Upload 5 files

brand_metrics.csv

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+brand_name,category,total_products,available_products,sell_through_rate,avg_price,avg_days_to_sellout,product_count_last_30d
+Magnus,fidgets_haptics,5598,12,99.8,241.97,12.6,603
+Grimsmo,knives,5084,98,98.1,806.53,2.0,5056
+Microtech,knives,3228,865,73.2,395.98,10.4,100
+Rick Hinderer Knives,knives,3195,145,95.5,514.15,2.3,3050
+Zippo,multitools_pry,1581,1451,8.2,116.76,7.0,1575
+Kansept Knives,knives,1526,575,62.3,136.88,9.7,924
+Spyderco,knives,1300,517,60.2,182.77,10.9,880
+Civivi,knives,1123,503,55.2,78.17,13.6,59
+Ridge Wallet,wallets_organization,1121,724,35.4,128.26,16.0,25
+Dump Box,patches,1099,948,13.7,13.57,1.5,1099
+Prometheus Design Werx,bags_pouches,1091,157,85.6,119.11,10.3,50
+Kubey Knife,knives,1074,471,56.1,79.31,10.1,668
+Medford Knives,knives,1054,167,84.2,791.18,13.0,5
+MachineWise,knives,1048,52,95.0,857.25,12.1,910
+Benchmade,knives,979,431,56.0,265.58,21.2,149
+Lautie EDC,fidgets_haptics,898,211,76.5,238.30,4.9,723
+Bestech Knives,knives,889,442,50.3,154.61,4.3,864
+WE Knife,knives,790,418,47.1,327.44,13.1,21
+Patchlab,patches,787,746,5.2,15.87,,787
+Chris Reeve Knives,knives,784,166,78.8,628.26,16.8,40
+Kizer,knives,772,536,30.6,98.03,10.1,728
+QSP Knives,knives,755,324,57.1,81.25,11.7,374
+Vosteed,knives,734,137,81.3,97.72,7.7,558
+Pro-Tech Knives,knives,679,147,78.4,333.56,12.7,20
+CountyComm,multitools_pry,619,449,27.5,57.58,10.7,619
+Recon1,knives,604,152,74.8,1790.09,4.5,602
+Urban EDC,knives,599,119,80.1,289.32,,599
+Violent Little Machine Shop,patches,589,4,99.3,6.95,1.1,589
+ACEdc,fidgets_haptics,581,209,64.0,355.61,3.3,562
+Artisan Cutlery,knives,533,364,31.7,121.85,5.8,532
+Shirogorov Knives,knives,511,59,88.5,1898.27,12.5,30
+Fenix Lighting,flashlights,472,254,46.2,71.59,14.7,8
+KnifeJoy,knives,460,147,68.0,737.48,9.0,440
+Demko Knives,knives,452,69,84.7,457.45,11.2,119
+Indiana Knives,retailer,452,230,49.1,236.47,1.3,452
+Mojo Tactical,patches,422,238,43.6,103.78,,422
+GORUCK,wallets_organization,410,283,31.0,106.72,13.4,11
+Jack Wolf Knives,knives,402,168,58.2,185.69,9.2,336
+Triple Aught Design,bags_pouches,393,100,74.6,604.23,7.9,392
+Knafs,knives,387,178,54.0,54.20,9.5,1
+QSP Knife,knives,382,36,90.6,78.24,1.1,382
+Fellhoelter,pens_writing,375,69,81.6,401.77,12.1,42
+Tenable,knives,369,166,55.0,62.65,14.0,229
+YEDC,fidgets_haptics,357,94,73.7,201.35,2.4,356
+Knife Purveyor,knives,350,181,48.3,2590.76,0.4,7
+Boker Knives,knives,349,91,73.9,108.99,9.1,292
+Rustic Cuff,beads_lanyards,331,307,7.3,54.04,7.6,331
+MOT,fidgets_haptics,330,115,65.2,438.58,3.3,323
+01EDC,fidgets_haptics,319,5,98.4,192.81,2.6,319
+Heimplanet,bags_pouches,314,273,13.1,393.27,7.8,314
+Maxpedition,bags_pouches,309,268,13.3,36.11,10.5,0
+VLMS,patches,309,294,4.9,6.00,1.1,309
+WANDRD,bags_pouches,303,268,11.6,109.92,8.0,303
+KAIS,fidgets_haptics,301,90,70.1,164.32,3.3,296
+WANWU,fidgets_haptics,299,84,71.9,315.96,4.1,294
+Flytanium,knives,291,244,16.2,45.35,9.3,0
+North Mountain Blade,knives,283,82,71.0,229.71,13.4,9
+Exceed Designs,multitools_pry,283,202,28.6,79.87,8.3,0
+Tactical Outfitters,patches,282,252,10.6,5.91,1.5,282
+DreamTech,fidgets_haptics,277,103,62.8,87.46,14.0,0
+01 EDC,fidgets_haptics,262,202,22.9,206.29,10.6,246
+Audacious Concept,multitools_pry,257,178,30.7,70.47,14.0,0
+Aroundsquare,fidgets_haptics,255,174,31.8,129.15,8.7,0
+DZ,fidgets_haptics,254,70,72.4,289.44,2.4,254
+GiantMouse,knives,252,89,64.7,231.21,14.2,13
+Ti2 Design,pens_writing,252,57,77.4,251.04,13.2,3
+Tactile Turn,pens_writing,251,53,78.9,196.69,13.7,8
+JUZHEDC,fidgets_haptics,251,54,78.5,125.29,2.2,236
+DSPTCH,bags_pouches,247,201,18.6,115.05,8.0,247
+Tale of Knives,multitools_pry,240,194,19.2,94.41,9.7,45
+Topo Designs,bags_pouches,239,200,16.3,91.19,9.2,239
+Recycled Firefighter,wallets_organization,231,207,10.4,75.72,14.0,22
+Kaviso,knives,214,92,57.0,196.48,3.1,214
+Olight,flashlights,212,83,60.8,82.85,12.6,5
+Ontario Knife,knives,212,0,100.0,48.55,5.4,212
+Sencut,knives,205,77,62.4,48.52,5.9,201
+Dango Products,wallets_organization,200,168,16.0,74.46,16.4,5
+FourSevens,flashlights,195,128,34.4,106.23,6.1,195
+Mick Strider Knives,knives,183,15,91.8,1356.20,12.9,11
+Real Steel,knives,180,135,25.0,89.14,7.6,177
+Quiet Carry,knives,179,78,56.4,192.87,13.4,0
+Thread Wallets,wallets_organization,178,140,21.3,3319.78,8.4,178
+Kershaw,knives,178,85,52.2,110.43,12.3,94
+Remette,knives,173,56,67.6,204.42,13.9,49
+42.COSMO,fidgets_haptics,168,62,63.1,263.76,3.1,168
+FABLADES,retailer,164,163,0.6,440.66,,164
+Superesse Straps,patches,163,162,0.6,31.66,,163
+Maserin,knives,163,159,2.5,161.39,8.7,0
+Urban EDC Supply,retailer,162,77,52.5,119.39,14.8,11
+Tom Bihn,bags_pouches,160,98,38.8,122.55,5.5,160
+Thirty Seconds Out,patches,159,159,0.0,44.12,,159
+Craft and Lore,wallets_organization,157,118,24.8,131.94,14.5,5
+Torqbar,fidgets_haptics,154,2,98.7,158.98,5.1,154
+MecArmy,flashlights,150,128,14.7,89.76,11.2,1
+Art Patches,patches,149,144,3.4,8.94,8.3,149
+Alpaka Gear,wallets_organization,139,111,20.1,62.94,13.6,4
+Nottingham Tactical,pens_writing,138,56,59.4,303.69,16.5,5
+MUYI,fidgets_haptics,137,39,71.5,407.96,3.0,137
+Oz Machine Company,knives,135,12,91.1,539.33,8.2,6
+ProTech,knives,135,17,87.4,337.18,11.3,15
+Big Idea Design,pens_writing,134,76,43.3,160.65,13.9,7
+Trayvax,wallets_organization,128,109,14.8,66.96,15.7,0
+Vero Engineering,knives,128,50,60.9,248.23,12.2,5
+Chaves Knives,knives,126,58,54.0,253.12,11.3,69
+Leatherman,multitools_pry,123,118,4.1,71.73,15.1,6
+Pena Knives,knives,123,7,94.3,757.19,12.5,0
+Koenig Knives,knives,121,18,85.1,1018.58,12.5,6
+Rovyvon,flashlights,121,99,18.2,98.80,11.6,1
+USA Made Blade,knives,120,96,20.0,421.36,1.2,120
+Zero Tolerance,knives,120,46,61.7,290.38,12.3,67
+SRM Knives,knives,119,37,68.9,54.56,13.8,0
+Clown Orange,fidgets_haptics,119,25,79.0,361.47,3.4,119
+Miguron,knives,117,16,86.3,109.08,12.6,0
+FocusWorks EDC,fidgets_haptics,117,35,70.1,225.36,14.6,1
+Kraken,knives,113,4,96.5,56.39,12.7,0
+Urban EDC Productions,knives,113,15,86.7,362.53,2.8,111
+Case XX,knives,112,12,89.3,91.61,,112
+Aer,bags_pouches,111,103,7.2,127.87,8.3,111
+9 Hand,fidgets_haptics,110,34,69.1,165.16,3.6,109
+Nomatic,bags_pouches,108,94,13.0,134.68,7.7,108
+Popov Leather,wallets_organization,108,102,5.6,51.68,8.6,1
+Meta EDC,fidgets_haptics,108,68,37.0,252.77,8.9,108
+McNees Knives,knives,104,7,93.3,568.75,12.4,5
+Chrome Industries,bags_pouches,103,100,2.9,68.07,7.1,103
+DJG,fidgets_haptics,103,53,48.5,175.03,4.0,96
+Distil Union,wallets_organization,99,65,34.3,44.25,6.9,99
+Mackie EDC,fidgets_haptics,98,37,62.2,343.85,3.6,98
+Kunwu,knives,96,7,92.7,281.36,13.5,0
+Heretic Knives,knives,96,31,67.7,694.36,12.8,2
+Matador,bags_pouches,94,42,55.3,73.90,8.7,92
+Black Ember,bags_pouches,94,66,29.8,150.95,8.0,94
+SEKI,fidgets_haptics,94,32,66.0,248.88,3.7,94
+Rob Johnsons,other,90,5,94.4,1138.68,12.5,87
+Acebeam,flashlights,90,31,65.6,129.64,12.9,0
+mcnees custom knives,knives,89,5,94.4,578.32,1.0,89
+Lumintop,flashlights,88,27,69.3,92.32,12.8,0
+GoBiggeR,fidgets_haptics,87,26,70.1,762.17,2.3,86
+Everyman,pens_writing,87,79,9.2,98.85,5.2,87
+Terrain 365,knives,86,27,68.6,291.87,13.1,3
+Stilform,pens_writing,84,73,13.1,115.45,5.4,84
+Nitecore,flashlights,81,57,29.6,55.58,11.6,13
+Flowfold,wallets_organization,81,75,7.4,60.54,3.4,79
+Ikael EDC,fidgets_haptics,80,36,55.0,199.41,1.5,80
+Anso of Denmark,knives,78,16,79.5,788.91,11.6,22
+Tom Mayo,knives,78,7,91.0,1963.33,13.1,10
+CHIMAGO,fidgets_haptics,77,36,53.2,266.71,4.2,75
+Randall Made Knives,knives,77,8,89.6,966.19,12.5,7
+USA MB,knives,76,62,18.4,429.05,7.1,76
+Proxy EDC,fidgets_haptics,76,35,53.9,490.76,2.5,73
+FidgetThings,fidgets_haptics,75,48,36.0,43.73,13.7,0
+Ekster,wallets_organization,74,66,10.8,91.60,18.5,4
+CHENYU,fidgets_haptics,73,29,60.3,87.37,2.8,73
+TRM,knives,72,7,90.3,292.35,12.4,0
+Trevor Burger Custom Knives,knives,72,2,97.2,764.11,12.6,0
+Kelty,other,72,58,19.4,147.08,9.9,72
+Elemental Knives,knives,70,22,68.6,61.23,4.5,70
+LautieEDC,fidgets_haptics,70,0,100.0,110.14,1.0,70
+GAO STUDIO,fidgets_haptics,69,41,40.6,49.54,6.4,51
+Toor Knives,knives,69,35,49.3,256.62,12.0,10
+Weltool,flashlights,68,43,36.8,106.37,15.5,5
+Kevin Foster,knives,68,3,95.6,1518.16,12.6,1
+Maverick Customs,multitools_pry,68,11,83.8,136.62,12.4,0
+Squid Industries,knives,67,10,85.1,309.99,12.9,1
+NU Knives,knives,67,65,3.0,103.65,5.5,67
+Tactile Knife Co.,knives,66,14,78.8,420.73,12.1,5
+Kubey,knives,65,24,63.1,77.23,10.0,43
+Going Gear,knives,64,16,75.0,91.28,13.1,18
+ROGUE,fidgets_haptics,64,16,75.0,430.12,4.3,61
+Custom Knife Factory,knives,63,6,90.5,831.46,12.2,4
+MightyEDC,retailer,63,62,1.6,151.99,1.1,63
+Peacock,fidgets_haptics,62,10,83.9,148.70,2.6,60
+GD EDC,fidgets_haptics,61,33,45.9,119.12,5.7,57
+Anthony Marfione,knives,61,15,75.4,2796.23,13.1,2
+Namisu,pens_writing,60,55,8.3,58.28,8.9,60
+TANGO,fidgets_haptics,60,26,56.7,106.49,2.2,60
+Glow Rhino,knives,59,31,47.5,86.45,12.0,0
+YOLO STUDIO,fidgets_haptics,58,19,67.2,215.95,3.9,53
+Attn2Detail Mercantile,knives,57,20,64.9,817.72,12.2,12
+Brian Brown Knives,knives,56,32,42.9,180.67,10.2,2
+WM EDC,fidgets_haptics,55,9,83.6,135.93,3.9,51
+Steel Flame,fidgets_haptics,55,11,80.0,902.73,12.8,5
+Zero Feud,fidgets_haptics,54,44,18.5,37.67,10.0,0
+Tuff Writer,pens_writing,54,27,50.0,119.31,9.6,50
+Ernest Emerson,knives,54,7,87.0,2756.02,12.5,1
+Starlingear,beads_lanyards,54,25,53.7,954.54,14.6,6
+TiSurvival,fidgets_haptics,54,50,7.4,142.17,9.1,0
+James Brand,knives,52,41,21.2,135.82,12.6,3
+Koch Tools,multitools_pry,52,36,30.8,147.84,12.0,2
+Oknife,knives,52,45,13.5,72.75,3.9,52
+Fiddleback Forge,knives,49,37,24.5,386.24,1.0,49
+White River Knives,knives,48,16,66.7,181.96,14.4,0
+KTS,fidgets_haptics,48,17,64.6,347.73,4.2,48
+Sharp by Design,knives,48,37,22.9,572.50,14.1,11
+Metal Toys-Dz.,fidgets_haptics,47,37,21.3,149.04,10.0,32
+EDCELL,fidgets_haptics,47,13,72.3,266.26,4.4,44
+T-MAX,fidgets_haptics,46,28,39.1,693.30,4.8,44
+Naoketeng,fidgets_haptics,45,14,68.9,291.17,3.0,45
+RUISHA,fidgets_haptics,44,14,68.2,387.25,3.4,44
+Cyber EDC,fidgets_haptics,44,14,68.2,190.22,2.6,43
+OS EDC,fidgets_haptics,44,14,68.2,113.27,3.5,42

category_overview.csv

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+category,total_products,available_products,sold_out_products,sell_through_rate,avg_price,median_price,min_price,max_price,total_brands
+knives,38712,11083,27629,71.4,522.71,287.89,0.27,32500.00,692
+fidgets_haptics,11918,2496,9422,79.1,251.74,197.00,0.01,19900.00,275
+pens_writing,4709,717,3992,84.8,281.03,277.00,0.49,2500.00,73
+patches,4148,3013,1135,27.4,22.94,9.99,0.75,10000.00,71
+bags_pouches,3239,1922,1317,40.7,195.81,75.00,0.89,6719.00,80
+other,2734,1585,1149,42.0,203.20,60.00,0.25,6000.00,266
+wallets_organization,2671,1948,723,27.1,320.08,95.00,0.01,11000.00,44
+multitools_pry,2592,2138,454,17.5,101.90,36.95,0.59,68000.00,55
+flashlights,1636,844,792,48.4,162.06,74.95,0.98,4700.00,66
+beads_lanyards,954,590,364,38.2,151.93,49.45,0.90,2500.00,89
+watches,150,93,57,38.0,397.00,79.00,4.99,9500.00,19

material_trends.csv

@@ -0,0 +1,10 @@
+material,product_count,avg_price,sell_through_rate,most_common_category
+titanium,8756,422.98,68.6,knives
+g10,4782,233.32,69.1,knives
+micarta,2179,254.81,69.7,knives
+aluminum,1961,223.08,66.3,knives
+stainless steel,1412,184.85,77.1,fidgets_haptics
+carbon fiber,1032,313.86,71.0,knives
+brass,840,294.26,74.4,knives
+copper,800,302.53,77.8,knives
+damascus,698,1053.88,63.9,knives

price_distribution.csv

@@ -0,0 +1,56 @@
+category,price_tier,product_count,sell_through_rate,avg_days_to_sellout
+bags_pouches,$0-50,1335,37.8,8.9
+bags_pouches,$50-100,541,36.4,8.7
+bags_pouches,$100-200,612,36.9,9.1
+bags_pouches,$200-400,457,37.0,8.7
+bags_pouches,$400+,294,75.2,8.4
+beads_lanyards,$0-50,481,19.5,9.9
+beads_lanyards,$50-100,201,31.3,9.9
+beads_lanyards,$100-200,83,45.8,9.3
+beads_lanyards,$200-400,34,64.7,4.7
+beads_lanyards,$400+,155,94.8,2.5
+fidgets_haptics,$0-50,483,35.4,6.5
+fidgets_haptics,$50-100,1560,68.0,5.3
+fidgets_haptics,$100-200,4276,81.1,7.4
+fidgets_haptics,$200-400,4329,87.3,10.2
+fidgets_haptics,$400+,1270,74.3,4.9
+flashlights,$0-50,625,33.6,11.9
+flashlights,$50-100,411,46.7,12.8
+flashlights,$100-200,292,54.1,13.3
+flashlights,$200-400,139,66.9,12.8
+flashlights,$400+,169,82.2,12.1
+knives,$0-50,4125,50.7,9.5
+knives,$50-100,6649,56.9,9.3
+knives,$100-200,4484,63.7,10.3
+knives,$200-400,8124,70.6,10.9
+knives,$400+,15330,85.8,7.9
+multitools_pry,$0-50,1825,11.8,9.6
+multitools_pry,$50-100,406,19.5,9.7
+multitools_pry,$100-200,276,45.3,9.8
+multitools_pry,$200-400,52,32.7,9.2
+multitools_pry,$400+,33,51.5,8.2
+other,$0-50,1276,33.2,7.7
+other,$50-100,319,34.5,9.8
+other,$100-200,453,46.4,10.9
+other,$200-400,398,45.0,11.4
+other,$400+,288,78.5,12.3
+patches,$0-50,4038,26.6,3.9
+patches,$50-100,57,33.3,1.9
+patches,$100-200,8,75.0,1.2
+patches,$200-400,13,76.9,1.2
+patches,$400+,32,81.3,3.9
+pens_writing,$0-50,309,24.9,12.4
+pens_writing,$50-100,342,52.3,7.3
+pens_writing,$100-200,661,73.1,12.6
+pens_writing,$200-400,2829,96.5,6.3
+pens_writing,$400+,568,92.3,4.5
+wallets_organization,$0-50,797,20.3,12.2
+wallets_organization,$50-100,737,28.0,14.6
+wallets_organization,$100-200,772,32.4,15.6
+wallets_organization,$200-400,146,31.5,16.1
+wallets_organization,$400+,219,26.9,10.4
+watches,$0-50,44,18.2,10.3
+watches,$50-100,36,72.2,10.2
+watches,$100-200,26,11.5,9.9
+watches,$200-400,16,62.5,12.2
+watches,$400+,28,35.7,9.9

weekly_drops.csv

@@ -0,0 +1,7 @@
+week_start,total_new_products,knives,fidgets_haptics,pens_writing,patches,bags_pouches,wallets_organization,multitools_pry,flashlights,beads_lanyards,watches,other,avg_price_of_drops,sell_through_rate_of_drops
+2026-02-23,33547,20233,4612,2042,498,932,2182,546,1304,247,102,849,402.65,70.1
+2026-03-02,9776,2787,1328,351,52,2161,425,1970,88,400,39,175,226.69,35.8
+2026-03-09,21822,10505,5498,2206,2206,125,10,27,194,229,7,815,368.20,71.9
+2026-03-16,1498,1263,137,20,9,3,14,12,1,0,0,39,272.74,37.7
+2026-03-23,4038,3276,272,61,79,7,36,26,39,58,1,183,460.80,60.3
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