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Example dataset for anomaly detection in IoT devices.
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MI_dir_L5_weight | MI_dir_L5_mean | MI_dir_L5_variance | MI_dir_L3_weight | MI_dir_L3_mean | MI_dir_L3_variance | MI_dir_L1_weight | MI_dir_L1_mean | MI_dir_L1_variance | MI_dir_L0.1_weight | MI_dir_L0.1_mean | MI_dir_L0.1_variance | MI_dir_L0.01_weight | MI_dir_L0.01_mean | MI_dir_L0.01_variance | H_L5_weight | H_L5_mean | H_L5_variance | H_L3_weight | H_L3_mean | H_L3_variance | H_L1_weight | H_L1_mean | H_L1_variance | H_L0.1_weight | H_L0.1_mean | H_L0.1_variance | H_L0.01_weight | H_L0.01_mean | H_L0.01_variance | HH_L5_weight | HH_L5_mean | HH_L5_std | HH_L5_magnitude | HH_L5_radius | HH_L5_covariance | HH_L5_pcc | HH_L3_weight | HH_L3_mean | HH_L3_std | HH_L3_magnitude | HH_L3_radius | HH_L3_covariance | HH_L3_pcc | HH_L1_weight | HH_L1_mean | HH_L1_std | HH_L1_magnitude | HH_L1_radius | HH_L1_covariance | HH_L1_pcc | HH_L0.1_weight | HH_L0.1_mean | HH_L0.1_std | HH_L0.1_magnitude | HH_L0.1_radius | HH_L0.1_covariance | HH_L0.1_pcc | HH_L0.01_weight | HH_L0.01_mean | HH_L0.01_std | HH_L0.01_magnitude | HH_L0.01_radius | HH_L0.01_covariance | HH_L0.01_pcc | HH_jit_L5_weight | HH_jit_L5_mean | HH_jit_L5_variance | HH_jit_L3_weight | HH_jit_L3_mean | HH_jit_L3_variance | HH_jit_L1_weight | HH_jit_L1_mean | HH_jit_L1_variance | HH_jit_L0.1_weight | HH_jit_L0.1_mean | HH_jit_L0.1_variance | HH_jit_L0.01_weight | HH_jit_L0.01_mean | HH_jit_L0.01_variance | HpHp_L5_weight | HpHp_L5_mean | HpHp_L5_std | HpHp_L5_magnitude | HpHp_L5_radius | HpHp_L5_covariance | HpHp_L5_pcc | HpHp_L3_weight | HpHp_L3_mean | HpHp_L3_std | HpHp_L3_magnitude | HpHp_L3_radius | HpHp_L3_covariance | HpHp_L3_pcc | HpHp_L1_weight | HpHp_L1_mean | HpHp_L1_std | HpHp_L1_magnitude | HpHp_L1_radius | HpHp_L1_covariance | HpHp_L1_pcc | HpHp_L0.1_weight | HpHp_L0.1_mean | HpHp_L0.1_std | HpHp_L0.1_magnitude | HpHp_L0.1_radius | HpHp_L0.1_covariance | HpHp_L0.1_pcc | HpHp_L0.01_weight | HpHp_L0.01_mean | HpHp_L0.01_std | HpHp_L0.01_magnitude | HpHp_L0.01_radius | HpHp_L0.01_covariance | HpHp_L0.01_pcc | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | 1 | 60 | 0 | 60 | 0 | 0 | 0 | |
1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 0 | 1 | 110 | 2.31E-07 | 1.357859886 | 103.6754258 | 120.2075458 | 1 | 110 | 0 | 110 | 0 | 0 | 0 | 1 | 110 | 0 | 110 | 0 | 0 | 0 | 1 | 110 | 0 | 110 | 0 | 0 | 0 | 1 | 110 | 0.000318773 | 110 | 1.02E-07 | 0 | 0 | 1.238635896 | 106.1467951 | 7.887769657 | 106.1467951 | 62.21691016 | 0 | 0 | 1 | 328.7024021 | 0 | 1 | 328.7024021 | 0 | 1 | 328.7024021 | 0 | 1 | 328.7024021 | 1.44E-05 | 1.238635896 | 307.0776013 | 28826.32412 | 1 | 110 | 0 | 110 | 0 | 0 | 0 | 1 | 110 | 0 | 110 | 0 | 0 | 0 | 1 | 110 | 0 | 110 | 0 | 0 | 0 | 1 | 110 | 0.000318773 | 110 | 1.02E-07 | 0 | 0 | 1.238635896 | 106.1467951 | 7.887769657 | 106.1467951 | 62.21691016 | 0 | 0 | |
1.724054715 | 91.43910415 | 249.4418125 | 1.823877859 | 92.45496548 | 253.6128683 | 1.937463305 | 93.48355816 | 255.7332878 | 1.99356304 | 93.94833805 | 255.997331 | 1.999354432 | 93.99483379 | 255.9999733 | 1.724054715 | 91.43910415 | 249.4418125 | 1.823877859 | 92.45496548 | 253.6128683 | 1.937463305 | 93.48355816 | 255.7332878 | 1.993563041 | 93.94833805 | 255.997331 | 2.356983295 | 92.78208351 | 230.2332483 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 1505662852 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | 1 | 78 | 0 | 78 | 0 | 0 | 0 | |
1 | 342 | 0 | 1 | 342 | 0 | 1 | 342 | 0 | 1 | 342 | 0 | 1 | 342 | 0 | 1 | 342 | 0 | 1 | 342 | 0 | 1 | 342 | 0 | 1.00000003 | 342 | 2.74E-07 | 2.48747291 | 341.959189 | 53.99190792 | 1 | 342 | 0 | 342 | 0 | 0 | 0 | 1 | 342 | 0 | 342 | 0 | 0 | 0 | 1 | 342 | 0 | 342 | 0 | 0 | 0 | 1.00000003 | 342 | 0.000523532 | 342 | 2.74E-07 | 0 | 0 | 2.48747291 | 341.959189 | 7.347918612 | 341.959189 | 53.99190792 | 0 | 0 | 1 | 257.574775 | 0 | 1 | 257.574775 | 0 | 1 | 257.574775 | 0 | 1.00000003 | 257.5747678 | 0.001755865 | 2.48747291 | 118.2942046 | 14996.41736 | 1 | 342 | 0 | 342 | 0 | 0 | 0 | 1 | 342 | 0 | 342 | 0 | 0 | 0 | 1 | 342 | 0 | 342 | 0 | 0 | 0 | 1.00000003 | 342 | 0.000523532 | 342 | 2.74E-07 | 0 | 0 | 2.48747291 | 341.959189 | 7.347918612 | 341.959189 | 53.99190792 | 0 | 0 | |
2.516815348 | 90.86730847 | 150.827639 | 2.688980957 | 91.54199305 | 160.7050595 | 2.888468825 | 92.27753574 | 169.9441121 | 2.988463423 | 92.62714468 | 173.8064386 | 2.998842399 | 92.6627085 | 174.1807702 | 2.516815348 | 90.86730847 | 150.827639 | 2.688980957 | 91.54199305 | 160.7050595 | 2.888468825 | 92.27753574 | 169.9441121 | 2.988463424 | 92.62714468 | 173.8064386 | 3.356379674 | 91.95318935 | 163.2565251 | 1.637019983 | 97.78267815 | 9.751076034 | 97.78267815 | 95.08348382 | 0 | 0 | 1.762942545 | 98.65533079 | 9.90918083 | 98.65533079 | 98.19186472 | 0 | 0 | 1.913756777 | 99.54935118 | 9.989840622 | 99.54935118 | 99.79691564 | 0 | 0 | 1.991021465 | 99.95490488 | 9.999898321 | 99.95490488 | 99.99796643 | 0 | 0 | 2.237519263 | 98.93041248 | 9.942634589 | 98.93041248 | 98.85598257 | 0 | 0 | 1.637019983 | 127.9887348 | 25662.97189 | 1.762942545 | 142.3252084 | 26501.92193 | 1.913756777 | 157.0127245 | 26935.12415 | 1.991021465 | 163.6754097 | 26989.38763 | 2.237519263 | 169.8955495 | 39231.93192 | 1.637019983 | 97.78267815 | 9.751076034 | 97.78267815 | 95.08348382 | 0 | 0 | 1.762942545 | 98.65533079 | 9.90918083 | 98.65533079 | 98.19186472 | 0 | 0 | 1.913756777 | 99.54935118 | 9.989840622 | 99.54935118 | 99.79691564 | 0 | 0 | 1.991021465 | 99.95490488 | 9.999898321 | 99.95490488 | 99.99796643 | 0 | 0 | 2.237519263 | 98.93041248 | 9.942634589 | 98.93041248 | 98.85598257 | 0 | 0 | |
1.697057634 | 342 | 5.82E-11 | 1.805306515 | 342 | 1.46E-11 | 1.9303658 | 342 | 4.37E-11 | 1.992808242 | 342 | 0 | 1.999278486 | 342 | 0 | 1.697057634 | 342 | 5.82E-11 | 1.805306515 | 342 | 1.46E-11 | 1.9303658 | 342 | 4.37E-11 | 1.992808271 | 342 | 1.37E-07 | 3.485678163 | 341.9708972 | 38.50260636 | 1.697057634 | 342 | 7.63E-06 | 342 | 5.82E-11 | 0 | 0 | 1.805306515 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 1.9303658 | 342 | 6.61E-06 | 342 | 4.37E-11 | 0 | 0 | 1.992808271 | 342 | 0.000369514 | 342 | 1.37E-07 | 0 | 0 | 3.485678163 | 341.9708972 | 6.205046846 | 341.9708972 | 38.50260636 | 0 | 0 | 1.697057634 | 105.858864 | 16044.67581 | 1.805306515 | 114.9559772 | 16380.03236 | 1.9303658 | 124.1955756 | 16551.21766 | 1.992808271 | 128.3748636 | 16572.56736 | 3.485678163 | 84.38686458 | 13551.92523 | 1.697057634 | 342 | 7.63E-06 | 342 | 5.82E-11 | 0 | 0 | 1.805306515 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 1.9303658 | 342 | 6.61E-06 | 342 | 4.37E-11 | 0 | 0 | 1.992808271 | 342 | 0.000369514 | 342 | 1.37E-07 | 0 | 0 | 3.485678163 | 341.9708972 | 6.205046846 | 341.9708972 | 38.50260636 | 0 | 0 | |
2.696687475 | 342 | 1.46E-11 | 2.805070243 | 342 | 0 | 2.930281583 | 342 | 0 | 2.992799547 | 342 | 2.91E-11 | 2.999277614 | 342 | 1.46E-11 | 2.696687475 | 342 | 1.46E-11 | 2.805070243 | 342 | 0 | 2.930281583 | 342 | 0 | 2.992799577 | 342 | 9.09E-08 | 4.485676643 | 341.9773852 | 29.91929747 | 2.696687475 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 2.805070243 | 342 | 0 | 342 | 0 | 0 | 0 | 2.930281583 | 342 | 0 | 342 | 0 | 0 | 0 | 2.992799577 | 342 | 0.000301554 | 342 | 9.09E-08 | 0 | 0 | 4.485676643 | 341.9773852 | 5.469853515 | 341.9773852 | 29.91929747 | 0 | 0 | 2.696687475 | 66.60374007 | 12709.43934 | 2.805070243 | 73.9745028 | 13572.17648 | 2.930281583 | 81.81210182 | 14370.35914 | 2.992799577 | 85.48031038 | 14701.72453 | 4.485676643 | 65.5743624 | 11764.3867 | 2.696687475 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 2.805070243 | 342 | 0 | 342 | 0 | 0 | 0 | 2.930281583 | 342 | 0 | 342 | 0 | 0 | 0 | 2.992799577 | 342 | 0.000301554 | 342 | 9.09E-08 | 0 | 0 | 4.485676643 | 341.9773852 | 5.469853515 | 341.9773852 | 29.91929747 | 0 | 0 | |
2.254705222 | 342 | 0 | 2.772435311 | 342 | 1.46E-11 | 3.514499613 | 342 | 1.46E-11 | 3.947350947 | 342 | 2.91E-11 | 3.994691488 | 342 | 1.46E-11 | 2.254705222 | 342 | 0 | 2.772435311 | 342 | 1.46E-11 | 3.514499613 | 342 | 1.46E-11 | 3.947350976 | 342 | 6.79E-08 | 5.478817699 | 341.9815128 | 24.45846978 | 2.254705222 | 342 | 0 | 342 | 0 | 0 | 0 | 2.772435311 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 3.514499613 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 3.947350976 | 342 | 0.000260547 | 342 | 6.79E-08 | 0 | 0 | 5.478817699 | 341.9815128 | 4.945550504 | 341.9815128 | 24.45846978 | 0 | 0 | 2.254705222 | 37.16176626 | 8160.203378 | 2.772435311 | 47.37199398 | 9931.118588 | 3.514499613 | 58.59646863 | 11636.71028 | 3.947350976 | 63.88113085 | 12352.28279 | 5.478817699 | 53.64595046 | 10254.41513 | 2.254705222 | 342 | 0 | 342 | 0 | 0 | 0 | 2.772435311 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 3.514499613 | 342 | 3.81E-06 | 342 | 1.46E-11 | 0 | 0 | 3.947350976 | 342 | 0.000260547 | 342 | 6.79E-08 | 0 | 0 | 5.478817699 | 341.9815128 | 4.945550504 | 341.9815128 | 24.45846978 | 0 | 0 | |
2.046253898 | 342 | 0 | 2.749000012 | 342 | 0 | 4.014206232 | 342 | 0 | 4.887198212 | 342 | 1.46E-11 | 4.988561922 | 342 | 0 | 2.046253898 | 342 | 0 | 2.749000012 | 342 | 0 | 4.014206232 | 342 | 0 | 4.887198241 | 342 | 5.40E-08 | 6.470410848 | 341.98437 | 20.67846548 | 2.046253898 | 342 | 0 | 342 | 0 | 0 | 0 | 2.749000012 | 342 | 0 | 342 | 0 | 0 | 0 | 4.014206232 | 342 | 0 | 342 | 0 | 0 | 0 | 4.887198241 | 342 | 0.000232384 | 342 | 5.40E-08 | 0 | 0 | 6.470410848 | 341.98437 | 4.547358077 | 341.98437 | 20.67846548 | 0 | 0 | 2.046253898 | 19.10915552 | 4513.299805 | 2.749000012 | 30.22013781 | 6833.020685 | 4.014206232 | 44.05438383 | 9375.249175 | 4.887198241 | 50.85534663 | 10484.35048 | 6.470410848 | 45.38922449 | 9042.535616 | 2.046253898 | 342 | 0 | 342 | 0 | 0 | 0 | 2.749000012 | 342 | 0 | 342 | 0 | 0 | 0 | 4.014206232 | 342 | 0 | 342 | 0 | 0 | 0 | 4.887198241 | 342 | 0.000232384 | 342 | 5.40E-08 | 0 | 0 | 6.470410848 | 341.98437 | 4.547358077 | 341.98437 | 20.67846548 | 0 | 0 |
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You remove the missing values with dropna