batch_id stringlengths 6 6 | instructor_id stringclasses 120
values | course_id stringclasses 25
values | completion_rate float64 0.3 0.98 | avg_score_improvement float64 6.16 40 | avg_quiz_score float64 40.4 100 | dropout_rate float64 0.02 0.7 | avg_watch_time float64 0.29 1 | assignment_submission_rate float64 0.25 1 | forum_activity_rate float64 0 0.64 | avg_feedback_score float64 2.64 5 | feedback_response_rate float64 0.26 1 |
|---|---|---|---|---|---|---|---|---|---|---|---|
B_1861 | I_044 | C_01 | 0.3 | 14.225955 | 73.546528 | 0.647423 | 0.774572 | 0.790918 | 0.108414 | 3.766211 | 0.533193 |
B_0354 | I_119 | C_06 | 0.65722 | 22.87111 | 77.312331 | 0.425098 | 0.494936 | 0.998566 | 0.28055 | 5 | 0.734087 |
B_1334 | I_050 | C_03 | 0.3 | 16.087517 | 79.563687 | 0.7 | 0.977901 | 0.807298 | 0.207013 | 3.517386 | 0.681433 |
B_0906 | I_024 | C_21 | 0.639507 | 24.260687 | 99.295316 | 0.334657 | 0.846515 | 0.544555 | 0.306395 | 4.207578 | 1 |
B_1290 | I_001 | C_08 | 0.527302 | 31.081556 | 99.393425 | 0.521099 | 0.91745 | 0.865885 | 0.252289 | 4.42623 | 0.69671 |
B_1274 | I_026 | C_07 | 0.551446 | 33.142072 | 66.921029 | 0.453334 | 0.808018 | 0.599258 | 0.303886 | 3.436706 | 0.82015 |
B_0939 | I_082 | C_23 | 0.672706 | 27.305267 | 71.339548 | 0.335138 | 0.675175 | 0.956999 | 0.088178 | 4.425978 | 0.916465 |
B_1732 | I_009 | C_15 | 0.604242 | 29.30205 | 68.572569 | 0.426282 | 0.760133 | 0.858307 | 0.32452 | 3.992383 | 0.773999 |
B_0066 | I_114 | C_03 | 0.7971 | 34.959309 | 72.695755 | 0.18242 | 0.67377 | 0.850339 | 0.117345 | 3.984805 | 0.702765 |
B_1324 | I_038 | C_24 | 0.3 | 19.906779 | 68.726413 | 0.7 | 0.645213 | 0.595022 | 0.015123 | 2.952908 | 0.604704 |
B_0057 | I_007 | C_03 | 0.611182 | 36.802763 | 81.984152 | 0.379727 | 0.994443 | 0.844886 | 0.292126 | 3.622734 | 1 |
B_1293 | I_064 | C_02 | 0.570696 | 19.093307 | 72.721843 | 0.410812 | 0.61887 | 0.878619 | 0.172449 | 3.185762 | 0.57067 |
B_1119 | I_105 | C_10 | 0.835885 | 32.151918 | 99.380619 | 0.172237 | 0.931757 | 0.639961 | 0.238955 | 4.29641 | 0.725115 |
B_0585 | I_001 | C_23 | 0.502279 | 30.47838 | 77.656405 | 0.527207 | 0.912544 | 0.870204 | 0.218729 | 4.1583 | 0.692847 |
B_0375 | I_084 | C_14 | 0.74764 | 24.853167 | 82.045392 | 0.339942 | 0.896929 | 0.766906 | 0.216145 | 4.17426 | 0.737127 |
B_0276 | I_087 | C_07 | 0.728593 | 36.70387 | 85.085878 | 0.275468 | 0.617111 | 0.869325 | 0.346214 | 5 | 0.659314 |
B_0747 | I_086 | C_07 | 0.507302 | 21.910958 | 52.236262 | 0.517193 | 0.788142 | 0.723976 | 0.111328 | 3.608986 | 0.763573 |
B_0129 | I_088 | C_13 | 0.551877 | 34.11997 | 77.530403 | 0.395987 | 0.620484 | 0.863648 | 0.123542 | 4.387035 | 0.648745 |
B_1647 | I_088 | C_16 | 0.485395 | 22.309794 | 61.036579 | 0.49044 | 0.723713 | 0.544952 | 0.05887 | 4.796709 | 0.690979 |
B_1853 | I_044 | C_21 | 0.396546 | 12.47153 | 69.713296 | 0.520882 | 0.624232 | 0.695045 | 0.338553 | 3.864146 | 0.473733 |
B_0675 | I_033 | C_25 | 0.559256 | 27.086097 | 77.509678 | 0.424323 | 0.992307 | 1 | 0.396202 | 4.490075 | 0.824931 |
B_1665 | I_032 | C_21 | 0.519524 | 22.673143 | 77.827209 | 0.494888 | 1 | 0.87499 | 0.175557 | 3.932348 | 0.893478 |
B_1982 | I_117 | C_23 | 0.751612 | 30.736196 | 72.067852 | 0.20392 | 0.637498 | 0.87931 | 0.328052 | 4.032436 | 0.592837 |
B_1084 | I_111 | C_05 | 0.792251 | 24.73216 | 74.794365 | 0.222434 | 0.973315 | 0.883056 | 0.160857 | 3.795297 | 0.692244 |
B_1923 | I_039 | C_20 | 0.543477 | 26.613939 | 88.623998 | 0.518243 | 0.81168 | 0.709388 | 0.164521 | 3.756784 | 0.898558 |
B_0100 | I_100 | C_16 | 0.396591 | 24.583119 | 74.997669 | 0.502562 | 0.758766 | 0.460796 | 0.25506 | 4.75619 | 0.798424 |
B_1180 | I_119 | C_09 | 0.42756 | 38.800238 | 99.795211 | 0.495454 | 0.544063 | 1 | 0.424539 | 5 | 0.792468 |
B_0965 | I_086 | C_14 | 0.542482 | 24.690727 | 75.898901 | 0.4322 | 0.667063 | 0.64881 | 0.320692 | 3.321807 | 0.740159 |
B_0793 | I_018 | C_02 | 0.867225 | 29.734227 | 82.962725 | 0.148093 | 1 | 0.517009 | 0.133579 | 4.531797 | 0.479468 |
B_0030 | I_021 | C_25 | 0.765745 | 33.702936 | 92.381896 | 0.233681 | 0.774875 | 0.74258 | 0.174497 | 4.700204 | 0.63911 |
B_0629 | I_085 | C_19 | 0.663933 | 30.647075 | 73.859917 | 0.307199 | 0.78351 | 1 | 0.341331 | 4.303273 | 0.700907 |
B_0945 | I_010 | C_22 | 0.977862 | 40 | 88.166218 | 0.031441 | 0.758796 | 0.772415 | 0.208892 | 4.231673 | 0.819064 |
B_0573 | I_055 | C_21 | 0.762248 | 30.507326 | 75.032848 | 0.184218 | 0.763143 | 0.633919 | 0.345551 | 4.723106 | 0.902122 |
B_0908 | I_117 | C_06 | 0.561381 | 40 | 75.310319 | 0.432239 | 0.910674 | 0.528978 | 0.345508 | 4.08836 | 0.809428 |
B_1081 | I_112 | C_21 | 0.33771 | 29.150086 | 71.754676 | 0.7 | 0.787003 | 0.821981 | 0.098797 | 4.359721 | 0.812068 |
B_0451 | I_113 | C_04 | 0.3 | 21.911205 | 79.638162 | 0.620199 | 0.447559 | 0.509912 | 0.198596 | 4.042177 | 0.259935 |
B_1610 | I_047 | C_24 | 0.482617 | 14.21418 | 69.533648 | 0.474734 | 0.924851 | 0.610442 | 0.174234 | 3.79871 | 0.938813 |
B_1291 | I_090 | C_03 | 0.566776 | 27.272532 | 87.258757 | 0.42437 | 0.972229 | 0.698473 | 0.379078 | 4.425078 | 0.861631 |
B_1079 | I_107 | C_18 | 0.676757 | 26.934606 | 94.539404 | 0.282011 | 0.70644 | 0.534045 | 0.037243 | 3.932182 | 0.691134 |
B_0255 | I_052 | C_08 | 0.452352 | 27.59808 | 61.068442 | 0.526038 | 0.970468 | 0.767477 | 0.292389 | 3.852503 | 0.676165 |
B_0125 | I_065 | C_08 | 0.478098 | 18.993039 | 72.324862 | 0.544128 | 0.954517 | 0.668786 | 0.33866 | 4.569089 | 0.668771 |
B_1928 | I_103 | C_17 | 0.801612 | 28.045853 | 94.966471 | 0.160811 | 0.816239 | 0.989231 | 0.370986 | 4.485536 | 0.810387 |
B_0252 | I_096 | C_15 | 0.783262 | 25.343063 | 86.820619 | 0.262571 | 0.9652 | 0.751207 | 0.292407 | 3.998476 | 0.604039 |
B_0586 | I_111 | C_11 | 0.536654 | 28.563675 | 80.494826 | 0.411098 | 0.612478 | 0.610686 | 0.050234 | 3.885005 | 0.910348 |
B_1569 | I_028 | C_19 | 0.396516 | 32.287049 | 69.430943 | 0.677342 | 0.815594 | 0.588131 | 0.210121 | 4.175333 | 0.548094 |
B_0825 | I_045 | C_14 | 0.573648 | 17.326158 | 75.028886 | 0.482882 | 0.644093 | 0.723707 | 0.401582 | 4.125362 | 0.608361 |
B_0508 | I_065 | C_22 | 0.502436 | 23.386934 | 72.97086 | 0.475769 | 0.839327 | 0.801686 | 0.415669 | 3.776304 | 0.588972 |
B_0890 | I_001 | C_08 | 0.652089 | 36.883153 | 85.450761 | 0.399007 | 0.90449 | 0.507565 | 0.394126 | 4.789839 | 0.571586 |
B_0071 | I_084 | C_15 | 0.604821 | 24.854203 | 73.349012 | 0.391708 | 0.993813 | 0.612796 | 0.088375 | 4.492798 | 0.840919 |
B_1609 | I_115 | C_11 | 0.569925 | 20.556823 | 70.734573 | 0.47238 | 0.557665 | 0.583563 | 0.404238 | 4.003703 | 0.675931 |
B_1533 | I_117 | C_24 | 0.748039 | 28.820633 | 74.35637 | 0.255614 | 0.626883 | 0.97575 | 0.254818 | 4.549107 | 0.697333 |
B_0248 | I_079 | C_25 | 0.481385 | 29.781121 | 78.491489 | 0.50777 | 0.744843 | 0.638537 | 0.336829 | 3.881278 | 0.517539 |
B_1451 | I_027 | C_12 | 0.381574 | 26.596359 | 71.248257 | 0.60633 | 1 | 0.718347 | 0.301478 | 4.662006 | 0.859975 |
B_0213 | I_117 | C_17 | 0.773338 | 18.957831 | 84.05536 | 0.137601 | 0.723771 | 0.881618 | 0.261167 | 3.980339 | 0.488195 |
B_0910 | I_092 | C_18 | 0.637793 | 22.845007 | 78.476108 | 0.331316 | 0.684757 | 0.96641 | 0.163423 | 3.528771 | 0.522298 |
B_1742 | I_110 | C_04 | 0.553674 | 26.131079 | 74.03398 | 0.441725 | 0.826067 | 0.94798 | 0.337825 | 4.128111 | 0.592811 |
B_1245 | I_119 | C_12 | 0.612096 | 26.878433 | 81.888539 | 0.321752 | 0.860667 | 0.963337 | 0.421734 | 4.410349 | 0.912369 |
B_1697 | I_020 | C_02 | 0.444294 | 23.730439 | 62.256511 | 0.592417 | 0.759191 | 0.635481 | 0.145572 | 4.40869 | 0.534704 |
B_1183 | I_074 | C_18 | 0.326052 | 23.902376 | 64.683603 | 0.7 | 0.627387 | 0.643498 | 0.286864 | 3.229063 | 0.774116 |
B_0362 | I_020 | C_18 | 0.546739 | 29.435621 | 69.572485 | 0.496013 | 0.839169 | 0.789713 | 0.104147 | 3.882271 | 0.611202 |
B_1474 | I_090 | C_06 | 0.650041 | 29.253335 | 81.655043 | 0.407756 | 0.773494 | 0.580872 | 0.291244 | 4.507251 | 0.858277 |
B_0679 | I_044 | C_16 | 0.3 | 23.730766 | 67.02856 | 0.648958 | 0.76199 | 0.421411 | 0.271916 | 2.878398 | 0.492768 |
B_1622 | I_001 | C_15 | 0.405172 | 18.82587 | 87.3515 | 0.546561 | 0.727346 | 0.635984 | 0.336693 | 3.924648 | 0.588859 |
B_1090 | I_118 | C_11 | 0.683344 | 36.207932 | 79.479185 | 0.336725 | 0.909535 | 0.873381 | 0.424175 | 4.437625 | 1 |
B_1988 | I_111 | C_20 | 0.529016 | 33.558585 | 78.34292 | 0.568413 | 1 | 0.653236 | 0.316399 | 4.263945 | 0.509934 |
B_1848 | I_035 | C_20 | 0.749093 | 31.030085 | 58.261471 | 0.344886 | 0.930609 | 0.707198 | 0.143013 | 4.017465 | 0.567116 |
B_0988 | I_101 | C_22 | 0.3 | 29.473165 | 71.432621 | 0.7 | 0.713212 | 1 | 0.322581 | 3.988747 | 0.666717 |
B_1513 | I_110 | C_24 | 0.544494 | 24.726829 | 75.859474 | 0.494662 | 0.77961 | 0.705764 | 0.27465 | 3.645924 | 0.733433 |
B_0112 | I_109 | C_19 | 0.617705 | 36.96416 | 70.284315 | 0.395001 | 0.735475 | 0.717426 | 0.235729 | 3.824326 | 0.935679 |
B_1488 | I_112 | C_01 | 0.384896 | 26.044235 | 81.222971 | 0.623342 | 1 | 0.749157 | 0.294932 | 4.046545 | 0.763004 |
B_1454 | I_115 | C_24 | 0.525069 | 32.436735 | 96.455579 | 0.431287 | 0.433798 | 0.921235 | 0.193937 | 4.43888 | 0.297679 |
B_0384 | I_082 | C_13 | 0.569701 | 28.178133 | 79.121046 | 0.447992 | 0.633507 | 0.750092 | 0.196531 | 4.143536 | 0.644599 |
B_1396 | I_039 | C_04 | 0.47394 | 29.300982 | 69.791115 | 0.449141 | 0.883437 | 0.538844 | 0.192632 | 4.191547 | 0.668059 |
B_1055 | I_097 | C_20 | 0.651657 | 30.639928 | 74.944237 | 0.367424 | 0.627333 | 1 | 0.214744 | 5 | 0.658025 |
B_0756 | I_019 | C_23 | 0.475088 | 21.114216 | 70.914805 | 0.505526 | 0.74615 | 0.758636 | 0.038503 | 4.286059 | 0.556524 |
B_0325 | I_040 | C_08 | 0.63201 | 24.117153 | 76.651976 | 0.368753 | 0.854688 | 0.903199 | 0.164921 | 5 | 0.847777 |
B_1624 | I_029 | C_16 | 0.524688 | 24.289641 | 77.695254 | 0.525583 | 0.7726 | 0.853008 | 0.086252 | 4.47673 | 0.841228 |
B_0788 | I_035 | C_05 | 0.551214 | 18.409306 | 62.709406 | 0.480989 | 0.847493 | 0.889744 | 0.346113 | 4.139422 | 0.739927 |
B_0369 | I_075 | C_04 | 0.3 | 16.879727 | 54.648456 | 0.639098 | 0.453058 | 0.370855 | 0.094487 | 3.983649 | 0.748373 |
B_1820 | I_036 | C_11 | 0.37661 | 28.223437 | 85.582543 | 0.540972 | 0.820176 | 0.860216 | 0.244652 | 3.604478 | 0.678848 |
B_0070 | I_002 | C_24 | 0.643744 | 30.932628 | 84.762565 | 0.403251 | 0.761777 | 0.643143 | 0.280407 | 3.905048 | 0.809301 |
B_0858 | I_113 | C_12 | 0.3 | 20.035256 | 78.976909 | 0.680517 | 0.908033 | 0.823497 | 0.102743 | 3.901239 | 0.598845 |
B_1484 | I_043 | C_25 | 0.541667 | 27.541411 | 81.720293 | 0.550561 | 0.836417 | 0.971031 | 0.32805 | 3.99356 | 0.58689 |
B_1556 | I_025 | C_02 | 0.98 | 29.174977 | 85.321678 | 0.026304 | 0.860239 | 0.634255 | 0.243301 | 4.608676 | 0.840216 |
B_1692 | I_082 | C_12 | 0.589154 | 26.845933 | 77.054679 | 0.37262 | 0.813144 | 0.760304 | 0.150097 | 3.32281 | 0.644679 |
B_1475 | I_013 | C_12 | 0.849631 | 40 | 59.966729 | 0.132977 | 0.475681 | 0.794707 | 0.229818 | 4.430717 | 0.636012 |
B_1799 | I_029 | C_07 | 0.567163 | 21.433171 | 74.282162 | 0.308529 | 0.71455 | 0.878098 | 0.243964 | 3.924375 | 0.59808 |
B_0479 | I_023 | C_03 | 0.511977 | 16.387277 | 62.378247 | 0.487619 | 0.606441 | 0.650327 | 0.135615 | 5 | 0.746865 |
B_0282 | I_002 | C_06 | 0.8897 | 37.54406 | 97.98486 | 0.089486 | 0.91591 | 1 | 0.321919 | 4.953551 | 0.597889 |
B_1648 | I_087 | C_11 | 0.668999 | 31.89566 | 78.716347 | 0.361023 | 0.68639 | 0.722359 | 0.359341 | 4.3469 | 1 |
B_1557 | I_071 | C_16 | 0.582473 | 24.337182 | 87.297294 | 0.413862 | 0.636771 | 0.686027 | 0.154249 | 3.978874 | 0.746396 |
B_1730 | I_081 | C_08 | 0.560745 | 25.610126 | 86.334976 | 0.402933 | 0.733088 | 0.443426 | 0.312663 | 4.719094 | 0.930377 |
B_0211 | I_062 | C_02 | 0.65849 | 30.670073 | 78.992148 | 0.312081 | 0.926144 | 0.877284 | 0.277311 | 4.20468 | 0.907619 |
B_0298 | I_116 | C_18 | 0.61401 | 25.090676 | 77.188539 | 0.341241 | 0.621144 | 0.456591 | 0.231393 | 3.922936 | 0.856573 |
B_1885 | I_072 | C_23 | 0.60546 | 33.340929 | 73.899905 | 0.492618 | 0.800404 | 0.414283 | 0.377486 | 4.004421 | 0.906405 |
B_1834 | I_066 | C_24 | 0.886557 | 31.591612 | 70.281177 | 0.139545 | 0.728189 | 0.841779 | 0.432715 | 5 | 0.965968 |
B_0652 | I_016 | C_25 | 0.560393 | 25.251093 | 71.633507 | 0.417682 | 0.55919 | 0.437127 | 0.27932 | 4.226722 | 0.802547 |
B_1234 | I_112 | C_15 | 0.448313 | 20.196652 | 72.89815 | 0.592678 | 0.982859 | 0.766171 | 0.397155 | 4.000927 | 0.583545 |
B_1503 | I_040 | C_24 | 0.519188 | 26.816148 | 77.594361 | 0.477092 | 0.603153 | 0.858344 | 0.196244 | 4.518459 | 0.638198 |
B_1932 | I_024 | C_11 | 0.626655 | 32.835691 | 83.674797 | 0.304021 | 0.894556 | 0.864234 | 0.140542 | 3.621126 | 0.876678 |
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Check out the documentation for more information.
Instructor Effectiveness Dataset
Description
This dataset is used for exploratory data analysis (EDA) and machine learning-based analysis of instructor effectiveness.
Contents
- Instructor Effectiveness.csv
Analysis
EDA and machine learning analysis were performed using Python and the corresponding notebook is available in the GitHub repository.
Usage
The dataset can be used for educational data analysis and machine learning experimentation.
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