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Update README.md

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@@ -9,18 +9,22 @@ The Wikipedia Corpus is an open source dataset specifically designed for use in
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  | chance of being | % |
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  |------------------|-------|
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- | normal sentences | >=98% |
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- | manipulation | <=2% |
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- *Please consider 2/100 * 1/100 which is 0.0002%*
 
 
 
 
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  | chance of manipulation for each function | % |
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  |------------------------------------------|---|
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- | `delete_word` function | 1% (0.0002% overall) |
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- | `delete_characters` function | 1% (0.0002% overall) |
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- | `insert_characters` function | 1% (0.0002% overall) |
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- | `replace_characters` function | 1% (0.0002% overall) |
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- | `swap_characters_case` function | 1% (0.0002% overall) |
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  ## Purpose
 
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  | chance of being | % |
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  |------------------|-------|
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+ | normal sentences | >=2% |
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+ | manipulation | <=98% |
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+ each time with random function we create a new random number for each line (in this case wiki pedia article).
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+ we will leave >=2% of the data untouched, to teach the model, not to "overact" on the texts.
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+ *Please consider 98/100 * 1/100 which is 0.0098%*
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  | chance of manipulation for each function | % |
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  |------------------------------------------|---|
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+ | `delete_word` function | 99.999% (97.99% overall) |
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+ | `delete_characters` function | 99.999% (97.99% overall) |
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+ | `insert_characters` function | 99.999% (97.99% overall) |
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+ | `replace_characters` function | 99.999% (97.99% overall) |
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+ | `swap_characters_case` function | 99.999% (97.99% overall) |
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  ## Purpose