-  - split: train
-    path: data/202105-*
-- config_name: 202106-moves
-  data_files:
-  - split: train
-    path: data/202106-*
-- config_name: 202107-moves
-  data_files:
-  - split: train
-    path: data/202107-*
-- config_name: 202108-moves
-  data_files:
-  - split: train
-    path: data/202108-*
-- config_name: 202109-moves
-  data_files:
-  - split: train
-    path: data/202109-*
-- config_name: 202110-moves
-  data_files:
-  - split: train
-    path: data/202110-*
-- config_name: 202111-moves
-  data_files:
-  - split: train
-    path: data/202111-*
-- config_name: 202112-moves
-  data_files:
-  - split: train
-    path: data/202112-*
-- config_name: 202201-moves
-  data_files:
-  - split: train
-    path: data/202201-*
-- config_name: 202202-moves
-  data_files:
-  - split: train
-    path: data/202202-*
-- config_name: 202203-moves
-  data_files:
-  - split: train
-    path: data/202203-*
-- config_name: 202204-moves
-  data_files:
-  - split: train
-    path: data/202204-*
-- config_name: 202205-moves
-  data_files:
-  - split: train
-    path: data/202205-*
-- config_name: 202206-moves
-  data_files:
-  - split: train
-    path: data/202206-*
-- config_name: 202207-moves
-  data_files:
-  - split: train
-    path: data/202207-*
-- config_name: 202208-moves
-  data_files:
-  - split: train
-    path: data/202208-*
-- config_name: 202209-moves
-  data_files:
-  - split: train
-    path: data/202209-*
-- config_name: 202210-moves
-  data_files:
-  - split: train
-    path: data/202210-*
-- config_name: 202211-moves
-  data_files:
-  - split: train
-    path: data/202211-*
-- config_name: 202212-moves
-  data_files:
-  - split: train
-    path: data/202212-*
-- config_name: 202301-moves
-  data_files:
-  - split: train
-    path: data/202301-*
-- config_name: 202302-moves
-  data_files:
-  - split: train
-    path: data/202302-*
-- config_name: 202303-moves
-  data_files:
-  - split: train
-    path: data/202303-*
-- config_name: 202304-moves
-  data_files:
-  - split: train
-    path: data/202304-*
-- config_name: 202305-moves
-  data_files:
-  - split: train
-    path: data/202305-*
-- config_name: 202306-moves
-  data_files:
-  - split: train
-    path: data/202306-*
-- config_name: 202307-moves
-  data_files:
-  - split: train
-    path: data/202307-*
-- config_name: 202308-moves
-  data_files:
-  - split: train
-    path: data/202308-*
-- config_name: 202309-moves
-  data_files:
-  - split: train
-    path: data/202309-*
-- config_name: 202310-moves
-  data_files:
-  - split: train
-    path: data/202310-*
-- config_name: 202311-moves
-  data_files:
-  - split: train
-    path: data/202311-*
-- config_name: 202312-moves
-  data_files:
-  - split: train
-    path: data/202312-*
-- config_name: 202401-moves
-  data_files:
-  - split: train
-    path: data/202401-*
-- config_name: 202402-moves
-  data_files:
-  - split: train
-    path: data/202402-*
-example:
-  moves:
-    site: xxxxxxx
-    transcript: e2e4 e7e5 g1f3 b8c6
-  headers:
-    event: Rated Blitz game
-    site: xxxxxxx
-    white: player1
-    black: player2
-    result: 1-0
-    utcdate: '2023-05-21'
-    utctime: '13:45:00'
-    whiteelo: 1500
-    blackelo: 1400
-    whiteratingdiff: 10
-    blackratingdiff: -10
-    eco: C50
-    opening: Italian Game
-    timecontrol: 300+0
-    termination: Normal
----
-
-# Dataset Card for Lichess.org Database in UCI format
-
-## Table of Contents
-- [Table of Contents](#table-of-contents)
-- [Dataset Description](#dataset-description)
-  - [Dataset Summary](#dataset-summary)
-  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
-- [Dataset Structure](#dataset-structure)
-  - [Data Instances](#data-instances)
-  - [Data Fields](#data-fields)
-  - [Data Splits](#data-splits)
-- [Dataset Creation](#dataset-creation)
-  - [Curation Rationale](#curation-rationale)
-  - [Source Data](#source-data)
-  - [Annotations](#annotations)
-  - [Personal and Sensitive Information](#personal-and-sensitive-information)
-- [Considerations for Using the Data](#considerations-for-using-the-data)
-  - [Social Impact of Dataset](#social-impact-of-dataset)
-  - [Discussion of Biases](#discussion-of-biases)
-  - [Other Known Limitations](#other-known-limitations)
-- [Additional Information](#additional-information)
-  - [Dataset Curators](#dataset-curators)
-  - [Licensing Information](#licensing-information)
-  - [Citation Information](#citation-information)
-  - [Contributions](#contributions)
-
-## Dataset Description
-<!-- 
-- **Homepage:** [Lichess.org Database](https://database.lichess.org/)
-- **Repository:** [GitHub Repository](https://github.com/lichess-org/database)
-- **Paper:** N/A
-- **Leaderboard:** N/A
-- **Point of Contact:** [Contact Lichess](https://lichess.org/contact) -->
-
-### Dataset Summary
-
-The Lichess.org database has been converted to UCI format, making it easier to analyze and interpret chess games. 
-The `moves` configuration captures the sequence of moves using UCI notation, and the `headers` configuration provides 
-comprehensive metadata for each game, enabling detailed statistical and strategic analysis. The data is subset based on 
-the year and month (yyyymm format) the games took place.
-
-### Supported Tasks and Leaderboards
-
-This dataset supports tasks related to chess game analysis, including move prediction, game outcome prediction, performance 
-analysis, and opening strategy evaluation. There are no formal leaderboards associated with this dataset.
-
-## Dataset Structure
-
-### Data Instances
-
-An example from the `moves` configuration:
-```json
-{
-  "site": "abcd1234",
-  "transcript": "e2e4 e7e5 g1f3 b8c6"
-}
-```
-
-An example from the `headers` configuration:
-```json
-{
-  "event": "Rated Blitz game",
-  "site": "abcd1234",
-  "white": "player1",
-  "black": "player2",
-  "result": "1-0",
-  "utcdate": "2023-05-21",
-  "utctime": "13:45:00",
-  "whiteelo": 1500,
-  "blackelo": 1400,
-  "whiteratingdiff": 10,
-  "blackratingdiff": -10,
-  "eco": "C50",
-  "opening": "Italian Game",
-  "timecontrol": "300+0",
-  "termination": "Normal"
-}
-```
-
-### Data Fields
-
-#### Moves Configuration:
-- `site`: string, unique identifier for the game. Replays can be viewed by navigating to `https://lichess.org/<site>`
-- `transcript`: string, sequence of moves in UCI format.
-
-#### Headers Configuration:
-- `event`: string, type of event.
-- `site`: string, unique identifier for the game.
-- `white`: string, white player.
-- `black`: string, black player.
-- `result`: string, game result.
-- `utcdate`: date32, date of the game.
-- `utctime`: time64[us], time of the game.
-- `whiteelo`: int64, ELO rating of the white player.
-- `blackelo`: int64, ELO rating of the black player.
-- `whiteratingdiff`: float64, rating change for the white player.
-- `blackratingdiff`: float64, rating change for the black player.
-- `eco`: string, ECO code of the opening.
-- `opening`: string, name of the opening.
-- `timecontrol`: string, time control format.
-- `termination`: string, reason for game termination.
-
-### Data Splits
-
-The dataset is divided into monthly splits based on the year and month (yyyymm format). Each split contains both `moves` and `headers` configurations.
-
-## Dataset Creation
-
-### Curation Rationale
-
-The dataset was curated to facilitate research and analysis that use chess games, providing both move sequences and comprehensive metadata. 
-
-### Source Data
-
-#### Initial Data Collection and Normalization
-
-The data was collected from the Lichess.org open database, converted from PGN format to UCI format, and organized into `moves` and `headers` configurations.
-
-#### Who are the source data producers?
-
-The source data comes from games played on Lichess.org, an online platform where users from around the world play chess.
-This database does not distinguish between human-and bot-played games. 
-However, it's reasonable to assume games played before April 2018 were overwhelmingly played by human players since Lichess.org 
-released its [bot api](https://github.com/lichess-org/api) on April 1st, 2018.
-
-### Annotations
-
-#### Annotation process
-
-The annotations include metadata such as player ELO ratings, game outcomes, and dates, which were extracted from the original 
-PGN files and normalized into a structured format.
-
-#### Who are the annotators?
-
-The annotations were generated by the Lichess.org platform and curated by the dataset creators.
-
-### Personal and Sensitive Information
-
-The dataset does not contain any personal or sensitive information.
-
-## Considerations for Using the Data
-
-### Social Impact of Dataset
-
-The dataset can be used to improve chess engines, develop training tools for players, and conduct research in game theory and artificial intelligence.
-
-### Discussion of Biases
-
-The dataset may have biases related to the demographics of Lichess.org users, such as skill level distribution and regional representation.
-
-### Other Known Limitations
-
-The dataset is limited to games played on Lichess.org and may not represent the broader chess-playing population.
-
-## Additional Information
-
-### Dataset Curators
-
-The dataset was curated by the Lichess.org team and contributors.
-
-### Licensing Information
-
-The dataset is available under the Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) license.
-
-### Citation Information
-
-If you use this dataset, please cite it as follows:
-
-```
-@misc{lichess_uci,
-  author = {Davis, Austin L.},
-  title = {Lichess.org Database in UCI format},
-  year = {2023},
-  howpublished = {\url{https://database.lichess.org/}},
-}
-```
-
-### Contributions
-
 Thanks to [@austinleedavis](https://github.com/austinleedavis) for adding this dataset.