Datasets:
Formats:
csv
Size:
10M - 100M
| configs: | |
| - config_name: "English" | |
| default: True | |
| data_files: | |
| - split: train | |
| path: Eng-NA/train.csv | |
| - split: valid | |
| path: Eng-NA/valid.csv | |
| - config_name: "EnglishUK" | |
| data_files: | |
| - split: train | |
| path: Eng-UK/train.csv | |
| - split: valid | |
| path: Eng-UK/valid.csv | |
| - config_name: "French" | |
| data_files: | |
| - split: train | |
| path: French/train.csv | |
| - split: valid | |
| path: French/valid.csv | |
| - config_name: "German" | |
| data_files: | |
| - split: train | |
| path: German/train.csv | |
| - split: valid | |
| path: German/valid.csv | |
| - config_name: "Spanish" | |
| data_files: | |
| - split: train | |
| path: Spanish/train.csv | |
| - split: valid | |
| path: Spanish/valid.csv | |
| - config_name: "Dutch" | |
| data_files: | |
| - split: train | |
| path: Dutch/train.csv | |
| - split: valid | |
| path: Dutch/valid.csv | |
| - config_name: "Mandarin" | |
| data_files: | |
| - split: train | |
| path: Mandarin/train.csv | |
| - split: valid | |
| path: Mandarin/valid.csv | |
| - config_name: "Japanese" | |
| data_files: | |
| - split: train | |
| path: Japanese/train.csv | |
| - split: valid | |
| path: Japanese/valid.csv | |
| - config_name: "Cantonese" | |
| data_files: | |
| - split: train | |
| path: Cantonese/train.csv | |
| - split: valid | |
| path: Cantonese/valid.csv | |
| - config_name: "Estonian" | |
| data_files: | |
| - split: train | |
| path: Estonian/train.csv | |
| - split: valid | |
| path: Estonian/valid.csv | |
| - config_name: "Croatian" | |
| data_files: | |
| - split: train | |
| path: Croatian/train.csv | |
| - split: valid | |
| path: Croatian/valid.csv | |
| - config_name: "Danish" | |
| data_files: | |
| - split: train | |
| path: Danish/train.csv | |
| - split: valid | |
| path: Danish/valid.csv | |
| - config_name: "Basque" | |
| data_files: | |
| - split: train | |
| path: Basque/train.csv | |
| - split: valid | |
| path: Basque/valid.csv | |
| - config_name: "Hungarian" | |
| data_files: | |
| - split: train | |
| path: Hungarian/train.csv | |
| - split: valid | |
| path: Hungarian/valid.csv | |
| - config_name: "Turkish" | |
| data_files: | |
| - split: train | |
| path: Turkish/train.csv | |
| - split: valid | |
| path: Turkish/valid.csv | |
| - config_name: "Farsi" | |
| data_files: | |
| - split: train | |
| path: Farsi/train.csv | |
| - split: valid | |
| path: Farsi/valid.csv | |
| - config_name: "Icelandic" | |
| data_files: | |
| - split: train | |
| path: Icelandic/train.csv | |
| - split: valid | |
| path: Icelandic/valid.csv | |
| - config_name: "Indonesian" | |
| data_files: | |
| - split: train | |
| path: Indonesian/train.csv | |
| - split: valid | |
| path: Indonesian/valid.csv | |
| - config_name: "Irish" | |
| data_files: | |
| - split: train | |
| path: Irish/train.csv | |
| - split: valid | |
| path: Irish/valid.csv | |
| - config_name: "Welsh" | |
| data_files: | |
| - split: train | |
| path: Welsh/train.csv | |
| - split: valid | |
| path: Welsh/valid.csv | |
| - config_name: "Korean" | |
| data_files: | |
| - split: train | |
| path: Korean/train.csv | |
| - split: valid | |
| path: Korean/valid.csv | |
| - config_name: "Swedish" | |
| data_files: | |
| - split: train | |
| path: Swedish/train.csv | |
| - split: valid | |
| path: Swedish/valid.csv | |
| - config_name: "Norwegian" | |
| data_files: | |
| - split: train | |
| path: Norwegian/train.csv | |
| - split: valid | |
| path: Norwegian/valid.csv | |
| - config_name: "Quechua" | |
| data_files: | |
| - split: train | |
| path: Quechua/train.csv | |
| - split: valid | |
| path: Quechua/valid.csv | |
| - config_name: "Catalan" | |
| data_files: | |
| - split: train | |
| path: Catalan/train.csv | |
| - split: valid | |
| path: Catalan/valid.csv | |
| - config_name: "Italian" | |
| data_files: | |
| - split: train | |
| path: Italian/train.csv | |
| - split: valid | |
| path: Italian/valid.csv | |
| - config_name: "PortuguesePt" | |
| data_files: | |
| - split: train | |
| path: PortuguesePt/train.csv | |
| - split: valid | |
| path: PortuguesePt/valid.csv | |
| - config_name: "PortugueseBr" | |
| data_files: | |
| - split: train | |
| path: PortugueseBr/train.csv | |
| - split: valid | |
| path: PortugueseBr/valid.csv | |
| - config_name: "Romanian" | |
| data_files: | |
| - split: train | |
| path: Romanian/train.csv | |
| - split: valid | |
| path: Romanian/valid.csv | |
| - config_name: "Serbian" | |
| data_files: | |
| - split: train | |
| path: Serbian/train.csv | |
| - split: valid | |
| path: Serbian/valid.csv | |
| - config_name: "Polish" | |
| data_files: | |
| - split: train | |
| path: Polish/train.csv | |
| - split: valid | |
| path: Polish/valid.csv | |
| language: | |
| - en | |
| - de | |
| - fr | |
| - es | |
| - nl | |
| - cmn | |
| - ja | |
| - yue | |
| - et | |
| - hr | |
| - da | |
| - eu | |
| - hu | |
| - tr | |
| - fa | |
| - is | |
| - id | |
| - ga | |
| - cy | |
| - ko | |
| - sv | |
| - nb | |
| - qu | |
| - ca | |
| - it | |
| - pt | |
| - ro | |
| - sv | |
| - pl | |
| tags: | |
| - language modeling | |
| - cognitive modeling | |
| pretty_name: Phonemized Child Directed Speech | |
| size_categories: | |
| - 100K<n<1M | |
| - 1M<n<10M | |
| # Phonemized Child Directed Speech Dataset | |
| This dataset contains utterance downloaded from CHILDES which have been pre-processed and converted to phonemic transcriptions by this [processing script](https://github.com/codebyzeb/Corpus-Phonemicizers). Many of the columns from CHILDES have been preserved in case they may be useful for experiments (e.g. number of morphemes, part-of-speech tags, etc.). The key columns added by the processing script are as follows: | |
| | Column | Description | | |
| |:----|:-----| | |
| | `is_child`| Whether the utterance was spoken by a child or not. Note that this is set to `False` for all utterances in this dataset, but the processing script has the ability to preserve child utterances.| | |
| | `processed_gloss`| The pre-processed orthographic utterance. This includes lowercasing, fixing English spelling and adding punctuation marks. This is based on the [AOChildes](https://github.com/UIUCLearningLanguageLab/AOCHILDES) preprocessing.| | |
| | `phonemized_utterance`| A phonemic transcription of the utterance, space-separated with word boundaries marked with the `WORD_BOUNDARY` token.| | |
| | `language_code`| Language code used for producing the phonemic transcriptions. May not match the `language` column provided by CHILDES (e.g. Eng-NA and Eng-UK tend to be transcribed with en-us and en-gb). | | |
| | `character_split_utterance`| A space separated transcription of the utterance, produced simply by splitting the processed gloss by character. This is intended to have a very similar format to `phonemized_utterance` for studies comparing phonetic to orthographic transcriptions. | | |
| The last two columns are designed for training character-based (phoneme-based) language models using a simple tokenizer that splits around whitespace. The `processed_gloss` column is suitable for word-based (or subword-based) language models with standard tokenizers. | |
| Note that the data has been sorted by the `target_child_age` column, which stores child age in months. This can be used to limit the training data according to a maximum child age, if you wish. | |
| Each subset of the data is split into a training split containing most of the utterances and an in-distribution validation split containing 10,000 utterances. The following languages are included (ordered by number of phonemes): | |
| | Language | Description | Speakers | Utterances | Words | Phonemes | |
| |:----|:-----|:-----|:----|:-----|:-----| | |
| | English (US) | Taken from 44 corpora in Eng-NA collection of CHILDES and phonemized using `phonemizer` with language code `en-us`. | 2,692 | 1,645,797 | 7,096,724 | 22,107,530 | |
| | English (UK) | Taken from 14 corpora in Eng-NA collection of CHILDES and phonemized using `phonemizer` with language code `en-gb`. | 588 | 1,246,211 | 5,170,088 | 15,710,282 | |
| | German | Taken from 10 corpora in German collection of CHILDES and phonemized using `epitran` with language code `deu-Latn`. | 628 | 860,297 | 4,827,996 | 14,821,812 | |
| | Japanese | Taken from 9 corpora in Japanese collection of CHILDES and phonemized using `phonemizer` (segments backend) with language `japanese`. | 329 | 557,215 | 1,773,816 | 7,100,307 | |
| | Indonesian | Taken from 1 corpus in EastAsian/Indonesian collection of CHILDES and phonemized using `epitran` with language code `ind-Latn`. | 389 | 534,525 | 2,122,372 | 6,369,459 | |
| | French | Taken from 11 corpora in French collection of CHILDES and phonemized using `phonemizer` with language code `fr-fr`. | 722 | 432,133 | 1,995,063 | 5,510,523 | |
| | Spanish | Taken from 18 corpora in Spanish collection of CHILDES and phonemized using `epitran` with language code `spa-Latn`. | 562 | 288,372 | 1,567,124 | 4,553,108 | |
| | Mandarin | Taken from 15 corpora in Chinese/Mandarin collection of CHILDES and phonemized using `epitran` with language code `cmn-Hans`. | 883 | 330,902 | 1,882,579 | 4,670,334 | |
| | Dutch | Taken from 4 corpora in DutchAfricaans/Dutch collection of CHILDES and phonemized using `phonemizer` with language code `nl`. | 78 | 261,938 | 1,106,865 | 3,585,608 | |
| | Serbian | Taken from 1 corpus in Slavic/Serbian collection of CHILDES and phonemized using `epitran` with language code `srp-Latn`. | 199 | 226,266 | 1,054,074 | 3,067,398 | |
| | Estonian | Taken from 9 corpora in Other/Estonian collection of CHILDES and phonemized using `phonemizer` with language code `et`. | 118 | 103,343 | 544,680 | 2,226,518 | |
| | Cantonese | Taken from 2 corpora in Chinese/Cantonese collection of CHILDES and phonemized using `epitran` with language code `yue-Latn`. | 81 | 147,673 | 651,392 | 1,824,730 | |
| | Polish | Taken from 2 corpora in Slavic/Polish collection of CHILDES and phonemized using `phonemizer` with language code `pl`. | 466 | 80,412 | 381,940 | 1,599,152 | |
| | Swedish | Taken from 3 corpora in Scandinavian/Swedish collection of CHILDES and phonemized using `phonemizer` with language code `sv`. | 32 | 85,299 | 396,800 | 1,242,615 | |
| | Portuguese (Portugal) | Taken from 3 corpora in Romance/Portuguese collection of CHILDES and phonemized using `phonemizer` with language code `pt`. | 33 | 81,444 | 368,032 | 1,117,010 | |
| | Korean | Taken from 3 corpora in EastAsian/Korean collection of CHILDES and phonemized using `phonemizer` with language code `ko`. | 95 | 66,576 | 201,078 | 1,074,044 | |
| | Italian | Taken from 5 corpora in Romance/Italian collection of CHILDES and phonemized using `phonemizer` with language code `it`. | 92 | 57,542 | 264,479 | 996,701 | |
| | Catalan | Taken from 5 corpora in Romance/Catalan collection of CHILDES and phonemized using `phonemizer` with language code `ca`. | 159 | 56,588 | 248,999 | 839,462 | |
| | Croatian | Taken from 1 corpus in Slavic/Croatian collection of CHILDES and phonemized using `phonemizer` with language code `hr`. | 51 | 55,288 | 214,949 | 805,530 | |
| | Welsh | Taken from 2 corpora in Celtic/Welsh collection of CHILDES and phonemized using `phonemizer` with language code `cy`. | 65 | 55,871 | 269,295 | 785,569 | |
| | Icelandic | Taken from 2 corpora in Scandinavian/Icelandic collection of CHILDES and phonemized using `phonemizer` with language code `is`. | 15 | 50,657 | 197,519 | 751,804 | |
| | Danish | Taken from 1 corpus in Scandinavian/Danish collection of CHILDES and phonemized using `phonemizer` with language code `da`. | 25 | 48,976 | 192,527 | 579,972 | |
| | Norwegian | Taken from 2 corpora in Scandinavian/Norwegian collection of CHILDES and phonemized `phonemizer` with language code `nb`. | 27 | 35,547 | 175,952 | 559,340 | |
| | Basque | Taken from 2 corpora in Other/Basque collection of CHILDES and phonemized using `phonemizer` with language code `eu`. | 150 | 36,614 | 135,866 | 565,633 | |
| | Hungarian | Taken from 3 corpora in Other/Hungarian collection of CHILDES and phonemized using `epitran` with language code `hun-Latn`. | 65 | 36,272 | 147,334 | 588,934 | |
| | Romanian | Taken from 2 corpora in Romance/Romanian collection of CHILDES and phonemized using `phonemizer` with language code `ro`. | 21 | 31,550 | 110,067 | 380,577 | |
| | Portuguese (Brazil) | Taken from 2 corpora in Romance/Portuguese collection of CHILDES and phonemized using `phonemizer` with language code `pt-br`. | 163 | 12,471 | 91,484 | 303,998 | |
| | Irish | Taken from 2 corpora in Celtic/Irish collection of CHILDES and phonemized using `phonemizer` with language code `ga`. | 20 | 18,256 | 88,388 | 278,558 | |
| | Turkish | Taken from 2 corpora in Other/Turkish collection of CHILDES and phonemized using `phonemizer` with language code `tr`. | 35 | 14,487 | 43,823 | 230,737 | |
| | Quechua | Taken from 2 corpora in Other/Quechua collection of CHILDES and phonemized using `phonemizer` with language code `qu`. | 7 | 13,425 | 33,102 | 204,692 | |
| | Farsi | Taken from 2 corpora in Other/Farsi collection of CHILDES and phonemized using `phonemizer` with language code `fa-latn`. | 23 | 13,467 | 28,080 | 115,089 | |