Path: blob/master/ML Regression Analysis/sales_data.csv
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Advertising,Discount,Store_Size,Competitor_Price,Seasonality,Online_Presence,Economic_Index,Sales_Price 4174,18.943746418963535,1416,498,0,1,86.66485743924807,17053.27557608779 4507,7.76329848944539,1979,416,1,1,85.23153385862696,27592.090399858494 1860,11.552900548356899,991,357,0,0,66.43334701031563,6704.784592051601 2294,10.88573151399082,1532,270,1,1,92.13553322226717,13051.942532254425 2130,11.07822684948918,1655,309,0,1,97.3424385286832,5224.49156444455 2095,6.882862718418139,1600,484,0,1,64.85371114969159,4704.600765088903 4772,17.204235889710787,1237,457,1,1,63.135959364392605,13523.03231902996 4092,5.536493645224029,630,289,1,1,85.20528798644602,12225.389602288431 2638,12.923399115907355,1496,256,1,0,85.41409794325295,24012.382476654246 3169,14.928175820670369,1935,497,1,1,75.5208711069455,10415.589202816536 1466,8.112041570883157,1613,248,1,0,96.16600017989208,-1147.067174689928 2238,18.587752881481933,997,384,0,0,57.31575122678362,4969.777273250476 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3477,10.046158207749038,1702,482,0,1,92.4199698751319,-6188.616548565613 1984,15.892732024196919,1603,429,0,1,83.2304125182979,10805.793642646433 2680,12.648987431114728,1877,325,0,1,97.84809359661566,-1453.6311418381574 4676,6.946433502443965,1170,458,1,0,51.036374449473016,7756.550627232178 4380,16.25091986216521,1684,249,1,1,96.52114554682586,16567.09445302009 1519,6.488433441240149,1950,423,1,0,57.41267101667045,14818.621839130159 1590,17.58573752119036,902,481,0,0,60.58215343457984,25737.005902089197 2050,18.971332911293292,1555,345,1,0,90.86995245089426,11977.80726949532 2709,9.836679352772808,620,244,1,1,70.02177413380423,4144.792043384805 4633,18.892139498943962,1226,461,1,1,71.26552211138227,42.12527437204517 3035,16.895122386838075,884,433,1,0,63.061348055451504,90.44777959368002 3246,18.83653416505655,1948,252,1,1,61.222059745772015,17629.912789671245 3434,14.994052053812716,975,434,1,1,55.31202274124993,-9218.692586377805 1348,8.534660591321328,1059,395,1,0,59.838561023130886,-4015.29776727274 1959,18.41784855366459,1690,203,0,0,78.33731737234166,11954.850308051398 2963,7.763976142561155,888,259,0,0,85.33044411120588,6750.541997471671 1692,8.195908265263032,1856,372,0,1,86.94196381542893,17408.998664151346 2559,9.065944852105456,1289,271,1,1,68.5061597770021,4903.2599750801155 4899,9.56369467229877,1252,274,0,1,96.09773881585687,7053.346470604874 1377,12.717194631965459,1994,221,0,0,66.43640283235958,22144.856096897187 3946,15.701860406510662,1203,408,1,1,55.556832169924334,16548.199888983625 3963,18.893122616010256,552,250,1,1,97.26113845060644,-6980.146609999343 4629,6.326563810032537,1066,344,1,1,77.03385706238933,-3786.220133541765 1526,19.315540433423536,1320,471,1,0,98.56881110578823,-4077.155054859273 4224,18.8198445064522,1544,243,0,0,69.68332765915537,3532.5252976588054 3781,5.809989382715584,1542,306,0,1,87.8696641701375,23570.91963757565 3253,10.40481706537344,1361,349,1,0,55.49683633672862,-1561.608708563048 3502,17.197150854490047,1979,293,1,0,92.70395657966087,20836.00921516952 4344,14.173648182191016,821,463,1,1,58.5349902725565,4616.338253265615 4965,16.686409150726554,1326,309,0,1,53.43395364539238,8663.00170383864 2259,15.785500081848312,932,217,1,0,54.88766358765821,3273.290490326368 2875,12.451551696907455,1582,437,0,1,77.86877964381713,13494.114774364389 2763,5.618270689275493,1674,438,1,1,64.59367702811944,24209.294322703747 1520,13.764023030967515,1963,411,0,1,98.04771615377857,4048.6779090317114 2701,5.72849979588944,557,430,0,1,92.63382962060285,18348.67667639436 2016,14.055900763026962,1517,493,1,1,90.16538739136264,18817.067365543888 4003,17.006162937405172,1250,280,1,1,90.4819233130846,9011.256837215362 4902,13.774876230528779,1816,454,1,1,94.53386638922632,8216.208308102172 3773,19.955327068425454,681,431,0,0,93.26050549781851,17016.262849075163 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3313,18.021471414260695,1031,302,1,0,68.07306869047314,409.8941462778994 2514,12.93685308531175,1451,235,0,0,54.731947437099684,22960.958523247908 2231,10.468552358363779,1705,205,0,1,92.2389029948477,16039.76228668522 2645,8.991189654495772,1059,398,0,0,65.29731758757933,3408.60477075936 2735,13.857647132159435,727,211,1,0,82.68086591634257,13491.404668357529 3999,7.2750971081504705,1065,302,0,1,64.83477777932258,4435.995747125686 4440,8.693071527631723,1113,386,1,1,60.53520208768626,-774.9012141135736 1305,9.404182475971247,588,377,0,0,85.68285491984162,15525.498825848623 3059,14.118634214104116,1667,370,0,0,81.2001910270065,7096.209941762196 4416,10.59882438524713,1314,376,1,1,60.905246560947475,16616.527839758648 4536,12.586749501800742,749,288,1,0,80.60480741931912,6595.429489157541 2723,14.7565739564988,724,403,0,1,50.25008388697594,8846.811756746123 2689,19.344074012115307,1402,410,0,0,58.84573033001061,-14020.814354289256 2517,16.472560956541287,1470,412,1,1,86.38769891989045,2577.5158893845655 2391,11.078851708581615,1172,220,1,1,70.50753332630876,-6035.916123253301 4917,16.224130615958853,667,287,0,1,60.18144434744637,23889.562626386658 3984,19.245412713788188,609,212,1,0,75.29581885101275,8340.213141553899 1419,12.490708184811872,1696,319,1,1,73.26085005100668,9349.477055221992 3936,11.157453996843346,796,377,0,0,81.69681462509645,-1807.4931254199164 4862,6.170280485011048,742,328,1,0,53.62691599701314,21826.634594799725 3218,18.385555559762935,708,250,0,1,90.96748152627976,24164.530430220882 1133,8.696514211904834,1766,241,1,0,52.91383894645742,16065.770771974001 3030,5.9593684522870936,1777,294,0,1,72.69276372699036,16909.772865314255 4012,13.058052298866246,1605,441,1,1,85.52365118341677,15850.926092214248 2450,17.688494689422875,1957,260,0,1,67.24055173324537,6494.815598232523 4096,11.099525834345787,1998,427,1,1,95.50592650220298,14507.36201247469 2553,16.746012052385243,1527,476,1,0,87.76159281778342,-9566.53860207122 4261,17.545940109259938,1717,217,0,0,71.30240324287197,772.7080776595521 2164,11.816053382297955,1579,443,1,0,59.19131968864275,13570.291435105144 4626,13.864325989107105,760,246,0,1,52.17194542852074,5956.521990300747 2869,13.008684478084101,879,217,1,0,90.08321637103538,21404.587057746867 2819,19.087937924517522,595,400,1,0,59.7137122928113,-8277.918801065647 3705,15.88258527637642,1859,452,0,1,63.483708718941735,21519.384953921945 4386,18.880142161551696,1268,391,1,1,50.51891815252903,3892.285423882033 4515,8.300149670929578,1852,248,0,1,50.91134424837708,9239.527086704707 2342,9.653552777490056,1328,293,0,0,61.52092170840003,2739.0161243591137 2464,6.063702097701015,1425,436,0,1,93.64342431358202,3856.25601310194 4163,12.498619350437115,1648,421,0,0,89.04115242282546,16647.953183012512 3226,18.10885519078866,1119,366,0,1,88.49365575062214,1793.0997039412878 2079,9.902700456960735,759,453,1,1,91.35173871740332,-10291.41312714119 2178,6.9242316042399725,1330,256,1,0,59.33067844639885,14980.88513764862 2695,6.026693823935795,1049,205,1,0,98.95326446717209,16012.841380373004 1110,11.712504087854818,1199,437,0,0,61.6096316173311,4049.968985755122 3184,7.4603261694314496,1208,420,0,1,57.49649254696213,10280.519717762794 3279,10.191560433276553,1531,423,1,0,64.73223468495095,10891.811815030942 4039,17.299697121236555,1062,277,0,0,76.52266710784059,14046.749052502979 1467,10.760710741362866,872,219,0,1,56.22153102048092,22214.921861218387 3779,14.148063773845337,721,464,1,0,86.9310511692101,-5221.543121066805 3528,12.532400837342223,1030,403,0,1,68.57633445223883,26901.470597229785 4139,15.777999394550545,849,341,0,1,78.42082678085819,21373.77421265302 1813,7.342474384813531,530,279,1,1,86.71180118250399,6472.681276429468 2272,18.80661554725428,1881,409,0,0,95.09468737978091,11385.218100293208 1993,14.65449196325053,521,455,0,0,90.96734833616323,15146.497405914059 3031,9.06430597370161,1812,239,0,1,76.87343372261185,21138.273354489254 1322,6.848805622070886,1253,401,1,0,99.55864477423083,16075.096489374731 3969,7.245883462192855,713,285,0,1,76.4869594004107,20826.465443635476 1903,16.73994390344162,1211,242,1,1,76.79860791304017,-4908.687571107788 2541,13.82165079969437,1688,435,0,1,57.92440975007714,674.8575796530276 2999,10.711374360772751,639,269,0,1,57.436026805740106,5908.081082729512 2815,9.9935126928032,1893,330,1,0,58.43505631577468,24067.028868676854 4503,17.83637006600795,1464,331,1,1,79.59106804796284,30137.449434724167 4558,18.121437856721915,1843,447,0,0,70.75859567427125,16186.186541399204 3653,13.718930576289393,908,354,1,1,69.29422508322145,4574.354400588139 3476,12.868160984975544,937,429,1,1,56.377914626515306,8285.314584104337 4340,17.246720631148573,1296,288,1,1,69.05451058893894,4539.3069934413625 4780,16.24002769691563,512,428,0,1,68.89949362283761,-492.2793466122748 4608,11.004877749916826,1000,226,0,1,81.04071882449547,3949.5711343374896 1147,6.241080271262855,1549,437,0,1,69.42048495824037,15849.158427842656 2141,16.527501610441668,1033,374,0,0,70.93810070759538,8863.818766830998 1849,7.530515434103656,1360,491,1,0,63.62714796289638,20001.656108051335 1366,5.245653597177175,575,260,1,0,56.57519559654137,10272.761219451679 3897,17.64954012805986,865,369,0,0,65.00054427772059,877.7219278779166 2089,13.67380768005078,1615,462,1,0,52.1382670169444,14039.075696629498 3038,18.374990533036375,1340,315,1,1,60.1854984342466,22275.86973454523 3860,12.26882124796427,1386,374,1,0,66.24762264905998,17228.990893191993 4441,18.897216510671043,1789,420,1,0,57.282314596299145,24251.622890495768 1174,10.309576219682956,998,327,0,1,83.24848276764217,10422.293991059369 2854,15.867830035014393,1693,204,1,1,64.0382514114518,-518.2569288018367 1587,9.514797638926751,1869,385,1,1,80.77637868654456,22541.144709943834 1494,5.0174549649196765,1751,371,1,1,82.19428061719859,22960.76886932773 4020,10.696168018234351,1198,398,1,0,72.364413921157,27509.621270823507 2137,16.06648269663858,1179,430,0,0,72.45532216583773,-2851.7425239032345 4182,7.250362691697709,702,487,0,0,79.07316312478008,8795.837944679392 2784,12.572030498110895,945,314,0,0,63.122817608591795,8226.290220126548 4510,8.184822272760725,1017,210,0,1,51.062248359586555,9371.196339511602 4786,6.119361821286544,631,303,0,0,82.25122989675997,-5454.295202881538 2170,14.261779729164743,1768,374,1,1,80.42626919077034,9234.075458346038 1034,19.279514334551045,590,319,1,0,73.81905322358351,833.6879218440317 1998,9.660563280768756,1649,436,1,1,93.7882805254232,8758.775280393646 2332,13.709687005399257,971,435,0,1,75.43124163696324,10337.681739037473 3585,19.304050516261917,1765,237,0,0,65.17473318528891,25657.683296882376 3797,14.757250249920313,1001,471,1,0,85.67662268815248,15103.365858188285 2037,15.096699534649314,1260,450,0,0,98.12017601982254,-2378.6446233755905 1373,7.683927673412539,886,226,1,1,86.8439443908854,21422.662618527513 3604,12.3891451827924,1530,322,1,0,95.44239420345878,23855.601922596034 2451,10.5062412063087,1611,355,0,1,55.635713914333735,16873.222645180573 2751,12.06435278586545,1097,416,1,0,56.04931660385446,24410.419586353 3280,17.012398646628156,1407,393,1,0,57.7302853137205,7178.199622826553 1704,11.910484816191474,1366,360,1,1,85.14272184109791,33101.3872922013 1562,5.942760173867526,1668,327,0,0,69.48535314787668,13751.662334090752 3986,18.583124917262943,1974,377,0,0,73.88555645413024,-12863.341530379994 3934,13.172238311779559,1854,325,0,0,63.096005760878995,33751.81485754919 3773,18.86741537795438,1687,373,1,0,86.80529033885004,-739.756713015322 4734,13.585317680414366,1156,234,0,0,92.26739912838707,9018.265358821458 4511,6.044544739625909,841,438,1,1,58.01070675977621,6977.377879082611 4573,13.293040902886569,1524,240,1,1,59.63670632309258,11830.537365377859 4346,13.63608398739021,1643,385,0,0,66.97003832293328,10053.304731013188 2873,8.215098190144634,963,382,0,0,64.00832974526462,16794.006597803032 3123,12.065436261565651,961,460,1,1,76.57682959670237,13712.27463508588 1438,11.89162267810477,1572,233,0,1,87.62896056864369,11294.761378576597 4803,14.343142235309054,1318,386,0,1,89.66368472278867,6059.647201857994 2883,8.894211480108805,1850,336,1,1,60.4224843874609,13493.968658381491 2979,13.726226269222906,973,401,0,0,58.77909270710073,16528.656620593298 1698,8.614280639554142,1387,342,1,1,68.18471377250344,14803.7153152893 2312,11.6966790830586,1438,308,0,1,57.386198140267076,2847.5093195311183 3962,6.840585490059605,867,356,0,0,54.58985328512315,13752.86002276788 2563,5.559508217922173,1810,454,1,0,62.12907775443554,30491.32245993615 3938,9.80880958987601,1547,380,1,0,69.69718884466462,4334.934527607964 1691,9.118576259746122,1222,418,1,0,79.39208328910905,-9097.85444081725 3300,11.1040386804702,792,227,1,1,86.16393997559102,11678.593702796934 4197,19.429739300005096,1972,350,0,1,61.140575321098424,17654.46931576222 2200,12.833439421554926,1586,299,0,1,90.93319015170701,26867.67798159824 4108,13.297650592051347,1067,202,0,1,51.68353807783668,2383.3598799608117 3457,19.124015581810614,1981,232,1,1,72.20229983686191,12463.769052333097 2634,18.817207063877497,1373,398,0,0,81.65382729581326,1749.8690218905494 2633,18.261679308506267,1460,268,1,0,64.56320137992675,16693.68216586689 1126,6.469921130445695,1936,289,1,1,84.18459734708415,5067.782526176554 2506,14.514461157804956,1088,216,1,1,93.35267376523419,25457.789881943696 2191,17.12148470740268,759,233,0,1,54.468316024599844,11342.37383129643 3639,17.533620343656423,1407,463,0,0,75.62802110310396,-5818.1878117986 1293,13.668607137528442,683,259,1,1,50.93852515648026,4495.677554266677 4916,5.262433212292537,1571,383,1,1,63.97871430974873,17766.694615716977 4709,19.605693524626027,646,398,1,1,56.84701390681721,-490.556042874322 2366,12.082950541371822,1091,440,0,0,81.21375024136566,-1245.9596143451445 2019,10.903938429103974,1932,431,1,0,62.43418335318967,5187.486990412036 3357,10.924230705158944,1517,410,1,1,64.11990848763219,5683.39608964968 3709,11.362263200873997,939,251,1,1,60.28151460085601,-9879.748602313535 3575,8.632710772591295,1981,318,0,0,62.190125247679035,22288.673569039438 3587,9.910004386247447,728,414,0,0,61.255510769033044,18408.968990814745 1418,19.78036414662109,1807,348,1,0,84.89356604559264,-7896.755606952765 1443,10.522520003841413,1231,375,1,0,97.79051999129217,10655.94083089643 1684,12.900875247106836,1868,468,1,1,74.51157124534106,8819.098470888233 4629,17.724413989628278,1446,204,0,0,80.01938978563038,6664.8499766585055 3887,12.911417166632953,1787,315,0,0,90.9053071693896,2862.5967719384953 3283,9.866801324272513,1239,402,1,0,73.80530739234806,6507.753295406825 2462,12.856264653777952,877,236,0,0,65.10121838659107,28911.51051947881 3261,6.711294656586462,1626,253,1,0,97.54874107464781,22670.00128872075 1084,6.950104328491547,1453,487,0,1,95.30782761989211,8740.809450276627 3841,15.411612983460033,1099,483,1,1,61.01798814136874,-5212.391525862713 2767,18.761909858896185,522,285,0,0,85.15382236214472,-1821.9161224265445 1084,15.885172002327774,792,244,1,1,82.3569768263538,7487.417280036074 2944,6.119198609860358,1790,483,1,0,82.48164248256836,4746.3804624983295 4560,11.043434165465086,975,269,1,1,91.530150947169,14967.076229844824 3112,5.038303824020956,1451,241,0,1,83.7052810585208,12597.895574007127 2669,12.668101149884492,950,471,1,1,75.90019215135146,16464.358048610196 1662,7.89806727322777,1397,340,1,1,92.30329663567935,5059.631025814228 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