|
--- |
|
language: |
|
- en |
|
license: cc-by-4.0 |
|
size_categories: |
|
- 100M<n<1B |
|
task_categories: |
|
- image-to-text |
|
- visual-question-answering |
|
dataset_info: |
|
- config_name: CC-MAIN-2013-20 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 19908676196 |
|
num_examples: 3878063 |
|
download_size: 9303464923 |
|
dataset_size: 19908676196 |
|
- config_name: CC-MAIN-2013-48 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 15282078925 |
|
num_examples: 3091537 |
|
download_size: 6965036866 |
|
dataset_size: 15282078925 |
|
- config_name: CC-MAIN-2014-10 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 7227087609 |
|
num_examples: 1390034 |
|
download_size: 3259239561 |
|
dataset_size: 7227087609 |
|
- config_name: CC-MAIN-2014-15 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 10106913108 |
|
num_examples: 1968361 |
|
download_size: 4567738362 |
|
dataset_size: 10106913108 |
|
- config_name: CC-MAIN-2014-23 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 7997621043 |
|
num_examples: 1455331 |
|
download_size: 3468852905 |
|
dataset_size: 7997621043 |
|
- config_name: CC-MAIN-2014-35 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 6228103779 |
|
num_examples: 1219200 |
|
download_size: 2849584613 |
|
dataset_size: 6228103779 |
|
- config_name: CC-MAIN-2014-41 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 8321822952 |
|
num_examples: 1573955 |
|
download_size: 3775989970 |
|
dataset_size: 8321822952 |
|
- config_name: CC-MAIN-2014-42 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 7732679416 |
|
num_examples: 1511931 |
|
download_size: 3505766162 |
|
dataset_size: 7732679416 |
|
- config_name: CC-MAIN-2014-49 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 4473311810 |
|
num_examples: 837735 |
|
download_size: 1982728919 |
|
dataset_size: 4473311810 |
|
- config_name: CC-MAIN-2014-52 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 7292722888 |
|
num_examples: 1304730 |
|
download_size: 2957626766 |
|
dataset_size: 7292722888 |
|
- config_name: CC-MAIN-2015-06 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 5775826679 |
|
num_examples: 1061940 |
|
download_size: 2462379667 |
|
dataset_size: 5775826679 |
|
- config_name: CC-MAIN-2015-11 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 6263650452 |
|
num_examples: 1129411 |
|
download_size: 2528026633 |
|
dataset_size: 6263650452 |
|
- config_name: CC-MAIN-2015-14 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 4524425019 |
|
num_examples: 885221 |
|
download_size: 1939222111 |
|
dataset_size: 4524425019 |
|
- config_name: CC-MAIN-2015-18 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 6195227565 |
|
num_examples: 1104115 |
|
download_size: 2634204322 |
|
dataset_size: 6195227565 |
|
- config_name: CC-MAIN-2015-22 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 7008276790 |
|
num_examples: 1290530 |
|
download_size: 2913627974 |
|
dataset_size: 7008276790 |
|
- config_name: CC-MAIN-2015-27 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 4320140953 |
|
num_examples: 784496 |
|
download_size: 1828575226 |
|
dataset_size: 4320140953 |
|
- config_name: CC-MAIN-2015-32 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 4952806590 |
|
num_examples: 875601 |
|
download_size: 2065207099 |
|
dataset_size: 4952806590 |
|
- config_name: CC-MAIN-2015-35 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 6053257306 |
|
num_examples: 1086470 |
|
download_size: 2632032769 |
|
dataset_size: 6053257306 |
|
- config_name: CC-MAIN-2015-40 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 5206096790 |
|
num_examples: 924036 |
|
download_size: 2203603087 |
|
dataset_size: 5206096790 |
|
- config_name: CC-MAIN-2015-48 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 8343050753 |
|
num_examples: 1537468 |
|
download_size: 3489600630 |
|
dataset_size: 8343050753 |
|
- config_name: CC-MAIN-2016-07 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 9329220105 |
|
num_examples: 1738650 |
|
download_size: 4005599785 |
|
dataset_size: 9329220105 |
|
- config_name: CC-MAIN-2016-18 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 3897220786 |
|
num_examples: 747570 |
|
download_size: 1675500816 |
|
dataset_size: 3897220786 |
|
- config_name: CC-MAIN-2016-22 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 4623903344 |
|
num_examples: 857060 |
|
download_size: 2000624854 |
|
dataset_size: 4623903344 |
|
- config_name: CC-MAIN-2016-26 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 3414418701 |
|
num_examples: 627995 |
|
download_size: 1403890884 |
|
dataset_size: 3414418701 |
|
- config_name: CC-MAIN-2016-30 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 7244342539 |
|
num_examples: 1183776 |
|
download_size: 2913394840 |
|
dataset_size: 7244342539 |
|
- config_name: CC-MAIN-2016-36 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 5402565529 |
|
num_examples: 915878 |
|
download_size: 2248454753 |
|
dataset_size: 5402565529 |
|
- config_name: CC-MAIN-2016-40 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 5938544915 |
|
num_examples: 1113534 |
|
download_size: 2530904625 |
|
dataset_size: 5938544915 |
|
- config_name: CC-MAIN-2016-44 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 15819536321 |
|
num_examples: 3528637 |
|
download_size: 6516546200 |
|
dataset_size: 15819536321 |
|
- config_name: CC-MAIN-2016-50 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 10822695594 |
|
num_examples: 2215939 |
|
download_size: 4439728574 |
|
dataset_size: 10822695594 |
|
- config_name: CC-MAIN-2017-04 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 11949732148 |
|
num_examples: 2441316 |
|
download_size: 5045763620 |
|
dataset_size: 11949732148 |
|
- config_name: CC-MAIN-2017-09 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 12473370126 |
|
num_examples: 2561539 |
|
download_size: 5398993614 |
|
dataset_size: 12473370126 |
|
- config_name: CC-MAIN-2017-13 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 12209904783 |
|
num_examples: 2458486 |
|
download_size: 5422393873 |
|
dataset_size: 12209904783 |
|
- config_name: CC-MAIN-2017-17 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 13763109013 |
|
num_examples: 2615558 |
|
download_size: 6025106556 |
|
dataset_size: 13763109013 |
|
- config_name: CC-MAIN-2017-22 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 14456991831 |
|
num_examples: 2775332 |
|
download_size: 6258001465 |
|
dataset_size: 14456991831 |
|
- config_name: CC-MAIN-2017-26 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 15036103558 |
|
num_examples: 2973499 |
|
download_size: 6813218532 |
|
dataset_size: 15036103558 |
|
- config_name: CC-MAIN-2017-30 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 18833639414 |
|
num_examples: 3870197 |
|
download_size: 8464443468 |
|
dataset_size: 18833639414 |
|
- config_name: CC-MAIN-2017-34 |
|
features: |
|
- name: general_metadata |
|
struct: |
|
- name: domain |
|
sequence: string |
|
- name: fluency_prob |
|
dtype: float64 |
|
- name: id |
|
dtype: string |
|
- name: non_advertisement_prob |
|
dtype: float64 |
|
- name: politics_prob |
|
dtype: float64 |
|
- name: porn_prob |
|
dtype: float64 |
|
- name: toxic_prob |
|
dtype: float64 |
|
- name: url |
|
dtype: string |
|
- name: images |
|
sequence: string |
|
- name: texts |
|
sequence: string |
|
- name: metadata |
|
list: |
|
- name: aesthetic_prob |
|
dtype: float64 |
|
- name: bytes |
|
dtype: int64 |
|
- name: d_hash |
|
dtype: string |
|
- name: d_hash_dup_count |
|
dtype: int64 |
|
- name: height |
|
dtype: int64 |
|
- name: img_url_sha |
|
dtype: string |
|
- name: p_hash |
|
dtype: string |
|
- name: p_hash_dup_count |
|
dtype: int64 |
|
- name: unsafe_prob |
|
dtype: float64 |
|
- name: width |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 25828116836 |
|
num_examples: 4848154 |
|
download_size: 11599137919 |
|
dataset_size: 25828116836 |
|
configs: |
|
- config_name: CC-MAIN-2013-20 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2013-20/train-* |
|
- config_name: CC-MAIN-2013-48 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2013-48/train-* |
|
- config_name: CC-MAIN-2014-10 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-10/train-* |
|
- config_name: CC-MAIN-2014-15 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-15/train-* |
|
- config_name: CC-MAIN-2014-23 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-23/train-* |
|
- config_name: CC-MAIN-2014-35 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-35/train-* |
|
- config_name: CC-MAIN-2014-41 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-41/train-* |
|
- config_name: CC-MAIN-2014-42 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-42/train-* |
|
- config_name: CC-MAIN-2014-49 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-49/train-* |
|
- config_name: CC-MAIN-2014-52 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2014-52/train-* |
|
- config_name: CC-MAIN-2015-06 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-06/train-* |
|
- config_name: CC-MAIN-2015-11 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-11/train-* |
|
- config_name: CC-MAIN-2015-14 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-14/train-* |
|
- config_name: CC-MAIN-2015-18 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-18/train-* |
|
- config_name: CC-MAIN-2015-22 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-22/train-* |
|
- config_name: CC-MAIN-2015-27 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-27/train-* |
|
- config_name: CC-MAIN-2015-32 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-32/train-* |
|
- config_name: CC-MAIN-2015-35 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-35/train-* |
|
- config_name: CC-MAIN-2015-40 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-40/train-* |
|
- config_name: CC-MAIN-2015-48 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2015-48/train-* |
|
- config_name: CC-MAIN-2016-07 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-07/train-* |
|
- config_name: CC-MAIN-2016-18 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-18/train-* |
|
- config_name: CC-MAIN-2016-22 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-22/train-* |
|
- config_name: CC-MAIN-2016-26 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-26/train-* |
|
- config_name: CC-MAIN-2016-30 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-30/train-* |
|
- config_name: CC-MAIN-2016-36 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-36/train-* |
|
- config_name: CC-MAIN-2016-40 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-40/train-* |
|
- config_name: CC-MAIN-2016-44 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-44/train-* |
|
- config_name: CC-MAIN-2016-50 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2016-50/train-* |
|
- config_name: CC-MAIN-2017-04 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-04/train-* |
|
- config_name: CC-MAIN-2017-09 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-09/train-* |
|
- config_name: CC-MAIN-2017-13 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-13/train-* |
|
- config_name: CC-MAIN-2017-17 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-17/train-* |
|
- config_name: CC-MAIN-2017-22 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-22/train-* |
|
- config_name: CC-MAIN-2017-26 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-26/train-* |
|
- config_name: CC-MAIN-2017-30 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-30/train-* |
|
- config_name: CC-MAIN-2017-34 |
|
data_files: |
|
- split: train |
|
path: CC-MAIN-2017-34/train-* |
|
--- |
|
|
|
We are uploading the dataset files ~ |
|
|
|
# OmniCorpus-CC |
|
|
|
This is the repository of OmniCorpus-CC, which contains 988 million image-text interleaved documents collected from [Common Crawl](https://commoncrawl.org/). |
|
|
|
- Repository: https://github.com/OpenGVLab/OmniCorpus |
|
- Paper: https://arxiv.org/abs/2406.08418 |
|
|
|
OmniCorpus dataset is a large-scale image-text interleaved dataset, which pushes the boundaries of scale and diversity by encompassing **8.6 billion images** interleaved with **1,696 text tokens** from diverse sources, significantly surpassing previous datasets. |
|
This dataset demonstrates several advantages over its counterparts: |
|
|
|
1. **Larger data scale:** Our dataset is 1.7 times larger in images and 12.5 times larger in texts compared to the previously largest multimodal dataset, LAION-5B, while maintaining excellent data quality. |
|
2. **Richer data diversity:** Drawing from a broader range of data sources, our dataset is more diverse than other image-text interleaved datasets. It includes bilingual multimodal data in both Chinese and English, and encompasses text-centric and vision-centric documents extracted from common websites and video platforms. |
|
3. **More flexible format:** The streaming data format of our dataset offers exceptional flexibility, allowing adaptation to various data structures, including pure text corpora, image-text pairs, and interleaved data formats. |
|
|
|
<img width="578" alt="image" src="https://github.com/OpenGVLab/OmniCorpus/assets/47669167/641a6427-ba50-41e6-8634-8810113fd803"> |
|
|
|
The OmniCorpus contains three sections: |
|
|
|
- **OmniCorpus-CC**: processed from dumps in Common Crawl from 2013 to Nov./Dec. 2023. |
|
- **OmniCorpus-CW**: sourced from Chinese internet resources, will be availiable in [OpenDataLab](https://opendatalab.com/) platform. |
|
- **OmniCorpus-YT**: samples Youtube video frames as images and collects subtitles as texts. |
|
|
|
Code for pre-training, evaluating, main body extracting, and filtering have been released in the official [repository](https://github.com/OpenGVLab/OmniCorpus). A pre-trained model is availiable [here](). We are processing and uploading the rest data sections as soon as possible. |
|
|
|
### Update (2024-10-16): |
|
We are uploading the natural arrangement version of the OmniCorpus-CC documents. |
|
|
|
Coming soon: |
|
- Documents with Similarities: Documents with split at the sentence level, resulting in minor differences of text content. |
|
|
|
# Data Pipeline |
|
|
|
Our data pipeline consists of five key stages: main body extraction, preliminary text filtering, document deduplication, image downloading \& filtering, and detailed text filtering. Each stage efficiently reduces the dataset to retain only high-quality data. |
|
Please refer to our paper for more details about the data pipeline. |
|
|
|
<img width="723" alt="image" src="https://github.com/OpenGVLab/OmniCorpus/assets/47669167/a6de8928-58fb-4ff4-8ef9-4bd90e9ada5f"> |
|
|
|
# Usages |
|
|
|
The image-text interleaved documents are recommanded for the following usages: |
|
- Pre-training multimodal large language model (MLLM): Recent MLLMs (such as Flamingo series, EMU series, IDEFICS series, MM1, Cambrian-1, and xGen-MM) have shown that image-text interleaved data aids multimodal in-context learning and maintains the capabilities of large language models during multimodal fine-tuning. |
|
- Long text-image retrieval: We provide image-text similarities calculated with CLIP, which can convert the documents to image-text retrieval dataset with longer text. A retrieval model pre-trained on such data can retrieval images based on longer text, which can be used for multimodal RAG, converting pure text to multimodal sample, etc. |
|
- Source for futher dataset research: Our data is large-scale, which can serve as the source for researches for data curation strategies. We provide many useful attributes as metadata for each document, which can enrich the filtering strategy and reduce the cost. |
|
- ...... |
|
|
|
# Data Format |
|
|
|
Following common practices, the data is organized into Parquet file format. |
|
You might encounter errors when using `pandas.read_parquet` (because the data structure contains nested elements). We recommend using fastparquet to load the parquet files. |
|
```Python |
|
import fastparquet |
|
df = fastparquet.ParquetFile(parquet_file_path).to_pandas() |
|
|
|
# You can also use iter_batches |
|
parquet_file = pq.ParquetFile(filepath) |
|
for batch in parquet_file.iter_batches(): |
|
df = batch.to_pandas() |
|
``` |
|
|
|
You can convert the i-th document and convert it into a dictionary. |
|
```Python |
|
doc_dict = df.iloc[i].to_dict() |
|
``` |
|
|
|
The document format is as follow: |
|
```json |
|
{ |
|
'images': [ |
|
<str: image_1_url>, |
|
None, |
|
<str: image_2_url>, |
|
None, |
|
], |
|
'texts': [ |
|
None, |
|
<str: text_paragraph_1_content> |
|
None, |
|
<str: text_paragraph_2_content>, |
|
] |
|
'metadata': [ |
|
<dict: image_1_metadata>, |
|
None, |
|
<dict: image_2_metadata>, |
|
None |
|
], |
|
'general_metadata': { |
|
"url": <str: document url>, |
|
"id": <str: document id>, |
|
"domain": <list[str]: domains extracted from document url>, |
|
"fluency_prob": <float: the probability of fluency>, |
|
"non_advertisement_prob": <float: the probability of non-advertisement>, |
|
"porn_prob": <float: the probability of porn content>, |
|
"politics_prob": <float: the probability of politics content>, |
|
"toxic_prob": <float: the probability of toxic content>, |
|
} |
|
} |
|
``` |
|
Each image metadata is as follow: |
|
```json |
|
{ |
|
"img_url_sha": <str: sha code of image url>, |
|
"width": <int: image width>, |
|
"height": <int: image height>, |
|
"bytes": <int: byte number of the image file>, |
|
"d_hash": <str: d_hash code of the image, used for image deduplication>, |
|
"p_hash": <str: p_hash code of the image, used for image deduplication>, |
|
"d_hash_dup_count": <int: duplicated times detected by d_hash code>, |
|
"p_hash_dup_count": <int: duplicated times detected by p_hash code>, |
|
"aesthetic prob": <float: aesthetic probility>, |
|
"unsafe prob": <float: NSFW probility>, |
|
} |
|
``` |
|
|
|
# License |
|
|
|
OmniCorpus is released under a [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/deed.en) license, with the primary intent of supporting research activities. |
|
|
|
# Citation |
|
|
|
``` |
|
@article{li2024omnicorpus, |
|
title={OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text}, |
|
author={Li, Qingyun and Chen, Zhe and Wang, Weiyun and Wang, Wenhai and Ye, Shenglong and Jin, Zhenjiang and others}, |
|
journal={arXiv preprint arXiv:2406.08418}, |
|
year={2024} |
|
} |
|
``` |
|
|
|
|
