Update README.md

README.md

@@ -21,11 +21,11 @@ size_categories:
 ## Dataset Summary
 This dataset consists of structured metadata from the British Library [19th Century Digitised Books Collection](https://bl.iro.bl.uk/collections/b7fd2482-debd-4495-9494-72aa2ead00bb) (henceforth **blbooks**), a large collection of digitized books in the public domain.
 It has been created from the [OCR derived text + metadata version](https://doi.org/10.23636/r7w6-zy15) (henceforth **blbooks_derived**) of the [original dataset](https://bl.iro.bl.uk/collections/b7fd2482-debd-4495-9494-72aa2ead00bb), which is released under CC0 1.0 Universal Public Domain license. The complete implementation code is available at: [https://github.com/Text-Machine/data-processing-code](https://github.com/Text-Machine/data-processing-code).
-We have processed the records to include a genre label (`fiction` or `non-fiction`) assigned by [Gemma4-31b-it](https://huggingface.co/google/gemma-4-31B-it) based on the title. We also used the [`dedupe`](https://dedupe.io/) library to perform fuzzy string matching for duplicate detection. All duplicated records are grouped under the same `book_id`, and the one with the highest OCR quality is flagged as `best_version`.
+We have processed the records to include a genre label (`fiction` or `non-fiction`) assigned by [Gemma4-31b-it](https://huggingface.co/google/gemma-4-31B-it) based on the title and the author. We also used the [`dedupe`](https://dedupe.io/) library to perform fuzzy string matching for duplicate detection. All duplicated records are grouped under the same `book_id`, and the one with the highest OCR quality is flagged as `best_version`.
 
 ## Languages and Periods
 Records have been filtered to include only books tagged as written entirely in one of following languages: English, French, Spanish, Italian, Dutch, Russian.
-| Language | Number of books   |
+| Language | Number of records   |
 | :------- | :---------------- |
 | English  | 36924             |
 | French   | 3734              |
@@ -34,8 +34,8 @@ Records have been filtered to include only books tagged as written entirely in o
 | Russian  | 564               |
 | Dutch    | 535               |
 
-Books per period (respecting original period split in *blbooks_derived*):
-| Period    | Number of books   |
+Records per period (respecting original period split in *blbooks_derived*):
+| Period    | Number of records   |
 | :-------- | :---------------- |
 | 1510_1699 | 680               | 
 | 1700_1799 | 1782              |
@@ -62,7 +62,7 @@ The dataset is provided as a tabular file with the following columns:
 | `place` | The place of publication (from *blbooks_derived*, field `place`). |
 | `mean_wc_ocr` | Word OCR quality averaged per record (from *blbooks_derived*, obtained by averaging the per-page mean word confidence values, field `mean_wc_ocr`). |
 | `std_wc_ocr` | Standard deviation of the word confidence values averaged per record (from *blbooks_derived*, obtained by averaging the per-page standard deviation values, field `std_wc_ocr`). |
-| `author` | Main author of the publication (from *blbooks_derived*, field `name`). |
+| `author` | Main author of the publication (from *blbooks_derived*, field `Name`). |
 | `all_authors` | All names associated with the publication (from *blbooks_derived*, field `all names`). |
 | `publisher` | Publisher of the work (from *blbooks_derived*, field `Publisher`). |
 | `main_publication_country` | First country associated with publication (from *blbooks_derived*, field `Country of publication 1`). |