DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset
Paper • 1710.03957 • Published
Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 3 new columns ({'intents', 'state', 'dialogue_acts'}) and 5 missing columns ({'turns', 'dataset', 'data_split', 'original_id', 'dialogue_id'}).
This happened while the json dataset builder was generating data using
zip://data/ontology.json::/tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/data.zip, [/tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/data.zip (origin=hf://datasets/Alamelu24/dailydialog@4e961178f2464353e3c3e639ce9fe5531d29f32e/data.zip), /tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/dummy_data.json (origin=hf://datasets/Alamelu24/dailydialog@4e961178f2464353e3c3e639ce9fe5531d29f32e/dummy_data.json), /tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/shuffled_dial_ids.json (origin=hf://datasets/Alamelu24/dailydialog@4e961178f2464353e3c3e639ce9fe5531d29f32e/shuffled_dial_ids.json)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
domains: struct<Ordinary Life: struct<description: string, slots: struct<>>, School Life: struct<description: (... 491 chars omitted)
child 0, Ordinary Life: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 1, School Life: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 2, Culture & Education: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 3, Attitude & Emotion: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 4, Relationship: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 5, Tourism: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 6, Health: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 7, Work: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 8, Politics: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
child 9, Finance: struct<description: string, slots: struct<>>
child 0, description: string
child 1, slots: struct<>
intents: struct<inform: struct<description: string>, question: struct<description: string>, directive: struct (... 63 chars omitted)
child 0, inform: struct<description: string>
child 0, description: string
child 1, question: struct<description: string>
child 0, description: string
child 2, directive: struct<description: string>
child 0, description: string
child 3, commissive: struct<description: string>
child 0, description: string
state: struct<>
dialogue_acts: struct<categorical: list<item: null>, non-categorical: list<item: null>, binary: list<item: string>>
child 0, categorical: list<item: null>
child 0, item: null
child 1, non-categorical: list<item: null>
child 0, item: null
child 2, binary: list<item: string>
child 0, item: string
to
{'dataset': Value('string'), 'data_split': Value('string'), 'dialogue_id': Value('string'), 'original_id': Value('string'), 'domains': List(Value('string')), 'turns': List({'dialogue_acts': {'binary': List({'domain': Value('string'), 'intent': Value('string'), 'slot': Value('string')}), 'categorical': List(Value('null')), 'non-categorical': List(Value('null'))}, 'emotion': Value('string'), 'speaker': Value('string'), 'utt_idx': Value('int64'), 'utterance': Value('string')})}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, 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 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, 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 1889, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 3 new columns ({'intents', 'state', 'dialogue_acts'}) and 5 missing columns ({'turns', 'dataset', 'data_split', 'original_id', 'dialogue_id'}).
This happened while the json dataset builder was generating data using
zip://data/ontology.json::/tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/data.zip, [/tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/data.zip (origin=hf://datasets/Alamelu24/dailydialog@4e961178f2464353e3c3e639ce9fe5531d29f32e/data.zip), /tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/dummy_data.json (origin=hf://datasets/Alamelu24/dailydialog@4e961178f2464353e3c3e639ce9fe5531d29f32e/dummy_data.json), /tmp/hf-datasets-cache/medium/datasets/82919426027595-config-parquet-and-info-Alamelu24-dailydialog-214241b9/hub/datasets--Alamelu24--dailydialog/snapshots/4e961178f2464353e3c3e639ce9fe5531d29f32e/shuffled_dial_ids.json (origin=hf://datasets/Alamelu24/dailydialog@4e961178f2464353e3c3e639ce9fe5531d29f32e/shuffled_dial_ids.json)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
dataset string | data_split string | dialogue_id string | original_id string | domains list | turns list |
|---|---|---|---|---|---|
dailydialog | train | dailydialog-train-0 | train-0 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "directive",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Say, Jim, how abou... |
dailydialog | train | dailydialog-train-1 | train-1 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Can you do push-ups... |
dailydialog | train | dailydialog-train-2 | train-2 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Can you study with ... |
dailydialog | train | dailydialog-train-3 | train-3 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Are you all right?"... |
dailydialog | train | dailydialog-train-4 | train-4 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Hey John, nice skat... |
dailydialog | train | dailydialog-train-5 | train-5 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Hey Lydia, what are... |
dailydialog | train | dailydialog-train-6 | train-6 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Frank's getting mar... |
dailydialog | train | dailydialog-train-7 | train-7 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "I hear you bought a n... |
dailydialog | train | dailydialog-train-8 | train-8 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Hi, Becky, what's u... |
dailydialog | train | dailydialog-train-9 | train-9 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "How are Zina's new ... |
dailydialog | train | dailydialog-train-10 | train-10 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Do you like cooking... |
dailydialog | train | dailydialog-train-11 | train-11 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Anyone home? Jen!"
... |
dailydialog | train | dailydialog-train-12 | train-12 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "happiness",
"speaker": "user",
"utt_idx": 0,
"utterance": "You look so tan and he... |
dailydialog | train | dailydialog-train-13 | train-13 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Diana, do you like ... |
dailydialog | train | dailydialog-train-14 | train-14 | [
"Ordinary Life"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Ah, ah, ah ..."
},
... |
dailydialog | train | dailydialog-train-15 | train-15 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Hi Bill, I saw your g... |
dailydialog | train | dailydialog-train-16 | train-16 | [
"School Life"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "directive",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "I would like to re... |
dailydialog | train | dailydialog-train-17 | train-17 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Dad, why are you ta... |
dailydialog | train | dailydialog-train-18 | train-18 | [
"School Life"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Hi, my name is Lean, ... |
dailydialog | train | dailydialog-train-19 | train-19 | [
"Ordinary Life"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Can I help you?"
... |
dailydialog | train | dailydialog-train-20 | train-20 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Here's your hot dog... |
dailydialog | train | dailydialog-train-21 | train-21 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "happiness",
"speaker": "user",
"utt_idx": 0,
"utterance": "How do you like the ... |
dailydialog | train | dailydialog-train-22 | train-22 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Do you have a light... |
dailydialog | train | dailydialog-train-23 | train-23 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "fear",
"speaker": "user",
"utt_idx": 0,
"utterance": "I was scared stiff of givin... |
dailydialog | train | dailydialog-train-24 | train-24 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "directive",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Excuse me. Could y... |
dailydialog | train | dailydialog-train-25 | train-25 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Every country should ... |
dailydialog | train | dailydialog-train-26 | train-26 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Do you like traveli... |
dailydialog | train | dailydialog-train-27 | train-27 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Your house is too s... |
dailydialog | train | dailydialog-train-28 | train-28 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "inform",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "How do you do, Prof. ... |
dailydialog | train | dailydialog-train-29 | train-29 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Do you want black o... |
dailydialog | train | dailydialog-train-30 | train-30 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "What do you like to... |
dailydialog | train | dailydialog-train-31 | train-31 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Where is John? I ca... |
dailydialog | train | dailydialog-train-32 | train-32 | [
"School Life"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Can I help you?"
... |
dailydialog | train | dailydialog-train-33 | train-33 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Hey, Ted. What are ... |
dailydialog | train | dailydialog-train-34 | train-34 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "You honestly believ... |
dailydialog | train | dailydialog-train-35 | train-35 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "What do you plan to... |
dailydialog | train | dailydialog-train-36 | train-36 | [
"School Life"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "How may I help you?... |
dailydialog | train | dailydialog-train-37 | train-37 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
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dailydialog | train | dailydialog-train-38 | train-38 | [
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dailydialog | train | dailydialog-train-39 | train-39 | [
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"utterance": "I feel like going f... |
dailydialog | train | dailydialog-train-40 | train-40 | [
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dailydialog | train | dailydialog-train-41 | train-41 | [
"Relationship"
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"utterance": "does your family ha... |
dailydialog | train | dailydialog-train-42 | train-42 | [
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"utterance": "Hi, Mr. Wang. Do yo... |
dailydialog | train | dailydialog-train-43 | train-43 | [
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dailydialog | train | dailydialog-train-44 | train-44 | [
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"utterance": "You look pale recently... |
dailydialog | train | dailydialog-train-45 | train-45 | [
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dailydialog | train | dailydialog-train-46 | train-46 | [
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dailydialog | train | dailydialog-train-47 | train-47 | [
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dailydialog | train | dailydialog-train-48 | train-48 | [
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dailydialog | train | dailydialog-train-49 | train-49 | [
"Relationship"
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"utterance": "Isn't this lovely w... |
dailydialog | train | dailydialog-train-50 | train-50 | [
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{
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"utterance": "On, darn. The grocery... |
dailydialog | train | dailydialog-train-51 | train-51 | [
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"utterance": "Do you think they t... |
dailydialog | train | dailydialog-train-52 | train-52 | [
"Relationship"
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"utterance": "Dad, where are we o... |
dailydialog | train | dailydialog-train-53 | train-53 | [
"Relationship"
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"emotion": "happiness",
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"utterance": "How about going to ... |
dailydialog | train | dailydialog-train-54 | train-54 | [
"Attitude & Emotion"
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{
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"utterance": "I feel so uncomfortab... |
dailydialog | train | dailydialog-train-55 | train-55 | [
"Relationship"
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"utterance": "I have made up my min... |
dailydialog | train | dailydialog-train-56 | train-56 | [
"Relationship"
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"utterance": "Excuse me, what's t... |
dailydialog | train | dailydialog-train-57 | train-57 | [
"Attitude & Emotion"
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{
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dailydialog | train | dailydialog-train-58 | train-58 | [
"Relationship"
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dailydialog | train | dailydialog-train-59 | train-59 | [
"Relationship"
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dailydialog | train | dailydialog-train-60 | train-60 | [
"Relationship"
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{
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dailydialog | train | dailydialog-train-61 | train-61 | [
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{
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"utterance": "What upsets you?"
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dailydialog | train | dailydialog-train-62 | train-62 | [
"Relationship"
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{
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"utterance": "Are you going to th... |
dailydialog | train | dailydialog-train-63 | train-63 | [
"School Life"
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dailydialog | train | dailydialog-train-64 | train-64 | [
"School Life"
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"utterance": "Good luck on your test... |
dailydialog | train | dailydialog-train-65 | train-65 | [
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{
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dailydialog | train | dailydialog-train-66 | train-66 | [
"Ordinary Life"
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dailydialog | train | dailydialog-train-67 | train-67 | [
"Relationship"
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dailydialog | train | dailydialog-train-68 | train-68 | [
"Relationship"
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dailydialog | train | dailydialog-train-69 | train-69 | [
"School Life"
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dailydialog | train | dailydialog-train-70 | train-70 | [
"School Life"
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"utterance": "Today more and more... |
dailydialog | train | dailydialog-train-71 | train-71 | [
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dailydialog | train | dailydialog-train-72 | train-72 | [
"Attitude & Emotion"
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{
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dailydialog | train | dailydialog-train-73 | train-73 | [
"Relationship"
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"utterance": "Why are you shiveri... |
dailydialog | train | dailydialog-train-74 | train-74 | [
"Relationship"
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dailydialog | train | dailydialog-train-75 | train-75 | [
"Attitude & Emotion"
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{
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"utterance": "Cheese! It tastes like c... |
dailydialog | train | dailydialog-train-76 | train-76 | [
"Relationship"
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dailydialog | train | dailydialog-train-77 | train-77 | [
"Relationship"
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"utterance": "If the weatherman's p... |
dailydialog | train | dailydialog-train-78 | train-78 | [
"Relationship"
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"utterance": "hi, Emily, do you k... |
dailydialog | train | dailydialog-train-79 | train-79 | [
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{
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"utterance": "You didn't ring me la... |
dailydialog | train | dailydialog-train-80 | train-80 | [
"Relationship"
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"utterance": "Hi, Nicole. Did you... |
dailydialog | train | dailydialog-train-81 | train-81 | [
"Relationship"
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"utterance": "There will be a parad... |
dailydialog | train | dailydialog-train-82 | train-82 | [
"Attitude & Emotion"
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{
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"utterance": "Excuse me. I'm afraid... |
dailydialog | train | dailydialog-train-83 | train-83 | [
"Relationship"
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"utterance": "What's the life exp... |
dailydialog | train | dailydialog-train-84 | train-84 | [
"Relationship"
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"utterance": "I'm going to Japan thi... |
dailydialog | train | dailydialog-train-85 | train-85 | [
"Relationship"
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"utterance": "Hey, Mark, long time n... |
dailydialog | train | dailydialog-train-86 | train-86 | [
"Attitude & Emotion"
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"utterance": "Could I see the ma... |
dailydialog | train | dailydialog-train-87 | train-87 | [
"Relationship"
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"utterance": "Congratulations, Vivia... |
dailydialog | train | dailydialog-train-88 | train-88 | [
"Relationship"
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"utterance": "We are going to th... |
dailydialog | train | dailydialog-train-89 | train-89 | [
"Relationship"
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"utterance": "You' v been work he... |
dailydialog | train | dailydialog-train-90 | train-90 | [
"Relationship"
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"utterance": "The music is on. M... |
dailydialog | train | dailydialog-train-91 | train-91 | [
"Relationship"
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"utterance": "Excuse me, is this ... |
dailydialog | train | dailydialog-train-92 | train-92 | [
"Relationship"
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"utterance": "Look at this headline... |
dailydialog | train | dailydialog-train-93 | train-93 | [
"Attitude & Emotion"
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{
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"utterance": "Boy! What a beauty! I ... |
dailydialog | train | dailydialog-train-94 | train-94 | [
"School Life"
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"utterance": "Excuse me. Where do... |
dailydialog | train | dailydialog-train-95 | train-95 | [
"Relationship"
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"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "How was your educat... |
dailydialog | train | dailydialog-train-96 | train-96 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Do you have any par... |
dailydialog | train | dailydialog-train-97 | train-97 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "What's the plot of ... |
dailydialog | train | dailydialog-train-98 | train-98 | [
"Relationship"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "question",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Who's that old lady... |
dailydialog | train | dailydialog-train-99 | train-99 | [
"Attitude & Emotion"
] | [
{
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "directive",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"emotion": "no emotion",
"speaker": "user",
"utt_idx": 0,
"utterance": "Mom. My legs are k... |
End of preview.
YAML Metadata Warning:The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
Dataset Card for DailyDialog
- Repository: http://yanran.li/dailydialog
- Paper: https://arxiv.org/pdf/1710.03957.pdf
- Leaderboard: None
- Who transforms the dataset: Qi Zhu(zhuq96 at gmail dot com)
To use this dataset, you need to install ConvLab-3 platform first. Then you can load the dataset via:
from convlab.util import load_dataset, load_ontology, load_database
dataset = load_dataset('dailydialog')
ontology = load_ontology('dailydialog')
database = load_database('dailydialog')
For more usage please refer to here.
Dataset Summary
DailyDialog is a high-quality multi-turn dialog dataset. It is intriguing in several aspects. The language is human-written and less noisy. The dialogues in the dataset reflect our daily communication way and cover various topics about our daily life. We also manually label the developed dataset with communication intention and emotion information.
- How to get the transformed data from original data:
- Download ijcnlp_dailydialog.zip.
- Run
python preprocess.pyin the current directory.
- Main changes of the transformation:
- Use
topicannotation asdomain. If duplicated dialogs are annotated with different topics, use the most frequent one. - Use
intentannotation asbinarydialogue act. - Retain emotion annotation in the
emotionfield of each turn. - Use nltk to remove space before punctuation:
utt = ' '.join([detokenizer.detokenize(word_tokenize(s)) for s in sent_tokenize(utt)]). - Replace
" ’ "with"'":utt = utt.replace(' ’ ', "'"). - Add space after full-stop
- Use
- Annotations:
- intent, emotion
Supported Tasks and Leaderboards
NLU, NLG
Languages
English
Data Splits
| split | dialogues | utterances | avg_utt | avg_tokens | avg_domains | cat slot match(state) | cat slot match(goal) | cat slot match(dialogue act) | non-cat slot span(dialogue act) |
|---|---|---|---|---|---|---|---|---|---|
| train | 11118 | 87170 | 7.84 | 11.22 | 1 | - | - | - | - |
| validation | 1000 | 8069 | 8.07 | 11.16 | 1 | - | - | - | - |
| test | 1000 | 7740 | 7.74 | 11.36 | 1 | - | - | - | - |
| all | 13118 | 102979 | 7.85 | 11.22 | 1 | - | - | - | - |
10 domains: ['Ordinary Life', 'School Life', 'Culture & Education', 'Attitude & Emotion', 'Relationship', 'Tourism', 'Health', 'Work', 'Politics', 'Finance']
- cat slot match: how many values of categorical slots are in the possible values of ontology in percentage.
- non-cat slot span: how many values of non-categorical slots have span annotation in percentage.
Citation
@InProceedings{li2017dailydialog,
author = {Li, Yanran and Su, Hui and Shen, Xiaoyu and Li, Wenjie and Cao, Ziqiang and Niu, Shuzi},
title = {DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset},
booktitle = {Proceedings of The 8th International Joint Conference on Natural Language Processing (IJCNLP 2017)},
year = {2017}
}
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