Update README.md

README.md

@@ -108,4 +108,166 @@ dataset_info:
 ---
 # Dataset Card for "thevault-filtered"
 
-[More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+Filtered version of [The Vault (function)](https://huggingface.co/datasets/Fsoft-AIC/the-vault-function). Restricted only to Python, then:
+- Light AST filtering for self-contained functions
+- Run through CodeBERT embeddings, clustered with k-means to 1024 clusters, and then the clusters were manually skimmed for seemingly uninformative functions.
+
+- The clusters excluded and their reasons are as follows:
+- ```
+  excluded = [
+    4, # biochem stuff? DEcompiled code
+    9, # Empty functions
+    33, # Empty functions
+    34, # UI stuff, just returns arguments
+    37, # Empty functions
+    40, # Empty functions
+    42, # Empty functions
+    44, # _namespace_SIO stuff
+    55, # Trivial, e.g. add(a, b) = a + b
+    66, # find_by class methods
+    67, # Mostly methods, seems not very informative
+    77, # openapi_types, returns a fixed dictionary
+    78, # Minimal, method stuff
+    83, # Locale configuration
+    87, # Just returns argument
+    101, # Incomplete
+    102, # Class methods
+    108, # openapi_types
+    156, # Empty functions
+    164, # Trivial, function aliases
+    168, # Class methods
+    172, # Empty functions
+    173, # Class methods
+    175, # Class methods
+    181, # Empty functions
+    182, # Fixed API stuff
+    190, # Fixed specific stuff
+    197, # from_dictionary class methods
+    198, # Empty functions
+    234, # Unimplemented
+    246, # Fixed specific stuff
+    277, # Empty functions
+    280, # Empty functions
+    282, # Empty functions
+    287, # Trivial, e.g. helloWorld()
+    299, # Mostly unfinished
+    304, # Empty functions
+    310, # Fixed API stuff
+    313, # Just modifies globals
+    320, # Empty functions
+    329, # Takes a credentials object, and runs methods on it
+    332, # MangoPi bot
+    334, # Empty
+    338, # namespace_SIO nonsense
+    339, # fn(x) = x
+    363, # Empty functions
+    370, # Empty
+    379, # Empty
+    388, # Empty
+    392, # Empty functions
+    393, # Fixed lists
+    409, # Fixed dictionaries
+    416, # Aliases to print
+    428, # Empty functions
+    437, # Empty functions
+    444, # Empty
+    454, # Mostly just calls methods on arguments
+    463, # Mostly just calls methods on arguments
+    470, # Fixed dictionaries
+    474, # Mostly fixed printing
+    465, # OpenAPI fixed dictionaries
+    476, # Empty
+    477, # Fixed dictionaries
+    491, # Trivial
+    494, # Lots of fixed string stuff
+    496, # Empty
+    511, # Empty
+    518, # OpenAPI
+    521, # Fixed API stuff
+    536, # Empty
+    540, # Fixed API stuff
+    553, # Empty
+    555, # Empty
+    564, # Empty
+    566, # Empty
+    568, # cls methods
+    573, # Mostly fixed dict stuff
+    574, # namespace_SO stuff, more biochem?
+    582, # namespace_SO stuff, more biochem?
+    602, # Fixed lists
+    608, # Mostly cls methods
+    617, # Mostly cls methods
+    629, # cls methods, fixed lists
+    641, # Fixed API stuff
+    642, # Empty
+    647, # Windows API stuff
+    648, # jupyter stuff
+    649, # mostly fixed dicts
+    652, # Empty
+    660, # Empty
+    665, # cls methods
+    666, # Empty
+    672, # Empty
+    680, # fixed dicts
+    682, # Empty
+    686, # Empty
+    687, # Fixed lists elements_sequence
+    692, # cls methods
+    693, # ASCII art
+    704, # Empty
+    709, # mqtt send message
+    712, # Empty
+    715, # Fixed data recoding
+    717, # Empty
+    722, # cls methods
+    725, # cls methods
+    734, # cls methods
+    737, # Empty
+    741, # Trivial cls methods
+    742, # Empty
+    745, # Fixed strings
+    752, # Empty
+    758, # Mostly fixed printing
+    768, # Empty
+    783, # Empty
+    784, # Mostly fixed dicts
+    802, # Fixed printing
+    806, # Empty
+    821, # Empty
+    824, # stuff like load_performance_win_x64_win_x64_vs2017_settings
+    825, # Trivial
+    835, # Empty
+    851, # Empty
+    862, # Empty
+    876, # Trivial
+    878, # Empty
+    887, # Empty
+    888, # Mostly fixed dicts
+    890, # Mostly fixed dicts
+    893, # Empty
+    898, # cls methods
+    899, # Fixed ['str'] stuff
+    906, # Auto-generated or something
+    912, # Empty
+    924, # Empty
+    933, # namespace_SO biochem stuff
+    938, # Trivial
+    959, # Mostly fixed printing
+    963, # API-specific
+    965, # cls methods
+    967, # cls methods
+    970, # Mostly fixed printing
+    971, # cls methods
+    972, # cls methods
+    973, # Empty
+    979, # cls methods
+    982, # Empty
+    983, # Empty
+    989, # cls methods
+    990, # API specific
+    1007, # API specific
+    1014, # Empty
+]
+```
+
+MIT licensed, like the original dataset