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Datasets:
CircularBalls
/
plaincode-cnl-100k

Languages:
code
English
Spanish
Size:
100K<n<1M
Tags:
code
python
plaincode
controlled-natural-language
semantic-roundtrip
License:
Dataset card Data Studio Files
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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
all_languages_strict_exact: bool
created_utc: timestamp[s]
engine: struct<languages: list<item: string>, projection_api: string, public_cnl_contains_private_cst_transp (... 10 chars omitted)
  child 0, languages: list<item: string>
      child 0, item: string
  child 1, projection_api: string
  child 2, public_cnl_contains_private_cst_transport: bool
plaincode_cnl: struct<en: string, es: string, fr: string, hi: string, pt: string, zh: string>
  child 0, en: string
  child 1, es: string
  child 2, fr: string
  child 3, hi: string
  child 4, pt: string
  child 5, zh: string
proof: struct<en: struct<byte_exact_ok: bool, char_exact_ok: bool, exact_ok: bool, reverse_ast_ok: bool, re (... 1826 chars omitted)
  child 0, en: struct<byte_exact_ok: bool, char_exact_ok: bool, exact_ok: bool, reverse_ast_ok: bool, reverse_byte_ (... 214 chars omitted)
      child 0, byte_exact_ok: bool
      child 1, char_exact_ok: bool
      child 2, exact_ok: bool
      child 3, reverse_ast_ok: bool
      child 4, reverse_byte_count: int64
      child 5, reverse_char_count: int64
      child 6, reverse_compile_error: null
      child 7, reverse_compile_ok: bool
      child 8, reverse_sha256: string
      child 9, sha_exact_ok: bool
      child 10, source_byte_count: int64
      child 11, source_char_count: int64
      child 12, source_sha256: string
  child 1, es: struct<byte_exact_ok: bool, char_exact_ok: bool, exact_ok: bool, reverse_ast_ok: bool, reverse_byte_ (... 214 chars omitted)
      child 0, 
...
: bool
  child 2, fr: bool
  child 3, hi: bool
  child 4, pt: bool
  child 5, zh: bool
spanish_cnl: string
roundtrip_python_by_language: struct<en: string, es: string, fr: string, pt: string, zh: string, hi: string>
  child 0, en: string
  child 1, es: string
  child 2, fr: string
  child 3, pt: string
  child 4, zh: string
  child 5, hi: string
source_stats: struct<sha256: string, char_count: int64, byte_count: int64, line_count: int64, compile_ok: bool, co (... 18 chars omitted)
  child 0, sha256: string
  child 1, char_count: int64
  child 2, byte_count: int64
  child 3, line_count: int64
  child 4, compile_ok: bool
  child 5, compile_error: null
mandarin_cnl: string
portuguese_cnl: string
french_cnl: string
ids: struct<row_id: string, python_source_id: string, python_source_index: int64, run_id: string, created (... 19 chars omitted)
  child 0, row_id: string
  child 1, python_source_id: string
  child 2, python_source_index: int64
  child 3, run_id: string
  child 4, created_utc: timestamp[s]
hindi_cnl: string
source_metadata: struct<repo_name: string, path: string, license: string, language: string, size: int64, source_datas (... 114 chars omitted)
  child 0, repo_name: string
  child 1, path: string
  child 2, license: string
  child 3, language: string
  child 4, size: int64
  child 5, source_dataset: string
  child 6, source_config: string
  child 7, source_split: string
  child 8, source_label: string
  child 9, source_index_seen_in_stream: int64
english_cnl: string
to
{'source': Value('string'), 'english_cnl': Value('string'), 'spanish_cnl': Value('string'), 'french_cnl': Value('string'), 'mandarin_cnl': Value('string'), 'hindi_cnl': Value('string'), 'portuguese_cnl': Value('string'), 'ids': {'row_id': Value('string'), 'python_source_id': Value('string'), 'python_source_index': Value('int64'), 'run_id': Value('string'), 'created_utc': Value('timestamp[s]')}, 'roundtrip_python_by_language': {'en': Value('string'), 'es': Value('string'), 'fr': Value('string'), 'pt': Value('string'), 'zh': Value('string'), 'hi': Value('string')}, 'source_stats': {'sha256': Value('string'), 'char_count': Value('int64'), 'byte_count': Value('int64'), 'line_count': Value('int64'), 'compile_ok': Value('bool'), 'compile_error': Value('null')}, 'source_metadata': {'repo_name': Value('string'), 'path': Value('string'), 'license': Value('string'), 'language': Value('string'), 'size': Value('int64'), 'source_dataset': Value('string'), 'source_config': Value('string'), 'source_split': Value('string'), 'source_label': Value('string'), 'source_index_seen_in_stream': Value('int64')}, 'semantic_family': {'families': List(Value('string')), 'primary_family': Value('string'), 'ast_node_count': Value('int64'), 'ast_top_counts': Json(decode=True)}, 'engine': {'projection_api': Value('string'), 'requested_languages': List(Value('string')), 'row_schema': Value('string'), 'public_cnl_contains_private_cst_transport': Value('bool')}, 'row_sha256': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              all_languages_strict_exact: bool
              created_utc: timestamp[s]
              engine: struct<languages: list<item: string>, projection_api: string, public_cnl_contains_private_cst_transp (... 10 chars omitted)
                child 0, languages: list<item: string>
                    child 0, item: string
                child 1, projection_api: string
                child 2, public_cnl_contains_private_cst_transport: bool
              plaincode_cnl: struct<en: string, es: string, fr: string, hi: string, pt: string, zh: string>
                child 0, en: string
                child 1, es: string
                child 2, fr: string
                child 3, hi: string
                child 4, pt: string
                child 5, zh: string
              proof: struct<en: struct<byte_exact_ok: bool, char_exact_ok: bool, exact_ok: bool, reverse_ast_ok: bool, re (... 1826 chars omitted)
                child 0, en: struct<byte_exact_ok: bool, char_exact_ok: bool, exact_ok: bool, reverse_ast_ok: bool, reverse_byte_ (... 214 chars omitted)
                    child 0, byte_exact_ok: bool
                    child 1, char_exact_ok: bool
                    child 2, exact_ok: bool
                    child 3, reverse_ast_ok: bool
                    child 4, reverse_byte_count: int64
                    child 5, reverse_char_count: int64
                    child 6, reverse_compile_error: null
                    child 7, reverse_compile_ok: bool
                    child 8, reverse_sha256: string
                    child 9, sha_exact_ok: bool
                    child 10, source_byte_count: int64
                    child 11, source_char_count: int64
                    child 12, source_sha256: string
                child 1, es: struct<byte_exact_ok: bool, char_exact_ok: bool, exact_ok: bool, reverse_ast_ok: bool, reverse_byte_ (... 214 chars omitted)
                    child 0, 
              ...
              : bool
                child 2, fr: bool
                child 3, hi: bool
                child 4, pt: bool
                child 5, zh: bool
              spanish_cnl: string
              roundtrip_python_by_language: struct<en: string, es: string, fr: string, pt: string, zh: string, hi: string>
                child 0, en: string
                child 1, es: string
                child 2, fr: string
                child 3, pt: string
                child 4, zh: string
                child 5, hi: string
              source_stats: struct<sha256: string, char_count: int64, byte_count: int64, line_count: int64, compile_ok: bool, co (... 18 chars omitted)
                child 0, sha256: string
                child 1, char_count: int64
                child 2, byte_count: int64
                child 3, line_count: int64
                child 4, compile_ok: bool
                child 5, compile_error: null
              mandarin_cnl: string
              portuguese_cnl: string
              french_cnl: string
              ids: struct<row_id: string, python_source_id: string, python_source_index: int64, run_id: string, created (... 19 chars omitted)
                child 0, row_id: string
                child 1, python_source_id: string
                child 2, python_source_index: int64
                child 3, run_id: string
                child 4, created_utc: timestamp[s]
              hindi_cnl: string
              source_metadata: struct<repo_name: string, path: string, license: string, language: string, size: int64, source_datas (... 114 chars omitted)
                child 0, repo_name: string
                child 1, path: string
                child 2, license: string
                child 3, language: string
                child 4, size: int64
                child 5, source_dataset: string
                child 6, source_config: string
                child 7, source_split: string
                child 8, source_label: string
                child 9, source_index_seen_in_stream: int64
              english_cnl: string
              to
              {'source': Value('string'), 'english_cnl': Value('string'), 'spanish_cnl': Value('string'), 'french_cnl': Value('string'), 'mandarin_cnl': Value('string'), 'hindi_cnl': Value('string'), 'portuguese_cnl': Value('string'), 'ids': {'row_id': Value('string'), 'python_source_id': Value('string'), 'python_source_index': Value('int64'), 'run_id': Value('string'), 'created_utc': Value('timestamp[s]')}, 'roundtrip_python_by_language': {'en': Value('string'), 'es': Value('string'), 'fr': Value('string'), 'pt': Value('string'), 'zh': Value('string'), 'hi': Value('string')}, 'source_stats': {'sha256': Value('string'), 'char_count': Value('int64'), 'byte_count': Value('int64'), 'line_count': Value('int64'), 'compile_ok': Value('bool'), 'compile_error': Value('null')}, 'source_metadata': {'repo_name': Value('string'), 'path': Value('string'), 'license': Value('string'), 'language': Value('string'), 'size': Value('int64'), 'source_dataset': Value('string'), 'source_config': Value('string'), 'source_split': Value('string'), 'source_label': Value('string'), 'source_index_seen_in_stream': Value('int64')}, 'semantic_family': {'families': List(Value('string')), 'primary_family': Value('string'), 'ast_node_count': Value('int64'), 'ast_top_counts': Json(decode=True)}, 'engine': {'projection_api': Value('string'), 'requested_languages': List(Value('string')), 'row_schema': Value('string'), 'public_cnl_contains_private_cst_transport': Value('bool')}, 'row_sha256': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1348, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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source
string
english_cnl
string
spanish_cnl
string
french_cnl
string
mandarin_cnl
string
hindi_cnl
string
portuguese_cnl
string
ids
dict
roundtrip_python_by_language
dict
source_stats
dict
source_metadata
dict
semantic_family
dict
engine
dict
row_sha256
string
import numpy as np import pandas as pd from pandas import Series, DataFrame from scipy.spatial import distance import matplotlib.pyplot as plt from sklearn.cluster import DBSCAN from sklearn import metrics from sklearn.datasets.samples_generator import make_blobs from sklearn.preprocessing import StandardScaler from s...
Load numpy, referred to as np. Load pandas, referred to as pd. Load Series, DataFrame from pandas. Load distance from scipy.spatial. Load matplotlib.pyplot, referred to as plt. Load DBSCAN from sklearn.cluster. Load metrics from sklearn. Load make_blobs from sklearn.datasets.samples_generator. Load StandardScaler from ...
Importar numpy, referido como np. Importar pandas, referido como pd. Importar Series, DataFrame desde pandas. Importar distance desde scipy.spatial. Importar matplotlib.pyplot, referido como plt. Importar DBSCAN desde sklearn.cluster. Importar metrics desde sklearn. Importar make_blobs desde sklearn.datasets.samples_ge...
Charger numpy, référé comme np. Charger pandas, référé comme pd. Charger Series, DataFrame depuis pandas. Charger distance depuis scipy.spatial. Charger matplotlib.pyplot, référé comme plt. Charger DBSCAN depuis sklearn.cluster. Charger metrics depuis sklearn. Charger make_blobs depuis sklearn.datasets.samples_generato...
导入 numpy, 别名为 np. 导入 pandas, 别名为 pd. 导入 Series, DataFrame 从 pandas. 导入 distance 从 scipy 点 spatial. 导入 matplotlib 点 pyplot, 别名为 plt. 导入 DBSCAN 从 sklearn 点 cluster. 导入 metrics 从 sklearn. 导入 make_blobs 从 sklearn 点 datasets 点 samples_generator. 导入 StandardScaler 从 sklearn 点 preprocessing. 导入 decomposition 从 sklearn. # PCA ...
आयात करें numpy को np के रूप में. आयात करें pandas को pd के रूप में. pandas से आयात करें Series, DataFrame. scipy बिंदु spatial से आयात करें distance. आयात करें matplotlib बिंदु pyplot को plt के रूप में. sklearn बिंदु cluster से आयात करें DBSCAN. sklearn से आयात करें metrics. sklearn बिंदु datasets बिंदु samples_genera...
Importar numpy, com o nome np. Importar pandas, com o nome pd. Importar Series, DataFrame de pandas. Importar distance de scipy atributo spatial. Importar matplotlib atributo pyplot, com o nome plt. Importar DBSCAN de sklearn atributo cluster. Importar metrics de sklearn. Importar make_blobs de sklearn atributo dataset...
{ "row_id": "pc_cnl100k_000000_a0e561623699", "python_source_id": "pc_src100k_000000_a0e561623699", "python_source_index": 0, "run_id": "run_20260530_225930_utc", "created_utc": "2026-05-30T22:59:48" }
{ "en": "import numpy as np\nimport pandas as pd\nfrom pandas import Series, DataFrame\nfrom scipy.spatial import distance\nimport matplotlib.pyplot as plt\n\nfrom sklearn.cluster import DBSCAN\nfrom sklearn import metrics\nfrom sklearn.datasets.samples_generator import make_blobs\nfrom sklearn.preprocessing import S...
{ "sha256": "a0e56162369928d35e38e19a24ee57376c55158ef8f01353e0c45273aa9f3ab9", "char_count": 1450, "byte_count": 1450, "line_count": 51, "compile_ok": true, "compile_error": null }
{ "repo_name": "banacer/door-wiz", "path": "src/identification/Identifier.py", "license": "mit", "language": "Python", "size": 1449, "source_dataset": "codeparrot/github-code-clean", "source_config": "Python-mit", "source_split": "train", "source_label": "github_code_clean_python_mit_single", "sourc...
{ "families": [ "classes", "functions", "imports" ], "primary_family": "functions", "ast_node_count": 123, "ast_top_counts": { "Name": 18, "Constant": 17, "alias": 15, "Load": 14, "ImportFrom": 9, "Assign": 9, "Store": 9, "Import": 5, "arg": 5, "keyword": 4,...
{ "projection_api": "plaincode.api.project_python_dataset_rows", "requested_languages": [ "en", "es", "fr", "pt", "zh", "hi" ], "row_schema": "source-six-cnl-columns-selected-metadata-v2", "public_cnl_contains_private_cst_transport": false }
a98953afebb6e20b13b963bcc135c1d2440cfe77a5fd95c67d6e0724447719ad
""" ******************************************************************** Test file for implementation check of CR3BP library. ******************************************************************** Last update: 21/01/2022 Description ----------- Contains a few sample orbit propagations to test the CR3BP library. ...
Text block: "" "********************************************************************" " Test file for implementation check of CR3BP library." "********************************************************************" "" "Last update: 21/01/2022" "" "Description" "-----------" "Contains a few sample orbit propagations ...
Texto literal: "" "********************************************************************" " Test file for implementation check of CR3BP library." "********************************************************************" "" "Last update: 21/01/2022" "" "Description" "-----------" "Contains a few sample orbit propagatio...
Texte littéral: "" "********************************************************************" " Test file for implementation check of CR3BP library." "********************************************************************" "" "Last update: 21/01/2022" "" "Description" "-----------" "Contains a few sample orbit propagati...
文本块: "" "********************************************************************" " Test file for implementation check of CR3BP library." "********************************************************************" "" "Last update: 21/01/2022" "" "Description" "-----------" "Contains a few sample orbit propagations to test...
मूल्यांकन करें पाठ खंड: "" "********************************************************************" " Test file for implementation check of CR3BP library." "********************************************************************" "" "Last update: 21/01/2022" "" "Description" "-----------" "Contains a few sample orbit p...
Expressão bloco de texto: "" "********************************************************************" " Test file for implementation check of CR3BP library." "********************************************************************" "" "Last update: 21/01/2022" "" "Description" "-----------" "Contains a few sample orbit...
{ "row_id": "pc_cnl100k_000001_12984d458a6d", "python_source_id": "pc_src100k_000001_12984d458a6d", "python_source_index": 1, "run_id": "run_20260530_225930_utc", "created_utc": "2026-05-30T22:59:48" }
{ "en": "\"\"\"\n********************************************************************\n Test file for implementation check of CR3BP library.\n********************************************************************\n\nLast update: 21/01/2022\n\nDescription\n-----------\nContains a few sample orbit propagations to te...
{ "sha256": "12984d458a6d72940bdc4d5140cb9b3d103421964bd8595bfe443f2a5f378e9a", "char_count": 6058, "byte_count": 6058, "line_count": 219, "compile_ok": true, "compile_error": null }
{ "repo_name": "poliastro/poliastro", "path": "contrib/CR3BP/test_run_CR3BP.py", "license": "mit", "language": "Python", "size": 6277, "source_dataset": "codeparrot/github-code-clean", "source_config": "Python-mit", "source_split": "train", "source_label": "github_code_clean_python_mit_single", "sou...
{ "families": [ "imports" ], "primary_family": "imports", "ast_node_count": 1029, "ast_top_counts": { "Load": 285, "Name": 198, "Constant": 114, "Attribute": 79, "Call": 77, "Store": 59, "Assign": 42, "Expr": 35, "Tuple": 34, "Subscript": 24, "Slice": 24, "B...
{ "projection_api": "plaincode.api.project_python_dataset_rows", "requested_languages": [ "en", "es", "fr", "pt", "zh", "hi" ], "row_schema": "source-six-cnl-columns-selected-metadata-v2", "public_cnl_contains_private_cst_transport": false }
938613df3cfd0f2fc6ab847dfadc87401a5cec072b62af0fb3fd8a3953f852ad
"#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nfrom runner.koan import *\n\nclass AboutIteration(...TRUNCATED)
"# !/usr/bin/env python\n# -*- coding: utf-8 -*-\nLoad everything from runner.koan.\nDefine class Ab(...TRUNCATED)
"# !/usr/bin/env python\n# -*- coding: utf-8 -*-\nImportar todo desde runner.koan.\nDefinir clase Ab(...TRUNCATED)
"# !/usr/bin/env python\n# -*- coding: utf-8 -*-\nCharger tout depuis runner.koan.\nDéfinir classe (...TRUNCATED)
"# !/usr/bin/env python\n# -*- coding: utf-8 -*-\n从以下内容导入全部 runner 点 koan.\n定(...TRUNCATED)
"# !/usr/bin/env python\n# -*- coding: utf-8 -*-\nrunner बिंदु koan से सब कु(...TRUNCATED)
"# !/usr/bin/env python\n# -*- coding: utf-8 -*-\nImportar tudo de runner atributo koan.\nDefinir cl(...TRUNCATED)
{"row_id":"pc_cnl100k_000002_1b67b0b77bce","python_source_id":"pc_src100k_000002_1b67b0b77bce","pyth(...TRUNCATED)
{"en":"#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\nfrom runner.koan import *\n\nclass AboutIte(...TRUNCATED)
{"sha256":"1b67b0b77bce8b6371a7a96811177081e402c030c72bccb2aa3d57426ade105e","char_count":3923,"byte(...TRUNCATED)
{"repo_name":"bohdan7/python_koans","path":"python3/koans/about_iteration.py","license":"mit","langu(...TRUNCATED)
{"families":["classes","exceptions","functions","imports","loops"],"primary_family":"functions","ast(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
0e11b0b4997340cff972d393c6c55832f6059176e2b49346c0e579d052526ebf
"from api_request import Api\nfrom util import Util\nfrom twocheckout import Twocheckout\n\n\nclass (...TRUNCATED)
"Load Api from api_request.\nLoad Util from util.\nLoad Twocheckout from twocheckout.\nDefine class (...TRUNCATED)
"Importar Api desde api_request.\nImportar Util desde util.\nImportar Twocheckout desde twocheckout.(...TRUNCATED)
"Charger Api depuis api_request.\nCharger Util depuis util.\nCharger Twocheckout depuis twocheckout.(...TRUNCATED)
"导入 Api 从 api_request.\n导入 Util 从 util.\n导入 Twocheckout 从 twocheckout.\n定义类 (...TRUNCATED)
"api_request से आयात करें Api.\nutil से आयात करें Util.\ntwo(...TRUNCATED)
"Importar Api de api_request.\nImportar Util de util.\nImportar Twocheckout de twocheckout.\nDefinir(...TRUNCATED)
{"row_id":"pc_cnl100k_000003_fc5f29b7278c","python_source_id":"pc_src100k_000003_fc5f29b7278c","pyth(...TRUNCATED)
{"en":"from api_request import Api\nfrom util import Util\nfrom twocheckout import Twocheckout\n\n\n(...TRUNCATED)
{"sha256":"fc5f29b7278cd68344637d8a0a6ece80950a2b3987bde96c2976b225b8fae0e9","char_count":3388,"byte(...TRUNCATED)
{"repo_name":"2Checkout/2checkout-python","path":"twocheckout/sale.py","license":"mit","language":"P(...TRUNCATED)
{"families":["classes","functions","imports","loops"],"primary_family":"functions","ast_node_count":(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
1b1b7dd19b28d1aada2a1589230b1ed2879a7b1e2dbdc19e9af4cab9efcda79c
"import json\nimport os\n\nfrom flask import request, g, render_template, make_response, jsonify, Re(...TRUNCATED)
"Load json.\nLoad os.\nLoad request, g, render_template, make_response, jsonify, Response from flask(...TRUNCATED)
"Importar json.\nImportar os.\nImportar request, g, render_template, make_response, jsonify, Respons(...TRUNCATED)
"Charger json.\nCharger os.\nCharger request, g, render_template, make_response, jsonify, Response d(...TRUNCATED)
"导入 json.\n导入 os.\n导入 request, g, render_template, make_response, jsonify, Response 从 (...TRUNCATED)
"आयात करें json.\nआयात करें os.\nflask से आयात करे(...TRUNCATED)
"Importar json.\nImportar os.\nImportar request, g, render_template, make_response, jsonify, Respons(...TRUNCATED)
{"row_id":"pc_cnl100k_000004_632cf16b365e","python_source_id":"pc_src100k_000004_632cf16b365e","pyth(...TRUNCATED)
{"en":"import json\nimport os\n\nfrom flask import request, g, render_template, make_response, jsoni(...TRUNCATED)
{"sha256":"632cf16b365e99c71fc66362442c2d8899ecfe30076aaf203488d4fc3f1fa59f","char_count":4697,"byte(...TRUNCATED)
{"repo_name":"CenterForOpenScience/scinet","path":"scinet/views.py","license":"mit","language":"Pyth(...TRUNCATED)
{"families":["exceptions","functions","imports"],"primary_family":"functions","ast_node_count":517,"(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
823e27051e5e5217a7ad6988bc723e7d4a534f02319bc5955187a812ba7c6e02
"from corecat.constants import OBJECT_CODES, MODEL_VERSION\nfrom ._sqlalchemy import Base, CoreCatBa(...TRUNCATED)
"Load OBJECT_CODES, MODEL_VERSION from corecat.constants.\nLoad Base, CoreCatBaseMixin from the curr(...TRUNCATED)
"Importar OBJECT_CODES, MODEL_VERSION desde corecat.constants.\nImportar Base, CoreCatBaseMixin desd(...TRUNCATED)
"Charger OBJECT_CODES, MODEL_VERSION depuis corecat.constants.\nCharger Base, CoreCatBaseMixin depui(...TRUNCATED)
"导入 OBJECT_CODES, MODEL_VERSION 从 corecat 点 constants.\n导入 Base, CoreCatBaseMixin 从当(...TRUNCATED)
"corecat बिंदु constants से आयात करें OBJECT_CODES, MODEL_VERSION.\nth(...TRUNCATED)
"Importar OBJECT_CODES, MODEL_VERSION de corecat atributo constants.\nImportar Base, CoreCatBaseMixi(...TRUNCATED)
{"row_id":"pc_cnl100k_000005_c6ce1032252b","python_source_id":"pc_src100k_000005_c6ce1032252b","pyth(...TRUNCATED)
{"en":"from corecat.constants import OBJECT_CODES, MODEL_VERSION\nfrom ._sqlalchemy import Base, Cor(...TRUNCATED)
{"sha256":"c6ce1032252b4239564dee0b9077e8c9f1960fb1fdb37a9e5878b75ad2e48d19","char_count":1533,"byte(...TRUNCATED)
{"repo_name":"DanceCats/CoreCat","path":"corecat/models/project.py","license":"mit","language":"Pyth(...TRUNCATED)
{"families":["classes","functions","imports"],"primary_family":"functions","ast_node_count":104,"ast(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
9684f850160ef18de57b25a1307ae5c116bc2e947cba48987355777be216c768
"#!/usr/bin/env python\nfrom ansible.module_utils.hashivault import hashivault_argspec\nfrom ansible(...TRUNCATED)
"# !/usr/bin/env python\nLoad hashivault_argspec from ansible.module_utils.hashivault.\nLoad hashiva(...TRUNCATED)
"# !/usr/bin/env python\nImportar hashivault_argspec desde ansible.module_utils.hashivault.\nImporta(...TRUNCATED)
"# !/usr/bin/env python\nCharger hashivault_argspec depuis ansible.module_utils.hashivault.\nCharger(...TRUNCATED)
"# !/usr/bin/env python\n导入 hashivault_argspec 从 ansible 点 module_utils 点 hashivault.\n导(...TRUNCATED)
"# !/usr/bin/env python\nansible बिंदु module_utils बिंदु hashivault से आ(...TRUNCATED)
"# !/usr/bin/env python\nImportar hashivault_argspec de ansible atributo module_utils atributo hashi(...TRUNCATED)
{"row_id":"pc_cnl100k_000006_a0e9729e2c0c","python_source_id":"pc_src100k_000006_a0e9729e2c0c","pyth(...TRUNCATED)
{"en":"#!/usr/bin/env python\nfrom ansible.module_utils.hashivault import hashivault_argspec\nfrom a(...TRUNCATED)
{"sha256":"a0e9729e2c0c522c08ad9bbb0675686f62c4c54042284552560d733a8e82c311","char_count":1659,"byte(...TRUNCATED)
{"repo_name":"TerryHowe/ansible-modules-hashivault","path":"ansible/modules/hashivault/hashivault_ap(...TRUNCATED)
{"families":["functions","imports"],"primary_family":"functions","ast_node_count":162,"ast_top_count(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
93ac92aa70628792793e51544ef38d84a841abef4152d37a7ef45a60c993efa8
"from flask import Blueprint, request, render_template\nfrom ..load import processing_results\nfrom (...TRUNCATED)
"Load Blueprint, request, render_template from flask.\nLoad processing_results from the parent packa(...TRUNCATED)
"Importar Blueprint, request, render_template desde flask.\nImportar processing_results desde el paq(...TRUNCATED)
"Charger Blueprint, request, render_template depuis flask.\nCharger processing_results depuis le paq(...TRUNCATED)
"导入 Blueprint, request, render_template 从 flask.\n导入 processing_results 从父包 点 load(...TRUNCATED)
"flask से आयात करें Blueprint, request, render_template.\nthe parent पैक(...TRUNCATED)
"Importar Blueprint, request, render_template de flask.\nImportar processing_results do pacote pai a(...TRUNCATED)
{"row_id":"pc_cnl100k_000007_3169340bb559","python_source_id":"pc_src100k_000007_3169340bb559","pyth(...TRUNCATED)
{"en":"from flask import Blueprint, request, render_template\nfrom ..load import processing_results\(...TRUNCATED)
{"sha256":"3169340bb5595134af8e94f6e05283fa2a406fb147f6574dcb864b98d5df2328","char_count":1108,"byte(...TRUNCATED)
{"repo_name":"griimick/feature-mlsite","path":"app/liner/views.py","license":"mit","language":"Pytho(...TRUNCATED)
{"families":["functions","imports","loops"],"primary_family":"functions","ast_node_count":180,"ast_t(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
3d752d2079d186e624d73ab69e0e98d82c01e3889fb3903aa1ee2695a690f15d
"import asyncio\nimport discord\nimport datetime\nimport pytz\nfrom discord.ext import commands\nf(...TRUNCATED)
"Load asyncio.\nLoad discord.\nLoad datetime.\nLoad pytz.\nLoad commands from discord.ext.\nLoad Fuz(...TRUNCATED)
"Importar asyncio.\nImportar discord.\nImportar datetime.\nImportar pytz.\nImportar commands desde d(...TRUNCATED)
"Charger asyncio.\nCharger discord.\nCharger datetime.\nCharger pytz.\nCharger commands depuis disco(...TRUNCATED)
"导入 asyncio.\n导入 discord.\n导入 datetime.\n导入 pytz.\n导入 commands 从 discord 点 e(...TRUNCATED)
"आयात करें asyncio.\nआयात करें discord.\nआयात करें d(...TRUNCATED)
"Importar asyncio.\nImportar discord.\nImportar datetime.\nImportar pytz.\nImportar commands de disc(...TRUNCATED)
{"row_id":"pc_cnl100k_000008_ae3a9eb785a6","python_source_id":"pc_src100k_000008_ae3a9eb785a6","pyth(...TRUNCATED)
{"en":"import asyncio\nimport discord\nimport datetime\nimport pytz\nfrom discord.ext import comma(...TRUNCATED)
{"sha256":"ae3a9eb785a6d7efce90a5bd045df7fdb9aa0b84eaa746434172fb1e49618b98","char_count":8197,"byte(...TRUNCATED)
{"repo_name":"TheMasterGhost/CorpBot","path":"Cogs/Time.py","license":"mit","language":"Python","siz(...TRUNCATED)
{"families":["async","classes","exceptions","functions","imports","loops"],"primary_family":"functio(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
0ab3975b008a70fd4edaf1e6702c9cae4528eabeff74ea14470f7506327646ee
"import unittest\n\nfrom katas.beta.what_color_is_your_name import string_color\n\n\nclass StringCol(...TRUNCATED)
"Load unittest.\nLoad string_color from katas.beta.what_color_is_your_name.\nDefine class StringColo(...TRUNCATED)
"Importar unittest.\nImportar string_color desde katas.beta.what_color_is_your_name.\nDefinir clase (...TRUNCATED)
"Charger unittest.\nCharger string_color depuis katas.beta.what_color_is_your_name.\nDéfinir classe(...TRUNCATED)
"导入 unittest.\n导入 string_color 从 katas 点 beta 点 what_color_is_your_name.\n定义类 St(...TRUNCATED)
"आयात करें unittest.\nkatas बिंदु beta बिंदु what_color_is_your_(...TRUNCATED)
"Importar unittest.\nImportar string_color de katas atributo beta atributo what_color_is_your_name.\(...TRUNCATED)
{"row_id":"pc_cnl100k_000009_94d665abb9d5","python_source_id":"pc_src100k_000009_94d665abb9d5","pyth(...TRUNCATED)
{"en":"import unittest\n\nfrom katas.beta.what_color_is_your_name import string_color\n\n\nclass Str(...TRUNCATED)
{"sha256":"94d665abb9d572969769335cb2a36992d39b1abfb05af081fe72fc666d6cb428","char_count":656,"byte_(...TRUNCATED)
{"repo_name":"the-zebulan/CodeWars","path":"tests/beta_tests/test_what_color_is_your_name.py","licen(...TRUNCATED)
{"families":["classes","functions","imports"],"primary_family":"functions","ast_node_count":93,"ast_(...TRUNCATED)
{"projection_api":"plaincode.api.project_python_dataset_rows","requested_languages":["en","es","fr",(...TRUNCATED)
686146bd6bdc22b3dfb6eb3455e21ddc1141d2039a42b718d1dd488af4c6d151
End of preview.

Plaincode CNL 100k

This dataset is generated with Plaincode by streaming Python source files, projecting each accepted Python module/function into the current controlled-natural-language surfaces, and enforcing strict exact Python roundtrip proof for every emitted language. The public row schema is one wide row per accepted Python source: source first, then English/Spanish/French/Mandarin/Hindi/Portuguese CNL columns, then selected metadata.

Included surfaces

  • Python source
  • English CNL (en)
  • Spanish CNL (es)
  • French CNL (fr)
  • Portuguese CNL (pt)
  • Mandarin CNL (zh)
  • Hindi CNL (hi)

Acceptance gate

A row is accepted only when every requested CNL surface reverses back to the exact original Python bytes through Plaincode proof. The proof details are used as an internal gate, but they are not stored in each public JSON row.

Schema

Each row is ordered for readability and training use:

  1. source: the original Python source
  2. english_cnl: English Plaincode CNL
  3. spanish_cnl: Spanish Plaincode CNL
  4. french_cnl: French Plaincode CNL
  5. mandarin_cnl: Mandarin Plaincode CNL
  6. hindi_cnl: Hindi Plaincode CNL
  7. portuguese_cnl: Portuguese Plaincode CNL
  8. ids: row/source/run identifiers
  9. roundtrip_python_by_language: exact reconstructed Python per CNL language
  10. source_stats: source hash/count/compile summary
  11. source_metadata: upstream source metadata where available
  12. semantic_family: broad code-shape label
  13. engine: Plaincode generation metadata
  14. row_sha256: stable hash for the public row

Generation stats 

{
  "accepted_python_sources": 100000,
  "accepted_rows": 100000,
  "completed": true,
  "completed_shards": [
    "train-00000.jsonl.gz",
    "train-00001.jsonl.gz",
    "train-00002.jsonl.gz",
    "train-00003.jsonl.gz",
    "train-00004.jsonl.gz",
    "train-00005.jsonl.gz",
    "train-00006.jsonl.gz",
    "train-00007.jsonl.gz",
    "train-00008.jsonl.gz",
    "train-00009.jsonl.gz",
    "train-00010.jsonl.gz",
    "train-00011.jsonl.gz",
    "train-00012.jsonl.gz",
    "train-00013.jsonl.gz",
    "train-00014.jsonl.gz",
    "train-00015.jsonl.gz",
    "train-00016.jsonl.gz",
    "train-00017.jsonl.gz",
    "train-00018.jsonl.gz",
    "train-00019.jsonl.gz"
  ],
  "duplicates": 0,
  "family_counts": {
    "async": 1201,
    "classes": 51727,
    "comprehensions": 16570,
    "context_managers": 11998,
    "exceptions": 25579,
    "functions": 76419,
    "generators": 3523,
    "imports": 91065,
    "lambda": 6296,
    "loops": 38775,
    "simple_module": 2564
  },
  "filter_reasons": {
    "auto_generated": 6812,
    "compile_error:UnicodeEncodeError": 2,
    "skipped_path_pattern": 6786,
    "syntax_error:\"\\ \" is an invalid escape sequence. Did you mean \"\\\\ \"? A raw string is also an option.": 84,
    "syntax_error:\"\\!\" is an invalid escape sequence. Did you mean \"\\\\!\"? A raw string is also an option.": 5,
    "syntax_error:\"\\#\" is an invalid escape sequence. Did you mean \"\\\\#\"? A raw string is also an option.": 11,
    "syntax_error:\"\\$\" is an invalid escape sequence. Did you mean \"\\\\$\"? A raw string is also an option.": 27,
    "syntax_error:\"\\%\" is an invalid escape sequence. Did you mean \"\\\\%\"? A raw string is also an option.": 13,
    "syntax_error:\"\\&\" is an invalid escape sequence. Did you mean \"\\\\&\"? A raw string is also an option.": 7,
    "syntax_error:\"\\(\" is an invalid escape sequence. Did you mean \"\\\\(\"? A raw string is also an option.": 124,
    "syntax_error:\"\\)\" is an invalid escape sequence. Did you mean \"\\\\)\"? A raw string is also an option.": 4,
    "syntax_error:\"\\*\" is an invalid escape sequence. Did you mean \"\\\\*\"? A raw string is also an option.": 60,
    "syntax_error:\"\\+\" is an invalid escape sequence. Did you mean \"\\\\+\"? A raw string is also an option.": 19,
    "syntax_error:\"\\,\" is an invalid escape sequence. Did you mean \"\\\\,\"? A raw string is also an option.": 9,
    "syntax_error:\"\\-\" is an invalid escape sequence. Did you mean \"\\\\-\"? A raw string is also an option.": 55,
    "syntax_error:\"\\.\" is an invalid escape sequence. Did you mean \"\\\\.\"? A raw string is also an option.": 239,
    "syntax_error:\"\\/\" is an invalid escape sequence. Did you mean \"\\\\/\"? A raw string is also an option.": 66,
    "syntax_error:\"\\9\" is an invalid escape sequence. Did you mean \"\\\\9\"? A raw string is also an option.": 1,
    "syntax_error:\"\\:\" is an invalid escape sequence. Did you mean \"\\\\:\"? A raw string is also an option.": 15,
    "syntax_error:\"\\;\" is an invalid escape sequence. Did you mean \"\\\\;\"? A raw string is also an option.": 11,
    "syntax_error:\"\\<\" is an invalid escape sequence. Did you mean \"\\\\<\"? A raw string is also an option.": 13,
    "syntax_error:\"\\=\" is an invalid escape sequence. Did you mean \"\\\\=\"? A raw string is also an option.": 5,
    "syntax_error:\"\\>\" is an invalid escape sequence. Did you mean \"\\\\>\"? A raw string is also an option.": 2,
    "syntax_error:\"\\?\" is an invalid escape sequence. Did you mean \"\\\\?\"? A raw string is also an option.": 23,
    "syntax_error:\"\\@\" is an invalid escape sequence. Did you mean \"\\\\@\"? A raw string is also an option.": 4,
    "syntax_error:\"\\A\" is an invalid escape sequence. Did you mean \"\\\\A\"? A raw string is also an option.": 13,
    "syntax_error:\"\\B\" is an invalid escape sequence. Did you mean \"\\\\B\"? A raw string is also an option.": 2,
    "syntax_error:\"\\C\" is an invalid escape sequence. Did you mean \"\\\\C\"? A raw string is also an option.": 3,
    "syntax_error:\"\\D\" is an invalid escape sequence. Did you mean \"\\\\D\"? A raw string is also an option.": 23,
    "syntax_error:\"\\E\" is an invalid escape sequence. Did you mean \"\\\\E\"? A raw string is also an option.": 5,
    "syntax_error:\"\\F\" is an invalid escape sequence. Did you mean \"\\\\F\"? A raw string is also an option.": 3,
    "syntax_error:\"\\G\" is an invalid escape sequence. Did you mean \"\\\\G\"? A raw string is also an option.": 4,
    "syntax_error:\"\\H\" is an invalid escape sequence. Did you mean \"\\\\H\"? A raw string is also an option.": 3,
    "syntax_error:\"\\I\" is an invalid escape sequence. Did you mean \"\\\\I\"? A raw string is also an option.": 6,
    "syntax_error:\"\\L\" is an invalid escape sequence. Did you mean \"\\\\L\"? A raw string is also an option.": 3,
    "syntax_error:\"\\M\" is an invalid escape sequence. Did you mean \"\\\\M\"? A raw string is also an option.": 6,
    "syntax_error:\"\\O\" is an invalid escape sequence. Did you mean \"\\\\O\"? A raw string is also an option.": 1,
    "syntax_error:\"\\P\" is an invalid escape sequence. Did you mean \"\\\\P\"? A raw string is also an option.": 20,
    "syntax_error:\"\\R\" is an invalid escape sequence. Did you mean \"\\\\R\"? A raw string is also an option.": 1,
    "syntax_error:\"\\S\" is an invalid escape sequence. Did you mean \"\\\\S\"? A raw string is also an option.": 49,
    "syntax_error:\"\\T\" is an invalid escape sequence. Did you mean \"\\\\T\"? A raw string is also an option.": 8,
    "syntax_error:\"\\V\" is an invalid escape sequence. Did you mean \"\\\\V\"? A raw string is also an option.": 3,
    "syntax_error:\"\\W\" is an invalid escape sequence. Did you mean \"\\\\W\"? A raw string is also an option.": 57,
    "syntax_error:\"\\Z\" is an invalid escape sequence. Did you mean \"\\\\Z\"? A raw string is also an option.": 3,
    "syntax_error:\"\\[\" is an invalid escape sequence. Did you mean \"\\\\[\"? A raw string is also an option.": 104,
    "syntax_error:\"\\]\" is an invalid escape sequence. Did you mean \"\\\\]\"? A raw string is also an option.": 10,
    "syntax_error:\"\\^\" is an invalid escape sequence. Did you mean \"\\\\^\"? A raw string is also an option.": 3,
    "syntax_error:\"\\_\" is an invalid escape sequence. Did you mean \"\\\\_\"? A raw string is also an option.": 35,
    "syntax_error:\"\\`\" is an invalid escape sequence. Did you mean \"\\\\`\"? A raw string is also an option.": 4,
    "syntax_error:\"\\c\" is an invalid escape sequence. Did you mean \"\\\\c\"? A raw string is also an option.": 27,
    "syntax_error:\"\\d\" is an invalid escape sequence. Did you mean \"\\\\d\"? A raw string is also an option.": 436,
    "syntax_error:\"\\e\" is an invalid escape sequence. Did you mean \"\\\\e\"? A raw string is also an option.": 9,
    "syntax_error:\"\\g\" is an invalid escape sequence. Did you mean \"\\\\g\"? A raw string is also an option.": 18,
    "syntax_error:\"\\h\" is an invalid escape sequence. Did you mean \"\\\\h\"? A raw string is also an option.": 11,
    "syntax_error:\"\\i\" is an invalid escape sequence. Did you mean \"\\\\i\"? A raw string is also an option.": 25,
    "syntax_error:\"\\j\" is an invalid escape sequence. Did you mean \"\\\\j\"? A raw string is also an option.": 1,
    "syntax_error:\"\\k\" is an invalid escape sequence. Did you mean \"\\\\k\"? A raw string is also an option.": 1,
    "syntax_error:\"\\l\" is an invalid escape sequence. Did you mean \"\\\\l\"? A raw string is also an option.": 33,
    "syntax_error:\"\\m\" is an invalid escape sequence. Did you mean \"\\\\m\"? A raw string is also an option.": 43,
    "syntax_error:\"\\o\" is an invalid escape sequence. Did you mean \"\\\\o\"? A raw string is also an option.": 18,
    "syntax_error:\"\\p\" is an invalid escape sequence. Did you mean \"\\\\p\"? A raw string is also an option.": 28,
    "syntax_error:\"\\q\" is an invalid escape sequence. Did you mean \"\\\\q\"? A raw string is also an option.": 1,
    "syntax_error:\"\\s\" is an invalid escape sequence. Did you mean \"\\\\s\"? A raw string is also an option.": 371,
    "syntax_error:\"\\u\" is an invalid escape sequence. Did you mean \"\\\\u\"? A raw string is also an option.": 2,
    "syntax_error:\"\\w\" is an invalid escape sequence. Did you mean \"\\\\w\"? A raw string is also an option.": 180,
    "syntax_error:\"\\y\" is an invalid escape sequence. Did you mean \"\\\\y\"? A raw string is also an option.": 1,
    "syntax_error:\"\\z\" is an invalid escape sequence. Did you mean \"\\\\z\"? A raw string is also an option.": 1,
    "syntax_error:\"\\{\" is an invalid escape sequence. Did you mean \"\\\\{\"? A raw string is also an option.": 31,
    "syntax_error:\"\\|\" is an invalid escape sequence. Did you mean \"\\\\|\"? A raw string is also an option.": 19,
    "syntax_error:\"\\}\" is an invalid escape sequence. Did you mean \"\\\\}\"? A raw string is also an option.": 1,
    "syntax_error:\"is not\" with 'bytes' literal. Did you mean \"!=\"?": 1,
    "syntax_error:\"is not\" with 'int' literal. Did you mean \"!=\"?": 55,
    "syntax_error:\"is not\" with 'str' literal. Did you mean \"!=\"?": 54,
    "syntax_error:\"is not\" with 'tuple' literal. Did you mean \"!=\"?": 2,
    "syntax_error:\"is\" with 'bytes' literal. Did you mean \"==\"?": 3,
    "syntax_error:\"is\" with 'int' literal. Did you mean \"==\"?": 150,
    "syntax_error:\"is\" with 'str' literal. Did you mean \"==\"?": 157,
    "syntax_error:\"is\" with 'tuple' literal. Did you mean \"==\"?": 2,
    "syntax_error:'(' was never closed": 329,
    "syntax_error:':' expected after dictionary key": 1,
    "syntax_error:'[' was never closed": 9,
    "syntax_error:'await' outside async function": 1,
    "syntax_error:'bool' object is not callable; perhaps you missed a comma?": 2,
    "syntax_error:'break' in a 'finally' block": 3,
    "syntax_error:'return' in a 'finally' block": 54,
    "syntax_error:'return' outside function": 7,
    "syntax_error:'str' object is not callable; perhaps you missed a comma?": 5,
    "syntax_error:'tuple' object is not callable; perhaps you missed a comma?": 2,
    "syntax_error:'u' and 'r' prefixes are incompatible": 74,
    "syntax_error:'yield from' inside async function": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 0-1: malformed \\N character escape": 2,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 0-1: truncated \\UXXXXXXXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 0-1: truncated \\uXXXX escape": 2,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 11-22: unknown Unicode character name": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 114-115: truncated \\xXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 13-14: malformed \\N character escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 14-15: truncated \\UXXXXXXXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape": 11,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 23-24: truncated \\UXXXXXXXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 280-282: truncated \\xXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 294-295: truncated \\uXXXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 40-41: truncated \\uXXXX escape": 2,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 41-42: truncated \\uXXXX escape": 1,
    "syntax_error:(unicode error) 'unicodeescape' codec can't decode bytes in position 62-63: truncated \\UXXXXXXXX escape": 1,
    "syntax_error:* argument may appear only once": 1,
    "syntax_error:Expected one or more names after 'import'": 3,
    "syntax_error:Function parameters cannot be parenthesized": 83,
    "syntax_error:Generator expression must be parenthesized": 2,
    "syntax_error:Lambda expression parameters cannot be parenthesized": 60,
    "syntax_error:Missing parentheses in call to 'exec'. Did you mean exec(...)?": 51,
    "syntax_error:Missing parentheses in call to 'print'. Did you mean print(...)?": 13128,
    "syntax_error:assertion is always true, perhaps remove parentheses?": 6,
    "syntax_error:bytes can only contain ASCII literal characters": 1,
    "syntax_error:can't use starred expression here": 1,
    "syntax_error:cannot assign to True": 5,
    "syntax_error:cannot assign to attribute here. Maybe you meant '==' instead of '='?": 2,
    "syntax_error:cannot assign to expression here. Maybe you meant '==' instead of '='?": 1,
    "syntax_error:cannot mix bytes and nonbytes literals": 2,
    "syntax_error:cannot use except statement with tuple": 2,
    "syntax_error:closing parenthesis ')' does not match opening parenthesis '['": 1,
    "syntax_error:closing parenthesis ')' does not match opening parenthesis '[' on line 184": 1,
    "syntax_error:closing parenthesis ')' does not match opening parenthesis '{' on line 125": 1,
    "syntax_error:closing parenthesis ')' does not match opening parenthesis '{' on line 201": 1,
    "syntax_error:closing parenthesis ')' does not match opening parenthesis '{' on line 53": 1,
    "syntax_error:closing parenthesis ')' does not match opening parenthesis '{' on line 64": 1,
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  },
  "filtered_candidates": 46439,
  "finished_utc": "2026-05-31T01:47:30+00:00",
  "hf_repo_id": "CircularBalls/plaincode-cnl-100k",
  "languages": [
    "en",
    "es",
    "fr",
    "pt",
    "zh",
    "hi"
  ],
  "projection_failures": 82,
  "resume_accepted_rows": 0,
  "resume_skipped_accepted_rows": 0,
  "resume_start_shard": 0,
  "row_schema": "source-six-cnl-columns-selected-metadata-v2",
  "run_id": "run_20260530_225930_utc",
  "seen_candidates": 146521,
  "shards_completed": 20,
  "source_label_counts": {
    "github_code_clean_python_mit_single": 100000
  },
  "source_specs": [
    {
      "config": "Python-mit",
      "dataset": "codeparrot/github-code-clean",
      "enabled": true,
      "label": "github_code_clean_python_mit_single",
      "split": "train",
      "trust_remote_code": false,
      "weight": 1
    }
  ],
  "started_utc": "2026-05-30T22:59:32+00:00",
  "strict_gate_failures": 0,
  "target_accepted_rows": 100000,
  "updated_utc": "2026-05-31T01:47:30+00:00"
}

Intended use

Training/evaluating semantic projection, code-to-CNL, CNL-to-code, multilingual controlled-language alignment, and exact roundtrip experiments.

Source/license note

Rows retain source metadata where available, including license fields exposed by upstream datasets. The default generator configuration prioritizes permissive-ish Python source configs. Review upstream licenses before redistribution or commercial use.
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