Spaces:
Build error
Build error
Add initial files with model
Browse files- __pycache__/app.cpython-313.pyc +0 -0
- ad_ctr_sample_data.csv +1001 -0
- ad_model.pkl +3 -0
- app.py +57 -0
- gradio_ui.py +42 -0
- preprocess.py +22 -0
- processed_ad_data.csv +1001 -0
- razorpod-logo.png +0 -0
- requirements.txt +7 -0
- train.py +48 -0
__pycache__/app.cpython-313.pyc
ADDED
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Binary file (2.66 kB). View file
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ad_ctr_sample_data.csv
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@@ -0,0 +1,1001 @@
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| 1 |
+
Ad Copy,Image Type,CTA,Target Audience,Impressions,Clicks,CTR
|
| 2 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Students,238,23,0.09663865546218488
|
| 3 |
+
Limited Time Offer,Product,Learn More,Travelers,458,6,0.013100436681222707
|
| 4 |
+
Buy One Get One,Lifestyle,Get Offer,Students,5031,244,0.0484993043132578
|
| 5 |
+
Limited Time Offer,Lifestyle,Learn More,Parents,9814,404,0.04116568167923375
|
| 6 |
+
Limited Time Offer,Infographic,Learn More,Students,3556,402,0.11304836895388076
|
| 7 |
+
New Arrival Alert,User-generated,Shop Now,Tech Enthusiasts,1727,180,0.10422698320787492
|
| 8 |
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Buy One Get One,User-generated,Shop Now,Parents,9595,1294,0.13486190724335592
|
| 9 |
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Buy One Get One,Lifestyle,Get Offer,Parents,6726,149,0.022152839726434732
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| 10 |
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Buy One Get One,Infographic,Sign Up,Travelers,5104,352,0.06896551724137931
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| 11 |
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Limited Time Offer,Lifestyle,Learn More,Fitness Buffs,9426,133,0.01410990876299597
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| 12 |
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Exclusive Deal Inside,Lifestyle,Get Offer,Parents,6752,274,0.04058056872037915
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| 13 |
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Buy One Get One,Lifestyle,Shop Now,Fitness Buffs,6516,526,0.0807243707796194
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Save More Today,Infographic,Learn More,Students,3270,44,0.01345565749235474
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Limited Time Offer,User-generated,Sign Up,Tech Enthusiasts,3935,148,0.03761118170266836
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New Arrival Alert,Infographic,Shop Now,Travelers,8117,819,0.10089934704940248
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Exclusive Deal Inside,Product,Shop Now,Fitness Buffs,2251,194,0.08618391825855176
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Save More Today,Infographic,Shop Now,Parents,9529,389,0.040822751600377793
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Save More Today,Infographic,Get Offer,Fitness Buffs,7005,647,0.09236259814418273
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| 20 |
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New Arrival Alert,Infographic,Sign Up,Parents,2934,361,0.12304021813224267
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| 21 |
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Exclusive Deal Inside,Infographic,Learn More,Fitness Buffs,9290,101,0.010871905274488697
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| 22 |
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Limited Time Offer,User-generated,Get Offer,Parents,2667,327,0.12260967379077616
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| 23 |
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50% Off Sale,Product,Get Offer,Students,1407,151,0.10732054015636106
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| 24 |
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Exclusive Deal Inside,User-generated,Get Offer,Parents,8948,515,0.057554760840411265
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New Arrival Alert,User-generated,Shop Now,Parents,2760,87,0.03152173913043478
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| 26 |
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Save More Today,Infographic,Sign Up,Tech Enthusiasts,3830,551,0.14386422976501306
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| 27 |
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Limited Time Offer,Lifestyle,Get Offer,Parents,6307,360,0.05707943554780403
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Exclusive Deal Inside,Lifestyle,Learn More,Tech Enthusiasts,3262,74,0.022685469037400367
|
| 29 |
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50% Off Sale,User-generated,Sign Up,Travelers,1240,29,0.02338709677419355
|
| 30 |
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50% Off Sale,User-generated,Learn More,Tech Enthusiasts,8558,1100,0.12853470437017994
|
| 31 |
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Buy One Get One,Infographic,Sign Up,Students,1808,170,0.09402654867256637
|
| 32 |
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Buy One Get One,User-generated,Learn More,Tech Enthusiasts,3730,458,0.12278820375335121
|
| 33 |
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New Arrival Alert,Infographic,Shop Now,Travelers,3311,371,0.11205073995771671
|
| 34 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Students,6638,564,0.08496535100934016
|
| 35 |
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Exclusive Deal Inside,Lifestyle,Learn More,Fitness Buffs,9802,1433,0.14619465415221383
|
| 36 |
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Save More Today,Product,Sign Up,Fitness Buffs,575,36,0.06260869565217392
|
| 37 |
+
Save More Today,Lifestyle,Get Offer,Tech Enthusiasts,7784,679,0.08723021582733813
|
| 38 |
+
Save More Today,User-generated,Get Offer,Tech Enthusiasts,9268,1168,0.12602503236944324
|
| 39 |
+
Buy One Get One,Lifestyle,Sign Up,Travelers,1307,126,0.09640397857689365
|
| 40 |
+
Exclusive Deal Inside,Infographic,Learn More,Travelers,2060,269,0.13058252427184466
|
| 41 |
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Exclusive Deal Inside,Lifestyle,Shop Now,Parents,657,59,0.0898021308980213
|
| 42 |
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50% Off Sale,Product,Shop Now,Travelers,982,106,0.1079429735234216
|
| 43 |
+
Buy One Get One,Lifestyle,Learn More,Parents,4861,79,0.016251800041143797
|
| 44 |
+
Limited Time Offer,Infographic,Get Offer,Students,5967,250,0.04189710072063013
|
| 45 |
+
Buy One Get One,Infographic,Get Offer,Tech Enthusiasts,7063,356,0.05040351125584029
|
| 46 |
+
Limited Time Offer,User-generated,Get Offer,Students,7266,153,0.021056977704376548
|
| 47 |
+
50% Off Sale,Lifestyle,Get Offer,Travelers,8029,341,0.04247104247104247
|
| 48 |
+
New Arrival Alert,Infographic,Learn More,Students,5447,131,0.024049935744446485
|
| 49 |
+
Exclusive Deal Inside,Product,Get Offer,Students,7369,360,0.048853304383227034
|
| 50 |
+
50% Off Sale,User-generated,Sign Up,Students,9902,980,0.0989699050696829
|
| 51 |
+
Exclusive Deal Inside,Product,Get Offer,Travelers,8225,502,0.06103343465045593
|
| 52 |
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Save More Today,Lifestyle,Shop Now,Students,2554,157,0.06147220046985121
|
| 53 |
+
New Arrival Alert,Lifestyle,Get Offer,Parents,4594,180,0.0391815411406182
|
| 54 |
+
New Arrival Alert,Lifestyle,Learn More,Travelers,2046,96,0.0469208211143695
|
| 55 |
+
50% Off Sale,User-generated,Shop Now,Students,2908,410,0.14099037138927098
|
| 56 |
+
New Arrival Alert,Infographic,Learn More,Travelers,6742,679,0.1007119549095224
|
| 57 |
+
Limited Time Offer,User-generated,Learn More,Fitness Buffs,3925,373,0.09503184713375797
|
| 58 |
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New Arrival Alert,Product,Shop Now,Parents,3636,123,0.03382838283828383
|
| 59 |
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Exclusive Deal Inside,User-generated,Learn More,Students,6168,691,0.11202983138780805
|
| 60 |
+
Exclusive Deal Inside,Product,Learn More,Fitness Buffs,3902,128,0.032803690415171706
|
| 61 |
+
Exclusive Deal Inside,User-generated,Get Offer,Fitness Buffs,4799,302,0.06292977703688268
|
| 62 |
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Exclusive Deal Inside,Infographic,Sign Up,Travelers,2070,307,0.14830917874396135
|
| 63 |
+
Limited Time Offer,Product,Learn More,Fitness Buffs,5906,588,0.09955976972570267
|
| 64 |
+
Buy One Get One,Lifestyle,Learn More,Parents,6242,549,0.08795257930150593
|
| 65 |
+
Save More Today,Lifestyle,Learn More,Parents,2919,308,0.10551558752997602
|
| 66 |
+
50% Off Sale,User-generated,Get Offer,Tech Enthusiasts,9194,1176,0.12790950619969546
|
| 67 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Parents,464,55,0.11853448275862069
|
| 68 |
+
New Arrival Alert,Product,Shop Now,Fitness Buffs,4358,183,0.04199173932996787
|
| 69 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Parents,3219,46,0.014290152221186705
|
| 70 |
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New Arrival Alert,Infographic,Get Offer,Travelers,1963,106,0.05399898115129903
|
| 71 |
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Save More Today,Infographic,Sign Up,Tech Enthusiasts,215,10,0.046511627906976744
|
| 72 |
+
Save More Today,User-generated,Sign Up,Fitness Buffs,7184,284,0.03953229398663697
|
| 73 |
+
Save More Today,Product,Get Offer,Tech Enthusiasts,8116,1152,0.14194184327254805
|
| 74 |
+
New Arrival Alert,Infographic,Shop Now,Fitness Buffs,2484,329,0.1324476650563607
|
| 75 |
+
Exclusive Deal Inside,Infographic,Get Offer,Travelers,4035,218,0.0540272614622057
|
| 76 |
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Save More Today,Product,Sign Up,Tech Enthusiasts,7842,798,0.10175975516449885
|
| 77 |
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Limited Time Offer,Lifestyle,Shop Now,Students,5542,362,0.06531937928545652
|
| 78 |
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New Arrival Alert,Lifestyle,Sign Up,Fitness Buffs,2590,357,0.13783783783783785
|
| 79 |
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New Arrival Alert,User-generated,Shop Now,Students,7080,525,0.07415254237288135
|
| 80 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Tech Enthusiasts,9234,434,0.047000216590859865
|
| 81 |
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New Arrival Alert,Product,Sign Up,Students,7761,345,0.04445303440278315
|
| 82 |
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New Arrival Alert,Infographic,Sign Up,Students,1824,161,0.08826754385964912
|
| 83 |
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Save More Today,Lifestyle,Get Offer,Tech Enthusiasts,8282,387,0.04672784351605892
|
| 84 |
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Exclusive Deal Inside,User-generated,Sign Up,Travelers,2867,263,0.09173351935821417
|
| 85 |
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Save More Today,Lifestyle,Sign Up,Students,1237,167,0.13500404203718674
|
| 86 |
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Save More Today,Product,Learn More,Students,4217,277,0.06568650699549443
|
| 87 |
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Exclusive Deal Inside,User-generated,Sign Up,Travelers,3520,143,0.040625
|
| 88 |
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50% Off Sale,Lifestyle,Learn More,Students,5945,889,0.14953742640874684
|
| 89 |
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Save More Today,User-generated,Learn More,Students,4878,396,0.08118081180811808
|
| 90 |
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Limited Time Offer,Product,Learn More,Students,4006,91,0.02271592611083375
|
| 91 |
+
Limited Time Offer,Infographic,Learn More,Parents,3737,62,0.016590848274016592
|
| 92 |
+
New Arrival Alert,Product,Shop Now,Travelers,3053,77,0.02522109400589584
|
| 93 |
+
Limited Time Offer,Product,Get Offer,Students,6029,589,0.09769447669596948
|
| 94 |
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New Arrival Alert,Product,Shop Now,Travelers,376,45,0.1196808510638298
|
| 95 |
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50% Off Sale,Product,Sign Up,Fitness Buffs,2099,145,0.06908051453072891
|
| 96 |
+
Exclusive Deal Inside,Infographic,Shop Now,Fitness Buffs,1327,25,0.018839487565938208
|
| 97 |
+
Exclusive Deal Inside,Infographic,Shop Now,Students,6437,408,0.06338356377194346
|
| 98 |
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Exclusive Deal Inside,User-generated,Sign Up,Travelers,3835,573,0.14941329856584093
|
| 99 |
+
Limited Time Offer,Lifestyle,Sign Up,Travelers,795,66,0.0830188679245283
|
| 100 |
+
50% Off Sale,Infographic,Sign Up,Travelers,9601,1401,0.14592229976044163
|
| 101 |
+
Limited Time Offer,Infographic,Shop Now,Parents,4252,554,0.13029162746942616
|
| 102 |
+
Limited Time Offer,Lifestyle,Shop Now,Fitness Buffs,8001,92,0.011498562679665042
|
| 103 |
+
50% Off Sale,Infographic,Sign Up,Travelers,7570,839,0.11083223249669749
|
| 104 |
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50% Off Sale,Product,Get Offer,Travelers,7637,805,0.10540788267644363
|
| 105 |
+
50% Off Sale,Product,Get Offer,Parents,2941,250,0.08500510030601836
|
| 106 |
+
50% Off Sale,Lifestyle,Learn More,Parents,4308,204,0.04735376044568245
|
| 107 |
+
Exclusive Deal Inside,User-generated,Sign Up,Travelers,8833,880,0.099626400996264
|
| 108 |
+
Buy One Get One,User-generated,Learn More,Tech Enthusiasts,1188,30,0.025252525252525252
|
| 109 |
+
Buy One Get One,Lifestyle,Get Offer,Travelers,3463,245,0.07074790643950332
|
| 110 |
+
50% Off Sale,Lifestyle,Learn More,Travelers,124,9,0.07258064516129033
|
| 111 |
+
Buy One Get One,Product,Sign Up,Parents,9864,1415,0.1434509326845093
|
| 112 |
+
Buy One Get One,User-generated,Sign Up,Parents,6244,828,0.13260730301089046
|
| 113 |
+
50% Off Sale,Infographic,Sign Up,Travelers,5768,270,0.04680998613037448
|
| 114 |
+
Buy One Get One,Product,Shop Now,Travelers,4336,347,0.08002767527675277
|
| 115 |
+
Limited Time Offer,Lifestyle,Learn More,Travelers,8168,285,0.0348922624877571
|
| 116 |
+
New Arrival Alert,User-generated,Get Offer,Parents,2335,321,0.13747323340471093
|
| 117 |
+
New Arrival Alert,Infographic,Get Offer,Travelers,7395,975,0.13184584178498987
|
| 118 |
+
50% Off Sale,Infographic,Get Offer,Travelers,8492,439,0.051695713612812055
|
| 119 |
+
Exclusive Deal Inside,Product,Shop Now,Students,8548,850,0.09943846513804398
|
| 120 |
+
50% Off Sale,User-generated,Shop Now,Tech Enthusiasts,3847,366,0.09513906940473096
|
| 121 |
+
Exclusive Deal Inside,User-generated,Sign Up,Fitness Buffs,3275,102,0.03114503816793893
|
| 122 |
+
New Arrival Alert,Lifestyle,Get Offer,Tech Enthusiasts,4997,583,0.11667000200120071
|
| 123 |
+
50% Off Sale,User-generated,Shop Now,Students,5137,439,0.08545843877749659
|
| 124 |
+
Save More Today,User-generated,Sign Up,Fitness Buffs,7527,895,0.11890527434568886
|
| 125 |
+
Limited Time Offer,Product,Get Offer,Travelers,8705,733,0.08420448018380242
|
| 126 |
+
Buy One Get One,User-generated,Learn More,Students,2114,21,0.009933774834437087
|
| 127 |
+
Exclusive Deal Inside,Infographic,Sign Up,Travelers,1481,82,0.05536799459824443
|
| 128 |
+
Save More Today,Product,Shop Now,Parents,1198,15,0.012520868113522538
|
| 129 |
+
Buy One Get One,Product,Shop Now,Students,3526,493,0.1398184912081679
|
| 130 |
+
Buy One Get One,Lifestyle,Sign Up,Parents,3755,499,0.13288948069241013
|
| 131 |
+
50% Off Sale,User-generated,Sign Up,Students,8038,1016,0.12639960189101768
|
| 132 |
+
Buy One Get One,Lifestyle,Shop Now,Students,9201,488,0.053037713292033474
|
| 133 |
+
Limited Time Offer,Infographic,Learn More,Parents,287,5,0.017421602787456445
|
| 134 |
+
Save More Today,Product,Get Offer,Fitness Buffs,5509,732,0.1328734797603921
|
| 135 |
+
Buy One Get One,Product,Learn More,Tech Enthusiasts,2192,312,0.14233576642335766
|
| 136 |
+
50% Off Sale,Product,Sign Up,Travelers,2230,49,0.02197309417040359
|
| 137 |
+
Limited Time Offer,Infographic,Learn More,Students,5342,416,0.07787345563459379
|
| 138 |
+
New Arrival Alert,Infographic,Shop Now,Travelers,8649,170,0.019655451497282924
|
| 139 |
+
Save More Today,Lifestyle,Sign Up,Parents,5747,669,0.11640856098834175
|
| 140 |
+
Buy One Get One,Lifestyle,Get Offer,Travelers,5285,619,0.11712393566698202
|
| 141 |
+
50% Off Sale,Lifestyle,Shop Now,Parents,5876,164,0.027910142954390742
|
| 142 |
+
New Arrival Alert,User-generated,Shop Now,Travelers,8013,613,0.07650068638462498
|
| 143 |
+
New Arrival Alert,Product,Get Offer,Tech Enthusiasts,7647,665,0.0869622074015954
|
| 144 |
+
Exclusive Deal Inside,Product,Get Offer,Tech Enthusiasts,7923,373,0.047078126972106525
|
| 145 |
+
Limited Time Offer,Lifestyle,Learn More,Tech Enthusiasts,7455,985,0.13212608987256874
|
| 146 |
+
Buy One Get One,Product,Sign Up,Tech Enthusiasts,6565,454,0.06915460776846916
|
| 147 |
+
50% Off Sale,Lifestyle,Get Offer,Tech Enthusiasts,1597,63,0.039448966812773954
|
| 148 |
+
Exclusive Deal Inside,User-generated,Get Offer,Tech Enthusiasts,2655,227,0.08549905838041431
|
| 149 |
+
Limited Time Offer,User-generated,Sign Up,Parents,5509,618,0.11218006897803594
|
| 150 |
+
Exclusive Deal Inside,Infographic,Get Offer,Students,3051,116,0.03802032120616192
|
| 151 |
+
Save More Today,User-generated,Get Offer,Travelers,1338,71,0.053064275037369206
|
| 152 |
+
Limited Time Offer,Lifestyle,Learn More,Tech Enthusiasts,9265,1383,0.14927145169994605
|
| 153 |
+
Limited Time Offer,User-generated,Shop Now,Parents,4827,487,0.10089082245701264
|
| 154 |
+
Buy One Get One,Infographic,Shop Now,Parents,4065,289,0.07109471094710947
|
| 155 |
+
Limited Time Offer,Product,Shop Now,Parents,5786,477,0.08244037331489804
|
| 156 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Students,9342,251,0.026867908370798544
|
| 157 |
+
Limited Time Offer,Product,Get Offer,Travelers,3801,157,0.041304919757958435
|
| 158 |
+
Buy One Get One,Infographic,Sign Up,Students,2880,165,0.057291666666666664
|
| 159 |
+
Buy One Get One,Infographic,Sign Up,Fitness Buffs,7498,692,0.0922912776740464
|
| 160 |
+
Save More Today,Infographic,Learn More,Parents,1688,71,0.04206161137440758
|
| 161 |
+
Exclusive Deal Inside,Product,Learn More,Fitness Buffs,2468,100,0.04051863857374392
|
| 162 |
+
New Arrival Alert,Product,Get Offer,Tech Enthusiasts,5889,117,0.019867549668874173
|
| 163 |
+
New Arrival Alert,Product,Sign Up,Tech Enthusiasts,536,52,0.09701492537313433
|
| 164 |
+
Limited Time Offer,Product,Sign Up,Students,2928,123,0.042008196721311473
|
| 165 |
+
Save More Today,Infographic,Shop Now,Travelers,1656,226,0.13647342995169082
|
| 166 |
+
50% Off Sale,Infographic,Get Offer,Fitness Buffs,7670,999,0.13024771838331162
|
| 167 |
+
Limited Time Offer,Lifestyle,Get Offer,Travelers,7580,150,0.01978891820580475
|
| 168 |
+
Save More Today,Lifestyle,Shop Now,Students,9596,415,0.043247186327636515
|
| 169 |
+
Exclusive Deal Inside,Product,Get Offer,Tech Enthusiasts,282,29,0.10283687943262411
|
| 170 |
+
Exclusive Deal Inside,User-generated,Get Offer,Travelers,7290,291,0.03991769547325103
|
| 171 |
+
Exclusive Deal Inside,User-generated,Learn More,Travelers,6787,193,0.028436717253573007
|
| 172 |
+
Exclusive Deal Inside,Infographic,Sign Up,Tech Enthusiasts,5665,798,0.140864960282436
|
| 173 |
+
Exclusive Deal Inside,Infographic,Get Offer,Fitness Buffs,7341,660,0.08990600735594606
|
| 174 |
+
Save More Today,Infographic,Learn More,Tech Enthusiasts,7751,590,0.07611921042446136
|
| 175 |
+
Save More Today,Lifestyle,Sign Up,Travelers,5675,680,0.1198237885462555
|
| 176 |
+
Buy One Get One,Lifestyle,Shop Now,Fitness Buffs,1689,207,0.12255772646536411
|
| 177 |
+
New Arrival Alert,Infographic,Learn More,Fitness Buffs,9879,362,0.0366433849579917
|
| 178 |
+
Exclusive Deal Inside,Infographic,Learn More,Tech Enthusiasts,8951,210,0.023461065802703608
|
| 179 |
+
50% Off Sale,Infographic,Sign Up,Travelers,259,18,0.0694980694980695
|
| 180 |
+
Save More Today,User-generated,Shop Now,Students,6655,461,0.06927122464312548
|
| 181 |
+
50% Off Sale,Lifestyle,Learn More,Travelers,9303,701,0.07535203697731914
|
| 182 |
+
50% Off Sale,User-generated,Get Offer,Parents,8344,935,0.11205656759348034
|
| 183 |
+
50% Off Sale,User-generated,Get Offer,Students,6946,724,0.10423265188597754
|
| 184 |
+
Buy One Get One,Infographic,Get Offer,Fitness Buffs,2407,355,0.14748649771499792
|
| 185 |
+
Save More Today,Infographic,Shop Now,Students,1328,31,0.023343373493975902
|
| 186 |
+
50% Off Sale,Product,Learn More,Fitness Buffs,7326,486,0.06633906633906633
|
| 187 |
+
Exclusive Deal Inside,Product,Get Offer,Fitness Buffs,5690,327,0.057469244288224954
|
| 188 |
+
Limited Time Offer,User-generated,Shop Now,Students,7019,916,0.13050292064396637
|
| 189 |
+
50% Off Sale,Lifestyle,Get Offer,Fitness Buffs,5685,254,0.04467897977132806
|
| 190 |
+
Buy One Get One,Infographic,Sign Up,Fitness Buffs,9327,341,0.036560523212179695
|
| 191 |
+
Save More Today,Infographic,Learn More,Parents,6146,447,0.07273023104458184
|
| 192 |
+
Buy One Get One,User-generated,Learn More,Travelers,5045,348,0.06897918731417245
|
| 193 |
+
50% Off Sale,Product,Shop Now,Travelers,8027,393,0.048959760807275446
|
| 194 |
+
Save More Today,Lifestyle,Shop Now,Parents,7116,320,0.044969083754918496
|
| 195 |
+
Limited Time Offer,Product,Learn More,Students,7858,1094,0.13922117587172309
|
| 196 |
+
50% Off Sale,Product,Get Offer,Tech Enthusiasts,5186,373,0.07192441187813343
|
| 197 |
+
Buy One Get One,Product,Get Offer,Tech Enthusiasts,9556,1247,0.13049393051485977
|
| 198 |
+
New Arrival Alert,Product,Sign Up,Tech Enthusiasts,7261,632,0.08704035256851674
|
| 199 |
+
Exclusive Deal Inside,Infographic,Get Offer,Parents,1984,33,0.01663306451612903
|
| 200 |
+
Buy One Get One,Infographic,Shop Now,Parents,1909,286,0.1498166579360922
|
| 201 |
+
Save More Today,Product,Shop Now,Fitness Buffs,3267,415,0.12702785430058158
|
| 202 |
+
50% Off Sale,Lifestyle,Get Offer,Tech Enthusiasts,6452,939,0.14553626782393056
|
| 203 |
+
Exclusive Deal Inside,User-generated,Shop Now,Students,9109,1272,0.1396421121967285
|
| 204 |
+
50% Off Sale,Lifestyle,Learn More,Students,6156,792,0.1286549707602339
|
| 205 |
+
Save More Today,Lifestyle,Learn More,Tech Enthusiasts,2537,84,0.03310997240835633
|
| 206 |
+
50% Off Sale,Lifestyle,Get Offer,Tech Enthusiasts,6568,512,0.0779537149817296
|
| 207 |
+
New Arrival Alert,Product,Learn More,Tech Enthusiasts,9180,366,0.03986928104575163
|
| 208 |
+
Exclusive Deal Inside,Infographic,Learn More,Parents,6051,400,0.06610477607007106
|
| 209 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Parents,5376,97,0.01804315476190476
|
| 210 |
+
Save More Today,Product,Sign Up,Parents,8959,564,0.06295345462663243
|
| 211 |
+
New Arrival Alert,Lifestyle,Learn More,Travelers,7918,1171,0.14789088153574134
|
| 212 |
+
Buy One Get One,Lifestyle,Get Offer,Students,4828,227,0.04701739850869925
|
| 213 |
+
50% Off Sale,Product,Sign Up,Students,2724,326,0.1196769456681351
|
| 214 |
+
Limited Time Offer,Infographic,Shop Now,Fitness Buffs,5838,430,0.0736553614251456
|
| 215 |
+
50% Off Sale,Infographic,Shop Now,Parents,4332,299,0.06902123730378577
|
| 216 |
+
50% Off Sale,User-generated,Shop Now,Travelers,5893,848,0.143899541829289
|
| 217 |
+
Buy One Get One,Product,Get Offer,Travelers,4623,690,0.14925373134328357
|
| 218 |
+
50% Off Sale,User-generated,Learn More,Students,5671,497,0.08763886439781343
|
| 219 |
+
New Arrival Alert,User-generated,Shop Now,Parents,9110,1007,0.11053787047200878
|
| 220 |
+
New Arrival Alert,User-generated,Get Offer,Fitness Buffs,9398,297,0.031602468610342625
|
| 221 |
+
Exclusive Deal Inside,Infographic,Sign Up,Parents,2324,119,0.05120481927710843
|
| 222 |
+
Save More Today,Product,Learn More,Tech Enthusiasts,8489,1236,0.1456001884792084
|
| 223 |
+
Limited Time Offer,User-generated,Sign Up,Parents,6191,563,0.0909384590534647
|
| 224 |
+
50% Off Sale,Product,Get Offer,Tech Enthusiasts,8762,752,0.08582515407441224
|
| 225 |
+
50% Off Sale,Product,Shop Now,Tech Enthusiasts,6461,741,0.11468812877263582
|
| 226 |
+
Buy One Get One,Infographic,Shop Now,Fitness Buffs,2048,36,0.017578125
|
| 227 |
+
Save More Today,User-generated,Get Offer,Students,7194,660,0.09174311926605505
|
| 228 |
+
New Arrival Alert,User-generated,Shop Now,Parents,6418,516,0.08039887815518854
|
| 229 |
+
Limited Time Offer,Product,Learn More,Tech Enthusiasts,3896,504,0.1293634496919918
|
| 230 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Parents,334,10,0.029940119760479042
|
| 231 |
+
New Arrival Alert,Infographic,Sign Up,Students,9220,1332,0.14446854663774403
|
| 232 |
+
Save More Today,Infographic,Get Offer,Students,3707,78,0.021041273266792556
|
| 233 |
+
Exclusive Deal Inside,Infographic,Learn More,Travelers,8143,293,0.03598182488026526
|
| 234 |
+
Buy One Get One,Infographic,Learn More,Students,622,58,0.0932475884244373
|
| 235 |
+
Buy One Get One,User-generated,Get Offer,Fitness Buffs,6004,627,0.10443037974683544
|
| 236 |
+
50% Off Sale,User-generated,Get Offer,Tech Enthusiasts,4988,214,0.04290296712109062
|
| 237 |
+
Save More Today,Lifestyle,Shop Now,Travelers,9921,265,0.02671101703457313
|
| 238 |
+
Limited Time Offer,Infographic,Learn More,Fitness Buffs,5932,798,0.13452461227242077
|
| 239 |
+
Exclusive Deal Inside,Infographic,Get Offer,Parents,7222,321,0.04444752146219884
|
| 240 |
+
New Arrival Alert,Product,Get Offer,Tech Enthusiasts,5942,553,0.09306630764052508
|
| 241 |
+
Save More Today,User-generated,Learn More,Students,1416,136,0.096045197740113
|
| 242 |
+
Save More Today,Infographic,Get Offer,Tech Enthusiasts,1224,84,0.06862745098039216
|
| 243 |
+
Buy One Get One,Lifestyle,Shop Now,Parents,5721,524,0.09159237895472819
|
| 244 |
+
50% Off Sale,Lifestyle,Learn More,Travelers,5523,459,0.08310700706137969
|
| 245 |
+
50% Off Sale,User-generated,Shop Now,Travelers,2687,378,0.14067733531819873
|
| 246 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Travelers,9315,359,0.03853998926462695
|
| 247 |
+
Buy One Get One,Lifestyle,Shop Now,Students,5772,636,0.1101871101871102
|
| 248 |
+
Save More Today,User-generated,Shop Now,Fitness Buffs,1478,64,0.04330175913396482
|
| 249 |
+
Limited Time Offer,Infographic,Learn More,Fitness Buffs,3474,227,0.06534254461715601
|
| 250 |
+
Buy One Get One,Infographic,Shop Now,Tech Enthusiasts,1619,168,0.10376775787523163
|
| 251 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Students,5877,305,0.051897226476093246
|
| 252 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Travelers,8035,436,0.05426260112009956
|
| 253 |
+
Buy One Get One,Infographic,Learn More,Travelers,6193,713,0.11512998546746327
|
| 254 |
+
Exclusive Deal Inside,User-generated,Learn More,Parents,8518,171,0.020075135008217893
|
| 255 |
+
Buy One Get One,Lifestyle,Sign Up,Parents,5455,404,0.07406049495875344
|
| 256 |
+
New Arrival Alert,Product,Learn More,Travelers,5068,759,0.14976322020520916
|
| 257 |
+
Buy One Get One,User-generated,Learn More,Travelers,9183,1372,0.14940651203310465
|
| 258 |
+
Buy One Get One,Lifestyle,Sign Up,Students,5674,114,0.020091646105040536
|
| 259 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Fitness Buffs,4172,166,0.03978906999041227
|
| 260 |
+
Exclusive Deal Inside,Product,Learn More,Parents,2357,111,0.047093763258379294
|
| 261 |
+
50% Off Sale,Product,Learn More,Fitness Buffs,8688,1222,0.1406537753222836
|
| 262 |
+
50% Off Sale,Infographic,Learn More,Students,4524,603,0.133289124668435
|
| 263 |
+
New Arrival Alert,User-generated,Sign Up,Travelers,3337,444,0.1330536409949056
|
| 264 |
+
50% Off Sale,User-generated,Learn More,Fitness Buffs,3993,246,0.061607813673929375
|
| 265 |
+
Buy One Get One,Infographic,Learn More,Travelers,2105,67,0.031828978622327794
|
| 266 |
+
Exclusive Deal Inside,User-generated,Sign Up,Travelers,2116,268,0.1266540642722117
|
| 267 |
+
50% Off Sale,User-generated,Get Offer,Tech Enthusiasts,9488,1029,0.10845278246205733
|
| 268 |
+
50% Off Sale,User-generated,Shop Now,Fitness Buffs,1872,179,0.09561965811965811
|
| 269 |
+
New Arrival Alert,User-generated,Get Offer,Fitness Buffs,8453,1252,0.148113095942269
|
| 270 |
+
Save More Today,User-generated,Sign Up,Travelers,4076,413,0.10132482826300294
|
| 271 |
+
New Arrival Alert,Product,Shop Now,Students,1851,20,0.010804970286331712
|
| 272 |
+
Buy One Get One,User-generated,Sign Up,Tech Enthusiasts,9067,1127,0.12429690084923349
|
| 273 |
+
Exclusive Deal Inside,Product,Sign Up,Travelers,7530,390,0.05179282868525897
|
| 274 |
+
New Arrival Alert,User-generated,Learn More,Parents,7270,747,0.10275103163686382
|
| 275 |
+
50% Off Sale,Infographic,Shop Now,Parents,6569,929,0.14142182980666768
|
| 276 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Tech Enthusiasts,9231,265,0.02870761564294226
|
| 277 |
+
Exclusive Deal Inside,Product,Shop Now,Students,3320,86,0.025903614457831327
|
| 278 |
+
50% Off Sale,User-generated,Sign Up,Travelers,639,15,0.023474178403755867
|
| 279 |
+
New Arrival Alert,Infographic,Sign Up,Fitness Buffs,1561,136,0.08712363869314542
|
| 280 |
+
50% Off Sale,Lifestyle,Get Offer,Tech Enthusiasts,5284,254,0.04806964420893263
|
| 281 |
+
Save More Today,Product,Shop Now,Students,8647,818,0.09459928298831966
|
| 282 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Fitness Buffs,334,36,0.10778443113772455
|
| 283 |
+
Limited Time Offer,Infographic,Get Offer,Parents,1648,63,0.03822815533980582
|
| 284 |
+
Limited Time Offer,Product,Get Offer,Parents,7580,748,0.09868073878627968
|
| 285 |
+
Buy One Get One,Lifestyle,Get Offer,Fitness Buffs,4313,202,0.046835149547878506
|
| 286 |
+
50% Off Sale,User-generated,Learn More,Tech Enthusiasts,1773,138,0.077834179357022
|
| 287 |
+
50% Off Sale,Product,Get Offer,Parents,6808,930,0.13660399529964748
|
| 288 |
+
Buy One Get One,Lifestyle,Learn More,Travelers,8082,1038,0.12843355605048257
|
| 289 |
+
Buy One Get One,Infographic,Get Offer,Fitness Buffs,2200,50,0.022727272727272728
|
| 290 |
+
Buy One Get One,Infographic,Learn More,Fitness Buffs,3848,266,0.06912681912681913
|
| 291 |
+
Exclusive Deal Inside,Product,Sign Up,Parents,3273,159,0.04857928505957837
|
| 292 |
+
Save More Today,Lifestyle,Sign Up,Tech Enthusiasts,1915,20,0.010443864229765013
|
| 293 |
+
50% Off Sale,Product,Sign Up,Travelers,3941,464,0.11773661507231667
|
| 294 |
+
Exclusive Deal Inside,Product,Sign Up,Tech Enthusiasts,8116,805,0.09918679152291769
|
| 295 |
+
Buy One Get One,Lifestyle,Sign Up,Students,7111,331,0.04654760230628604
|
| 296 |
+
50% Off Sale,Lifestyle,Get Offer,Students,4593,522,0.11365120836054866
|
| 297 |
+
Exclusive Deal Inside,User-generated,Get Offer,Parents,774,67,0.08656330749354005
|
| 298 |
+
Save More Today,Lifestyle,Get Offer,Parents,8188,572,0.06985832926233512
|
| 299 |
+
Exclusive Deal Inside,Infographic,Learn More,Parents,8678,98,0.011292924637013136
|
| 300 |
+
Save More Today,Product,Learn More,Students,2258,46,0.02037201062887511
|
| 301 |
+
Buy One Get One,Product,Learn More,Tech Enthusiasts,2761,368,0.1332850416515755
|
| 302 |
+
Save More Today,Infographic,Learn More,Tech Enthusiasts,2164,295,0.13632162661737524
|
| 303 |
+
50% Off Sale,Lifestyle,Sign Up,Parents,3353,289,0.08619147032508202
|
| 304 |
+
Buy One Get One,Infographic,Sign Up,Travelers,5079,644,0.1267966135065958
|
| 305 |
+
50% Off Sale,Infographic,Sign Up,Tech Enthusiasts,7803,714,0.0915032679738562
|
| 306 |
+
Limited Time Offer,User-generated,Shop Now,Students,9031,277,0.030672129332299857
|
| 307 |
+
New Arrival Alert,Infographic,Get Offer,Fitness Buffs,1501,41,0.02731512325116589
|
| 308 |
+
Save More Today,Product,Learn More,Fitness Buffs,3359,178,0.05299196189342066
|
| 309 |
+
New Arrival Alert,Infographic,Learn More,Fitness Buffs,4023,546,0.13571961222967935
|
| 310 |
+
New Arrival Alert,Product,Sign Up,Travelers,4314,523,0.12123319425127492
|
| 311 |
+
Save More Today,Product,Learn More,Parents,3327,434,0.1304478509167418
|
| 312 |
+
Buy One Get One,Product,Learn More,Students,2845,386,0.13567662565905098
|
| 313 |
+
Limited Time Offer,Lifestyle,Get Offer,Travelers,6191,243,0.03925052495558068
|
| 314 |
+
50% Off Sale,User-generated,Sign Up,Students,3966,178,0.0448814926878467
|
| 315 |
+
Exclusive Deal Inside,Product,Get Offer,Students,5918,144,0.024332544778641434
|
| 316 |
+
50% Off Sale,Product,Shop Now,Parents,2322,276,0.11886304909560723
|
| 317 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Fitness Buffs,2892,386,0.1334716459197787
|
| 318 |
+
50% Off Sale,Product,Shop Now,Parents,9989,668,0.0668735609170087
|
| 319 |
+
Save More Today,Infographic,Sign Up,Travelers,4163,403,0.09680518856593802
|
| 320 |
+
Limited Time Offer,Infographic,Learn More,Travelers,1624,51,0.03140394088669951
|
| 321 |
+
Exclusive Deal Inside,User-generated,Sign Up,Travelers,8324,1166,0.14007688611244595
|
| 322 |
+
Buy One Get One,Product,Sign Up,Parents,6298,825,0.13099396633852017
|
| 323 |
+
50% Off Sale,Lifestyle,Learn More,Students,4125,605,0.14666666666666667
|
| 324 |
+
50% Off Sale,Infographic,Get Offer,Students,2666,329,0.12340585146286571
|
| 325 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Tech Enthusiasts,2903,387,0.1333103685842232
|
| 326 |
+
Buy One Get One,Lifestyle,Get Offer,Travelers,3809,51,0.01338934103439223
|
| 327 |
+
Buy One Get One,Infographic,Shop Now,Students,6255,707,0.11302957633892886
|
| 328 |
+
Save More Today,Lifestyle,Sign Up,Tech Enthusiasts,819,46,0.05616605616605617
|
| 329 |
+
Save More Today,Infographic,Shop Now,Students,6616,928,0.14026602176541716
|
| 330 |
+
Save More Today,Lifestyle,Sign Up,Travelers,4679,572,0.1222483436631759
|
| 331 |
+
Save More Today,Infographic,Get Offer,Fitness Buffs,1072,140,0.13059701492537312
|
| 332 |
+
Save More Today,Product,Sign Up,Travelers,3818,471,0.12336301728653745
|
| 333 |
+
Save More Today,User-generated,Get Offer,Parents,7495,354,0.04723148765843896
|
| 334 |
+
Limited Time Offer,Infographic,Learn More,Students,4502,541,0.12016881386050644
|
| 335 |
+
Buy One Get One,Infographic,Learn More,Students,4652,116,0.024935511607910577
|
| 336 |
+
Save More Today,User-generated,Learn More,Parents,2307,304,0.1317728651928912
|
| 337 |
+
Buy One Get One,Infographic,Sign Up,Parents,4526,589,0.13013698630136986
|
| 338 |
+
Buy One Get One,Infographic,Learn More,Fitness Buffs,7019,288,0.04103148596666192
|
| 339 |
+
New Arrival Alert,Lifestyle,Shop Now,Students,8935,1110,0.1242305540011192
|
| 340 |
+
Limited Time Offer,User-generated,Get Offer,Students,8486,631,0.07435776573179355
|
| 341 |
+
Save More Today,Product,Get Offer,Fitness Buffs,8780,462,0.05261958997722096
|
| 342 |
+
50% Off Sale,Infographic,Shop Now,Tech Enthusiasts,2304,279,0.12109375
|
| 343 |
+
Exclusive Deal Inside,User-generated,Sign Up,Fitness Buffs,5445,227,0.04168962350780533
|
| 344 |
+
50% Off Sale,Lifestyle,Sign Up,Travelers,3376,44,0.013033175355450236
|
| 345 |
+
Limited Time Offer,Product,Get Offer,Students,1202,44,0.036605657237936774
|
| 346 |
+
Exclusive Deal Inside,User-generated,Learn More,Parents,5343,298,0.05577390978850833
|
| 347 |
+
Limited Time Offer,Product,Sign Up,Travelers,6714,879,0.13092046470062557
|
| 348 |
+
Buy One Get One,Product,Sign Up,Students,9533,1385,0.14528480016783804
|
| 349 |
+
Exclusive Deal Inside,Product,Shop Now,Fitness Buffs,8807,432,0.04905189054161462
|
| 350 |
+
Buy One Get One,Infographic,Shop Now,Travelers,5323,531,0.09975577681758407
|
| 351 |
+
50% Off Sale,Infographic,Learn More,Students,8684,572,0.0658682634730539
|
| 352 |
+
50% Off Sale,Lifestyle,Sign Up,Tech Enthusiasts,730,107,0.14657534246575343
|
| 353 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Tech Enthusiasts,9271,788,0.08499622478697012
|
| 354 |
+
Exclusive Deal Inside,User-generated,Shop Now,Parents,6783,959,0.14138286893704852
|
| 355 |
+
Save More Today,Lifestyle,Sign Up,Students,377,9,0.023872679045092837
|
| 356 |
+
Limited Time Offer,Product,Get Offer,Tech Enthusiasts,332,48,0.14457831325301204
|
| 357 |
+
Save More Today,Product,Shop Now,Fitness Buffs,9844,344,0.034945144250304754
|
| 358 |
+
Limited Time Offer,Infographic,Learn More,Students,5790,838,0.14473229706390328
|
| 359 |
+
Save More Today,Product,Shop Now,Fitness Buffs,7759,365,0.04704214460626369
|
| 360 |
+
Buy One Get One,User-generated,Sign Up,Fitness Buffs,125,3,0.024
|
| 361 |
+
Exclusive Deal Inside,Product,Learn More,Tech Enthusiasts,7568,536,0.0708245243128964
|
| 362 |
+
50% Off Sale,Product,Shop Now,Students,6510,729,0.1119815668202765
|
| 363 |
+
Limited Time Offer,User-generated,Get Offer,Travelers,8752,471,0.0538162705667276
|
| 364 |
+
Limited Time Offer,Lifestyle,Get Offer,Tech Enthusiasts,3864,366,0.09472049689440994
|
| 365 |
+
50% Off Sale,Lifestyle,Shop Now,Tech Enthusiasts,6699,546,0.08150470219435736
|
| 366 |
+
Save More Today,User-generated,Get Offer,Students,5202,332,0.06382160707420223
|
| 367 |
+
Limited Time Offer,Infographic,Get Offer,Students,7106,644,0.09062763861525472
|
| 368 |
+
Buy One Get One,Product,Get Offer,Fitness Buffs,3583,163,0.045492603963159364
|
| 369 |
+
Exclusive Deal Inside,User-generated,Learn More,Students,2094,228,0.10888252148997135
|
| 370 |
+
50% Off Sale,Product,Get Offer,Fitness Buffs,8782,89,0.010134365748121156
|
| 371 |
+
Exclusive Deal Inside,Infographic,Get Offer,Tech Enthusiasts,1172,163,0.13907849829351535
|
| 372 |
+
Limited Time Offer,Product,Get Offer,Parents,6807,581,0.08535331276627002
|
| 373 |
+
Limited Time Offer,User-generated,Learn More,Travelers,315,34,0.10793650793650794
|
| 374 |
+
50% Off Sale,Product,Shop Now,Tech Enthusiasts,7705,877,0.11382219338092148
|
| 375 |
+
Buy One Get One,Lifestyle,Sign Up,Students,9884,1026,0.10380412788344799
|
| 376 |
+
New Arrival Alert,Infographic,Get Offer,Travelers,2706,165,0.06097560975609756
|
| 377 |
+
50% Off Sale,Infographic,Shop Now,Parents,8450,167,0.019763313609467457
|
| 378 |
+
New Arrival Alert,Infographic,Get Offer,Parents,4881,502,0.10284777709485761
|
| 379 |
+
Save More Today,User-generated,Learn More,Fitness Buffs,3413,191,0.05596249633753296
|
| 380 |
+
New Arrival Alert,Infographic,Shop Now,Travelers,7863,424,0.05392343889100852
|
| 381 |
+
Buy One Get One,Lifestyle,Learn More,Fitness Buffs,6039,777,0.12866368604073522
|
| 382 |
+
Save More Today,User-generated,Get Offer,Tech Enthusiasts,2395,265,0.11064718162839249
|
| 383 |
+
New Arrival Alert,Lifestyle,Get Offer,Travelers,5785,301,0.052031114952463264
|
| 384 |
+
Save More Today,Product,Learn More,Tech Enthusiasts,1796,95,0.05289532293986637
|
| 385 |
+
New Arrival Alert,Product,Sign Up,Fitness Buffs,2046,137,0.06695992179863147
|
| 386 |
+
Buy One Get One,Product,Learn More,Travelers,2883,191,0.06625043357613597
|
| 387 |
+
New Arrival Alert,Product,Get Offer,Fitness Buffs,3744,192,0.05128205128205128
|
| 388 |
+
New Arrival Alert,Lifestyle,Learn More,Travelers,5341,148,0.027710166635461525
|
| 389 |
+
New Arrival Alert,User-generated,Sign Up,Fitness Buffs,6520,448,0.0687116564417178
|
| 390 |
+
50% Off Sale,User-generated,Learn More,Parents,7657,1084,0.1415698054068173
|
| 391 |
+
50% Off Sale,Infographic,Sign Up,Fitness Buffs,2745,287,0.10455373406193079
|
| 392 |
+
50% Off Sale,Lifestyle,Sign Up,Parents,6689,912,0.1363432501121244
|
| 393 |
+
Buy One Get One,Product,Learn More,Fitness Buffs,6453,620,0.09607934294126763
|
| 394 |
+
Save More Today,Lifestyle,Learn More,Travelers,2032,105,0.05167322834645669
|
| 395 |
+
Limited Time Offer,Infographic,Shop Now,Travelers,1857,161,0.08669897684437264
|
| 396 |
+
New Arrival Alert,Infographic,Get Offer,Travelers,5185,52,0.010028929604628737
|
| 397 |
+
New Arrival Alert,Lifestyle,Sign Up,Students,5737,287,0.050026146069374236
|
| 398 |
+
Buy One Get One,Lifestyle,Shop Now,Tech Enthusiasts,1216,85,0.06990131578947369
|
| 399 |
+
New Arrival Alert,Lifestyle,Learn More,Travelers,592,53,0.08952702702702703
|
| 400 |
+
50% Off Sale,User-generated,Get Offer,Parents,8911,905,0.10155986982381326
|
| 401 |
+
Limited Time Offer,Product,Shop Now,Travelers,7988,599,0.07498748122183276
|
| 402 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Students,6574,472,0.07179799209005172
|
| 403 |
+
New Arrival Alert,Lifestyle,Shop Now,Parents,9838,392,0.03984549705224639
|
| 404 |
+
50% Off Sale,Lifestyle,Sign Up,Students,5058,385,0.07611704230921312
|
| 405 |
+
Exclusive Deal Inside,Infographic,Learn More,Parents,9897,1347,0.1361018490451652
|
| 406 |
+
Limited Time Offer,Infographic,Get Offer,Fitness Buffs,9567,1161,0.1213546566321731
|
| 407 |
+
Exclusive Deal Inside,User-generated,Get Offer,Tech Enthusiasts,2843,95,0.03341540626099191
|
| 408 |
+
50% Off Sale,Product,Get Offer,Tech Enthusiasts,7966,174,0.021842832036153653
|
| 409 |
+
Save More Today,User-generated,Learn More,Students,7260,596,0.08209366391184574
|
| 410 |
+
Save More Today,Product,Sign Up,Tech Enthusiasts,5551,547,0.09854080345883624
|
| 411 |
+
Exclusive Deal Inside,Infographic,Learn More,Students,5358,305,0.05692422545726017
|
| 412 |
+
Buy One Get One,Infographic,Get Offer,Students,8648,1077,0.12453746530989825
|
| 413 |
+
Exclusive Deal Inside,Infographic,Learn More,Students,7286,839,0.11515234696678561
|
| 414 |
+
New Arrival Alert,User-generated,Learn More,Tech Enthusiasts,6202,646,0.10415994840374072
|
| 415 |
+
New Arrival Alert,Lifestyle,Learn More,Students,9161,379,0.04137102936360659
|
| 416 |
+
Save More Today,Lifestyle,Sign Up,Tech Enthusiasts,9177,347,0.03781192110711561
|
| 417 |
+
Buy One Get One,Infographic,Shop Now,Students,9575,128,0.013368146214099217
|
| 418 |
+
50% Off Sale,Lifestyle,Shop Now,Travelers,719,31,0.043115438108484005
|
| 419 |
+
New Arrival Alert,Lifestyle,Learn More,Students,982,75,0.07637474541751528
|
| 420 |
+
Save More Today,User-generated,Shop Now,Parents,9088,1172,0.1289612676056338
|
| 421 |
+
Limited Time Offer,Product,Shop Now,Students,3742,75,0.020042757883484766
|
| 422 |
+
Save More Today,Infographic,Learn More,Fitness Buffs,1396,94,0.0673352435530086
|
| 423 |
+
New Arrival Alert,Infographic,Learn More,Students,8536,837,0.09805529522024367
|
| 424 |
+
New Arrival Alert,User-generated,Get Offer,Parents,2995,111,0.03706176961602671
|
| 425 |
+
Save More Today,User-generated,Shop Now,Parents,6693,719,0.10742566860899447
|
| 426 |
+
50% Off Sale,Lifestyle,Sign Up,Tech Enthusiasts,1029,81,0.07871720116618076
|
| 427 |
+
Exclusive Deal Inside,Infographic,Learn More,Travelers,5466,241,0.04409074277350897
|
| 428 |
+
New Arrival Alert,Product,Get Offer,Students,8811,897,0.10180456247871979
|
| 429 |
+
Save More Today,User-generated,Sign Up,Tech Enthusiasts,3312,35,0.010567632850241546
|
| 430 |
+
Save More Today,Product,Shop Now,Travelers,2509,288,0.11478676763650857
|
| 431 |
+
Buy One Get One,Product,Get Offer,Students,8299,977,0.1177250271117002
|
| 432 |
+
Exclusive Deal Inside,Infographic,Learn More,Fitness Buffs,3523,87,0.024694862333238716
|
| 433 |
+
Limited Time Offer,Infographic,Sign Up,Students,7076,491,0.06938948558507631
|
| 434 |
+
50% Off Sale,User-generated,Learn More,Parents,7694,266,0.034572394073303876
|
| 435 |
+
Limited Time Offer,Infographic,Shop Now,Parents,5258,757,0.14397109166983643
|
| 436 |
+
Exclusive Deal Inside,Infographic,Sign Up,Fitness Buffs,3767,310,0.08229360233607645
|
| 437 |
+
Exclusive Deal Inside,Infographic,Shop Now,Tech Enthusiasts,6073,103,0.016960316153466163
|
| 438 |
+
Exclusive Deal Inside,Product,Shop Now,Travelers,6336,284,0.04482323232323232
|
| 439 |
+
Limited Time Offer,User-generated,Get Offer,Students,8377,1078,0.12868568700011937
|
| 440 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Parents,2568,189,0.07359813084112149
|
| 441 |
+
Save More Today,Product,Sign Up,Tech Enthusiasts,6317,771,0.12205160677536805
|
| 442 |
+
Limited Time Offer,Infographic,Shop Now,Fitness Buffs,3719,384,0.10325356278569509
|
| 443 |
+
Exclusive Deal Inside,Product,Shop Now,Parents,1736,257,0.1480414746543779
|
| 444 |
+
Save More Today,Infographic,Sign Up,Fitness Buffs,8255,770,0.09327680193821926
|
| 445 |
+
Buy One Get One,Infographic,Shop Now,Students,3683,526,0.14281835460222644
|
| 446 |
+
Exclusive Deal Inside,Product,Get Offer,Travelers,4109,553,0.13458262350936967
|
| 447 |
+
Limited Time Offer,User-generated,Get Offer,Parents,3426,328,0.09573847051955633
|
| 448 |
+
New Arrival Alert,Infographic,Get Offer,Parents,8248,913,0.11069350145489816
|
| 449 |
+
Exclusive Deal Inside,User-generated,Get Offer,Students,2317,186,0.08027621924902892
|
| 450 |
+
New Arrival Alert,Lifestyle,Shop Now,Tech Enthusiasts,5067,639,0.1261101243339254
|
| 451 |
+
Save More Today,Infographic,Sign Up,Travelers,2469,214,0.08667476711219117
|
| 452 |
+
Buy One Get One,User-generated,Sign Up,Parents,3738,506,0.135366506153023
|
| 453 |
+
50% Off Sale,User-generated,Sign Up,Travelers,9235,1053,0.11402273957769356
|
| 454 |
+
Buy One Get One,Lifestyle,Sign Up,Parents,5822,445,0.07643421504637582
|
| 455 |
+
Exclusive Deal Inside,User-generated,Learn More,Travelers,4544,210,0.04621478873239437
|
| 456 |
+
New Arrival Alert,User-generated,Sign Up,Fitness Buffs,7718,344,0.0445711324177248
|
| 457 |
+
New Arrival Alert,Lifestyle,Learn More,Parents,4047,401,0.0990857425253274
|
| 458 |
+
Limited Time Offer,Infographic,Learn More,Travelers,1776,208,0.11711711711711711
|
| 459 |
+
New Arrival Alert,User-generated,Get Offer,Tech Enthusiasts,1296,107,0.08256172839506173
|
| 460 |
+
Limited Time Offer,User-generated,Learn More,Fitness Buffs,2887,282,0.09767925181849671
|
| 461 |
+
Save More Today,User-generated,Shop Now,Fitness Buffs,7532,364,0.048327137546468404
|
| 462 |
+
50% Off Sale,Product,Learn More,Tech Enthusiasts,9753,203,0.020814108479442223
|
| 463 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Travelers,8027,401,0.0499563971595864
|
| 464 |
+
Limited Time Offer,Product,Learn More,Students,3418,164,0.04798127559976594
|
| 465 |
+
50% Off Sale,Lifestyle,Shop Now,Tech Enthusiasts,8958,490,0.05469970975664211
|
| 466 |
+
New Arrival Alert,Infographic,Shop Now,Travelers,6789,581,0.0855796140816026
|
| 467 |
+
New Arrival Alert,Infographic,Shop Now,Tech Enthusiasts,2276,66,0.02899824253075571
|
| 468 |
+
50% Off Sale,User-generated,Get Offer,Tech Enthusiasts,3843,162,0.04215456674473068
|
| 469 |
+
New Arrival Alert,Lifestyle,Get Offer,Parents,8892,952,0.10706252811515969
|
| 470 |
+
Save More Today,Infographic,Sign Up,Travelers,4522,492,0.10880141530296329
|
| 471 |
+
Save More Today,Lifestyle,Get Offer,Students,3924,74,0.018858307849133536
|
| 472 |
+
50% Off Sale,Infographic,Shop Now,Parents,9271,621,0.06698306547298026
|
| 473 |
+
Limited Time Offer,Product,Shop Now,Tech Enthusiasts,2551,219,0.08584868678949431
|
| 474 |
+
Limited Time Offer,Infographic,Get Offer,Tech Enthusiasts,728,49,0.0673076923076923
|
| 475 |
+
50% Off Sale,Product,Learn More,Tech Enthusiasts,9921,386,0.038907368208849914
|
| 476 |
+
Limited Time Offer,Infographic,Get Offer,Travelers,7878,542,0.0687991876110688
|
| 477 |
+
Limited Time Offer,User-generated,Get Offer,Travelers,3796,518,0.13645943097997892
|
| 478 |
+
Save More Today,Product,Shop Now,Parents,3774,346,0.09167991520932697
|
| 479 |
+
Limited Time Offer,Infographic,Sign Up,Students,4029,432,0.10722263588979895
|
| 480 |
+
Buy One Get One,User-generated,Shop Now,Parents,2865,372,0.12984293193717278
|
| 481 |
+
Exclusive Deal Inside,Product,Sign Up,Fitness Buffs,4469,523,0.11702841799060193
|
| 482 |
+
New Arrival Alert,User-generated,Shop Now,Tech Enthusiasts,8407,531,0.06316165100511478
|
| 483 |
+
Buy One Get One,Lifestyle,Get Offer,Tech Enthusiasts,5056,54,0.010680379746835443
|
| 484 |
+
Limited Time Offer,Lifestyle,Shop Now,Tech Enthusiasts,792,46,0.05808080808080808
|
| 485 |
+
Save More Today,Product,Shop Now,Parents,3262,376,0.11526670754138565
|
| 486 |
+
50% Off Sale,Infographic,Shop Now,Parents,1205,156,0.12946058091286308
|
| 487 |
+
Limited Time Offer,Product,Get Offer,Tech Enthusiasts,3108,445,0.14317889317889318
|
| 488 |
+
Save More Today,User-generated,Get Offer,Parents,2261,155,0.06855373728438743
|
| 489 |
+
Exclusive Deal Inside,Infographic,Get Offer,Travelers,8445,968,0.11462403789224393
|
| 490 |
+
Limited Time Offer,Lifestyle,Get Offer,Travelers,3799,328,0.08633851013424586
|
| 491 |
+
50% Off Sale,Infographic,Sign Up,Parents,3886,367,0.09444158517756047
|
| 492 |
+
Save More Today,Lifestyle,Sign Up,Tech Enthusiasts,9356,382,0.04082941427960667
|
| 493 |
+
Save More Today,Infographic,Learn More,Parents,4300,175,0.040697674418604654
|
| 494 |
+
Save More Today,Infographic,Get Offer,Parents,2013,142,0.07054148037754596
|
| 495 |
+
Exclusive Deal Inside,Infographic,Sign Up,Parents,9508,133,0.013988220445940261
|
| 496 |
+
Limited Time Offer,User-generated,Shop Now,Fitness Buffs,5620,320,0.05693950177935943
|
| 497 |
+
Exclusive Deal Inside,User-generated,Get Offer,Travelers,1872,196,0.1047008547008547
|
| 498 |
+
New Arrival Alert,Product,Learn More,Students,2880,191,0.06631944444444444
|
| 499 |
+
New Arrival Alert,Product,Learn More,Students,7523,249,0.033098497939651736
|
| 500 |
+
Limited Time Offer,Lifestyle,Learn More,Fitness Buffs,2971,224,0.07539548973409627
|
| 501 |
+
Exclusive Deal Inside,User-generated,Shop Now,Parents,760,21,0.02763157894736842
|
| 502 |
+
50% Off Sale,Lifestyle,Sign Up,Fitness Buffs,6342,615,0.09697256385998108
|
| 503 |
+
Save More Today,Product,Shop Now,Fitness Buffs,1232,16,0.012987012987012988
|
| 504 |
+
Save More Today,Lifestyle,Get Offer,Tech Enthusiasts,799,52,0.06508135168961202
|
| 505 |
+
Limited Time Offer,Product,Learn More,Travelers,7570,673,0.08890356671070013
|
| 506 |
+
New Arrival Alert,User-generated,Shop Now,Students,6397,88,0.013756448335157104
|
| 507 |
+
New Arrival Alert,Infographic,Shop Now,Parents,7912,791,0.0999747219413549
|
| 508 |
+
Save More Today,User-generated,Sign Up,Students,4657,135,0.028988619282800086
|
| 509 |
+
Limited Time Offer,Lifestyle,Sign Up,Students,2279,170,0.07459412022817025
|
| 510 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Travelers,9165,156,0.01702127659574468
|
| 511 |
+
New Arrival Alert,User-generated,Shop Now,Students,8375,528,0.06304477611940298
|
| 512 |
+
Exclusive Deal Inside,User-generated,Shop Now,Students,1522,60,0.03942181340341656
|
| 513 |
+
New Arrival Alert,Product,Sign Up,Fitness Buffs,3280,182,0.05548780487804878
|
| 514 |
+
New Arrival Alert,Lifestyle,Shop Now,Travelers,4416,514,0.11639492753623189
|
| 515 |
+
Buy One Get One,Lifestyle,Shop Now,Tech Enthusiasts,6796,428,0.062978222483814
|
| 516 |
+
New Arrival Alert,User-generated,Shop Now,Parents,9683,1116,0.11525353712692347
|
| 517 |
+
50% Off Sale,Infographic,Sign Up,Students,714,90,0.12605042016806722
|
| 518 |
+
Limited Time Offer,Lifestyle,Learn More,Parents,4670,211,0.04518201284796574
|
| 519 |
+
Limited Time Offer,Infographic,Get Offer,Tech Enthusiasts,370,7,0.01891891891891892
|
| 520 |
+
Exclusive Deal Inside,User-generated,Learn More,Parents,2568,32,0.012461059190031152
|
| 521 |
+
New Arrival Alert,User-generated,Get Offer,Tech Enthusiasts,9682,827,0.08541623631481099
|
| 522 |
+
50% Off Sale,Product,Shop Now,Fitness Buffs,3707,556,0.14998651200431615
|
| 523 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Students,3175,187,0.05889763779527559
|
| 524 |
+
Buy One Get One,Infographic,Get Offer,Tech Enthusiasts,389,39,0.10025706940874037
|
| 525 |
+
Exclusive Deal Inside,Product,Sign Up,Parents,8220,981,0.11934306569343066
|
| 526 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Students,6714,679,0.10113196306225797
|
| 527 |
+
New Arrival Alert,Product,Learn More,Fitness Buffs,3352,387,0.11545346062052506
|
| 528 |
+
Buy One Get One,User-generated,Learn More,Students,7515,1074,0.14291417165668663
|
| 529 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Tech Enthusiasts,6871,260,0.037840197933343034
|
| 530 |
+
50% Off Sale,Product,Learn More,Fitness Buffs,378,4,0.010582010582010581
|
| 531 |
+
50% Off Sale,Product,Shop Now,Parents,680,21,0.030882352941176472
|
| 532 |
+
Limited Time Offer,Infographic,Shop Now,Fitness Buffs,5058,139,0.027481217872676947
|
| 533 |
+
Buy One Get One,Product,Sign Up,Fitness Buffs,8545,886,0.10368636629607958
|
| 534 |
+
Buy One Get One,Lifestyle,Sign Up,Travelers,4376,389,0.08889396709323583
|
| 535 |
+
Limited Time Offer,Lifestyle,Get Offer,Fitness Buffs,8097,328,0.04050883043102384
|
| 536 |
+
Exclusive Deal Inside,Infographic,Sign Up,Fitness Buffs,4876,526,0.10787530762920426
|
| 537 |
+
Buy One Get One,Lifestyle,Sign Up,Students,924,108,0.11688311688311688
|
| 538 |
+
50% Off Sale,User-generated,Learn More,Parents,3932,131,0.033316378433367246
|
| 539 |
+
50% Off Sale,Lifestyle,Sign Up,Students,8991,854,0.09498387276165055
|
| 540 |
+
New Arrival Alert,Lifestyle,Get Offer,Students,5545,636,0.11469792605951308
|
| 541 |
+
Buy One Get One,Product,Learn More,Tech Enthusiasts,1480,38,0.025675675675675677
|
| 542 |
+
Exclusive Deal Inside,Product,Get Offer,Students,9965,1242,0.12463622679377823
|
| 543 |
+
Limited Time Offer,Lifestyle,Sign Up,Travelers,6634,962,0.1450105517033464
|
| 544 |
+
Limited Time Offer,Infographic,Get Offer,Travelers,3256,81,0.024877149877149878
|
| 545 |
+
Exclusive Deal Inside,Product,Learn More,Tech Enthusiasts,4407,59,0.013387792148854097
|
| 546 |
+
Save More Today,Infographic,Shop Now,Parents,5734,307,0.05354028601325427
|
| 547 |
+
New Arrival Alert,Lifestyle,Get Offer,Parents,8675,909,0.10478386167146975
|
| 548 |
+
Limited Time Offer,Lifestyle,Get Offer,Students,5910,851,0.1439932318104907
|
| 549 |
+
Buy One Get One,User-generated,Learn More,Students,8633,565,0.06544654233754199
|
| 550 |
+
New Arrival Alert,Product,Learn More,Students,6034,664,0.11004308916141863
|
| 551 |
+
Buy One Get One,Lifestyle,Get Offer,Parents,3209,66,0.020567154876908696
|
| 552 |
+
50% Off Sale,User-generated,Sign Up,Fitness Buffs,4182,446,0.10664753706360593
|
| 553 |
+
New Arrival Alert,Product,Get Offer,Travelers,3340,326,0.09760479041916167
|
| 554 |
+
Limited Time Offer,Lifestyle,Learn More,Fitness Buffs,6128,148,0.024151436031331592
|
| 555 |
+
New Arrival Alert,Lifestyle,Shop Now,Fitness Buffs,1949,230,0.11800923550538737
|
| 556 |
+
New Arrival Alert,Product,Shop Now,Parents,8597,1109,0.12899848784459694
|
| 557 |
+
New Arrival Alert,Product,Sign Up,Fitness Buffs,2849,267,0.09371709371709372
|
| 558 |
+
Save More Today,Product,Get Offer,Tech Enthusiasts,6780,182,0.026843657817109144
|
| 559 |
+
New Arrival Alert,Lifestyle,Shop Now,Students,9427,1392,0.14766097379866341
|
| 560 |
+
Buy One Get One,Lifestyle,Get Offer,Tech Enthusiasts,305,36,0.1180327868852459
|
| 561 |
+
50% Off Sale,User-generated,Learn More,Travelers,7452,436,0.05850778314546431
|
| 562 |
+
Exclusive Deal Inside,Infographic,Shop Now,Students,4691,328,0.06992112555958217
|
| 563 |
+
New Arrival Alert,Product,Sign Up,Fitness Buffs,3550,219,0.06169014084507042
|
| 564 |
+
Limited Time Offer,Lifestyle,Learn More,Travelers,7314,591,0.0808039376538146
|
| 565 |
+
New Arrival Alert,Lifestyle,Sign Up,Students,3911,225,0.05753004346714395
|
| 566 |
+
Limited Time Offer,Product,Learn More,Fitness Buffs,5241,675,0.1287922152261019
|
| 567 |
+
Buy One Get One,Infographic,Shop Now,Tech Enthusiasts,8601,1076,0.12510173235670272
|
| 568 |
+
Limited Time Offer,Product,Sign Up,Students,2808,69,0.024572649572649572
|
| 569 |
+
Exclusive Deal Inside,Infographic,Sign Up,Fitness Buffs,2091,302,0.1444285031085605
|
| 570 |
+
50% Off Sale,Lifestyle,Learn More,Tech Enthusiasts,8563,847,0.09891393203316595
|
| 571 |
+
Limited Time Offer,Infographic,Sign Up,Travelers,3373,425,0.1260005929439668
|
| 572 |
+
Limited Time Offer,User-generated,Learn More,Travelers,4638,505,0.10888313928417422
|
| 573 |
+
50% Off Sale,Lifestyle,Learn More,Travelers,8812,625,0.07092600998638221
|
| 574 |
+
Exclusive Deal Inside,User-generated,Learn More,Travelers,9268,1044,0.11264566249460509
|
| 575 |
+
New Arrival Alert,Product,Learn More,Parents,3822,554,0.14495028780743066
|
| 576 |
+
Limited Time Offer,Product,Shop Now,Students,3651,174,0.047658175842235
|
| 577 |
+
50% Off Sale,Product,Learn More,Students,2932,361,0.12312414733969987
|
| 578 |
+
Buy One Get One,Infographic,Get Offer,Parents,5779,493,0.08530887696833363
|
| 579 |
+
50% Off Sale,Lifestyle,Sign Up,Fitness Buffs,6679,518,0.07755652043719119
|
| 580 |
+
Buy One Get One,Product,Get Offer,Fitness Buffs,252,17,0.06746031746031746
|
| 581 |
+
Exclusive Deal Inside,Product,Shop Now,Travelers,5854,657,0.11223095319439699
|
| 582 |
+
New Arrival Alert,Lifestyle,Get Offer,Tech Enthusiasts,2900,137,0.047241379310344826
|
| 583 |
+
50% Off Sale,Product,Sign Up,Fitness Buffs,5410,699,0.12920517560073938
|
| 584 |
+
Save More Today,User-generated,Get Offer,Tech Enthusiasts,2710,342,0.12619926199261994
|
| 585 |
+
Limited Time Offer,Lifestyle,Shop Now,Students,1204,26,0.02159468438538206
|
| 586 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Tech Enthusiasts,7461,995,0.13336013939150249
|
| 587 |
+
50% Off Sale,Lifestyle,Get Offer,Students,4299,189,0.04396371249127704
|
| 588 |
+
Limited Time Offer,User-generated,Shop Now,Parents,3954,296,0.07486090035407182
|
| 589 |
+
50% Off Sale,Lifestyle,Shop Now,Parents,7363,702,0.0953415727285074
|
| 590 |
+
Buy One Get One,User-generated,Sign Up,Travelers,2014,126,0.06256206554121152
|
| 591 |
+
50% Off Sale,Lifestyle,Sign Up,Fitness Buffs,7465,104,0.013931681178834561
|
| 592 |
+
Save More Today,Infographic,Get Offer,Travelers,3172,409,0.1289407313997478
|
| 593 |
+
50% Off Sale,Product,Learn More,Students,9298,329,0.03538395353839535
|
| 594 |
+
50% Off Sale,Infographic,Shop Now,Travelers,506,20,0.039525691699604744
|
| 595 |
+
Save More Today,Product,Get Offer,Tech Enthusiasts,266,32,0.12030075187969924
|
| 596 |
+
Exclusive Deal Inside,User-generated,Shop Now,Students,608,35,0.05756578947368421
|
| 597 |
+
50% Off Sale,Infographic,Shop Now,Parents,1761,234,0.13287904599659284
|
| 598 |
+
Save More Today,Lifestyle,Learn More,Fitness Buffs,3764,407,0.10812964930924548
|
| 599 |
+
Limited Time Offer,Product,Learn More,Students,3589,174,0.04848147116188353
|
| 600 |
+
Buy One Get One,Product,Get Offer,Students,780,8,0.010256410256410256
|
| 601 |
+
Buy One Get One,Infographic,Learn More,Tech Enthusiasts,2624,374,0.14253048780487804
|
| 602 |
+
50% Off Sale,User-generated,Learn More,Fitness Buffs,2220,48,0.021621621621621623
|
| 603 |
+
Exclusive Deal Inside,Infographic,Get Offer,Parents,5360,593,0.11063432835820895
|
| 604 |
+
Exclusive Deal Inside,User-generated,Learn More,Students,4457,349,0.07830379178819834
|
| 605 |
+
Limited Time Offer,User-generated,Sign Up,Students,1463,169,0.11551606288448393
|
| 606 |
+
50% Off Sale,Product,Shop Now,Tech Enthusiasts,9623,1026,0.10661955731061
|
| 607 |
+
Buy One Get One,Infographic,Shop Now,Travelers,2392,240,0.10033444816053512
|
| 608 |
+
Exclusive Deal Inside,Infographic,Shop Now,Parents,1638,128,0.07814407814407814
|
| 609 |
+
50% Off Sale,User-generated,Shop Now,Fitness Buffs,3508,424,0.12086659064994298
|
| 610 |
+
Exclusive Deal Inside,Infographic,Get Offer,Students,7842,180,0.022953328232593728
|
| 611 |
+
Save More Today,Lifestyle,Shop Now,Students,8852,363,0.041007681879801174
|
| 612 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Parents,9391,1003,0.10680438717921414
|
| 613 |
+
Buy One Get One,Infographic,Shop Now,Travelers,2003,105,0.052421367948077884
|
| 614 |
+
New Arrival Alert,Infographic,Shop Now,Students,274,25,0.09124087591240876
|
| 615 |
+
Limited Time Offer,User-generated,Sign Up,Parents,2330,177,0.0759656652360515
|
| 616 |
+
Limited Time Offer,Lifestyle,Shop Now,Tech Enthusiasts,4387,369,0.08411214953271028
|
| 617 |
+
Buy One Get One,Lifestyle,Sign Up,Travelers,4260,296,0.06948356807511737
|
| 618 |
+
Exclusive Deal Inside,Product,Get Offer,Fitness Buffs,7206,824,0.11434915348320844
|
| 619 |
+
50% Off Sale,User-generated,Learn More,Students,9789,551,0.05628766983348657
|
| 620 |
+
Exclusive Deal Inside,Product,Shop Now,Parents,3271,354,0.10822378477529808
|
| 621 |
+
Buy One Get One,Lifestyle,Learn More,Tech Enthusiasts,1667,79,0.047390521895620874
|
| 622 |
+
Limited Time Offer,User-generated,Learn More,Fitness Buffs,1251,56,0.04476418864908074
|
| 623 |
+
Exclusive Deal Inside,Infographic,Get Offer,Parents,7719,207,0.02681694520015546
|
| 624 |
+
Limited Time Offer,User-generated,Learn More,Parents,6133,226,0.036849828795043206
|
| 625 |
+
50% Off Sale,Infographic,Sign Up,Fitness Buffs,8660,231,0.0266743648960739
|
| 626 |
+
Limited Time Offer,Infographic,Learn More,Tech Enthusiasts,5046,429,0.0850178359096314
|
| 627 |
+
Limited Time Offer,User-generated,Learn More,Tech Enthusiasts,8334,972,0.11663066954643629
|
| 628 |
+
New Arrival Alert,Infographic,Learn More,Travelers,2007,72,0.03587443946188341
|
| 629 |
+
New Arrival Alert,Product,Shop Now,Students,3590,144,0.04011142061281337
|
| 630 |
+
Save More Today,Lifestyle,Shop Now,Fitness Buffs,2635,204,0.07741935483870968
|
| 631 |
+
New Arrival Alert,Infographic,Sign Up,Fitness Buffs,4273,476,0.11139714486309385
|
| 632 |
+
Limited Time Offer,Product,Sign Up,Fitness Buffs,1393,204,0.1464465183058148
|
| 633 |
+
Buy One Get One,Infographic,Shop Now,Tech Enthusiasts,4869,406,0.08338467857876361
|
| 634 |
+
Limited Time Offer,Lifestyle,Sign Up,Students,4896,242,0.0494281045751634
|
| 635 |
+
Buy One Get One,Product,Shop Now,Travelers,6971,167,0.023956390761727155
|
| 636 |
+
Buy One Get One,Lifestyle,Get Offer,Parents,3072,114,0.037109375
|
| 637 |
+
New Arrival Alert,Lifestyle,Learn More,Parents,4022,168,0.0417702635504724
|
| 638 |
+
Exclusive Deal Inside,Product,Learn More,Fitness Buffs,5097,179,0.03511869727290563
|
| 639 |
+
50% Off Sale,Product,Sign Up,Students,7132,85,0.011918115535614133
|
| 640 |
+
New Arrival Alert,Product,Shop Now,Tech Enthusiasts,1092,92,0.08424908424908426
|
| 641 |
+
New Arrival Alert,User-generated,Shop Now,Students,8212,397,0.04834388699464199
|
| 642 |
+
Exclusive Deal Inside,Product,Sign Up,Students,5387,788,0.14627807685167998
|
| 643 |
+
50% Off Sale,Product,Shop Now,Tech Enthusiasts,2340,204,0.08717948717948718
|
| 644 |
+
Limited Time Offer,Product,Get Offer,Fitness Buffs,1576,169,0.10723350253807107
|
| 645 |
+
Save More Today,Product,Learn More,Students,6526,180,0.027581979773214832
|
| 646 |
+
Save More Today,Infographic,Sign Up,Parents,489,64,0.130879345603272
|
| 647 |
+
Limited Time Offer,User-generated,Sign Up,Tech Enthusiasts,1099,86,0.07825295723384895
|
| 648 |
+
New Arrival Alert,Lifestyle,Shop Now,Travelers,1955,258,0.1319693094629156
|
| 649 |
+
50% Off Sale,Product,Sign Up,Fitness Buffs,8225,743,0.09033434650455927
|
| 650 |
+
New Arrival Alert,Infographic,Get Offer,Tech Enthusiasts,8950,677,0.07564245810055865
|
| 651 |
+
Buy One Get One,Infographic,Shop Now,Travelers,2863,205,0.07160321341250436
|
| 652 |
+
New Arrival Alert,Infographic,Shop Now,Travelers,3763,134,0.035609885729471165
|
| 653 |
+
New Arrival Alert,Lifestyle,Shop Now,Students,5086,87,0.01710578057412505
|
| 654 |
+
Limited Time Offer,Product,Shop Now,Students,1581,224,0.14168247944339027
|
| 655 |
+
Limited Time Offer,User-generated,Get Offer,Students,7356,565,0.07680804785209353
|
| 656 |
+
Limited Time Offer,User-generated,Shop Now,Tech Enthusiasts,3831,479,0.12503262855651265
|
| 657 |
+
Save More Today,Infographic,Sign Up,Tech Enthusiasts,7362,486,0.06601466992665037
|
| 658 |
+
Buy One Get One,Lifestyle,Get Offer,Fitness Buffs,551,11,0.019963702359346643
|
| 659 |
+
Limited Time Offer,Lifestyle,Learn More,Students,9829,964,0.09807711873028792
|
| 660 |
+
50% Off Sale,Lifestyle,Learn More,Travelers,3193,55,0.017225180081428124
|
| 661 |
+
Save More Today,User-generated,Sign Up,Parents,982,30,0.03054989816700611
|
| 662 |
+
Exclusive Deal Inside,Infographic,Sign Up,Fitness Buffs,4508,400,0.08873114463176575
|
| 663 |
+
50% Off Sale,Product,Get Offer,Tech Enthusiasts,4168,218,0.05230326295585413
|
| 664 |
+
50% Off Sale,User-generated,Learn More,Fitness Buffs,3377,503,0.14894877109860824
|
| 665 |
+
Limited Time Offer,Infographic,Learn More,Fitness Buffs,8666,230,0.026540503115624278
|
| 666 |
+
Exclusive Deal Inside,Infographic,Learn More,Fitness Buffs,8051,942,0.11700409886970563
|
| 667 |
+
Exclusive Deal Inside,Product,Learn More,Fitness Buffs,4790,454,0.09478079331941545
|
| 668 |
+
Save More Today,Product,Learn More,Parents,4695,566,0.12055378061767838
|
| 669 |
+
Exclusive Deal Inside,Product,Shop Now,Students,4659,193,0.041425198540459326
|
| 670 |
+
Buy One Get One,Lifestyle,Sign Up,Travelers,7391,614,0.08307400892977947
|
| 671 |
+
Limited Time Offer,Product,Shop Now,Fitness Buffs,8260,603,0.07300242130750606
|
| 672 |
+
Exclusive Deal Inside,Infographic,Learn More,Fitness Buffs,212,15,0.07075471698113207
|
| 673 |
+
Save More Today,Product,Get Offer,Fitness Buffs,5231,682,0.1303766010323074
|
| 674 |
+
Buy One Get One,Infographic,Get Offer,Students,3297,489,0.1483166515013649
|
| 675 |
+
New Arrival Alert,User-generated,Learn More,Tech Enthusiasts,239,12,0.0502092050209205
|
| 676 |
+
New Arrival Alert,Lifestyle,Learn More,Tech Enthusiasts,1524,147,0.09645669291338582
|
| 677 |
+
Buy One Get One,User-generated,Get Offer,Parents,3049,290,0.09511315185306658
|
| 678 |
+
Save More Today,User-generated,Shop Now,Tech Enthusiasts,3268,371,0.1135250917992656
|
| 679 |
+
Buy One Get One,Infographic,Shop Now,Fitness Buffs,8808,1256,0.14259763851044505
|
| 680 |
+
Limited Time Offer,User-generated,Learn More,Fitness Buffs,6143,240,0.039068858863747356
|
| 681 |
+
Limited Time Offer,Infographic,Shop Now,Fitness Buffs,7089,280,0.03949781351389477
|
| 682 |
+
New Arrival Alert,Product,Get Offer,Parents,7336,751,0.10237186477644493
|
| 683 |
+
Exclusive Deal Inside,Product,Shop Now,Fitness Buffs,6361,203,0.03191322119163654
|
| 684 |
+
Save More Today,Infographic,Learn More,Tech Enthusiasts,987,33,0.03343465045592705
|
| 685 |
+
New Arrival Alert,Product,Get Offer,Students,3204,65,0.02028714107365793
|
| 686 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Students,149,1,0.006711409395973154
|
| 687 |
+
Exclusive Deal Inside,User-generated,Sign Up,Travelers,4051,296,0.0730683781782276
|
| 688 |
+
Limited Time Offer,Lifestyle,Get Offer,Tech Enthusiasts,3660,340,0.09289617486338798
|
| 689 |
+
50% Off Sale,User-generated,Get Offer,Fitness Buffs,118,5,0.0423728813559322
|
| 690 |
+
50% Off Sale,Product,Sign Up,Students,4921,208,0.04226783174151595
|
| 691 |
+
Buy One Get One,Lifestyle,Sign Up,Tech Enthusiasts,6440,701,0.10885093167701863
|
| 692 |
+
Limited Time Offer,Product,Get Offer,Students,8158,884,0.10835989213042413
|
| 693 |
+
Exclusive Deal Inside,User-generated,Sign Up,Fitness Buffs,9765,718,0.07352790578597031
|
| 694 |
+
Save More Today,Infographic,Learn More,Students,2706,287,0.10606060606060606
|
| 695 |
+
50% Off Sale,Infographic,Learn More,Travelers,7946,1107,0.1393153788069469
|
| 696 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Travelers,8743,1051,0.12021045407754775
|
| 697 |
+
50% Off Sale,Product,Get Offer,Students,6532,636,0.09736680955296999
|
| 698 |
+
50% Off Sale,Product,Sign Up,Tech Enthusiasts,3865,396,0.10245795601552393
|
| 699 |
+
50% Off Sale,Lifestyle,Sign Up,Tech Enthusiasts,2538,357,0.14066193853427897
|
| 700 |
+
Save More Today,Infographic,Shop Now,Tech Enthusiasts,9841,684,0.06950513159231786
|
| 701 |
+
Limited Time Offer,User-generated,Shop Now,Students,6458,556,0.08609476618148033
|
| 702 |
+
Save More Today,Lifestyle,Sign Up,Tech Enthusiasts,8419,847,0.10060577265708516
|
| 703 |
+
New Arrival Alert,User-generated,Sign Up,Fitness Buffs,6041,828,0.1370634000993213
|
| 704 |
+
Exclusive Deal Inside,Infographic,Sign Up,Travelers,7744,973,0.1256456611570248
|
| 705 |
+
Limited Time Offer,Product,Get Offer,Fitness Buffs,4955,99,0.019979818365287588
|
| 706 |
+
Limited Time Offer,Infographic,Sign Up,Tech Enthusiasts,6647,220,0.033097638032194975
|
| 707 |
+
Limited Time Offer,Lifestyle,Shop Now,Fitness Buffs,7296,387,0.05304276315789474
|
| 708 |
+
Limited Time Offer,Product,Get Offer,Tech Enthusiasts,6011,690,0.11478955248710697
|
| 709 |
+
Save More Today,Lifestyle,Sign Up,Students,6581,590,0.08965202856708707
|
| 710 |
+
Limited Time Offer,Lifestyle,Shop Now,Fitness Buffs,2861,144,0.05033205173016428
|
| 711 |
+
Buy One Get One,Infographic,Get Offer,Students,4556,124,0.027216856892010536
|
| 712 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Students,9707,1032,0.1063150303904399
|
| 713 |
+
Limited Time Offer,Infographic,Sign Up,Parents,6461,697,0.10787803745550224
|
| 714 |
+
Exclusive Deal Inside,Product,Sign Up,Tech Enthusiasts,5793,822,0.1418953909891248
|
| 715 |
+
Buy One Get One,Infographic,Get Offer,Travelers,5888,471,0.07999320652173914
|
| 716 |
+
Buy One Get One,Product,Shop Now,Tech Enthusiasts,301,23,0.07641196013289037
|
| 717 |
+
Exclusive Deal Inside,Infographic,Shop Now,Travelers,6260,133,0.02124600638977636
|
| 718 |
+
50% Off Sale,User-generated,Learn More,Tech Enthusiasts,617,9,0.014586709886547812
|
| 719 |
+
New Arrival Alert,User-generated,Sign Up,Students,7837,552,0.07043511547786142
|
| 720 |
+
50% Off Sale,Lifestyle,Learn More,Fitness Buffs,9633,531,0.05512301463718468
|
| 721 |
+
50% Off Sale,Infographic,Learn More,Fitness Buffs,2088,94,0.045019157088122604
|
| 722 |
+
Save More Today,Infographic,Shop Now,Parents,3902,88,0.02255253716043055
|
| 723 |
+
50% Off Sale,Product,Get Offer,Travelers,5908,854,0.14454976303317535
|
| 724 |
+
Limited Time Offer,Lifestyle,Get Offer,Travelers,7262,922,0.12696226934728724
|
| 725 |
+
Save More Today,Infographic,Shop Now,Travelers,6341,574,0.09052199968459233
|
| 726 |
+
Save More Today,Lifestyle,Get Offer,Students,8499,1216,0.14307565595952465
|
| 727 |
+
Buy One Get One,User-generated,Learn More,Travelers,5733,859,0.14983429269143556
|
| 728 |
+
50% Off Sale,Infographic,Sign Up,Fitness Buffs,5855,609,0.1040136635354398
|
| 729 |
+
Buy One Get One,Infographic,Shop Now,Students,6409,305,0.04758932750819161
|
| 730 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Tech Enthusiasts,4217,65,0.015413801280531183
|
| 731 |
+
New Arrival Alert,Infographic,Get Offer,Travelers,8445,978,0.11580817051509769
|
| 732 |
+
Save More Today,Lifestyle,Sign Up,Travelers,1618,122,0.0754017305315204
|
| 733 |
+
Exclusive Deal Inside,Infographic,Get Offer,Tech Enthusiasts,6263,633,0.101069774868274
|
| 734 |
+
Exclusive Deal Inside,Product,Get Offer,Travelers,2700,373,0.13814814814814816
|
| 735 |
+
Limited Time Offer,Lifestyle,Learn More,Tech Enthusiasts,2295,81,0.03529411764705882
|
| 736 |
+
New Arrival Alert,Infographic,Get Offer,Students,3654,335,0.09168035030103995
|
| 737 |
+
Exclusive Deal Inside,User-generated,Learn More,Fitness Buffs,2949,291,0.09867751780264497
|
| 738 |
+
Exclusive Deal Inside,Infographic,Learn More,Tech Enthusiasts,1842,145,0.07871878393051031
|
| 739 |
+
New Arrival Alert,User-generated,Learn More,Parents,1406,32,0.02275960170697013
|
| 740 |
+
New Arrival Alert,User-generated,Shop Now,Tech Enthusiasts,3949,231,0.0584958217270195
|
| 741 |
+
Exclusive Deal Inside,Product,Shop Now,Travelers,7619,431,0.05656910355689723
|
| 742 |
+
New Arrival Alert,Lifestyle,Get Offer,Students,4295,445,0.10360884749708964
|
| 743 |
+
Exclusive Deal Inside,Infographic,Learn More,Students,5278,686,0.129973474801061
|
| 744 |
+
Exclusive Deal Inside,Product,Shop Now,Tech Enthusiasts,2655,149,0.05612052730696798
|
| 745 |
+
Limited Time Offer,Infographic,Learn More,Fitness Buffs,2405,257,0.10686070686070687
|
| 746 |
+
50% Off Sale,User-generated,Sign Up,Parents,7719,388,0.05026557844280347
|
| 747 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Students,9380,1335,0.14232409381663114
|
| 748 |
+
Buy One Get One,Infographic,Sign Up,Travelers,2742,339,0.12363238512035012
|
| 749 |
+
Save More Today,Infographic,Get Offer,Travelers,9469,823,0.08691519695849614
|
| 750 |
+
50% Off Sale,User-generated,Learn More,Fitness Buffs,6509,479,0.0735904132739284
|
| 751 |
+
50% Off Sale,Infographic,Sign Up,Students,4857,262,0.05394276302244184
|
| 752 |
+
50% Off Sale,Infographic,Shop Now,Tech Enthusiasts,3094,170,0.054945054945054944
|
| 753 |
+
Limited Time Offer,User-generated,Sign Up,Travelers,8851,1290,0.14574624336233194
|
| 754 |
+
Exclusive Deal Inside,Product,Sign Up,Fitness Buffs,1371,91,0.06637490882567469
|
| 755 |
+
Limited Time Offer,User-generated,Sign Up,Students,1913,156,0.08154730789336122
|
| 756 |
+
Exclusive Deal Inside,Product,Get Offer,Students,8901,1320,0.1482979440512302
|
| 757 |
+
Limited Time Offer,Lifestyle,Shop Now,Students,2561,261,0.10191331511128465
|
| 758 |
+
Limited Time Offer,Product,Learn More,Students,4220,362,0.08578199052132701
|
| 759 |
+
Save More Today,Product,Shop Now,Students,6224,422,0.06780205655526993
|
| 760 |
+
Buy One Get One,Lifestyle,Learn More,Travelers,8575,310,0.036151603498542274
|
| 761 |
+
Limited Time Offer,Product,Get Offer,Fitness Buffs,4496,272,0.060498220640569395
|
| 762 |
+
Save More Today,User-generated,Get Offer,Students,9383,1087,0.11584780986891186
|
| 763 |
+
New Arrival Alert,Product,Get Offer,Parents,916,89,0.09716157205240175
|
| 764 |
+
Buy One Get One,Lifestyle,Get Offer,Parents,7404,861,0.11628849270664506
|
| 765 |
+
Limited Time Offer,User-generated,Learn More,Fitness Buffs,7431,286,0.03848741757502355
|
| 766 |
+
50% Off Sale,Lifestyle,Sign Up,Tech Enthusiasts,182,15,0.08241758241758242
|
| 767 |
+
New Arrival Alert,Lifestyle,Learn More,Tech Enthusiasts,2020,282,0.13960396039603962
|
| 768 |
+
New Arrival Alert,Infographic,Shop Now,Tech Enthusiasts,7917,564,0.07123910572186434
|
| 769 |
+
Save More Today,Infographic,Get Offer,Parents,2193,236,0.10761513907888737
|
| 770 |
+
New Arrival Alert,Lifestyle,Get Offer,Tech Enthusiasts,7171,193,0.026913959001533955
|
| 771 |
+
Buy One Get One,Lifestyle,Shop Now,Travelers,8067,1179,0.1461509854964671
|
| 772 |
+
Limited Time Offer,Lifestyle,Learn More,Students,8467,806,0.09519310263375458
|
| 773 |
+
Limited Time Offer,Infographic,Sign Up,Parents,5385,234,0.043454038997214485
|
| 774 |
+
50% Off Sale,Infographic,Sign Up,Fitness Buffs,5037,162,0.03216200119118523
|
| 775 |
+
Save More Today,Product,Shop Now,Fitness Buffs,469,40,0.08528784648187633
|
| 776 |
+
50% Off Sale,Product,Sign Up,Students,1918,167,0.08706986444212722
|
| 777 |
+
New Arrival Alert,Lifestyle,Learn More,Parents,2201,50,0.02271694684234439
|
| 778 |
+
50% Off Sale,User-generated,Learn More,Tech Enthusiasts,3590,534,0.14874651810584957
|
| 779 |
+
Buy One Get One,User-generated,Shop Now,Tech Enthusiasts,1879,258,0.1373070782331027
|
| 780 |
+
Limited Time Offer,Infographic,Learn More,Travelers,7774,579,0.0744790326730126
|
| 781 |
+
New Arrival Alert,Infographic,Get Offer,Travelers,1464,38,0.025956284153005466
|
| 782 |
+
50% Off Sale,Infographic,Shop Now,Tech Enthusiasts,7394,935,0.12645388152556128
|
| 783 |
+
Save More Today,Lifestyle,Learn More,Fitness Buffs,3776,301,0.07971398305084745
|
| 784 |
+
Buy One Get One,User-generated,Shop Now,Fitness Buffs,2526,278,0.110055423594616
|
| 785 |
+
Buy One Get One,Product,Sign Up,Travelers,8364,679,0.08118125298900047
|
| 786 |
+
50% Off Sale,Lifestyle,Learn More,Students,8189,395,0.04823543778239101
|
| 787 |
+
Limited Time Offer,Product,Get Offer,Tech Enthusiasts,3062,388,0.12671456564337036
|
| 788 |
+
50% Off Sale,Product,Learn More,Travelers,959,141,0.1470281543274244
|
| 789 |
+
New Arrival Alert,Lifestyle,Shop Now,Travelers,4238,186,0.0438886267107126
|
| 790 |
+
50% Off Sale,Product,Shop Now,Tech Enthusiasts,2524,220,0.08716323296354993
|
| 791 |
+
Buy One Get One,User-generated,Learn More,Tech Enthusiasts,9356,595,0.0635955536554083
|
| 792 |
+
50% Off Sale,Product,Get Offer,Fitness Buffs,4117,572,0.13893611853291232
|
| 793 |
+
Limited Time Offer,User-generated,Get Offer,Students,8660,702,0.08106235565819861
|
| 794 |
+
Save More Today,User-generated,Get Offer,Students,8442,1123,0.1330253494432599
|
| 795 |
+
Exclusive Deal Inside,User-generated,Shop Now,Tech Enthusiasts,1234,161,0.13047001620745544
|
| 796 |
+
50% Off Sale,Infographic,Learn More,Parents,5266,256,0.048613748575769083
|
| 797 |
+
Limited Time Offer,Product,Sign Up,Travelers,5219,629,0.12052117263843648
|
| 798 |
+
Limited Time Offer,Lifestyle,Shop Now,Travelers,5794,394,0.0680013807386952
|
| 799 |
+
Save More Today,Lifestyle,Get Offer,Tech Enthusiasts,6236,877,0.14063502245028864
|
| 800 |
+
Buy One Get One,Product,Learn More,Parents,5585,452,0.08093106535362578
|
| 801 |
+
Limited Time Offer,Infographic,Get Offer,Fitness Buffs,4264,532,0.124765478424015
|
| 802 |
+
Limited Time Offer,Infographic,Sign Up,Tech Enthusiasts,2446,121,0.04946852003270646
|
| 803 |
+
Limited Time Offer,User-generated,Get Offer,Tech Enthusiasts,5139,266,0.05176104300447558
|
| 804 |
+
Limited Time Offer,Product,Get Offer,Travelers,4997,460,0.09205523313988392
|
| 805 |
+
New Arrival Alert,Product,Sign Up,Tech Enthusiasts,8352,1251,0.1497844827586207
|
| 806 |
+
New Arrival Alert,Lifestyle,Learn More,Tech Enthusiasts,5141,403,0.07838941840108929
|
| 807 |
+
Buy One Get One,Product,Shop Now,Tech Enthusiasts,4001,123,0.03074231442139465
|
| 808 |
+
50% Off Sale,Infographic,Learn More,Travelers,1437,122,0.0848990953375087
|
| 809 |
+
Limited Time Offer,Product,Sign Up,Fitness Buffs,1284,74,0.05763239875389408
|
| 810 |
+
Save More Today,Lifestyle,Get Offer,Fitness Buffs,4526,394,0.08705258506407423
|
| 811 |
+
50% Off Sale,User-generated,Learn More,Tech Enthusiasts,1651,142,0.08600847970926712
|
| 812 |
+
Save More Today,Lifestyle,Shop Now,Travelers,1729,127,0.07345286292654714
|
| 813 |
+
50% Off Sale,Lifestyle,Sign Up,Fitness Buffs,9619,529,0.05499532175901861
|
| 814 |
+
Buy One Get One,User-generated,Learn More,Fitness Buffs,1626,59,0.03628536285362854
|
| 815 |
+
Limited Time Offer,Lifestyle,Shop Now,Fitness Buffs,9965,1072,0.1075765178123432
|
| 816 |
+
Limited Time Offer,Lifestyle,Sign Up,Travelers,1461,131,0.08966461327857632
|
| 817 |
+
Exclusive Deal Inside,Product,Shop Now,Travelers,9865,421,0.04267612772427775
|
| 818 |
+
Save More Today,Product,Sign Up,Tech Enthusiasts,4470,530,0.1185682326621924
|
| 819 |
+
50% Off Sale,User-generated,Get Offer,Students,5383,86,0.01597622143785993
|
| 820 |
+
50% Off Sale,Product,Learn More,Fitness Buffs,7710,880,0.11413748378728923
|
| 821 |
+
New Arrival Alert,Product,Shop Now,Students,2093,227,0.10845676063067368
|
| 822 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Travelers,969,119,0.12280701754385964
|
| 823 |
+
New Arrival Alert,Infographic,Shop Now,Travelers,1114,71,0.06373429084380611
|
| 824 |
+
New Arrival Alert,Product,Shop Now,Travelers,702,72,0.10256410256410256
|
| 825 |
+
New Arrival Alert,Infographic,Learn More,Students,790,98,0.1240506329113924
|
| 826 |
+
Save More Today,Product,Get Offer,Travelers,8785,1294,0.1472965281730222
|
| 827 |
+
Save More Today,Product,Shop Now,Tech Enthusiasts,589,46,0.07809847198641766
|
| 828 |
+
Buy One Get One,User-generated,Sign Up,Travelers,6964,105,0.01507754164273406
|
| 829 |
+
Buy One Get One,User-generated,Sign Up,Parents,7340,589,0.08024523160762943
|
| 830 |
+
New Arrival Alert,User-generated,Get Offer,Students,7886,730,0.09256910981486179
|
| 831 |
+
Exclusive Deal Inside,Infographic,Sign Up,Parents,8124,1070,0.13170851797144265
|
| 832 |
+
50% Off Sale,Lifestyle,Get Offer,Travelers,394,52,0.1319796954314721
|
| 833 |
+
Save More Today,Product,Sign Up,Tech Enthusiasts,5588,400,0.07158196134574088
|
| 834 |
+
Exclusive Deal Inside,Product,Learn More,Fitness Buffs,4127,345,0.08359583232372184
|
| 835 |
+
Limited Time Offer,Product,Shop Now,Travelers,3012,222,0.07370517928286853
|
| 836 |
+
Save More Today,Infographic,Learn More,Tech Enthusiasts,4844,538,0.11106523534269198
|
| 837 |
+
Save More Today,User-generated,Shop Now,Students,1973,132,0.06690319310694375
|
| 838 |
+
Buy One Get One,Lifestyle,Shop Now,Parents,3358,341,0.1015485407980941
|
| 839 |
+
50% Off Sale,Infographic,Shop Now,Parents,2917,92,0.03153925265683922
|
| 840 |
+
50% Off Sale,User-generated,Learn More,Parents,8736,661,0.07566391941391941
|
| 841 |
+
Limited Time Offer,Infographic,Shop Now,Students,3741,545,0.14568297246725476
|
| 842 |
+
Limited Time Offer,Lifestyle,Learn More,Tech Enthusiasts,4558,261,0.05726195699868363
|
| 843 |
+
Save More Today,User-generated,Get Offer,Students,5407,578,0.10689846495283892
|
| 844 |
+
New Arrival Alert,Infographic,Sign Up,Parents,9033,912,0.10096313517103953
|
| 845 |
+
Buy One Get One,Lifestyle,Sign Up,Travelers,2141,276,0.12891172349369454
|
| 846 |
+
Buy One Get One,Product,Shop Now,Fitness Buffs,779,100,0.12836970474967907
|
| 847 |
+
Save More Today,Lifestyle,Learn More,Students,5838,760,0.13018156903048989
|
| 848 |
+
Exclusive Deal Inside,Product,Sign Up,Students,5768,364,0.06310679611650485
|
| 849 |
+
New Arrival Alert,Infographic,Learn More,Tech Enthusiasts,9650,524,0.05430051813471502
|
| 850 |
+
Save More Today,User-generated,Learn More,Tech Enthusiasts,7797,862,0.11055534179812748
|
| 851 |
+
New Arrival Alert,User-generated,Shop Now,Students,8133,946,0.11631624246895364
|
| 852 |
+
New Arrival Alert,Infographic,Sign Up,Parents,162,21,0.12962962962962962
|
| 853 |
+
New Arrival Alert,User-generated,Shop Now,Fitness Buffs,7929,119,0.015008197755076303
|
| 854 |
+
Save More Today,User-generated,Shop Now,Tech Enthusiasts,7452,145,0.01945786366076221
|
| 855 |
+
Buy One Get One,Product,Sign Up,Parents,7015,690,0.09836065573770492
|
| 856 |
+
Buy One Get One,Infographic,Sign Up,Travelers,8426,1170,0.13885592214573939
|
| 857 |
+
New Arrival Alert,Lifestyle,Get Offer,Tech Enthusiasts,3744,560,0.14957264957264957
|
| 858 |
+
Exclusive Deal Inside,Product,Get Offer,Parents,5070,580,0.11439842209072978
|
| 859 |
+
50% Off Sale,Infographic,Learn More,Parents,8103,573,0.07071455016660497
|
| 860 |
+
Save More Today,Product,Sign Up,Fitness Buffs,3378,80,0.023682652457075192
|
| 861 |
+
50% Off Sale,Lifestyle,Get Offer,Fitness Buffs,7396,730,0.09870200108166577
|
| 862 |
+
Exclusive Deal Inside,Lifestyle,Learn More,Travelers,9114,1204,0.13210445468509985
|
| 863 |
+
Save More Today,Infographic,Learn More,Parents,3174,228,0.07183364839319471
|
| 864 |
+
New Arrival Alert,Lifestyle,Learn More,Parents,8412,901,0.10710889205896339
|
| 865 |
+
Buy One Get One,Product,Get Offer,Fitness Buffs,7652,1044,0.13643491897543125
|
| 866 |
+
50% Off Sale,Lifestyle,Sign Up,Tech Enthusiasts,1737,28,0.016119746689694875
|
| 867 |
+
Limited Time Offer,Product,Shop Now,Tech Enthusiasts,5203,631,0.12127618681529886
|
| 868 |
+
Limited Time Offer,Product,Learn More,Students,9216,470,0.05099826388888889
|
| 869 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Fitness Buffs,744,46,0.06182795698924731
|
| 870 |
+
New Arrival Alert,Infographic,Get Offer,Students,2132,64,0.0300187617260788
|
| 871 |
+
50% Off Sale,User-generated,Shop Now,Fitness Buffs,2861,241,0.08423628102062217
|
| 872 |
+
New Arrival Alert,Lifestyle,Shop Now,Travelers,2168,193,0.08902214022140222
|
| 873 |
+
50% Off Sale,Product,Get Offer,Parents,341,41,0.12023460410557185
|
| 874 |
+
Exclusive Deal Inside,Product,Sign Up,Travelers,2768,93,0.03359826589595376
|
| 875 |
+
Exclusive Deal Inside,Lifestyle,Shop Now,Fitness Buffs,902,18,0.019955654101995565
|
| 876 |
+
Limited Time Offer,Infographic,Get Offer,Parents,5159,680,0.13180849001744524
|
| 877 |
+
New Arrival Alert,Infographic,Shop Now,Tech Enthusiasts,295,28,0.09491525423728814
|
| 878 |
+
Save More Today,Product,Sign Up,Tech Enthusiasts,2287,99,0.043288150415391344
|
| 879 |
+
Limited Time Offer,Product,Learn More,Students,2430,334,0.1374485596707819
|
| 880 |
+
New Arrival Alert,Infographic,Shop Now,Fitness Buffs,4941,148,0.02995345071847804
|
| 881 |
+
Limited Time Offer,User-generated,Sign Up,Fitness Buffs,3706,276,0.0744738262277388
|
| 882 |
+
Save More Today,Lifestyle,Get Offer,Tech Enthusiasts,8568,390,0.04551820728291316
|
| 883 |
+
Buy One Get One,Product,Shop Now,Travelers,160,7,0.04375
|
| 884 |
+
Buy One Get One,Product,Shop Now,Parents,4027,45,0.011174571641420413
|
| 885 |
+
Buy One Get One,Infographic,Get Offer,Travelers,6396,784,0.12257661038148843
|
| 886 |
+
Buy One Get One,Lifestyle,Learn More,Travelers,2691,366,0.13600891861761427
|
| 887 |
+
50% Off Sale,Infographic,Get Offer,Tech Enthusiasts,8858,928,0.10476405509144276
|
| 888 |
+
Buy One Get One,Lifestyle,Shop Now,Tech Enthusiasts,9863,316,0.03203893338740748
|
| 889 |
+
Save More Today,Lifestyle,Get Offer,Tech Enthusiasts,6221,446,0.07169265391416171
|
| 890 |
+
Exclusive Deal Inside,Lifestyle,Sign Up,Students,1300,75,0.057692307692307696
|
| 891 |
+
Exclusive Deal Inside,Product,Get Offer,Travelers,2954,272,0.09207853757616791
|
| 892 |
+
50% Off Sale,User-generated,Shop Now,Fitness Buffs,7124,708,0.09938236945536216
|
| 893 |
+
Buy One Get One,Infographic,Get Offer,Parents,9528,661,0.0693744752308984
|
| 894 |
+
Buy One Get One,User-generated,Learn More,Students,7072,318,0.04496606334841629
|
| 895 |
+
Buy One Get One,Infographic,Get Offer,Fitness Buffs,236,30,0.1271186440677966
|
| 896 |
+
Limited Time Offer,Lifestyle,Learn More,Travelers,1129,42,0.03720106288751107
|
| 897 |
+
New Arrival Alert,Product,Sign Up,Tech Enthusiasts,2694,172,0.06384558277654045
|
| 898 |
+
Limited Time Offer,User-generated,Learn More,Travelers,7306,567,0.07760744593484807
|
| 899 |
+
New Arrival Alert,Product,Get Offer,Parents,761,32,0.04204993429697766
|
| 900 |
+
Buy One Get One,Infographic,Shop Now,Students,2572,231,0.08981337480559876
|
| 901 |
+
Buy One Get One,Product,Learn More,Students,186,16,0.08602150537634409
|
| 902 |
+
Limited Time Offer,Product,Sign Up,Parents,6319,941,0.14891596771641083
|
| 903 |
+
Limited Time Offer,User-generated,Learn More,Fitness Buffs,8243,423,0.0513162683489021
|
| 904 |
+
New Arrival Alert,Lifestyle,Learn More,Fitness Buffs,7068,1038,0.1468590831918506
|
| 905 |
+
Exclusive Deal Inside,Product,Learn More,Students,2873,293,0.10198398886181692
|
| 906 |
+
New Arrival Alert,Lifestyle,Sign Up,Students,1800,87,0.04833333333333333
|
| 907 |
+
Limited Time Offer,Infographic,Get Offer,Tech Enthusiasts,2800,249,0.08892857142857143
|
| 908 |
+
Save More Today,Product,Learn More,Fitness Buffs,6915,733,0.10600144613159798
|
| 909 |
+
Limited Time Offer,User-generated,Learn More,Parents,1747,199,0.113909559244419
|
| 910 |
+
Save More Today,Infographic,Shop Now,Fitness Buffs,6138,103,0.016780710329097427
|
| 911 |
+
50% Off Sale,Infographic,Sign Up,Tech Enthusiasts,5264,499,0.09479483282674772
|
| 912 |
+
Limited Time Offer,User-generated,Learn More,Students,5620,447,0.0795373665480427
|
| 913 |
+
50% Off Sale,Product,Sign Up,Students,3787,517,0.13651967256403486
|
| 914 |
+
Exclusive Deal Inside,Product,Learn More,Tech Enthusiasts,696,34,0.04885057471264368
|
| 915 |
+
New Arrival Alert,Infographic,Get Offer,Parents,4645,565,0.1216361679224973
|
| 916 |
+
Save More Today,Product,Get Offer,Students,8776,833,0.0949179580674567
|
| 917 |
+
New Arrival Alert,Lifestyle,Learn More,Travelers,8937,530,0.0593040170079445
|
| 918 |
+
50% Off Sale,User-generated,Get Offer,Students,4857,481,0.09903232448013177
|
| 919 |
+
Save More Today,Lifestyle,Learn More,Travelers,4484,434,0.0967885816235504
|
| 920 |
+
New Arrival Alert,Product,Get Offer,Tech Enthusiasts,9012,945,0.1048601864181092
|
| 921 |
+
Limited Time Offer,Infographic,Shop Now,Tech Enthusiasts,4833,536,0.11090420028967515
|
| 922 |
+
Buy One Get One,User-generated,Shop Now,Students,7181,734,0.10221417629856566
|
| 923 |
+
50% Off Sale,Product,Shop Now,Fitness Buffs,8790,1119,0.1273037542662116
|
| 924 |
+
New Arrival Alert,Product,Sign Up,Travelers,7217,706,0.09782458085076902
|
| 925 |
+
50% Off Sale,Infographic,Sign Up,Parents,4829,659,0.1364671774694554
|
| 926 |
+
50% Off Sale,Infographic,Shop Now,Students,1773,178,0.10039481105470953
|
| 927 |
+
Save More Today,Lifestyle,Sign Up,Parents,8406,447,0.053176302640970737
|
| 928 |
+
Save More Today,User-generated,Get Offer,Students,7278,521,0.07158560043968124
|
| 929 |
+
Buy One Get One,User-generated,Learn More,Fitness Buffs,2394,218,0.0910609857978279
|
| 930 |
+
Limited Time Offer,Infographic,Learn More,Fitness Buffs,3730,419,0.11233243967828418
|
| 931 |
+
50% Off Sale,Lifestyle,Learn More,Fitness Buffs,246,5,0.02032520325203252
|
| 932 |
+
New Arrival Alert,User-generated,Shop Now,Fitness Buffs,3553,182,0.051224317478187446
|
| 933 |
+
Exclusive Deal Inside,Infographic,Sign Up,Tech Enthusiasts,4607,528,0.11460820490557846
|
| 934 |
+
50% Off Sale,Product,Get Offer,Tech Enthusiasts,5883,203,0.034506204317525074
|
| 935 |
+
50% Off Sale,User-generated,Get Offer,Travelers,7851,223,0.028404024964972616
|
| 936 |
+
Buy One Get One,Lifestyle,Shop Now,Parents,5728,489,0.08537011173184357
|
| 937 |
+
Limited Time Offer,Lifestyle,Get Offer,Students,8428,1230,0.1459420977693403
|
| 938 |
+
Exclusive Deal Inside,Lifestyle,Get Offer,Students,3460,291,0.08410404624277457
|
| 939 |
+
Save More Today,Product,Get Offer,Tech Enthusiasts,3105,428,0.13784219001610307
|
| 940 |
+
Save More Today,User-generated,Get Offer,Students,3652,461,0.12623220153340636
|
| 941 |
+
New Arrival Alert,User-generated,Sign Up,Tech Enthusiasts,118,5,0.0423728813559322
|
| 942 |
+
Exclusive Deal Inside,Product,Get Offer,Travelers,2342,293,0.1251067463706234
|
| 943 |
+
Save More Today,User-generated,Learn More,Parents,6418,497,0.07743845434714865
|
| 944 |
+
New Arrival Alert,Product,Shop Now,Travelers,5197,638,0.12276313257648644
|
| 945 |
+
Limited Time Offer,Product,Sign Up,Fitness Buffs,8740,1000,0.11441647597254005
|
| 946 |
+
New Arrival Alert,Product,Get Offer,Fitness Buffs,2048,117,0.05712890625
|
| 947 |
+
Save More Today,Lifestyle,Sign Up,Fitness Buffs,9237,241,0.02609072209591859
|
| 948 |
+
Buy One Get One,User-generated,Get Offer,Travelers,5718,827,0.1446309898565932
|
| 949 |
+
Buy One Get One,Product,Learn More,Students,4336,128,0.02952029520295203
|
| 950 |
+
Buy One Get One,User-generated,Shop Now,Parents,7001,1017,0.14526496214826454
|
| 951 |
+
Save More Today,Lifestyle,Get Offer,Fitness Buffs,2020,263,0.1301980198019802
|
| 952 |
+
Buy One Get One,Product,Get Offer,Fitness Buffs,4288,477,0.11124067164179105
|
| 953 |
+
Exclusive Deal Inside,Infographic,Get Offer,Fitness Buffs,338,49,0.14497041420118342
|
| 954 |
+
Limited Time Offer,Lifestyle,Get Offer,Parents,304,44,0.14473684210526316
|
| 955 |
+
New Arrival Alert,Infographic,Shop Now,Fitness Buffs,5652,693,0.12261146496815287
|
| 956 |
+
New Arrival Alert,User-generated,Shop Now,Parents,5027,307,0.06107022080763875
|
| 957 |
+
Save More Today,User-generated,Learn More,Fitness Buffs,4490,541,0.12048997772828508
|
| 958 |
+
Buy One Get One,Lifestyle,Shop Now,Travelers,2787,33,0.011840688912809472
|
| 959 |
+
Buy One Get One,User-generated,Get Offer,Travelers,5051,429,0.08493367649970303
|
| 960 |
+
50% Off Sale,Infographic,Learn More,Parents,6260,461,0.07364217252396166
|
| 961 |
+
Limited Time Offer,Product,Learn More,Travelers,5488,571,0.10404518950437318
|
| 962 |
+
Exclusive Deal Inside,Product,Learn More,Parents,9640,1003,0.10404564315352698
|
| 963 |
+
New Arrival Alert,Product,Get Offer,Travelers,5226,479,0.09165709911978569
|
| 964 |
+
50% Off Sale,Lifestyle,Sign Up,Travelers,916,114,0.12445414847161572
|
| 965 |
+
50% Off Sale,User-generated,Get Offer,Parents,9112,1290,0.14157155399473223
|
| 966 |
+
Save More Today,Infographic,Shop Now,Students,292,7,0.023972602739726026
|
| 967 |
+
New Arrival Alert,User-generated,Shop Now,Travelers,1876,80,0.042643923240938165
|
| 968 |
+
Save More Today,User-generated,Get Offer,Fitness Buffs,3745,50,0.01335113484646195
|
| 969 |
+
Exclusive Deal Inside,User-generated,Get Offer,Students,6414,858,0.13376987839101964
|
| 970 |
+
50% Off Sale,Product,Learn More,Parents,8542,756,0.08850386326387263
|
| 971 |
+
50% Off Sale,Infographic,Get Offer,Students,1888,260,0.13771186440677965
|
| 972 |
+
Limited Time Offer,Infographic,Learn More,Tech Enthusiasts,7474,306,0.04094193203104094
|
| 973 |
+
Exclusive Deal Inside,User-generated,Shop Now,Tech Enthusiasts,3800,71,0.01868421052631579
|
| 974 |
+
50% Off Sale,Product,Learn More,Travelers,9459,1185,0.12527751347922614
|
| 975 |
+
Exclusive Deal Inside,Product,Get Offer,Travelers,3993,548,0.13724017029802155
|
| 976 |
+
New Arrival Alert,Infographic,Shop Now,Fitness Buffs,6911,361,0.05223556648820721
|
| 977 |
+
Buy One Get One,Product,Sign Up,Students,9388,630,0.06710694503621645
|
| 978 |
+
50% Off Sale,Product,Learn More,Tech Enthusiasts,2779,82,0.029507016912558474
|
| 979 |
+
Limited Time Offer,Product,Shop Now,Travelers,4004,570,0.14235764235764237
|
| 980 |
+
New Arrival Alert,Lifestyle,Learn More,Students,7360,387,0.05258152173913044
|
| 981 |
+
Exclusive Deal Inside,User-generated,Shop Now,Travelers,604,47,0.07781456953642384
|
| 982 |
+
Save More Today,Infographic,Shop Now,Travelers,9913,234,0.02360536669020478
|
| 983 |
+
New Arrival Alert,Infographic,Learn More,Tech Enthusiasts,9679,1299,0.13420807934704
|
| 984 |
+
50% Off Sale,Lifestyle,Sign Up,Tech Enthusiasts,6873,199,0.02895387749163393
|
| 985 |
+
Exclusive Deal Inside,User-generated,Shop Now,Travelers,3916,287,0.07328907048008172
|
| 986 |
+
Buy One Get One,Infographic,Shop Now,Parents,817,84,0.10281517747858017
|
| 987 |
+
New Arrival Alert,Product,Shop Now,Travelers,4534,517,0.11402734891927657
|
| 988 |
+
50% Off Sale,Infographic,Sign Up,Travelers,758,107,0.14116094986807387
|
| 989 |
+
Limited Time Offer,Product,Sign Up,Fitness Buffs,5157,354,0.06864456079115765
|
| 990 |
+
Save More Today,Lifestyle,Get Offer,Fitness Buffs,4108,467,0.11368062317429406
|
| 991 |
+
Exclusive Deal Inside,Product,Learn More,Fitness Buffs,5094,161,0.03160581075775422
|
| 992 |
+
New Arrival Alert,Infographic,Sign Up,Parents,4334,295,0.06806645131518228
|
| 993 |
+
New Arrival Alert,Infographic,Learn More,Parents,3864,92,0.023809523809523808
|
| 994 |
+
Buy One Get One,Infographic,Get Offer,Travelers,4737,371,0.07831961156850327
|
| 995 |
+
Buy One Get One,Lifestyle,Learn More,Fitness Buffs,2204,147,0.06669691470054447
|
| 996 |
+
Limited Time Offer,Lifestyle,Sign Up,Parents,9547,1367,0.14318634125903426
|
| 997 |
+
Save More Today,User-generated,Learn More,Tech Enthusiasts,6901,100,0.014490653528474133
|
| 998 |
+
Limited Time Offer,Infographic,Sign Up,Travelers,8675,536,0.061786743515850145
|
| 999 |
+
50% Off Sale,Product,Learn More,Students,2707,195,0.07203546361285557
|
| 1000 |
+
50% Off Sale,Lifestyle,Sign Up,Travelers,8485,1214,0.14307601649970536
|
| 1001 |
+
Limited Time Offer,Infographic,Sign Up,Students,3819,495,0.12961508248232523
|
ad_model.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cc93997c66f93603de6c42390b35604b0dc79c2f2b1e44e70f6176cbc7c58fd9
|
| 3 |
+
size 7293950
|
app.py
ADDED
|
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import FastAPI, HTTPException
|
| 2 |
+
from pydantic import BaseModel
|
| 3 |
+
import numpy as np
|
| 4 |
+
import joblib
|
| 5 |
+
|
| 6 |
+
# Initialize FastAPI app
|
| 7 |
+
app = FastAPI()
|
| 8 |
+
|
| 9 |
+
# Load trained model
|
| 10 |
+
model = joblib.load("ad_model.pkl")
|
| 11 |
+
|
| 12 |
+
# Define request model
|
| 13 |
+
class CTRPredictionRequest(BaseModel):
|
| 14 |
+
ad_copy: str
|
| 15 |
+
image_type: str
|
| 16 |
+
cta: str
|
| 17 |
+
target_audience: str
|
| 18 |
+
impressions: int
|
| 19 |
+
|
| 20 |
+
# Function to encode input features correctly
|
| 21 |
+
def encode_features(request: CTRPredictionRequest):
|
| 22 |
+
try:
|
| 23 |
+
ad_length = len(request.ad_copy) # Feature 1
|
| 24 |
+
image_type_length = len(request.image_type) # Feature 2
|
| 25 |
+
cta_length = len(request.cta) # Feature 3
|
| 26 |
+
audience_length = len(request.target_audience) # Feature 4
|
| 27 |
+
impressions = request.impressions # Feature 5
|
| 28 |
+
|
| 29 |
+
# Additional features for model alignment (ensuring 7 features)
|
| 30 |
+
extra_feature_1 = 1 if "discount" in request.ad_copy.lower() else 0 # Feature 6
|
| 31 |
+
extra_feature_2 = len(request.ad_copy.split()) # Feature 7
|
| 32 |
+
|
| 33 |
+
# Return as NumPy array reshaped to match model input format
|
| 34 |
+
return np.array([
|
| 35 |
+
ad_length, image_type_length, cta_length,
|
| 36 |
+
audience_length, impressions, extra_feature_1, extra_feature_2
|
| 37 |
+
]).reshape(1, -1)
|
| 38 |
+
|
| 39 |
+
except Exception as e:
|
| 40 |
+
raise HTTPException(status_code=400, detail=f"Feature encoding failed: {str(e)}")
|
| 41 |
+
|
| 42 |
+
# Prediction endpoint
|
| 43 |
+
@app.post("/predict")
|
| 44 |
+
def predict_ctr(request: CTRPredictionRequest):
|
| 45 |
+
try:
|
| 46 |
+
# Encode features
|
| 47 |
+
features = encode_features(request)
|
| 48 |
+
|
| 49 |
+
# Debugging: Print encoded features
|
| 50 |
+
print("Encoded Features:", features)
|
| 51 |
+
|
| 52 |
+
# Make prediction
|
| 53 |
+
prediction = model.predict(features)
|
| 54 |
+
return {"predicted_ctr": float(prediction[0])} # Ensure JSON-serializable float
|
| 55 |
+
|
| 56 |
+
except Exception as e:
|
| 57 |
+
raise HTTPException(status_code=500, detail=f"Prediction failed: {str(e)}")
|
gradio_ui.py
ADDED
|
@@ -0,0 +1,42 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
|
| 3 |
+
# Function to predict CTR by calling the FastAPI backend
|
| 4 |
+
def predict_ctr(ad_copy, image_type, cta, target_audience, impressions):
|
| 5 |
+
import requests
|
| 6 |
+
try:
|
| 7 |
+
response = requests.post(
|
| 8 |
+
"http://127.0.0.1:8000/predict",
|
| 9 |
+
json={
|
| 10 |
+
"ad_copy": ad_copy,
|
| 11 |
+
"image_type": image_type,
|
| 12 |
+
"cta": cta,
|
| 13 |
+
"target_audience": target_audience,
|
| 14 |
+
"impressions": impressions,
|
| 15 |
+
},
|
| 16 |
+
)
|
| 17 |
+
return response.json().get("predicted_ctr", "Error")
|
| 18 |
+
except Exception as e:
|
| 19 |
+
return f"Error: {str(e)}"
|
| 20 |
+
|
| 21 |
+
# Create the Gradio interface
|
| 22 |
+
iface = gr.Interface(
|
| 23 |
+
fn=predict_ctr,
|
| 24 |
+
inputs=[
|
| 25 |
+
gr.Textbox(label="Ad Copy"),
|
| 26 |
+
gr.Textbox(label="Image Type"),
|
| 27 |
+
gr.Textbox(label="CTA"),
|
| 28 |
+
gr.Textbox(label="Target Audience"),
|
| 29 |
+
gr.Number(label="Impressions"),
|
| 30 |
+
],
|
| 31 |
+
outputs="text",
|
| 32 |
+
title="Ad CTR Predictor",
|
| 33 |
+
description="""
|
| 34 |
+
<div style="display: flex; align-items: center;">
|
| 35 |
+
<img src="https://razorpod.in/storage/img/logo@2x.png" alt="Razorpod Logo" style="height: 50px; margin-right: 10px;">
|
| 36 |
+
<h1 style="margin: 0;">Razorpod-Ad CTR Predictor</h1>
|
| 37 |
+
</div>
|
| 38 |
+
""",
|
| 39 |
+
)
|
| 40 |
+
|
| 41 |
+
# Launch the Gradio interface
|
| 42 |
+
iface.launch()
|
preprocess.py
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Abhishek
|
| 2 |
+
# Razorpod
|
| 3 |
+
# Loading Dataset for training and calling dataframes
|
| 4 |
+
import pandas as pd
|
| 5 |
+
from sklearn.preprocessing import LabelEncoder
|
| 6 |
+
|
| 7 |
+
# Load dataset
|
| 8 |
+
df = pd.read_csv("ad_ctr_sample_data.csv")
|
| 9 |
+
|
| 10 |
+
# Encode categorical variables
|
| 11 |
+
encoder = LabelEncoder()
|
| 12 |
+
df["Ad Copy"] = encoder.fit_transform(df["Ad Copy"])
|
| 13 |
+
df["Image Type"] = encoder.fit_transform(df["Image Type"])
|
| 14 |
+
df["CTA"] = encoder.fit_transform(df["CTA"])
|
| 15 |
+
df["Target Audience"] = encoder.fit_transform(df["Target Audience"])
|
| 16 |
+
|
| 17 |
+
# Feature engineering
|
| 18 |
+
df["Engagement Score"] = df["Clicks"] / df["Impressions"]
|
| 19 |
+
|
| 20 |
+
# Save processed data
|
| 21 |
+
df.to_csv("processed_ad_data.csv", index=False)
|
| 22 |
+
print("Data preprocessed and saved!")
|
processed_ad_data.csv
ADDED
|
@@ -0,0 +1,1001 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
Ad Copy,Image Type,CTA,Target Audience,Impressions,Clicks,CTR,Engagement Score
|
| 2 |
+
2,1,3,2,238,23,0.0966386554621848,0.09663865546218488
|
| 3 |
+
3,2,1,4,458,6,0.0131004366812227,0.013100436681222707
|
| 4 |
+
1,1,0,2,5031,244,0.0484993043132578,0.0484993043132578
|
| 5 |
+
3,1,1,1,9814,404,0.0411656816792337,0.04116568167923375
|
| 6 |
+
3,0,1,2,3556,402,0.1130483689538807,0.11304836895388076
|
| 7 |
+
4,3,2,3,1727,180,0.1042269832078749,0.10422698320787492
|
| 8 |
+
1,3,2,1,9595,1294,0.1348619072433559,0.13486190724335592
|
| 9 |
+
1,1,0,1,6726,149,0.0221528397264347,0.022152839726434732
|
| 10 |
+
1,0,3,4,5104,352,0.0689655172413793,0.06896551724137931
|
| 11 |
+
3,1,1,0,9426,133,0.0141099087629959,0.01410990876299597
|
| 12 |
+
2,1,0,1,6752,274,0.0405805687203791,0.04058056872037915
|
| 13 |
+
1,1,2,0,6516,526,0.0807243707796194,0.0807243707796194
|
| 14 |
+
5,0,1,2,3270,44,0.0134556574923547,0.01345565749235474
|
| 15 |
+
3,3,3,3,3935,148,0.0376111817026683,0.03761118170266836
|
| 16 |
+
4,0,2,4,8117,819,0.1008993470494024,0.10089934704940248
|
| 17 |
+
2,2,2,0,2251,194,0.0861839182585517,0.08618391825855176
|
| 18 |
+
5,0,2,1,9529,389,0.0408227516003777,0.040822751600377793
|
| 19 |
+
5,0,0,0,7005,647,0.0923625981441827,0.09236259814418273
|
| 20 |
+
4,0,3,1,2934,361,0.1230402181322426,0.12304021813224267
|
| 21 |
+
2,0,1,0,9290,101,0.0108719052744886,0.010871905274488697
|
| 22 |
+
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0,2,2,0,8790,1119,0.1273037542662116,0.1273037542662116
|
| 924 |
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4,2,3,4,7217,706,0.097824580850769,0.09782458085076902
|
| 925 |
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0,0,3,1,4829,659,0.1364671774694554,0.1364671774694554
|
| 926 |
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0,0,2,2,1773,178,0.1003948110547095,0.10039481105470953
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| 927 |
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5,1,3,1,8406,447,0.0531763026409707,0.053176302640970737
|
| 928 |
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5,3,0,2,7278,521,0.0715856004396812,0.07158560043968124
|
| 929 |
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1,3,1,0,2394,218,0.0910609857978279,0.0910609857978279
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| 930 |
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3,0,1,0,3730,419,0.1123324396782841,0.11233243967828418
|
| 931 |
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0,1,1,0,246,5,0.0203252032520325,0.02032520325203252
|
| 932 |
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4,3,2,0,3553,182,0.0512243174781874,0.051224317478187446
|
| 933 |
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2,0,3,3,4607,528,0.1146082049055784,0.11460820490557846
|
| 934 |
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0,2,0,3,5883,203,0.034506204317525,0.034506204317525074
|
| 935 |
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0,3,0,4,7851,223,0.0284040249649726,0.028404024964972616
|
| 936 |
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1,1,2,1,5728,489,0.0853701117318435,0.08537011173184357
|
| 937 |
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3,1,0,2,8428,1230,0.1459420977693403,0.1459420977693403
|
| 938 |
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2,1,0,2,3460,291,0.0841040462427745,0.08410404624277457
|
| 939 |
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5,2,0,3,3105,428,0.137842190016103,0.13784219001610307
|
| 940 |
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5,3,0,2,3652,461,0.1262322015334063,0.12623220153340636
|
| 941 |
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4,3,3,3,118,5,0.0423728813559322,0.0423728813559322
|
| 942 |
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2,2,0,4,2342,293,0.1251067463706234,0.1251067463706234
|
| 943 |
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5,3,1,1,6418,497,0.0774384543471486,0.07743845434714865
|
| 944 |
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4,2,2,4,5197,638,0.1227631325764864,0.12276313257648644
|
| 945 |
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3,2,3,0,8740,1000,0.11441647597254,0.11441647597254005
|
| 946 |
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4,2,0,0,2048,117,0.05712890625,0.05712890625
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5,1,3,0,9237,241,0.0260907220959185,0.02609072209591859
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1,3,0,4,5718,827,0.1446309898565932,0.1446309898565932
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1,2,1,2,4336,128,0.029520295202952,0.02952029520295203
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| 950 |
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1,3,2,1,7001,1017,0.1452649621482645,0.14526496214826454
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5,1,0,0,2020,263,0.1301980198019802,0.1301980198019802
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1,2,0,0,4288,477,0.111240671641791,0.11124067164179105
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2,0,0,0,338,49,0.1449704142011834,0.14497041420118342
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3,1,0,1,304,44,0.1447368421052631,0.14473684210526316
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| 955 |
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4,0,2,0,5652,693,0.1226114649681528,0.12261146496815287
|
| 956 |
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4,3,2,1,5027,307,0.0610702208076387,0.06107022080763875
|
| 957 |
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5,3,1,0,4490,541,0.120489977728285,0.12048997772828508
|
| 958 |
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1,1,2,4,2787,33,0.0118406889128094,0.011840688912809472
|
| 959 |
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1,3,0,4,5051,429,0.084933676499703,0.08493367649970303
|
| 960 |
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0,0,1,1,6260,461,0.0736421725239616,0.07364217252396166
|
| 961 |
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3,2,1,4,5488,571,0.1040451895043731,0.10404518950437318
|
| 962 |
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2,2,1,1,9640,1003,0.1040456431535269,0.10404564315352698
|
| 963 |
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4,2,0,4,5226,479,0.0916570991197856,0.09165709911978569
|
| 964 |
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0,1,3,4,916,114,0.1244541484716157,0.12445414847161572
|
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0,3,0,1,9112,1290,0.1415715539947322,0.14157155399473223
|
| 966 |
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5,0,2,2,292,7,0.023972602739726,0.023972602739726026
|
| 967 |
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4,3,2,4,1876,80,0.0426439232409381,0.042643923240938165
|
| 968 |
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5,3,0,0,3745,50,0.0133511348464619,0.01335113484646195
|
| 969 |
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2,3,0,2,6414,858,0.1337698783910196,0.13376987839101964
|
| 970 |
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0,2,1,1,8542,756,0.0885038632638726,0.08850386326387263
|
| 971 |
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0,0,0,2,1888,260,0.1377118644067796,0.13771186440677965
|
| 972 |
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3,0,1,3,7474,306,0.0409419320310409,0.04094193203104094
|
| 973 |
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2,3,2,3,3800,71,0.0186842105263157,0.01868421052631579
|
| 974 |
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0,2,1,4,9459,1185,0.1252775134792261,0.12527751347922614
|
| 975 |
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2,2,0,4,3993,548,0.1372401702980215,0.13724017029802155
|
| 976 |
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4,0,2,0,6911,361,0.0522355664882072,0.05223556648820721
|
| 977 |
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1,2,3,2,9388,630,0.0671069450362164,0.06710694503621645
|
| 978 |
+
0,2,1,3,2779,82,0.0295070169125584,0.029507016912558474
|
| 979 |
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3,2,2,4,4004,570,0.1423576423576423,0.14235764235764237
|
| 980 |
+
4,1,1,2,7360,387,0.0525815217391304,0.05258152173913044
|
| 981 |
+
2,3,2,4,604,47,0.0778145695364238,0.07781456953642384
|
| 982 |
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5,0,2,4,9913,234,0.0236053666902047,0.02360536669020478
|
| 983 |
+
4,0,1,3,9679,1299,0.13420807934704,0.13420807934704
|
| 984 |
+
0,1,3,3,6873,199,0.0289538774916339,0.02895387749163393
|
| 985 |
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2,3,2,4,3916,287,0.0732890704800817,0.07328907048008172
|
| 986 |
+
1,0,2,1,817,84,0.1028151774785801,0.10281517747858017
|
| 987 |
+
4,2,2,4,4534,517,0.1140273489192765,0.11402734891927657
|
| 988 |
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0,0,3,4,758,107,0.1411609498680738,0.14116094986807387
|
| 989 |
+
3,2,3,0,5157,354,0.0686445607911576,0.06864456079115765
|
| 990 |
+
5,1,0,0,4108,467,0.113680623174294,0.11368062317429406
|
| 991 |
+
2,2,1,0,5094,161,0.0316058107577542,0.03160581075775422
|
| 992 |
+
4,0,3,1,4334,295,0.0680664513151822,0.06806645131518228
|
| 993 |
+
4,0,1,1,3864,92,0.0238095238095238,0.023809523809523808
|
| 994 |
+
1,0,0,4,4737,371,0.0783196115685032,0.07831961156850327
|
| 995 |
+
1,1,1,0,2204,147,0.0666969147005444,0.06669691470054447
|
| 996 |
+
3,1,3,1,9547,1367,0.1431863412590342,0.14318634125903426
|
| 997 |
+
5,3,1,3,6901,100,0.0144906535284741,0.014490653528474133
|
| 998 |
+
3,0,3,4,8675,536,0.0617867435158501,0.061786743515850145
|
| 999 |
+
0,2,1,2,2707,195,0.0720354636128555,0.07203546361285557
|
| 1000 |
+
0,1,3,4,8485,1214,0.1430760164997053,0.14307601649970536
|
| 1001 |
+
3,0,3,2,3819,495,0.1296150824823252,0.12961508248232523
|
razorpod-logo.png
ADDED
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
| 1 |
+
fastapi
|
| 2 |
+
gradio
|
| 3 |
+
scikit-learn
|
| 4 |
+
numpy
|
| 5 |
+
pandas
|
| 6 |
+
joblib
|
| 7 |
+
uvicorn
|
train.py
ADDED
|
@@ -0,0 +1,48 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
| 1 |
+
"""
|
| 2 |
+
train.py - Machine Learning Model Training Script
|
| 3 |
+
|
| 4 |
+
This script trains a Random Forest model to predict Click-Through Rate (CTR)
|
| 5 |
+
for ads on datasets derived from Razor pod ecosystem. It preprocesses data, trains the model, evaluates performance,
|
| 6 |
+
and saves the trained model for future predictions.
|
| 7 |
+
|
| 8 |
+
This is me - Abhishek and my team at Razor pod
|
| 9 |
+
"""
|
| 10 |
+
|
| 11 |
+
import pandas as pd
|
| 12 |
+
from sklearn.model_selection import train_test_split
|
| 13 |
+
from sklearn.ensemble import RandomForestRegressor
|
| 14 |
+
from sklearn.metrics import mean_absolute_error
|
| 15 |
+
import pickle
|
| 16 |
+
|
| 17 |
+
# Step 1: Load the dataset
|
| 18 |
+
print("Loading dataset...")
|
| 19 |
+
df = pd.read_csv("processed_ad_data.csv") # I have loaded the file here which we generated from dataframes and preprocessed the raw data
|
| 20 |
+
|
| 21 |
+
# Step 2: Define features (X) and target variable (y)
|
| 22 |
+
# X - all columns except 'CTR' (the target variable)
|
| 23 |
+
# y - CTR, which we want to predict
|
| 24 |
+
print("Preparing features and target variable...")
|
| 25 |
+
X = df.drop(columns=["CTR"])
|
| 26 |
+
y = df["CTR"]
|
| 27 |
+
|
| 28 |
+
# Step 3: Split data into training (80%) and testing (20%) sets
|
| 29 |
+
print("Splitting dataset into training and testing sets...")
|
| 30 |
+
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
|
| 31 |
+
|
| 32 |
+
# Step 4: Train the model using Random Forest Regressor
|
| 33 |
+
print("Training the Random Forest model...")
|
| 34 |
+
model = RandomForestRegressor(n_estimators=100, random_state=42)
|
| 35 |
+
model.fit(X_train, y_train)
|
| 36 |
+
|
| 37 |
+
# Step 5: Evaluate model performance
|
| 38 |
+
print("Evaluating model performance...")
|
| 39 |
+
y_pred = model.predict(X_test)
|
| 40 |
+
mae = mean_absolute_error(y_test, y_pred)
|
| 41 |
+
print(f" Model trained successfully! Mean Absolute Error (MAE): {mae:.4f}")
|
| 42 |
+
|
| 43 |
+
# Step 6: Save the trained model for future predictions
|
| 44 |
+
print(" Saving the trained model...")
|
| 45 |
+
with open("ad_model.pkl", "wb") as model_file:
|
| 46 |
+
pickle.dump(model, model_file)
|
| 47 |
+
print("Model saved as 'ad_model.pkl'")
|
| 48 |
+
|