Module Expr Str Assign NameStore Str Assign NameStore Str Assign NameStore Str Import alias Assign NameStore Call AttributeLoad NameLoad attr NameLoad Import alias Import alias Import alias Import alias identifier Import alias Import alias ImportFrom alias ImportFrom alias FunctionDef arguments args NameParam defaults body Return ListComp Call AttributeLoad NameLoad attr NameLoad comprehension NameStore Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults Str body Assign NameStore ListLoad If CompareEq NameLoad Str body Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad orelse Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad NameLoad For NameStore NameLoad body AugAssignAdd NameStore NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults Str body If CompareEq NameLoad Str body Return Call AttributeLoad NameLoad attr NameLoad orelse Return Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam defaults Str Str Str Str body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr attr Str Assign NameStore BinOpAdd BinOpAdd BinOpAdd BinOpAdd BinOpAdd BinOpAdd BinOpAdd BinOpAdd NameLoad NameLoad Str NameLoad Str NameLoad Str NameLoad Str TryExcept body Assign SubscriptStore NameLoad Index NameLoad ListComp SubscriptLoad NameLoad Index Num comprehension NameStore SubscriptLoad NameLoad Index NameLoad handlers ExceptHandler type NameLoad body Assign SubscriptStore NameLoad Index NameLoad ListComp NameLoad comprehension NameStore SubscriptLoad NameLoad Index NameLoad Expr Call AttributeLoad SubscriptLoad AttributeLoad NameLoad attr ExtSlice Slice Index ListLoad Str NameLoad attr NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr BinOpMod Str NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Str body TryExcept body Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd NameLoad NameLoad Str Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad attr Str Assign NameStore BinOpAdd BinOpAdd BinOpAdd BinOpAdd BinOpAdd NameLoad Str SubscriptLoad NameLoad Slice BinOpSub Call NameLoad NameLoad Num Str NameLoad Str Expr Call AttributeLoad NameLoad attr BinOpAdd NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr BinOpAdd Str NameLoad handlers ExceptHandler type NameLoad body Pass Expr Call AttributeLoad NameLoad attr BinOpAdd NameLoad NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr BinOpMod Str NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults Str body Expr Str If CompareNotEq SubscriptLoad NameLoad Slice Num Str body Assign NameStore BinOpAdd NameLoad Str TryExcept body Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd NameLoad NameLoad Str Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad attr Str Assign NameStore BinOpAdd BinOpAdd BinOpAdd BinOpAdd BinOpAdd NameLoad Str SubscriptLoad NameLoad Slice BinOpSub Call NameLoad NameLoad Num Str NameLoad Str Expr Call AttributeLoad NameLoad attr BinOpAdd NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr BinOpAdd Str NameLoad handlers ExceptHandler type NameLoad body Pass Expr Call AttributeLoad NameLoad attr NameLoad BinOpAdd NameLoad NameLoad keyword Num Expr Call AttributeLoad NameLoad attr BinOpAdd BinOpAdd Str NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults Str body If CompareNotEq SubscriptLoad NameLoad Slice Num Str body Assign NameStore BinOpAdd NameLoad Str TryExcept body Assign NameStore Call AttributeLoad NameLoad attr BinOpAdd NameLoad NameLoad Expr Call AttributeLoad NameLoad attr BinOpAdd BinOpAdd Str NameLoad NameLoad handlers ExceptHandler type NameLoad body Expr Call AttributeLoad NameLoad attr BinOpAdd BinOpAdd Str NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad NameLoad Str Assign NameStore Call AttributeLoad Str attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad decorator_list
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Functions for data IO
 N/A __author__ Bryan Gregory N/A __email__ bryan.gregory1@gmail.com N/A __date__ 09-06-2013 N/A utils N/A log N/A N/A utils start_logging __name__ N/A json N/A csv N/A gc N/A pandas pd N/A time N/A os datetime datetime sklearn.externals joblib load_json N/A N/A file_path N/A N/A N/A N/A N/A N/A json loads line N/A line N/A open file_path N/A load_flatfile N/A N/A file_path delimiter N/A N/A N/A temp_array N/A N/A N/A delimiter N/A N/A csv_reader N/A N/A csv reader N/A open file_path N/A N/A csv_reader N/A N/A csv reader N/A open file_path delimiter N/A line csv_reader N/A N/A temp_array line N/A temp_array N/A load_flatfile_to_df N/A N/A file_path delimiter N/A N/A N/A N/A delimiter N/A N/A N/A N/A pd read_csv file_path N/A N/A N/A N/A pd read_csv file_path delimiter N/A save_predictions N/A N/A df target model_name directory estimator_class note N/A Submits/ N/A N/A timestamp N/A N/A N/A N/A datetime now strftime %m-%d-%y_%H%M N/A filename N/A N/A N/A N/A N/A N/A N/A N/A directory timestamp -- model_name _ estimator_class _ note .csv N/A N/A N/A N/A df N/A target N/A N/A x N/A 0 N/A x N/A df N/A target N/A N/A N/A IndexError N/A N/A N/A df N/A target N/A x N/A x N/A df N/A target N/A N/A N/A N/A N/A df ix N/A N/A N/A N/A id target to_csv filename index False N/A N/A N/A log info N/A Submission file saved: %s filename N/A save_combined_predictions N/A N/A df directory filename note N/A N/A N/A N/A N/A modified_date N/A N/A time strptime N/A N/A time ctime N/A N/A N/A os path getmtime N/A directory filename %a %b %d %H:%M:%S %Y N/A modified_date N/A N/A N/A N/A datetime fromtimestamp N/A N/A time mktime modified_date strftime %m-%d-%y_%H%M N/A archived_file N/A N/A N/A N/A N/A directory Archive/ N/A filename N/A N/A N/A len filename 4 -- modified_date .csv N/A N/A N/A os rename N/A directory filename archived_file N/A N/A N/A log info N/A File already exists with given filename, archiving old file to:  archived_file N/A N/A N/A WindowsError N/A N/A N/A N/A N/A df to_csv N/A directory filename index False N/A N/A N/A log info N/A Predictions saved: %s filename N/A save_cached_object N/A N/A object filename directory N/A Cache/ N/A N/A Save cached objects in pickel format using joblib compression.
       If a previous cached file exists, then get its modified date and append it to filename and archive it
     N/A N/A N/A filename N/A -4 .pkl N/A N/A filename N/A filename .pkl N/A N/A N/A modified_date N/A N/A time strptime N/A N/A time ctime N/A N/A N/A os path getmtime N/A directory filename %a %b %d %H:%M:%S %Y N/A modified_date N/A N/A N/A N/A datetime fromtimestamp N/A N/A time mktime modified_date strftime %m-%d-%y_%H%M N/A archived_file N/A N/A N/A N/A N/A directory Archive/ N/A filename N/A N/A N/A len filename 4 -- modified_date .pkl N/A N/A N/A os rename N/A directory filename archived_file N/A N/A N/A log info N/A Cached object already exists with given filename, archiving old object to:  archived_file N/A N/A N/A WindowsError N/A N/A N/A N/A N/A joblib dump object N/A directory filename compress 9 N/A N/A N/A log info N/A N/A New object cached to:  directory filename N/A load_cached_object N/A N/A filename directory N/A Cache/ N/A N/A N/A N/A filename N/A -4 .pkl N/A N/A filename N/A filename .pkl N/A N/A N/A object N/A N/A joblib load N/A directory filename N/A N/A N/A log info N/A N/A Successfully loaded object from:  directory filename N/A N/A N/A IOError N/A N/A N/A N/A log info N/A N/A Cached object does not exist:  directory filename N/A object N/A save_text_features N/A N/A output_file feature_names N/A N/A N/A o_f N/A open output_file wb N/A feature_names N/A N/A join feature_names N/A N/A N/A o_f write feature_names N/A