Reading dataset from: /home/datasets/spotify/2023_spotify_ds2.csv Dataset loaded. Number of rows: 240249 Grouping data by 'pid' to create baskets of track names. Number of baskets created: 2246 Running FP-Growth with minSupRatio = 0.1 and minConf = 0.5 FP-Growth complete. Number of rules generated: 127 Generated rules: [[{'HUMBLE.'}, {'DNA.'}, 0.5661252900232019], [{'DNA.'}, {'HUMBLE.'}, 0.8776978417266187], [{'Slippery (feat. Gucci Mane)'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.7345454545454545], [{'Slippery (feat. Gucci Mane)'}, {'HUMBLE.'}, 0.7818181818181819], [{'Chill Bill'}, {'Broccoli (feat. Lil Yachty)'}, 0.7375415282392026], [{'Too Good'}, {'One Dance'}, 0.6928104575163399], [{'pick up the phone'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6411960132890365], [{'Trap Queen'}, {'679 (feat. Remy Boyz)'}, 0.6306306306306306], [{'679 (feat. Remy Boyz)'}, {'Trap Queen'}, 0.6306306306306306], [{'Mask Off'}, {'goosebumps'}, 0.6191780821917808], [{'goosebumps'}, {'Mask Off'}, 0.6588921282798834], [{'Congratulations'}, {'goosebumps'}, 0.5851063829787234], [{'goosebumps'}, {'Congratulations'}, 0.641399416909621], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'goosebumps'}, 0.5221674876847291], [{'goosebumps'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6180758017492711], [{'Bounce Back'}, {'goosebumps'}, 0.5801526717557252], [{'goosebumps'}, {'Bounce Back'}, 0.6647230320699709], [{'goosebumps'}, {'HUMBLE.'}, 0.6880466472303207], [{'HUMBLE.'}, {'goosebumps'}, 0.5475638051044084], [{'Panda'}, {'Broccoli (feat. Lil Yachty)'}, 0.6494252873563219], [{'XO TOUR Llif3'}, {'T-Shirt'}, 0.6041055718475073], [{'Bounce Back'}, {'XO TOUR Llif3'}, 0.5318066157760815], [{'XO TOUR Llif3'}, {'Bounce Back'}, 0.6129032258064516], [{'Congratulations'}, {'XO TOUR Llif3'}, 0.5797872340425532], [{'XO TOUR Llif3'}, {'Congratulations'}, 0.6392961876832844], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'XO TOUR Llif3'}, 0.5221674876847291], [{'XO TOUR Llif3'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6217008797653959], [{'Mask Off'}, {'XO TOUR Llif3'}, 0.6493150684931507], [{'XO TOUR Llif3'}, {'Mask Off'}, 0.6950146627565983], [{'Mask Off'}, {'XO TOUR Llif3', 'HUMBLE.'}, 0.5561643835616439], [{'XO TOUR Llif3'}, {'Mask Off', 'HUMBLE.'}, 0.5953079178885631], [{'Mask Off', 'XO TOUR Llif3'}, {'HUMBLE.'}, 0.8565400843881856], [{'Mask Off', 'HUMBLE.'}, {'XO TOUR Llif3'}, 0.725], [{'XO TOUR Llif3', 'HUMBLE.'}, {'Mask Off'}, 0.7898832684824902], [{'XO TOUR Llif3'}, {'HUMBLE.'}, 0.7536656891495601], [{'HUMBLE.'}, {'XO TOUR Llif3'}, 0.5962877030162413], [{'Mask Off'}, {'T-Shirt'}, 0.6219178082191781], [{'Mask Off'}, {'Congratulations'}, 0.6410958904109589], [{'Congratulations'}, {'Mask Off'}, 0.6223404255319149], [{'Bounce Back'}, {'Mask Off'}, 0.6183206106870229], [{'Mask Off'}, {'Bounce Back'}, 0.6657534246575343], [{'Bounce Back'}, {'Mask Off', 'HUMBLE.'}, 0.5216284987277354], [{'Mask Off'}, {'Bounce Back', 'HUMBLE.'}, 0.5616438356164384], [{'Bounce Back', 'Mask Off'}, {'HUMBLE.'}, 0.8436213991769548], [{'Bounce Back', 'HUMBLE.'}, {'Mask Off'}, 0.7564575645756457], [{'Mask Off', 'HUMBLE.'}, {'Bounce Back'}, 0.7321428571428571], [{'Mask Off'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6986301369863014], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Mask Off'}, 0.6280788177339901], [{'Mask Off'}, {'Bad and Boujee (feat. Lil Uzi Vert)', 'HUMBLE.'}, 0.5698630136986301], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Mask Off', 'HUMBLE.'}, 0.5123152709359606], [{'Mask Off', 'Bad and Boujee (feat. Lil Uzi Vert)'}, {'HUMBLE.'}, 0.8156862745098039], [{'Mask Off', 'HUMBLE.'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.7428571428571429], [{'Bad and Boujee (feat. Lil Uzi Vert)', 'HUMBLE.'}, {'Mask Off'}, 0.7790262172284644], [{'Mask Off'}, {'HUMBLE.'}, 0.7671232876712328], [{'HUMBLE.'}, {'Mask Off'}, 0.6496519721577726], [{'Black Beatles'}, {'Caroline'}, 0.5871313672922251], [{'Caroline'}, {'Black Beatles'}, 0.5251798561151079], [{'Bounce Back'}, {'Black Beatles'}, 0.5699745547073791], [{'Black Beatles'}, {'Bounce Back'}, 0.6005361930294906], [{'Bounce Back', 'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Black Beatles'}, 0.6764705882352942], [{'Bounce Back', 'Black Beatles'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.8214285714285714], [{'Bad and Boujee (feat. Lil Uzi Vert)', 'Black Beatles'}, {'Bounce Back'}, 0.7272727272727273], [{'Broccoli (feat. Lil Yachty)'}, {'Black Beatles'}, 0.5560165975103735], [{'Black Beatles'}, {'Broccoli (feat. Lil Yachty)'}, 0.7184986595174263], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Black Beatles'}, 0.6231527093596059], [{'Black Beatles'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.67828418230563], [{'Jumpman'}, {'Broccoli (feat. Lil Yachty)'}, 0.5953002610966057], [{'Congratulations'}, {'Broccoli (feat. Lil Yachty)'}, 0.5585106382978723], [{'Congratulations'}, {'T-Shirt'}, 0.5531914893617021], [{'iSpy (feat. Lil Yachty)'}, {'Congratulations'}, 0.6103896103896104], [{'Congratulations'}, {'iSpy (feat. Lil Yachty)'}, 0.625], [{'Congratulations'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.5957446808510638], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Congratulations'}, 0.5517241379310345], [{'Bounce Back'}, {'Congratulations'}, 0.5928753180661578], [{'Congratulations'}, {'Bounce Back'}, 0.6196808510638298], [{'Congratulations'}, {'HUMBLE.'}, 0.6675531914893617], [{'HUMBLE.'}, {'Congratulations'}, 0.5823665893271461], [{'Fake Love'}, {'Broccoli (feat. Lil Yachty)'}, 0.5641711229946524], [{'Fake Love'}, {'Bounce Back'}, 0.5668449197860963], [{'Bounce Back'}, {'Fake Love'}, 0.539440203562341], [{'Fake Love'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.5962566844919787], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Fake Love'}, 0.5492610837438424], [{'iSpy (feat. Lil Yachty)'}, {'Caroline'}, 0.625974025974026], [{'Caroline'}, {'iSpy (feat. Lil Yachty)'}, 0.5779376498800959], [{'iSpy (feat. Lil Yachty)'}, {'HUMBLE.'}, 0.6207792207792208], [{'HUMBLE.'}, {'iSpy (feat. Lil Yachty)'}, 0.5545243619489559], [{'iSpy (feat. Lil Yachty)'}, {'Bounce Back'}, 0.6207792207792208], [{'Bounce Back'}, {'iSpy (feat. Lil Yachty)'}, 0.6081424936386769], [{'iSpy (feat. Lil Yachty)', 'Bounce Back'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.7866108786610879], [{'iSpy (feat. Lil Yachty)', 'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Bounce Back'}, 0.752], [{'Bounce Back', 'Bad and Boujee (feat. Lil Uzi Vert)'}, {'iSpy (feat. Lil Yachty)'}, 0.6911764705882353], [{'iSpy (feat. Lil Yachty)'}, {'Broccoli (feat. Lil Yachty)'}, 0.638961038961039], [{'Broccoli (feat. Lil Yachty)'}, {'iSpy (feat. Lil Yachty)'}, 0.5103734439834025], [{'iSpy (feat. Lil Yachty)'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6493506493506493], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'iSpy (feat. Lil Yachty)'}, 0.6157635467980296], [{'Bounce Back'}, {'T-Shirt'}, 0.544529262086514], [{'Bounce Back'}, {'Caroline'}, 0.5699745547073791], [{'Caroline'}, {'Bounce Back'}, 0.5371702637889688], [{'Bounce Back'}, {'Broccoli (feat. Lil Yachty)'}, 0.6132315521628499], [{'Bounce Back'}, {'HUMBLE.'}, 0.6895674300254453], [{'HUMBLE.'}, {'Bounce Back'}, 0.62877030162413], [{'Bounce Back', 'Bad and Boujee (feat. Lil Uzi Vert)'}, {'HUMBLE.'}, 0.7205882352941176], [{'Bounce Back', 'HUMBLE.'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.7232472324723247], [{'Bad and Boujee (feat. Lil Uzi Vert)', 'HUMBLE.'}, {'Bounce Back'}, 0.7340823970037453], [{'Bounce Back'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6921119592875318], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Bounce Back'}, 0.6699507389162561], [{'No Problem (feat. Lil Wayne & 2 Chainz)'}, {'HUMBLE.'}, 0.5294117647058824], [{'HUMBLE.'}, {'No Problem (feat. Lil Wayne & 2 Chainz)'}, 0.5011600928074246], [{'No Problem (feat. Lil Wayne & 2 Chainz)'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.5416666666666666], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'No Problem (feat. Lil Wayne & 2 Chainz)'}, 0.5443349753694581], [{'No Problem (feat. Lil Wayne & 2 Chainz)'}, {'Caroline'}, 0.5686274509803921], [{'Caroline'}, {'No Problem (feat. Lil Wayne & 2 Chainz)'}, 0.5563549160671463], [{'No Problem (feat. Lil Wayne & 2 Chainz)'}, {'Broccoli (feat. Lil Yachty)'}, 0.6593137254901961], [{'Broccoli (feat. Lil Yachty)'}, {'No Problem (feat. Lil Wayne & 2 Chainz)'}, 0.558091286307054], [{'HUMBLE.'}, {'Caroline'}, 0.5127610208816705], [{'Caroline'}, {'HUMBLE.'}, 0.5299760191846523], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Caroline'}, 0.6083743842364532], [{'Caroline'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.592326139088729], [{'Broccoli (feat. Lil Yachty)'}, {'Caroline'}, 0.5684647302904564], [{'Caroline'}, {'Broccoli (feat. Lil Yachty)'}, 0.657074340527578], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'T-Shirt'}, 0.5640394088669951], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'Broccoli (feat. Lil Yachty)'}, 0.6502463054187192], [{'Broccoli (feat. Lil Yachty)'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.5477178423236515], [{'Bad and Boujee (feat. Lil Uzi Vert)'}, {'HUMBLE.'}, 0.6576354679802956], [{'HUMBLE.'}, {'Bad and Boujee (feat. Lil Uzi Vert)'}, 0.6194895591647331], [{'HUMBLE.'}, {'T-Shirt'}, 0.531322505800464], [{'HUMBLE.'}, {'Broccoli (feat. Lil Yachty)'}, 0.5498839907192575]] Ensuring that the model directory exists at: /app/model Saving model to: /app/model/model_rules.pickle Model successfully saved to /app/model/model_rules.pickle othmane@node-0:~/project2-pv2$