diff --git a/README.md b/README.md
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+ 
+---
+license: cc-by-4.0
+task_categories:
+- image-to-text
+language:
+- fr
+tags:
+- synthetic
+- print
+- automatic-text-recognition
+size_categories:
+- 1K<n<10K
+pretty_name: Noisy Ground Truth - Words Replaced with XXX in Train Split only
+---
+
+# Noisy Ground Truth - Words Replaced with XXX in Train Split only
+
+Dataset of synthetic data for experimentation with noisy ground truth. The text in the dataset is based on [Colette's *Sido* and *Les Vignes*](https://www.gutenberg.org/cache/epub/71251/pg71251.txt), also the data was processed prior to generating images with the [TextRecognitionDataGenerator](https://textrecognitiondatagenerator.readthedocs.io/en/latest/).
+
+In Noisy Ground Truth - Words Replaced with XXX in Train Split only, each variation column is affected by the noise, without considering the split between train, validation and test.
+
+## Dataset Description
+
+- created by: Alix Chagué
+- license: CC BY 4.0
+- languages: French
+
+## Data structure
+
+The dataset is composed of the following columns:
+
+- `gold`: the original text
+- `source`: identifies the original work from which the text was extracted
+  - ex: "sido-colette" means that the text was extracted from Colette's *Sido* (or *Les Vignes*)
+- `MW-F`: the first word is replaced with XXX
+- `MW-L`: the last word is replaced with XXX
+- `MW-50`: half of the words are replaced with XXX, chosen randomly
+- `MW-50-L`: half of the words are replaced with XXX, chosen from the end of the text
+- `MW-1`: one word is replaced with XXX, chosen randomly
+- `MW-1-POS`: position of the word replaced with XXX in MW-1, "-2" means that no word is missing
+- `n_line`: number identifying the line in page # `n_page`
+- `n_page`: number identifying the page (the page changes every 25 lines)
+- `split`: split between train, validation and test (applied at page level)
+- `im`: image
+
+## Dataset Card Contact
+
+Alix Chagué (first.last@inria.fr)
\ No newline at end of file
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