Upload schema_comparison_output.txt with huggingface_hub

schema_comparison_output.txt

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+
+############################################################
+DATE GROUP: friday_02_03_2018
+Files: friday_02_03_2018_benign.csv (4,849,330 rows), friday_02_03_2018_bot.csv (286,099 rows)
+############################################################
+
+============================================================
+MISMATCH: friday_02_03_2018_benign.csv <-> friday_02_03_2018_bot.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_02_03_2018_benign.csv=str, friday_02_03_2018_bot.csv=float64
+  handshake_duration: friday_02_03_2018_benign.csv=str, friday_02_03_2018_bot.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_02_03_2018_benign.csv (5 rows):
+['0.0019', '0.0002', '0.0005', '0.0006', '0.0305']
+friday_02_03_2018_bot.csv (5 rows):
+[0.0001, 0.0001, 0.0, 0.0, 0.0]
+
+--- handshake_duration ---
+friday_02_03_2018_benign.csv (5 rows):
+['0.0104', '0.0113', '0.0113', '0.0114', '0.0173']
+friday_02_03_2018_bot.csv (5 rows):
+[0.0006, 0.0005, 0.0005, 0.0005, 0.0004]
+
+############################################################
+DATE GROUP: friday_16_02_2018
+Files: friday_16_02_2018_benign_part1.csv (3,295,650 rows), friday_16_02_2018_benign_part2.csv (544,081 rows), friday_16_02_2018_benign_part3.csv (2,421 rows), friday_16_02_2018_dos_hulk_part1.csv (699,195 rows), friday_16_02_2018_dos_hulk_part2.csv (1,125,255 rows), friday_16_02_2018_dos_slowhttp_part1.csv (99,989 rows), friday_16_02_2018_dos_slowhttp_part2.csv (5,561 rows)
+############################################################
+
+============================================================
+MISMATCH: friday_16_02_2018_benign_part1.csv <-> friday_16_02_2018_dos_hulk_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_16_02_2018_benign_part1.csv=str, friday_16_02_2018_dos_hulk_part1.csv=float64
+  handshake_duration: friday_16_02_2018_benign_part1.csv=str, friday_16_02_2018_dos_hulk_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_16_02_2018_benign_part1.csv (5 rows):
+['0.0001', '0.0004', '0.0004', '0.0012', '0.0003']
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0, 0.0, 0.0, 0.0003, 0.0007]
+
+--- handshake_duration ---
+friday_16_02_2018_benign_part1.csv (5 rows):
+['0.0003', '0.0177', '0.0003', '0.0787', '0.0215']
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0003]
+
+============================================================
+MISMATCH: friday_16_02_2018_benign_part2.csv <-> friday_16_02_2018_dos_hulk_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_16_02_2018_benign_part2.csv=str, friday_16_02_2018_dos_hulk_part1.csv=float64
+  handshake_duration: friday_16_02_2018_benign_part2.csv=str, friday_16_02_2018_dos_hulk_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_16_02_2018_benign_part2.csv (5 rows):
+['0.0001', '0.0001', 'not a complete handshake', '0.0001', '0.0001']
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0, 0.0, 0.0, 0.0003, 0.0007]
+
+--- handshake_duration ---
+friday_16_02_2018_benign_part2.csv (5 rows):
+['0.0002', '0.0003', 'not a complete handshake', '0.0002', '0.0002']
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0003]
+
+============================================================
+MISMATCH: friday_16_02_2018_benign_part3.csv <-> friday_16_02_2018_dos_hulk_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_16_02_2018_benign_part3.csv=str, friday_16_02_2018_dos_hulk_part1.csv=float64
+  handshake_duration: friday_16_02_2018_benign_part3.csv=str, friday_16_02_2018_dos_hulk_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_16_02_2018_benign_part3.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0, 0.0, 0.0, 0.0003, 0.0007]
+
+--- handshake_duration ---
+friday_16_02_2018_benign_part3.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0003]
+
+============================================================
+MISMATCH: friday_16_02_2018_dos_hulk_part1.csv <-> friday_16_02_2018_dos_hulk_part2.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_16_02_2018_dos_hulk_part1.csv=float64, friday_16_02_2018_dos_hulk_part2.csv=str
+  handshake_duration: friday_16_02_2018_dos_hulk_part1.csv=float64, friday_16_02_2018_dos_hulk_part2.csv=str
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0, 0.0, 0.0, 0.0003, 0.0007]
+friday_16_02_2018_dos_hulk_part2.csv (5 rows):
+['-4.2117', '-4.4822', '-4.4800', '-4.3456', '-4.3017']
+
+--- handshake_duration ---
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0003]
+friday_16_02_2018_dos_hulk_part2.csv (5 rows):
+['0.0003', '0.0007', '0.0003', '0.0108', '0.0006']
+
+============================================================
+MISMATCH: friday_16_02_2018_dos_hulk_part1.csv <-> friday_16_02_2018_dos_slowhttp_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_16_02_2018_dos_hulk_part1.csv=float64, friday_16_02_2018_dos_slowhttp_part1.csv=str
+  handshake_duration: friday_16_02_2018_dos_hulk_part1.csv=float64, friday_16_02_2018_dos_slowhttp_part1.csv=str
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0, 0.0, 0.0, 0.0003, 0.0007]
+friday_16_02_2018_dos_slowhttp_part1.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+
+--- handshake_duration ---
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0003]
+friday_16_02_2018_dos_slowhttp_part1.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+
+============================================================
+MISMATCH: friday_16_02_2018_dos_hulk_part1.csv <-> friday_16_02_2018_dos_slowhttp_part2.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: friday_16_02_2018_dos_hulk_part1.csv=float64, friday_16_02_2018_dos_slowhttp_part2.csv=str
+  handshake_duration: friday_16_02_2018_dos_hulk_part1.csv=float64, friday_16_02_2018_dos_slowhttp_part2.csv=str
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0, 0.0, 0.0, 0.0003, 0.0007]
+friday_16_02_2018_dos_slowhttp_part2.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+
+--- handshake_duration ---
+friday_16_02_2018_dos_hulk_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0003]
+friday_16_02_2018_dos_slowhttp_part2.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+
+############################################################
+DATE GROUP: friday_23_02_2018
+Files: friday_23_02_2018_benign.csv (4,463,605 rows), friday_23_02_2018_BF_web.csv (246 rows), friday_23_02_2018_BF_XSS.csv (148 rows), friday_23_02_2018_SQL_Injection.csv (66 rows)
+############################################################
+
+All files in this group have matching schemas.
+
+############################################################
+DATE GROUP: thursday_01_03_2018
+Files: thursday_01_03_2018_benign.csv (3,677,709 rows), thursday_01_03_2018_infiltration.csv (5 rows)
+############################################################
+
+All files in this group have matching schemas.
+
+############################################################
+DATE GROUP: thursday_15_02_2018
+Files: thursday_15_02_2018_benign.csv (3,653,742 rows), thursday_15_02_2018_DoS_Golden_Eye.csv (29,485 rows), thursday_15_02_2018_DoS_Slowloris.csv (8,269 rows)
+############################################################
+
+All files in this group have matching schemas.
+
+############################################################
+DATE GROUP: thursday_22_02_2018
+Files: thursday_22_02_2018_benign.csv (4,644,032 rows), thursday_22_02_2018_BF_web.csv (290 rows), thursday_22_02_2018_BF_XSS.csv (84 rows), thursday_22_02_2018_SQL_Injection.csv (40 rows)
+############################################################
+
+All files in this group have matching schemas.
+
+############################################################
+DATE GROUP: tuesday_20_02_2018
+Files: tuesday_20_02_2018_benign.csv (4,367,481 rows), tuesday_20_02_2018_loic_http.csv (289,527 rows)
+############################################################
+
+============================================================
+MISMATCH: tuesday_20_02_2018_benign.csv <-> tuesday_20_02_2018_loic_http.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: tuesday_20_02_2018_benign.csv=str, tuesday_20_02_2018_loic_http.csv=float64
+  handshake_duration: tuesday_20_02_2018_benign.csv=str, tuesday_20_02_2018_loic_http.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+tuesday_20_02_2018_benign.csv (5 rows):
+['0.0005', '0.0001', '0.0002', 'not a complete handshake', '0.0009']
+tuesday_20_02_2018_loic_http.csv (5 rows):
+[0.0, 0.0017, 0.0, 0.0011, 0.0]
+
+--- handshake_duration ---
+tuesday_20_02_2018_benign.csv (5 rows):
+['0.0003', '0.0002', '0.0002', 'not a complete handshake', '0.0214']
+tuesday_20_02_2018_loic_http.csv (5 rows):
+[0.0003, 0.0005, 0.0003, 0.0004, 0.0004]
+
+############################################################
+DATE GROUP: wednesday_14_02_2018
+Files: wednesday_14_02_2018_benign.csv (3,845,549 rows), wednesday_14_02_2018_BF_FTP.csv (193,360 rows), wednesday_14_02_2018_BF_SSH.csv (188,444 rows)
+############################################################
+
+============================================================
+MISMATCH: wednesday_14_02_2018_benign.csv <-> wednesday_14_02_2018_BF_SSH.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_14_02_2018_benign.csv=str, wednesday_14_02_2018_BF_SSH.csv=float64
+  handshake_duration: wednesday_14_02_2018_benign.csv=str, wednesday_14_02_2018_BF_SSH.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_14_02_2018_benign.csv (5 rows):
+['0.0001', '0.0002', '0.0002', '0.0027', '0.0003']
+wednesday_14_02_2018_BF_SSH.csv (5 rows):
+[0.0148, 0.01, 0.0217, 0.0218, 0.0233]
+
+--- handshake_duration ---
+wednesday_14_02_2018_benign.csv (5 rows):
+['0.0004', '0.0003', '0.0002', '0.0003', '0.0100']
+wednesday_14_02_2018_BF_SSH.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0004]
+
+============================================================
+MISMATCH: wednesday_14_02_2018_BF_FTP.csv <-> wednesday_14_02_2018_BF_SSH.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_14_02_2018_BF_FTP.csv=str, wednesday_14_02_2018_BF_SSH.csv=float64
+  handshake_duration: wednesday_14_02_2018_BF_FTP.csv=str, wednesday_14_02_2018_BF_SSH.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_14_02_2018_BF_FTP.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+wednesday_14_02_2018_BF_SSH.csv (5 rows):
+[0.0148, 0.01, 0.0217, 0.0218, 0.0233]
+
+--- handshake_duration ---
+wednesday_14_02_2018_BF_FTP.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+wednesday_14_02_2018_BF_SSH.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0004]
+
+############################################################
+DATE GROUP: wednesday_21_02_2018
+Files: wednesday_21_02_2018_benign_part1.csv (3,010,008 rows), wednesday_21_02_2018_benign_part2.csv (959,722 rows), wednesday_21_02_2018_benign_part3.csv (370,968 rows), wednesday_21_02_2018_benign_part4.csv (2,597 rows), wednesday_21_02_2018_hoic_part1.csv (799,832 rows), wednesday_21_02_2018_hoic_part2.csv (1,364,754 rows)
+############################################################
+
+============================================================
+MISMATCH: wednesday_21_02_2018_benign_part1.csv <-> wednesday_21_02_2018_hoic_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_21_02_2018_benign_part1.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+  handshake_duration: wednesday_21_02_2018_benign_part1.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_21_02_2018_benign_part1.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0108, 0.0119, 0.0129, 0.0139, 0.0146]
+
+--- handshake_duration ---
+wednesday_21_02_2018_benign_part1.csv (5 rows):
+['not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake', 'not a complete handshake']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0005]
+
+============================================================
+MISMATCH: wednesday_21_02_2018_benign_part2.csv <-> wednesday_21_02_2018_hoic_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_21_02_2018_benign_part2.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+  handshake_duration: wednesday_21_02_2018_benign_part2.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_21_02_2018_benign_part2.csv (5 rows):
+['0.0004', '0.0002', '0.0411', '0.0003', '0.0002']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0108, 0.0119, 0.0129, 0.0139, 0.0146]
+
+--- handshake_duration ---
+wednesday_21_02_2018_benign_part2.csv (5 rows):
+['0.0003', '0.0003', '0.0004', '0.0003', '0.0003']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0005]
+
+============================================================
+MISMATCH: wednesday_21_02_2018_benign_part3.csv <-> wednesday_21_02_2018_hoic_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_21_02_2018_benign_part3.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+  handshake_duration: wednesday_21_02_2018_benign_part3.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_21_02_2018_benign_part3.csv (5 rows):
+['0.0001', '0.0001', '0.0001', '0.0001', '0.0002']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0108, 0.0119, 0.0129, 0.0139, 0.0146]
+
+--- handshake_duration ---
+wednesday_21_02_2018_benign_part3.csv (5 rows):
+['0.0209', '0.0002', '0.0004', '0.0003', '0.0002']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0005]
+
+============================================================
+MISMATCH: wednesday_21_02_2018_benign_part4.csv <-> wednesday_21_02_2018_hoic_part1.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_21_02_2018_benign_part4.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+  handshake_duration: wednesday_21_02_2018_benign_part4.csv=str, wednesday_21_02_2018_hoic_part1.csv=float64
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_21_02_2018_benign_part4.csv (5 rows):
+['not a complete handshake', '0.0002', 'not a complete handshake', '0.0053', 'not a complete handshake']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0108, 0.0119, 0.0129, 0.0139, 0.0146]
+
+--- handshake_duration ---
+wednesday_21_02_2018_benign_part4.csv (5 rows):
+['not a complete handshake', '0.0357', 'not a complete handshake', '0.2347', 'not a complete handshake']
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0005]
+
+============================================================
+MISMATCH: wednesday_21_02_2018_hoic_part1.csv <-> wednesday_21_02_2018_hoic_part2.csv
+============================================================
+
+--- DTYPE MISMATCHES ---
+  delta_start: wednesday_21_02_2018_hoic_part1.csv=float64, wednesday_21_02_2018_hoic_part2.csv=str
+  handshake_duration: wednesday_21_02_2018_hoic_part1.csv=float64, wednesday_21_02_2018_hoic_part2.csv=str
+
+--- SAMPLE DATA FOR MISMATCHED COLUMNS ---
+
+--- delta_start ---
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0108, 0.0119, 0.0129, 0.0139, 0.0146]
+wednesday_21_02_2018_hoic_part2.csv (5 rows):
+['not a complete handshake', '0.0180', 'not a complete handshake', '0.0008', 'not a complete handshake']
+
+--- handshake_duration ---
+wednesday_21_02_2018_hoic_part1.csv (5 rows):
+[0.0003, 0.0003, 0.0003, 0.0003, 0.0005]
+wednesday_21_02_2018_hoic_part2.csv (5 rows):
+['not a complete handshake', '0.0003', 'not a complete handshake', '0.0004', 'not a complete handshake']
+
+Skipping wednesday_28_02_2018 (only 1 file: wednesday_28_02_2018_benign.csv)
+
+############################################################
+FILE STATISTICS
+############################################################
+
+File                                                                 Rows    Columns
+----------------------------------------------------------------------------------
+friday_02_03_2018_benign.csv                                    4,849,330        323
+friday_02_03_2018_bot.csv                                         286,099        323
+friday_16_02_2018_benign_part1.csv                              3,295,650        323
+friday_16_02_2018_benign_part2.csv                                544,081        323
+friday_16_02_2018_benign_part3.csv                                  2,421        323
+friday_16_02_2018_dos_hulk_part1.csv                              699,195        323
+friday_16_02_2018_dos_hulk_part2.csv                            1,125,255        323
+friday_16_02_2018_dos_slowhttp_part1.csv                           99,989        323
+friday_16_02_2018_dos_slowhttp_part2.csv                            5,561        323
+friday_23_02_2018_BF_XSS.csv                                          148        323
+friday_23_02_2018_BF_web.csv                                          246        323
+friday_23_02_2018_SQL_Injection.csv                                    66        323
+friday_23_02_2018_benign.csv                                    4,463,605        323
+thursday_01_03_2018_benign.csv                                  3,677,709        323
+thursday_01_03_2018_infiltration.csv                                    5        323
+thursday_15_02_2018_DoS_Golden_Eye.csv                             29,485        323
+thursday_15_02_2018_DoS_Slowloris.csv                               8,269        323
+thursday_15_02_2018_benign.csv                                  3,653,742        323
+thursday_22_02_2018_BF_XSS.csv                                         84        323
+thursday_22_02_2018_BF_web.csv                                        290        323
+thursday_22_02_2018_SQL_Injection.csv                                  40        323
+thursday_22_02_2018_benign.csv                                  4,644,032        323
+tuesday_20_02_2018_benign.csv                                   4,367,481        323
+tuesday_20_02_2018_loic_http.csv                                  289,527        323
+wednesday_14_02_2018_BF_FTP.csv                                   193,360        323
+wednesday_14_02_2018_BF_SSH.csv                                   188,444        323
+wednesday_14_02_2018_benign.csv                                 3,845,549        323
+wednesday_21_02_2018_benign_part1.csv                           3,010,008        323
+wednesday_21_02_2018_benign_part2.csv                             959,722        323
+wednesday_21_02_2018_benign_part3.csv                             370,968        323
+wednesday_21_02_2018_benign_part4.csv                               2,597        323
+wednesday_21_02_2018_hoic_part1.csv                               799,832        323
+wednesday_21_02_2018_hoic_part2.csv                             1,364,754        323
+wednesday_28_02_2018_benign.csv                                 5,405,238        323
+----------------------------------------------------------------------------------
+TOTAL                                                          48,182,782