Update README.md
Browse files
README.md
CHANGED
|
@@ -13,72 +13,6 @@ size_categories:
|
|
| 13 |
- 1K<n<10K
|
| 14 |
- 10K<n<100K
|
| 15 |
- 100K<n<1M
|
| 16 |
-
dataset_info:
|
| 17 |
-
- config_name: banking77
|
| 18 |
-
features:
|
| 19 |
-
- name: text
|
| 20 |
-
dtype: string
|
| 21 |
-
- name: label
|
| 22 |
-
dtype: int64
|
| 23 |
-
splits:
|
| 24 |
-
- name: train
|
| 25 |
-
num_examples: 7502
|
| 26 |
-
- name: test
|
| 27 |
-
num_examples: 3080
|
| 28 |
-
- name: validation
|
| 29 |
-
num_examples: 2501
|
| 30 |
-
- config_name: trec
|
| 31 |
-
features:
|
| 32 |
-
- name: text
|
| 33 |
-
dtype: string
|
| 34 |
-
- name: label
|
| 35 |
-
dtype: int64
|
| 36 |
-
splits:
|
| 37 |
-
- name: train
|
| 38 |
-
num_examples: 4089
|
| 39 |
-
- name: test
|
| 40 |
-
num_examples: 500
|
| 41 |
-
- name: validation
|
| 42 |
-
num_examples: 1363
|
| 43 |
-
- config_name: financial_phrasebank
|
| 44 |
-
features:
|
| 45 |
-
- name: text
|
| 46 |
-
dtype: string
|
| 47 |
-
- name: label
|
| 48 |
-
dtype: int64
|
| 49 |
-
splits:
|
| 50 |
-
- name: train
|
| 51 |
-
num_examples: 1698
|
| 52 |
-
- name: test
|
| 53 |
-
num_examples: 0
|
| 54 |
-
- name: validation
|
| 55 |
-
num_examples: 566
|
| 56 |
-
- config_name: MASSIVE
|
| 57 |
-
features:
|
| 58 |
-
- name: text
|
| 59 |
-
dtype: string
|
| 60 |
-
- name: label
|
| 61 |
-
dtype: int64
|
| 62 |
-
splits:
|
| 63 |
-
- name: train
|
| 64 |
-
num_examples: 11514
|
| 65 |
-
- name: test
|
| 66 |
-
num_examples: 2974
|
| 67 |
-
- name: validation
|
| 68 |
-
num_examples: 2033
|
| 69 |
-
- config_name: twenty_newsgroups
|
| 70 |
-
features:
|
| 71 |
-
- name: text
|
| 72 |
-
dtype: string
|
| 73 |
-
- name: label
|
| 74 |
-
dtype: int64
|
| 75 |
-
splits:
|
| 76 |
-
- name: train
|
| 77 |
-
num_examples: 8586
|
| 78 |
-
- name: test
|
| 79 |
-
num_examples: 7532
|
| 80 |
-
- name: validation
|
| 81 |
-
num_examples: 2828
|
| 82 |
configs:
|
| 83 |
- config_name: banking77
|
| 84 |
data_files:
|
|
@@ -122,7 +56,6 @@ configs:
|
|
| 122 |
path: twenty_newsgroups/validation.csv
|
| 123 |
---
|
| 124 |
|
| 125 |
-
|
| 126 |
# Data Preprocessing AutoML Benchmarks
|
| 127 |
|
| 128 |
This repository contains text classification datasets with known data quality issues for preprocessing research in AutoML.
|
|
@@ -142,11 +75,6 @@ dataset = load_dataset("MothMalone/data-preprocessing-automl-benchmarks", "trec"
|
|
| 142 |
|
| 143 |
Below are the details for each dataset configuration available in this repository.
|
| 144 |
|
| 145 |
-
### twenty_newsgroups
|
| 146 |
-
- Description: The 20 Newsgroups dataset is a collection of approximately 20,000 newsgroup documents, partitioned across 20 different newsgroups.
|
| 147 |
-
- Data Quality Issue: N/A
|
| 148 |
-
- Classes: 20
|
| 149 |
-
|
| 150 |
### banking77
|
| 151 |
- Description: Dataset of online banking queries annotated with their corresponding intents.
|
| 152 |
- Data Quality Issue: N/A
|
|
@@ -166,3 +94,8 @@ Below are the details for each dataset configuration available in this repositor
|
|
| 166 |
- Description: Multilingual Amazon Slurp Synthetic Intent and Voice Evaluation dataset.
|
| 167 |
- Data Quality Issue: N/A
|
| 168 |
- Classes: 60
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 13 |
- 1K<n<10K
|
| 14 |
- 10K<n<100K
|
| 15 |
- 100K<n<1M
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 16 |
configs:
|
| 17 |
- config_name: banking77
|
| 18 |
data_files:
|
|
|
|
| 56 |
path: twenty_newsgroups/validation.csv
|
| 57 |
---
|
| 58 |
|
|
|
|
| 59 |
# Data Preprocessing AutoML Benchmarks
|
| 60 |
|
| 61 |
This repository contains text classification datasets with known data quality issues for preprocessing research in AutoML.
|
|
|
|
| 75 |
|
| 76 |
Below are the details for each dataset configuration available in this repository.
|
| 77 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
### banking77
|
| 79 |
- Description: Dataset of online banking queries annotated with their corresponding intents.
|
| 80 |
- Data Quality Issue: N/A
|
|
|
|
| 94 |
- Description: Multilingual Amazon Slurp Synthetic Intent and Voice Evaluation dataset.
|
| 95 |
- Data Quality Issue: N/A
|
| 96 |
- Classes: 60
|
| 97 |
+
|
| 98 |
+
### twenty_newsgroups
|
| 99 |
+
- Description: The 20 Newsgroups dataset is a collection of approximately 20,000 newsgroup documents, partitioned across 20 different newsgroups.
|
| 100 |
+
- Data Quality Issue: N/A
|
| 101 |
+
- Classes: 20
|