REload Readme

README.md

@@ -1,187 +1,125 @@
 ---
 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: twenty_newsgroups
-  features:
-  - name: text
-    dtype: string
-  - name: label
-    dtype: int64
-  - name: label_text
-    dtype: string
-  splits:
-  - name: train
-    num_examples: 8586
-  - name: test
-    num_examples: 7532    
-  - name: validation
-    num_examples: 2829
-- 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: 1698
-  - name: test
-    num_examples: 0
-  - name: validation
-    num_examples: 566
-- 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
+  - config_name: twenty_newsgroups
+    features:
+      - name: text
+        dtype: string
+      - name: label
+        dtype: int64
+      - name: label_text
+        dtype: string
+    splits:
+      - name: train
+        num_examples: 8586
+      - name: test
+        num_examples: 7532
+      - name: validation
+        num_examples: 2828
+  - 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: 1698
+      - name: test
+        num_examples: 0
+      - name: validation
+        num_examples: 566
+  - 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
----
-
-# Data Preprocessing AutoML Benchmarks
-
-This repository contains text classification datasets with known data quality issues for preprocessing research in AutoML.
-
-## Usage
-
-Load a specific dataset configuration like this:
-
-```python
-from datasets import load_dataset
-
-# Example for loading the TREC dataset
-dataset = load_dataset("MothMalone/data-preprocessing-automl-benchmarks", "trec")
-
-# Example for loading the twenty_newsgroups dataset
-dataset = load_dataset("MothMalone/data-preprocessing-automl-benchmarks", "twenty_newsgroups")
-```
-
-## Available Datasets
-
-Below are the details for each dataset configuration available in this repository.
-
-### 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: 8485
-- Validation Samples: 2829
-- Test Samples: 7532
-
-### banking77
-- Description: Dataset of online banking queries annotated with their corresponding intents.
-- 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.
-- Data Quality Issue: N/A
-- Classes: 3
-- Training Samples: 1698
-- Validation Samples: 566
-- Test Samples: 0
-
-### MASSIVE
-- Description: Multilingual Amazon Slurp Synthetic Intent and Voice Evaluation dataset.
-- Data Quality Issue: N/A
-- Classes: 60
-- Training Samples: 11514
-- Validation Samples: 2033
-- Test Samples: 2974
+  - 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
+---