data.csv

study_hours,sleep_hours,focus_level,stress_level,screen_time,physical_activity,attendance,previous_marks,predicted_performance
4.370861069626263,8.18897028411847,8,3,6.162558516213049,0,55.54990493956574,68.9823818535334,60.19158674840638
9.556428757689245,7.216578198064722,3,6,3.472759859514449,1,90.4117605004611,56.112025364056436,61.274022596870374
7.587945476302646,5.857165697717966,8,5,3.0757490690135865,1,97.38440129822354,57.247699893835005,68.01636558511072
6.387926357773329,8.882770118241691,5,5,3.4479226082209466,1,53.61582376289693,79.40536380847342,60.40207659730916
2.4041677639819286,8.108387035323275,1,5,6.422574718268273,0,97.75576036458507,98.11223990199353,48.06770672303864
2.403950683025824,4.975701636069347,7,1,5.629594277492901,1,76.12882996683726,76.21823203356251,62.33294139275191
1.5227525095137953,9.465563106963055,5,1,2.2963689750722756,1,64.9782838976937,44.61876802389798,48.392864488912686
8.795585311974417,8.935223457539013,6,3,2.21876534733859,0,53.84310376380817,44.53501683124402,65.60968121063976
6.41003510568888,9.698799479751544,6,10,1.6887695479937812,0,75.0312134035209,97.08539325073396,58.382125513287576
7.372653200164409,8.35431705033016,8,4,5.622119037909367,1,89.72577722453744,57.83744741844002,71.8572028468286
1.185260448662222,7.680491175614739,9,5,6.350608635552152,0,85.35432386333491,45.52401916494853,47.41507750586468
9.72918866945795,6.509458217743713,2,2,2.8553249982750284,0,52.51130057319869,75.9426752290229,51.56397713304055
8.491983767203795,9.596370900124079,9,8,1.1466147272163898,0,53.645091768395176,77.41892669741597,74.76442435766255
2.9110519961044856,9.19638333700245,10,2,1.5752016723349915,0,70.14366413163185,78.91028920712128,81.52795809980157
2.636424704863906,4.271312020637136,9,9,7.775020243915213,1,64.76452470239717,56.04412167145248,46.008559240929635
2.650640588680904,4.158201846983512,10,2,3.068113442341942,0,61.619216152802395,40.9066410528685,56.87133730576903
3.7381801866358395,6.258780201268298,10,9,6.384562034866935,0,64.05022494543567,97.9009221672683,55.57370481098176
5.72280788469014,8.863319984690998,7,7,5.372644981979846,0,90.17413716484424,55.05358274146615,67.82176354726764
4.887505167779041,9.923656775889667,1,8,3.673577477570271,0,96.46140268159269,80.56157728315284,64.60067285968884
3.6210622617823773,4.902501346621169,7,2,2.4398108353688857,0,70.25513472637832,82.39779219272258,63.20680484383328
6.506676052501415,7.564784292112811,10,7,1.849704927115845,0,95.30555010662485,76.60044502476914,73.25411481768806
2.2554447458683766,6.285345139786129,5,6,5.305090776272066,0,66.0747850623941,58.77444365281889,39.84194155440322
3.629301836816963,9.819486386887618,6,4,6.422436464464516,0,73.82184931718959,56.265775225843946,65.29323998997465
4.297256589643226,9.052713538814253,10,7,5.507329774787915,1,61.30144989079999,75.86009696216219,61.50361552646314
5.104629857953324,9.029972228266827,7,4,4.712114932744108,0,82.0238021087922,91.9657380167015,55.970927690961915
8.066583652537123,6.812158958769822,5,2,1.2936585640214537,1,98.94905575874044,96.80402373540373,77.79194316182799
2.7970640394252375,6.488917014025991,7,10,7.779421443160686,0,80.17465480216893,46.35434826422546,39.147636754224756
5.628109945722504,5.640442431584237,9,7,6.590999341582022,0,67.89070420567745,49.28971675586319,58.84421997506431
6.331731119758382,4.338252979905563,3,8,3.0497542569067533,0,82.39087229952642,96.68417552698477,55.97543804556787
1.4180537144799796,9.188334257530318,8,2,7.859792305511954,0,56.14603392326938,84.19211370008756,61.422234558848096
6.467903667112945,8.877406054780465,2,5,5.213171127454254,1,94.43295401326993,92.97962948978639,65.0676974566996
2.5347171131856236,9.998306039716784,7,1,5.076958607450726,0,75.15419753899181,52.15795804812059,51.913681495232105
1.5854643368675156,9.979821022443431,2,7,6.2365122560067245,0,72.4674871019821,75.25515226656411,40.53035091074425
9.539969835279999,7.332590233615765,4,8,6.682388516630963,1,79.29323942267595,82.06837566504842,66.09279338953658
9.690688297671034,8.613924491083063,7,6,5.595350251320519,1,81.23919313947013,80.80671312681835,78.39510954339293
8.275576133048151,9.668594379294568,3,5,1.8966702245634002,0,53.58879031132565,64.48910145200189,54.49408031451371
3.741523922560336,9.097884344064468,2,6,3.3678725419614888,1,84.13086106117012,40.92369350147851,46.300779790163965
1.8790490260574548,5.484088610459186,10,2,7.496585482282348,1,62.09658401577648,74.9755634082558,69.47462907525454
7.158097238609412,6.703264811860561,7,1,2.5723092829069634,1,85.69763162532949,55.186092350776526,68.45799485767719
4.961372443656412,4.77495649090897,1,7,3.605169166862593,0,91.12673971920984,67.01525476857341,51.505386520438265
2.0983441136030097,9.724306163552335,8,7,4.0245381806093725,0,90.197925377626,97.45486090502904,57.374752650171295
5.456592191001432,7.63704780670528,3,10,4.075834927861165,0,77.62504837039445,63.94211905854608,52.4161147053762
1.3094966900369656,5.371856833020776,2,10,5.290577077461679,1,76.00849461553756,90.3880963998656,31.45949061085406
9.18388361870904,8.03020410643514,3,2,7.601530864212953,0,57.14379806697059,51.31243634495507,59.81955232230924
3.3290198344001523,7.708769442747375,5,2,2.6848489828275346,1,88.76730752015678,80.34762988150173,60.44294499080029
6.962700559185838,6.148976308197043,8,1,1.8505096341064264,0,63.570469022335715,98.6204172663366,79.5291943870053
3.8053996848046987,4.681345553197774,10,10,2.382293429019561,0,74.83477114089733,46.113586052376206,46.28312118682609
5.680612190600297,8.029439173556797,7,8,7.208474301464887,1,64.21370464637583,40.49919653363152,44.82592472117698
5.920392514089517,7.121846205422759,7,8,5.520675688586442,0,56.691418149984656,66.01496755795687,54.383423893333415
2.6636900997297435,8.633910350413835,7,1,3.001347524674121,1,81.47788484458682,45.55752898308203,60.511687118278346
9.726261649881026,7.12098100667196,8,8,6.711628572780321,1,52.71660174114519,84.90306098057388,66.98299702147007
7.976195410250031,9.113089001911241,1,9,7.029589974544052,0,87.43226170631,94.87291983091353,59.33058793880684
9.455490474077703,7.311441032646913,4,4,6.925600370831946,1,65.87933976305584,66.04125836252553,62.989809370990905
9.053446153848839,7.365627829212317,6,1,7.432485735476881,0,50.00673465022427,55.52269852932646,65.08156385066327
6.381099809299767,9.25992161595007,9,1,2.7656871412135313,0,75.55645696186149,66.06419914039658,77.70662944964306
9.296868115208051,6.420897197274382,2,3,6.285293501223948,1,52.34259542638016,83.40686907100006,53.492126094812946
1.7964325184672756,4.804091370703844,1,5,4.22377648091898,0,63.80847789104497,40.54324969482226,26.563073847933975
2.763845761772307,4.172696057880033,10,5,6.893989870230431,1,85.3488243727858,75.36723936908183,65.42845970583967
1.4070456001948426,8.530823534041714,2,9,6.099434740131293,0,53.13448108109329,76.79750109324274,32.59512452477767
3.927972976869379,7.7218573081207875,7,10,6.435132125498073,0,91.96692461780012,78.26129481375614,52.98543035989546
4.498095607205338,8.22447860859534,3,2,5.593132863767501,0,50.19099613292916,54.52132479885263,48.95819090872672
3.442141285965063,5.277784969053465,10,2,2.242001386287948,0,62.34119346009511,82.84316340268761,68.89259792546665
8.458637582367365,4.818228853520619,2,6,4.8151884322785685,0,87.04520280760357,45.483489179906584,56.36900286117221
4.210779940242304,4.087267994007291,7,9,7.892688176671557,1,65.81350748646534,51.95622018800805,34.51127394662993
3.5284105871864266,6.103525352839582,2,1,7.561716465479832,1,55.094619403300676,92.64820279926892,44.56066944116012
5.884264748424236,7.539506121127799,3,9,1.3022161505790817,1,68.0116959400214,84.32338904359398,51.10174541096336
2.2683180247728636,6.353464270598394,7,9,2.15370371010606,1,63.51966431922628,40.824733240680715,38.96489414129677
8.219772826786357,6.624849532142374,4,9,1.9221014141819333,1,92.13559510802774,54.90257562218801,64.38039453356211
1.6709557931179373,9.424952166962491,1,5,6.081859369897068,1,65.66739587925716,52.864388979589876,38.48697894669171
9.881982429404655,6.089532802139802,5,9,6.7244973089986155,0,89.44662358880036,56.248379682218356,63.574505766592324
7.9502029236699165,7.083936934958865,9,4,2.4945795641747033,0,94.59360724053673,54.85358621679318,86.12572827481567
2.7884411338075514,8.701918076446859,8,2,4.540968850662803,1,71.69087097882648,43.751577744570746,62.185042603546606
1.0496990541124216,6.379256693927621,9,6,6.8849211960784,1,95.4971571927196,67.53643099580921,55.75563671209137
8.339152856093508,7.732520201367241,10,4,6.129610813363755,0,68.86590269815964,83.9640084871699,71.85019825554026
7.361716094628554,9.17418225248047,9,6,4.795660438442938,0,98.20392082450542,76.40390348304618,77.53912507845567
7.561064512368886,9.697123741945852,7,3,5.13243383321141,0,54.46447622627865,80.37230011588478,68.921190613299
7.941433120173512,4.882440885574228,4,6,4.55852382841396,1,84.35096332516213,44.86895071217435,60.04344857704524
1.6664018656068134,9.559525750968966,5,2,3.082839159231744,1,74.69070202284644,97.08944261060724,64.11089358968366
4.226191556898454,6.952697758477229,1,2,4.955153950013113,1,69.38244027278236,90.30951003058149,50.63502589345765
2.0428215357261674,5.54946632979375,1,9,5.822197114350635,0,81.63559393743004,88.30541910973976,34.59635379419625
8.767930832880342,6.754814537429568,3,7,7.113260411025654,0,85.19285458171656,89.37902830250604,63.524559467729595
6.609683141448022,9.880195451712861,8,3,5.454039477854737,1,50.21816348251546,95.96263048796568,76.0983745067679
3.9780822236738427,6.955708563957217,2,1,6.327850759302106,1,58.347654437359935,72.65523796682186,56.541358099266255
1.5720251525742128,5.9725096617250495,4,8,2.120501444682011,0,85.65230253171593,52.016921072057556,41.83855791311904
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