support itemsets 0 0.672312 frozenset({JavaScript}) 1 0.548018 frozenset({Docker}) 2 0.547787 frozenset({HTML/CSS}) 3 0.522637 frozenset({SQL}) 4 0.489257 frozenset({Git}) .. ... ... 97 0.202619 frozenset({jQuery, HTML/CSS, JavaScript}) 98 0.200044 frozenset({SQL, Git, JavaScript}) 99 0.221829 frozenset({MySQL, SQL, JavaScript}) 100 0.212769 frozenset({Node.js, TypeScript, JavaScript}) 101 0.203954 frozenset({SQL, HTML/CSS, Docker}) [102 rows x 2 columns] -------------------- top 15 support -------------------- antecedents consequents antecedent support consequent support support confidence \ 2 frozenset({HTML/CSS}) frozenset({JavaScript}) 0.547787 0.672312 0.498931 0.910812 3 frozenset({JavaScript}) frozenset({HTML/CSS}) 0.672312 0.547787 0.498931 0.742112 4 frozenset({SQL}) frozenset({JavaScript}) 0.522637 0.672312 0.400223 0.765778 5 frozenset({JavaScript}) frozenset({SQL}) 0.672312 0.522637 0.400223 0.595295 0 frozenset({JavaScript}) frozenset({Docker}) 0.672312 0.548018 0.390618 0.581008 1 frozenset({Docker}) frozenset({JavaScript}) 0.548018 0.672312 0.390618 0.712783 55 frozenset({HTML/CSS}) frozenset({SQL}) 0.547787 0.522637 0.349310 0.637675 54 frozenset({SQL}) frozenset({HTML/CSS}) 0.522637 0.547787 0.349310 0.668361 6 frozenset({Git}) frozenset({JavaScript}) 0.489257 0.672312 0.339596 0.694105 7 frozenset({JavaScript}) frozenset({Git}) 0.672312 0.489257 0.339596 0.505117 14 frozenset({TypeScript}) frozenset({JavaScript}) 0.375114 0.672312 0.337784 0.900483 15 frozenset({JavaScript}) frozenset({TypeScript}) 0.672312 0.375114 0.337784 0.502422 16 frozenset({Node.js}) frozenset({JavaScript}) 0.354814 0.672312 0.330250 0.930768 17 frozenset({JavaScript}) frozenset({Node.js}) 0.672312 0.354814 0.330250 0.491215 155 frozenset({JavaScript}) frozenset({SQL, HTML/CSS}) 0.672312 0.349310 0.320645 0.476929 lift representativity leverage conviction zhangs_metric jaccard certainty kulczynski 2 1.354746 1.0 0.130647 3.674112 0.579051 0.691837 0.727825 0.826462 3 1.354746 1.0 0.130647 1.753526 0.799096 0.691837 0.429720 0.826462 4 1.139022 1.0 0.048849 1.399049 0.255683 0.503600 0.285229 0.680536 5 1.139022 1.0 0.048849 1.179533 0.372469 0.503600 0.152207 0.680536 0 1.060198 1.0 0.022179 1.078736 0.173274 0.470788 0.072989 0.646896 1 1.060198 1.0 0.022179 1.140910 0.125624 0.470788 0.123507 0.646896 55 1.220112 1.0 0.063017 1.317501 0.398933 0.484404 0.240987 0.653018 54 1.220112 1.0 0.063017 1.363571 0.377915 0.484404 0.266632 0.653018 6 1.032415 1.0 0.010663 1.071244 0.061474 0.413147 0.066506 0.599611 7 1.032415 1.0 0.010663 1.032047 0.095816 0.413147 0.031052 0.599611 14 1.339383 1.0 0.085590 3.292790 0.405495 0.475992 0.696306 0.701452 15 1.339383 1.0 0.085590 1.255854 0.773258 0.475992 0.203729 0.701452 16 1.384430 1.0 0.091704 4.733216 0.430389 0.473900 0.788727 0.710992 17 1.384430 1.0 0.091704 1.268092 0.847394 0.473900 0.211414 0.710992 155 1.365345 1.0 0.085800 1.243980 0.816582 0.457426 0.196128 0.697433 -------------------- top 15 confidence -------------------- antecedents consequents antecedent support consequent support support confidence \ 186 frozenset({Node.js, HTML/CSS}) frozenset({JavaScript}) 0.266679 0.672312 0.258982 0.971135 200 frozenset({HTML/CSS, jQuery}) frozenset({JavaScript}) 0.209281 0.672312 0.202619 0.968166 194 frozenset({HTML/CSS, React.js}) frozenset({JavaScript}) 0.242292 0.672312 0.233736 0.964687 216 frozenset({Node.js, TypeScript}) frozenset({JavaScript}) 0.224635 0.672312 0.212769 0.947174 180 frozenset({HTML/CSS, TypeScript}) frozenset({JavaScript}) 0.275562 0.672312 0.260726 0.946158 174 frozenset({MySQL, HTML/CSS}) frozenset({JavaScript}) 0.266570 0.672312 0.248655 0.932792 16 frozenset({Node.js}) frozenset({JavaScript}) 0.354814 0.672312 0.330250 0.930768 29 frozenset({jQuery}) frozenset({JavaScript}) 0.256298 0.672312 0.238505 0.930576 139 frozenset({Node.js, Docker}) frozenset({JavaScript}) 0.233000 0.672312 0.216706 0.930067 162 frozenset({HTML/CSS, AWS}) frozenset({JavaScript}) 0.246298 0.672312 0.228395 0.927315 168 frozenset({HTML/CSS, PostgreSQL}) frozenset({JavaScript}) 0.238110 0.672312 0.219295 0.920982 110 frozenset({HTML/CSS, Docker}) frozenset({JavaScript}) 0.307674 0.672312 0.283110 0.920161 150 frozenset({SQL, HTML/CSS}) frozenset({JavaScript}) 0.349310 0.672312 0.320645 0.917938 156 frozenset({HTML/CSS, Git}) frozenset({JavaScript}) 0.278628 0.672312 0.255630 0.917461 19 frozenset({React.js}) frozenset({JavaScript}) 0.336449 0.672312 0.306734 0.911683 lift representativity leverage conviction zhangs_metric jaccard certainty kulczynski 186 1.444472 1.0 0.079690 11.352518 0.419606 0.380850 0.911914 0.678173 200 1.440056 1.0 0.061917 10.293704 0.386461 0.298419 0.902853 0.634771 194 1.434881 1.0 0.070840 9.279634 0.399994 0.343292 0.892237 0.656174 216 1.408831 1.0 0.061744 6.203130 0.374265 0.310984 0.838791 0.631823 180 1.407321 1.0 0.075462 6.086157 0.399524 0.379431 0.835693 0.666982 174 1.387439 1.0 0.069436 4.875704 0.380742 0.360250 0.794901 0.651321 16 1.384430 1.0 0.091704 4.733216 0.430389 0.473900 0.788727 0.710992 29 1.384144 1.0 0.066193 4.720118 0.373176 0.345606 0.788141 0.642665 139 1.383386 1.0 0.060057 4.685725 0.361325 0.314702 0.786586 0.626198 162 1.379293 1.0 0.062807 4.508334 0.364854 0.330905 0.778189 0.633516 168 1.369874 1.0 0.059211 4.147002 0.354389 0.317300 0.758862 0.623581 110 1.368653 1.0 0.076257 4.104374 0.389058 0.406256 0.756358 0.670630 150 1.365345 1.0 0.085800 3.993157 0.411232 0.457426 0.749572 0.697433 156 1.364637 1.0 0.068305 3.970116 0.370411 0.367650 0.748118 0.648843 19 1.356042 1.0 0.080536 3.710346 0.395688 0.436927 0.730483 0.683961 -------------------- top 15 lift -------------------- antecedents consequents antecedent support consequent support \ 219 frozenset({Node.js}) frozenset({TypeScript, JavaScript}) 0.354814 0.337784 218 frozenset({TypeScript, JavaScript}) frozenset({Node.js}) 0.337784 0.354814 106 frozenset({Node.js}) frozenset({React.js}) 0.354814 0.336449 107 frozenset({React.js}) frozenset({Node.js}) 0.336449 0.354814 220 frozenset({TypeScript}) frozenset({Node.js, JavaScript}) 0.375114 0.330250 217 frozenset({Node.js, JavaScript}) frozenset({TypeScript}) 0.330250 0.375114 102 frozenset({Node.js}) frozenset({TypeScript}) 0.354814 0.375114 103 frozenset({TypeScript}) frozenset({Node.js}) 0.375114 0.354814 105 frozenset({React.js}) frozenset({TypeScript}) 0.336449 0.375114 104 frozenset({TypeScript}) frozenset({React.js}) 0.375114 0.336449 198 frozenset({HTML/CSS, JavaScript}) frozenset({jQuery}) 0.498931 0.256298 203 frozenset({jQuery}) frozenset({HTML/CSS, JavaScript}) 0.256298 0.498931 141 frozenset({Node.js}) frozenset({Docker, JavaScript}) 0.354814 0.390618 140 frozenset({Docker, JavaScript}) frozenset({Node.js}) 0.390618 0.354814 199 frozenset({jQuery, JavaScript}) frozenset({HTML/CSS}) 0.238505 0.547787 support confidence lift representativity leverage conviction zhangs_metric jaccard certainty kulczynski 219 0.212769 0.599662 1.775283 1.0 0.092918 1.654143 0.676874 0.443425 0.395457 0.614779 218 0.212769 0.629896 1.775283 1.0 0.092918 1.743253 0.659467 0.443425 0.426360 0.614779 106 0.206706 0.582575 1.731542 1.0 0.087329 1.589630 0.654819 0.426587 0.370923 0.598475 107 0.206706 0.614375 1.731542 1.0 0.087329 1.673093 0.636695 0.426587 0.402305 0.598475 220 0.212769 0.567210 1.717519 1.0 0.088887 1.547519 0.668546 0.431934 0.353804 0.605738 217 0.212769 0.644266 1.717519 1.0 0.088887 1.756608 0.623762 0.431934 0.430721 0.605738 102 0.224635 0.633107 1.687771 1.0 0.091539 1.703182 0.631605 0.444564 0.412864 0.615976 103 0.224635 0.598845 1.687771 1.0 0.091539 1.608321 0.652123 0.444564 0.378234 0.615976 105 0.207905 0.617939 1.647336 1.0 0.081698 1.635565 0.592206 0.412789 0.388591 0.586091 104 0.207905 0.554244 1.647336 1.0 0.081698 1.488598 0.628850 0.412789 0.328227 0.586091 198 0.202619 0.406106 1.584508 1.0 0.074744 1.252247 0.736204 0.366658 0.201435 0.598333 203 0.202619 0.790559 1.584508 1.0 0.074744 2.392416 0.496017 0.366658 0.582013 0.598333 141 0.216706 0.610759 1.563570 1.0 0.078109 1.565564 0.558657 0.409864 0.361253 0.582768 140 0.216706 0.554777 1.563570 1.0 0.078109 1.449128 0.591481 0.409864 0.309930 0.582768 199 0.202619 0.849537 1.550854 1.0 0.071969 3.005484 0.466443 0.347144 0.667275 0.609712