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README.md

@@ -1,61 +1,105 @@
 ---
 license: apache-2.0
 task_categories:
-  - text-classification
+- text-classification
 language:
-  - en
+- en
 tags:
-  - data-preprocessing
-  - automl
-  - benchmarks
+- data-preprocessing
+- automl
+- benchmarks
 size_categories:
-  - n<1K
-  - 1K<n<10K
-  - 10K<n<100K
-  - 100K<n<1M
+- n<1K
+- 1K<n<10K
+- 10K<n<100K
+- 100K<n<1M
+dataset_info:
+- config_name: banking77
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    dtype: int64
+  splits:
+  - name: train
+    num_examples: 7502
+  - name: test
+    num_examples: 3080
+  - name: validation
+    num_examples: 2501
+- config_name: trec
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    dtype: int64
+  splits:
+  - name: train
+    num_examples: 4089
+  - name: test
+    num_examples: 500
+  - name: validation
+    num_examples: 1363
+- config_name: financial_phrasebank
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    dtype: int64
+  splits:
+  - name: train
+    num_examples: 1358
+  - name: test
+    num_examples: 453
+  - name: validation
+    num_examples: 453
+- config_name: MASSIVE
+  features:
+  - name: text
+    dtype: string
+  - name: label
+    dtype: int64
+  splits:
+  - name: train
+    num_examples: 11514
+  - name: test
+    num_examples: 2974
+  - name: validation
+    num_examples: 2033
 configs:
-  - config_name: twenty_newsgroups
-    data_files:
-      - split: train
-        path: twenty_newsgroups/train.csv
-      - split: test
-        path: twenty_newsgroups/test.csv
-      - split: validation
-        path: twenty_newsgroups/validation.csv
-  - config_name: banking77
-    data_files:
-      - split: train
-        path: banking77/train-*.parquet
-      - split: test
-        path: banking77/test-*.parquet
-      - split: validation
-        path: banking77/validation-*.parquet
-  - config_name: trec
-    data_files:
-      - split: train
-        path: trec/train-*.parquet
-      - split: test
-        path: trec/test-*.parquet
-      - split: validation
-        path: trec/validation-*.parquet
-  - config_name: financial_phrasebank
-    data_files:
-      - split: train
-        path: financial_phrasebank/train-*.parquet
-      - split: test
-        path: financial_phrasebank/test-*.parquet
-      - split: validation
-        path: financial_phrasebank/validation-*.parquet
-  - config_name: MASSIVE
-    data_files:
-      - split: train
-        path: MASSIVE/train-*.parquet
-      - split: test
-        path: MASSIVE/test-*.parquet
-      - split: validation
-        path: MASSIVE/validation-*.parquet
+- config_name: banking77
+  data_files:
+  - split: train
+    path: banking77/train.csv
+  - split: test
+    path: banking77/test.csv
+  - split: validation
+    path: banking77/validation.csv
+- config_name: trec
+  data_files:
+  - split: train
+    path: trec/train.csv
+  - split: test
+    path: trec/test.csv
+  - split: validation
+    path: trec/validation.csv
+- config_name: financial_phrasebank
+  data_files:
+  - split: train
+    path: financial_phrasebank/train.csv
+  - split: test
+    path: financial_phrasebank/test.csv
+  - split: validation
+    path: financial_phrasebank/validation.csv
+- config_name: MASSIVE
+  data_files:
+  - split: train
+    path: MASSIVE/train.csv
+  - split: test
+    path: MASSIVE/test.csv
+  - split: validation
+    path: MASSIVE/validation.csv
 ---
-
 # Data Preprocessing AutoML Benchmarks
 
 This repository contains text classification datasets with known data quality issues for preprocessing research in AutoML.
@@ -76,26 +120,33 @@ dataset = load_dataset("MothMalone/data-preprocessing-automl-benchmarks", "trec"
 Below are the details for each dataset configuration available in this repository.
 
 ### banking77
-- Description: Dataset of online banking queries annotated with their corresponding intents.
+- Description: N/A
 - Data Quality Issue: N/A
 - Classes: 77
+- Training Samples: 7502
+- Validation Samples: 2501
+- Test Samples: 3080
 
 ### trec
 - Description: The Text REtrieval Conference (TREC) Question Classification dataset contains 5500 labeled questions in training set and another 500 for test set.
 - Data Quality Issue: N/A
 - Classes: 6
+- Training Samples: 4089
+- Validation Samples: 1363
+- Test Samples: 500
 
 ### financial_phrasebank
-- Description: Financial sentiment analysis dataset with phrases from financial news.
+- Description: The key arguments for the low utilization of statistical techniques in
 - Data Quality Issue: N/A
 - Classes: 3
+- Training Samples: 1358
+- Validation Samples: 453
+- Test Samples: 453
 
 ### MASSIVE
-- Description: Multilingual Amazon Slurp Synthetic Intent and Voice Evaluation dataset.
+- Description: 
 - Data Quality Issue: N/A
 - Classes: 60
-
-### twenty_newsgroups
-- Description: The 20 Newsgroups dataset is a collection of approximately 20,000 newsgroup documents, partitioned across 20 different newsgroups.
-- Data Quality Issue: N/A
-- Classes: 20
+- Training Samples: 11514
+- Validation Samples: 2033
+- Test Samples: 2974