Fix wrong html char

README.md

@@ -374,6 +374,33 @@ license: cc-by-sa-3.0
 ---
 Welcome to SEA Wikipedia Data Repository. The datasets are extracted from [Wikipedia HF](https://huggingface.co/datasets/wikipedia) and processed using the scripts available in this repository for reproducibility purpose.
 
+# Getting Started #
+### To read the datasets directly ###
+Use one of the following code chunks to load it from HuggingFace Hub:
+You can refer to the 2nd args of ```config name``` using the following script
+```
+dataset = load_dataset(
+  "sabilmakbar/sea_wiki",
+  "seawiki_dedup_all" # a config name, can be "seawiki_dedup_all" or "seawiki_with_countries_all", or "seawiki_with_countries_dedup_all" , defaults to "seawiki_dedup_all"
+)
+```
+Or you can provide both ```lang``` and ```date_stamp``` (or just lang only by assuming the ```date_stamp``` will take the newest one)
+```
+dataset = load_dataset(
+  "sabilmakbar/sea_wiki",
+  lang = "id", # see README for complete lang choices
+  date_stamp="20230901"
+)
+```
+Or you can provide a ```country``` params with similar fashion to ```lang``` args(providing both ```country``` and ```lang``` will prioritize the ```lang``` kwarg)
+```
+dataset = load_dataset(
+  "sabilmakbar/sea_wiki",
+  lang = "id", # see the splits for complete lang choices
+  date_stamp="20230901"
+)
+```
+
 # **FAQS**
 ### What are the available languages provided in dataset and from which country?
 You may check the following tables to understand the current coverage of this dataset (languages, countries, data size & volume).
@@ -420,52 +447,25 @@ You may check the following tables to understand the current coverage of this da
 
 Some other languages in SEA that are already exists its Wiki Index at Wikimedia might be missing from this list. Any lang update PR is greatly appreciated!
 
-### How do I extract new Wikipedia Dataset of SEA languages?
-You may check to the script [_```extract_raw_wiki_data.py```_](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/extract_raw_wiki_data.py) to understand its implementations, or you can adjust the bash provided in [_```extract_raw_wiki_data_sea.sh```_](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/extract_raw_wiki_data_sea.sh) to extract it on your own. Please note that this dataset is extensible to any languages of your choice.
-
-### How do I extract new Wikipedia Dataset of SEA languages?
-You may visit this [Wikipedia Dump Index](https://dumps.wikimedia.org/backup-index.html) to check any latest available data and this link [Wikipedia Language Coverage](https://meta.wikimedia.org/wiki/List_of_Wikipedias#All_Wikipedias_ordered_by_number_of_articles) to map into any languages that you're wanting to extract.
-
 ### How does the data being preprocessed? What makes it different from loading it directly from Wikipedia HF?
 The data available in here are processed with following flows:
-1. Raw data is being deduplicated on ```title``` and ```text``` (text-content from a given article), to remove articles containing boilerplate text (template text that are used usually for no-available informations or asking for contributions of content in that article), which usually deemed noisy for NLP data.
+1. Raw data is being deduplicated on ```title``` and ```text``` (text-content from a given article), to remove articles containing boilerplate text (template text that are used usually for unavailable informations or asking for contributions of content in that article), which usually deemed noisy for NLP data.
 2. Furthermore, the ```title``` and ```text``` data are being checked for string-matching duplication (duplication of text that are being pre-processed, i.e symbols removed, HTML tags striped, or ASCII-chars validated). You may check this [ ```dedup_raw_wiki_data.py```](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/dedup_raw_wiki_data.py) script to understand its implementation.
 
-# Getting Started #
-### To read the datasets directly ###
-Use one of the following code chunks to load it from HuggingFace Hub:
-You can refer to the 2nd args of ```config name``` using the following script
-```
-dataset = load_dataset(
-  "sabilmakbar/sea_wiki",
-  "seawiki_dedup_all" # a config name, can be "seawiki_dedup_all" or "seawiki_with_countries_all", or "seawiki_with_countries_dedup_all" , defaults to "seawiki_dedup_all"
-)
-```
-Or you can provide both ```lang``` and ```date_stamp``` (or just lang only by assuming the ```date_stamp``` will take the newest one)
-```
-dataset = load_dataset(
-  "sabilmakbar/sea_wiki",
-  lang = "id", # see README for complete lang choices
-  date_stamp="20230901"
-)
-```
-Or you can provide a ```country``` params with similar fashion to ```lang``` args(providing both ```country``` and ```lang``` will prioritize the ```lang``` kwarg)
-```
-dataset = load_dataset(
-  "sabilmakbar/sea_wiki",
-  lang = "id", # see the splits for complete lang choices
-  date_stamp="20230901"
-)
-```
+### How do I extract new Wikipedia Dataset of SEA languages?
+You may check to the script [_```extract_raw_wiki_data.py```_](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/extract_raw_wiki_data.py) to understand its implementations, or you can adjust the bash provided in [_```extract_raw_wiki_data_sea.sh```_](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/extract_raw_wiki_data_sea.sh) to extract it on your own. 
+
+### How do I extract new Wikipedia Dataset of SEA languages?
+You may visit this [Wikipedia Dump Index](https://dumps.wikimedia.org/backup-index.html) to check any latest available data and this link [Wikipedia Language Coverage](https://meta.wikimedia.org/wiki/List_of_Wikipedias#All_Wikipedias_ordered_by_number_of_articles) to map into any languages that you're wanting to extract. Please note that this dataset is extensible to any languages of your choice.
 
 ### To replicate the whole dataset generation process ###
 1. Set-up a new Python/Conda Environment (recommended Python version: 3.9.6 to 3.9.18 or 3.10.0 to 3.10.13) and install the requirements on ```requirements.txt``` use this codebase via ```pip install -r requirements.txt```.
 2. Activate the chosen Python/Conda environment which the requirements are being installed.
 3. Force install ```multiprocess==0.70.15``` by using ```pip install multiprocess==0.70.15``` to avoid [this issue](https://github.com/huggingface/datasets/issues/5613#issuecomment-1703169594) (there's no other workaround for now, esp for Python 3.10.x)
 4. Run this ```sh``` script for extractions from Wikimedia Dump:
-```sh extract_raw_wiki_data_sea.sh```
+```sh extract_raw_wiki_data_sea.sh```. This script will run [_```extract_raw_wiki_data.py```_](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/extract_raw_wiki_data.py) to construct the Wiki Dataset
 5. Run this ```sh``` script of deduplication:
-```sh dedup_raw_wiki_data_sea.sh```
+```sh dedup_raw_wiki_data_sea.sh```. This script will run [_```dedup_raw_wiki_data.py```_](https://huggingface.co/datasets/sabilmakbar/sea_wiki/blob/main/dedup_raw_wiki_data.py) to do Wiki Dataset Clenasing. Please note that the cleansing process can be language/dialect specific.
 
 ## Citation Info:
 ```