Jam Tangan Pria
Naufal Fawaaz Shofa
2026-02-25
# Import data
data <- read.csv("Amazon_Men_Wrist_Watches.csv", stringsAsFactors = FALSE)
# Melihat struktur data
str(data)## 'data.frame': 2400 obs. of 6 variables:
## $ X : int 0 1 2 3 4 5 6 7 8 9 ...
## $ brand_name : chr "Casio" "Casio" "Titan" "Daniel Hechter" ...
## $ watch_name : chr "Vintage A-158WA-1Q Digital Grey Dial Unisex Watch Silver Metal Strap (D011)" "Youth Series Digital Black Dial Unisex Watch - F-91W-1Q(D002)" "Karishma Analog Black Dial Men's Watch -NM1639SM02 / NL1639SM02" "Paris Bercy Collection Modern Multi Functional Watch for Men with Square Dial and Silicon Band-DHM1001" ...
## $ rating : num 4.4 4.5 4.3 4.3 4.5 4.3 4.1 4.4 4.3 4.1 ...
## $ number_of_reviews: chr "54K" "13.2K" "2.9K" "890" ...
## $ price : chr "1,894" "1,191" "1,695" "2,593" ...# Melihat ringkasan data
summary(data)## X brand_name watch_name rating
## Min. : 0.0 Length:2400 Length:2400 Min. :1.000
## 1st Qu.: 599.8 Class :character Class :character 1st Qu.:3.900
## Median :1199.5 Mode :character Mode :character Median :4.200
## Mean :1199.5 Mean :4.141
## 3rd Qu.:1799.2 3rd Qu.:4.400
## Max. :2399.0 Max. :5.000
## NA's :231
## number_of_reviews price
## Length:2400 Length:2400
## Class :character Class :character
## Mode :character Mode :character
##
##
##
## colSums(is.na(data))## X brand_name watch_name rating
## 0 0 0 231
## number_of_reviews price
## 0 0sum(is.na(data))## [1] 231data_clean <- na.omit(data)data$price[is.na(data$price)] <- mean(data$price, na.rm = TRUE)## Warning in mean.default(data$price, na.rm = TRUE): argument is not numeric or
## logical: returning NAdata$rating[is.na(data$rating)] <- median(data$rating, na.rm = TRUE)modus <- names(sort(table(data$brand), decreasing = TRUE))[1]
data$brand[is.na(data$brand)] <- modussum(is.na(data_clean))## [1] 0sum(duplicated(data))## [1] 0str(data$price)## chr [1:2400] "1,894" "1,191" "1,695" "2,593" "4,494" "706" "1,099" "4,796" ...data$price <- gsub(",", "", data$price)data$price <- gsub("₹", "", data$price)
data$price <- gsub("\\$", "", data$price)data$price <- as.numeric(data$price)str(data$price)## num [1:2400] 1894 1191 1695 2593 4494 ...Q1 <- quantile(data$price, 0.25, na.rm = TRUE)
Q3 <- quantile(data$price, 0.75, na.rm = TRUE)
IQR_value <- IQR(data$price, na.rm = TRUE)
lower_bound <- Q1 - 1.5 * IQR_value
upper_bound <- Q3 + 1.5 * IQR_valuelower_bound## 25%
## -12286.12upper_bound## 75%
## 23666.88outlier <- data$price < lower_bound | data$price > upper_bound
sum(outlier, na.rm = TRUE)## [1] 159data[outlier, ]## X brand_name
## 119 118 Casio
## 128 127 Seiko
## 184 183 Seiko
## NA NA <NA>
## 307 306 Titan
## 315 314 Casio
## 336 335 Casio
## 426 425 Citizen
## 469 468 EDGE
## 477 476 Diesel
## 495 494 OBLVLO
## 514 513 Seiko
## 525 524 BRETLEY
## 528 527 Armani Exchange
## 536 535 Armani Exchange
## 561 560 AGELOCER
## 572 571 Diesel
## 582 581 Emporio Armani
## 600 599 Citizen
## NA.1 NA <NA>
## 627 626 Seiko
## 638 637 Titan
## 639 638 Seiko
## 643 642 BOSS
## 644 643 Armani Exchange
## 645 644 Titan
## 653 652 Seiko
## 658 657 EDGE
## 681 680 Fossil
## 696 695 Emporio Armani
## 713 712 D1 Milano
## 718 717 FEICE
## 744 743 Armani Exchange
## 748 747 Titan
## 775 774 Fossil
## 798 797 KENNETH COLE
## 810 809 Titan
## 811 810 Seiko
## 842 841 Seiko
## 844 843 Fossil
## 851 850 Titan
## 858 857 FEICE
## 861 860 Casio
## 902 901 TISSOT
## NA.2 NA <NA>
## 930 929 Citizen
## 935 934 Titan
## NA.3 NA <NA>
## 952 951 Diesel
## 960 959 TIMEX
## 1030 1029 Casio
## 1034 1033 Emporio Armani
## 1048 1047 Diesel
## 1060 1059 TISSOT
## 1078 1077 Tissot(ティソ)
## 1109 1108 Ingersoll
## 1122 1121 Seiko
## 1128 1127 Emporio Armani
## 1130 1129 TSAR BOMBA
## 1133 1132 Titan
## NA.4 NA <NA>
## 1192 1191 Seiko
## 1205 1204 Seiko
## 1207 1206 Tissot(ティソ)
## 1208 1207 Casio
## 1219 1218 Titan
## 1247 1246 Tornado
## 1266 1265 EDGE
## 1269 1268 Emporio Armani
## 1297 1296 EDGE
## 1298 1297 Philipp Plein
## 1300 1299 Diesel
## 1301 1300 COACH
## 1308 1307 Police
## NA.5 NA <NA>
## 1340 1339 TIMEX
## 1344 1343 Michael Kors
## 1349 1348 Seiko
## NA.6 NA <NA>
## 1394 1393 Armani Exchange
## NA.7 NA <NA>
## 1410 1409 Seiko
## 1411 1410 Titan
## NA.8 NA <NA>
## 1419 1418 Casio
## 1420 1419 Titan
## 1421 1420 Casio
## NA.9 NA <NA>
## 1435 1434 Diesel
## NA.10 NA <NA>
## 1459 1458 Emporio Armani
## 1468 1467 Seiko
## 1469 1468 Armani Exchange
## 1476 1475 Swiss Military Hanowa
## NA.11 NA <NA>
## 1500 1499 Seiko
## 1514 1513 Casio
## 1515 1514 SEAKOSS
## 1526 1525 Emporio Armani
## NA.12 NA <NA>
## NA.13 NA <NA>
## 1592 1591 Seiko
## NA.14 NA <NA>
## 1611 1610 Seiko
## 1618 1617 Swiss Military Hanowa
## 1627 1626 Swiss Military Hanowa
## 1632 1631 Seiko
## 1641 1640 Maserati
## 1654 1653 Maserati
## 1680 1679 Emporio Armani
## 1706 1705 Versace
## 1712 1711 TISSOT
## 1716 1715 Fossil
## 1727 1726 Seiko
## NA.15 NA <NA>
## 1731 1730 Victorinox
## 1749 1748 Emporio Armani
## NA.16 NA <NA>
## 1767 1766 Seiko(セイコー)
## 1828 1827 KENNETH COLE
## 1838 1837 Seiko
## 1841 1840 Citizen
## 1851 1850 Citizen
## 1855 1854 KENNETH COLE
## 1860 1859 TISSOT
## 1867 1866 Diesel
## 1873 1872 Citizen
## NA.17 NA <NA>
## 1920 1919 AGELOCER
## 1937 1936 G-Shock
## 1952 1951 Fossil
## 1962 1961 Citizen
## 1964 1963 Swiss Military Hanowa
## 1974 1973 TISSOT
## 1975 1974 TISSOT
## NA.18 NA <NA>
## 1997 1996 Victorinox
## 2001 2000 Mathey-Tissot
## 2009 2008 G-Shock
## 2011 2010 FEICE
## 2035 2034 Michael Kors
## 2038 2037 Diesel
## 2039 2038 TIKORRA
## 2045 2044 TISSOT
## 2050 2049 Seiko(セイコー)
## 2052 2051 Emporio Armani
## 2059 2058 Seiko
## NA.19 NA <NA>
## 2071 2070 Victorinox
## 2072 2071 Swiss Military Hanowa
## 2077 2076 Michael Kors
## NA.20 NA <NA>
## 2101 2100 TISSOT
## 2113 2112 Emporio Armani
## 2117 2116 Citizen
## 2132 2131 Emporio Armani
## 2145 2144 Emporio Armani
## 2153 2152 Michael Kors
## 2158 2157 KENNETH COLE
## 2163 2162 Swiss Military by Chrono
## NA.21 NA <NA>
## 2182 2181 Guess Watches
## 2222 2221 Seiko
## 2224 2223 Tissot(ティソ)
## 2225 2224 TIMEX
## 2233 2232 Swiss Military Hanowa
## 2246 2245 Tissot(ティソ)
## NA.22 NA <NA>
## NA.23 NA <NA>
## 2257 2256 Maserati
## NA.24 NA <NA>
## 2285 2284 Maserati
## 2296 2295 Citizen
## 2308 2307 Emporio Armani
## 2317 2316 Maserati
## 2319 2318 Seiko
## NA.25 NA <NA>
## 2337 2336 Swiss Military Hanowa
## 2341 2340 Maserati
## 2354 2353 Swiss Military Hanowa
## 2363 2362 Citizen
## 2372 2371 Titan
## 2373 2372 Citizen
## 2374 2373 Casio
## 2396 2395 Maserati
## watch_name
## 119 Casio Edifice EFK-100D-3ADR Automatic Analog Green Dial Men (ED671)
## 128 Seiko Analog Stainless Steel Blue Dial Silver Band Men's Watch-SSK003K1
## 184 Seiko Stainless Steel Analog Green Dial Men Watch-Srpd63K1, Bandcolor-Silver
## NA <NA>
## 307 Titan Ceramic Fusion Automatic Anthracite Dial Two Toned Rose Gold and Grey Stainless Steel Bracelet Watch for Men - NT90174KD03
## 315 G-Shock GG-B100-1A3DR Bluetooth Analog-Digital Black Dial Men Watch Green Resin Strap (G973)
## 336 G-Shock GST-B100-1ADR Metal Ip Black Analog Dial Black Resin Strap Men's Watch Tough Solar Bluetooth G789
## 426 Citizen Automatic Gents Watch Light Blue Dial - NJ0151-88M-Tsuyosa Collection
## 469 EDGE Titan Fusion Quartz Analog Black Dial Two Toned Black & Rose Gold Ceramic Strap Watch for Men - NT1878KD03
## 477 Stainless Steel Analog Gray Dial Men's Watch-Dz7484, Band Color:Gray
## 495 Luxury Brand Stars Wheel Mechanical Automatic Mens Watch Super Luminous Leather Waterproof Creative Sport Watches DK-J
## 514 Analog Green Dial Men's Stainless Steel Watch-SSK035K1
## 525 Watches Men's Tonneau Skeleton Watch, Analog Display, Black Silicone Band, Automatic Self-Winding Movement, Luminous Hands, Exhibition Caseback, Adult, Sport Style, Barrel Shape, Mechanical
## 528 Stainless Steel Analog Blue Dial Men's Watch-AX2457
## 536 Stainless Steel Analog Black Dial Men's Watch-Ax2458, Band Color:Gray
## 561 Luxury Automatic Mechanical Watch Original Men Watch with 3D Moon Phase Watch Dial Tourbillon Skeleton Men's Wrist Watch for Business, Dating, Casual, 6401F2-1, Business Casual Meeting
## 572 Mr. Daddy 2 Multicolor Quartz Stainless Steel Watch Dz7486, Chronograph, Men
## 582 Blue Watch AR11696
## 600 Citizen Automatic Blue Dial Mens Watch NJ0151-88L, Analogue, Stainless Steel, Silver Strap
## NA.1 <NA>
## 627 Analog Light Blue Dial Men's Watch-SUR371P1 Stainless Steel, Silver Strap
## 638 Titan Edge Squircle Men's Analog Watch-1841QC03
## 639 Analogue Men's Stainless Steel Watch (Black Dial Yellow Colored Strap)
## 643 Analog Green Dial Men's Watch-1513923
## 644 Men Analogue Black Band Black Quartz Stainless Steel Watch AX2463
## 645 Edge Ceramic White Dial Analog Ceramic Strap watch for Men-NS1696QC04/NT1696QC04
## 653 Silicone Analog Black Dial Men Watch-Srpd76K1, Black Band
## 658 Titan Edge Ceramic Dress with Diamonds Quartz Analog Blue Dial Blue Ceramic Strap Watch for Men - NT1696QC09
## 681 Analog Green Dial Men's Watch-BQ2754SET
## 696 Emporio Armani Analog Blue Dial Men's Watch-AR11362 Stainless Steel, Multicolor Strap
## 713 Ultra Thin Black Dial Quartz Analog Watch - for Men UTBJ42
## 718 Automatic Mechanical Watch Skeleton for MenWatch Titanium Steel 50M Waterproof Mens Wristwatch Luminous Analog Watches No Battery Silicone Strap,FM501 Blue
## 744 Gunmetal Watch AX4195
## 748 Titan Anthracite Dial Analog Watch for Men-90162QM01
## 775 x Nick Jonas Machine Luxe Gold Watch LE1218
## 798 Automatic Grey Dial Grey Stainless Steel Strap Watch for Men - KCWGY0064401MN
## 810 Titan Ceramic Fusion Automatic Black Dial Two Toned Silver Stainless Steel & Black Ceramic Strap Watch for Men - NT90175KD01
## 811 Seiko 5 Sports Automatic Black Dial Mens Watch SRPG27K1
## 842 Seiko Analogue Blue Dial Silver Band Men's Stainless Steel Watch-SRPJ45K1
## 844 Stainless Steel Analog Green Dial Men's Watch-Me3262, Band Color:Silver
## 851 Edge Ceramic Analog Black Dial Men's Watch-NM1696NC01 / NL1696NC01/NP1696NC01
## 858 Watches for Men Automatic Skeleton Watch Waterproof Sapphire Crystal 5ATM Waterproof Wristwatch Anti Shock Luminous Display Business Wristwatch Silicone Strap, FM511, Multicolor, Strap
## 861 Edifice ECB-2000NP-1ADF Bluetooth Analog-Digital Black Dial Men Watch Blue Resin Strap (ED610)
## 902 PRX Blue Dial Men's Watch-T1374101104100 (Dial Blue, Silver Bracelet)
## NA.2 <NA>
## 930 CA4664-60W Chronograph Eco-Drive Men's Watch – Gold-Tone Stainless Steel Case & Band,Sapphire Crystal, Green Dial
## 935 Titan Edge Ceramic Green Dial Analog Ceramic Strap watch for Men-NS1696QC06/NT1696QC06
## NA.3 <NA>
## 952 Analog Stainless Steel Black Dial and Band (Big dial) Men's Watch-DZ7395
## 960 Jet Mechanical Automatic Watch for Men with Round Dial & Water Resistant Man's Wrist Watches
## 1030 G-Shock MTG-B2000YST-1ADR Bluetooth Analog Black Dial Men (G1645)
## 1034 Emporio Armani Leather Analog Silver Dial Men Watch-Ar60007, Black Band
## 1048 Analog Multicolor Dial Men's Watch-DZ7492
## 1060 Seastar Chronograph Quartz Blue Dial Men's Watch T120.417.11.041.03
## 1078 PRX Black Dial Men's Watch T137.410.11.051.00 (Black dial, Silver Bracelet)
## 1109 Analog Rose Gold Dial Men's Watch-I13101
## 1122 Stainless Steel Analog Black Dial Men's Watch-Ssc773P1
## 1128 Black Watch AR70015
## 1130 Men's Automatic Watch Tonneau Luxury Skeleton Watches for Men Mechanical 50M Waterproof Analogue Watches Mens Unique Cool Silver Square Big Face Dial Wristwatch with Silicone Strap Band
## 1133 Titan Maritime Automatic Anthracite and Brown Bi-Colour Dial Brown Leather Strap Watch for Men - NT1793KL02
## NA.4 <NA>
## 1192 Seiko Nylon Analog Black Dial Men Watch-Srpd71K2, Bandcolor-Black
## 1205 Stainless Steel Coutura Analog Black Dial Men Watch-Ssc764P1, Bandcolor-Silver
## 1207 PR516 Chronograph Watch T1494172205101
## 1208 G-Shock GWG-B1000-3ADR Gray IP Analog-Digital Dial Military Green Resin Strap Men's Watch Mud Resistant Tough Solar G1472
## 1219 Analog Black Dial Men's Watch-1696KC01, Blaxk/NP1696KC01
## 1247 Xenith Automatic Men’s Watch – 39mm Skeleton Dial, Miyota 82S7 Japanese Automatic Watch, Black Stainless Steel Case, Deep-Green Silicone Strap, Butterfly Clasp, 10ATM Water Resistance
## 1266 EDGE Titan Bicolour Quartz Analog Green Dial and Green Ceramic Strap Watch for Men
## 1269 Analog Silver Dial Men's Watch-AR60092
## 1297 EDGE Titan Ceramic Dress with Diamonds Quartz Analog Black Dial Two Toned Black & Brown Ceramic Strap Watch for Men - NT1696KC02
## 1298 $KELETON Men's Automatic Analogue Watch
## 1300 Mr. Daddy Slim Gold Quartz Stainless Steel Watch DZ7490
## 1301 Analog Black Dial Men's Watch-14602681
## 1308 Black Dial Multifunction Leather Strap Watch for Men
## NA.5 <NA>
## 1340 Waterbury Heritage Analog Black Round Dial & Silver Stainless Steel Bracelet Band Water Resistant Men's Wrist Watch - TW2Y24000IK
## 1344 Analog White Dial Men's Stainless Steel Watch - MK8344
## 1349 Seiko Stainless Steel Analogue Cream Dial Men Watch-Srpk31K1, Bandcolor-Silver
## NA.6 <NA>
## 1394 Stainless Steel Analog Black Dial Men's Watch-Ax2456, Band Color:Rose Gold
## NA.7 <NA>
## 1410 Stainless Steel 5 Sports Field Deploy Automatic Analogue Watch for Men-Ssk023K1, Silver
## 1411 Titan Regalia Stellar Automatic Malachite Dial Leather Strap Watch for Men-10008TL01
## NA.8 <NA>
## 1419 G-Shock GWG-2000-1A3DR Gray IP Multi-Coloured Analog-Digital Dial Military Green Resin Strap Men's Watch Mud Resistant Barometer Altimeter G1176
## 1420 Titan Wine Ceramic Quartz Analog Maroon Dial Ceramic Strap Watch for Men | Analog Men's Watch - 1696QC19
## 1421 G-Shock GM-B2100D-1ADR Stainless Steel Bezel Black Analog-Digital Dial Stainless Steel Solid Band Men's Watch Tough Solar Bluetooth G1270
## NA.9 <NA>
## 1435 Mr. Daddy 2 Analog Gold Dial Men's Watch-DZ7479
## NA.10 <NA>
## 1459 Analog Black Dial Men's Watch-AR11680
## 1468 Analog Green Dial Men's Watch-SUR377P1
## 1469 Black Watch AX4196
## 1476 SMWGL0005402 Master DILIGENTER - Swiss Made Round Silver Automatic - Watch for Men
## NA.11 <NA>
## 1500 5 Sports 38mm Automatic Skx SRPL77K1
## 1514 G-Shock GM-B2100BD-1ADR Black IP Black Analog-Digital Dial Black IP Stainless Steel Solid Band Men's Watch Tough Solar Bluetooth G1271
## 1515 Watches for Men Automatic Mechanical Luxury Flywheel Watch 3D Double Globe Stainless Steel Case Men Wrist Watch
## 1526 Silver Watch AR11681
## NA.12 <NA>
## NA.13 <NA>
## 1592 Stainless Steel Chronograph Quartz Watch for Men- Ssb445P1, Blue Dial, Bandcolor-Silver
## NA.14 <NA>
## 1611 Analog Black Dial Men's Watch-SSC573P1 Stainless Steel, Black Strap
## 1618 Avalanche Green Round Dial Swiss Made Automatic Watch for Men | SMWGL0006902
## 1627 Damask Legends Iron Black Round Dial Swiss Made Automatic Watch for Men | SMWGL0007030
## 1632 Analog White Dial Men's Stainless Steel Watch-SSK033K1
## 1641 Sfida Analog Dial Color Blue Men Watch- R8823140013
## 1654 Design Men's Luxury Watch, Stainless Steel Case, Quartz Movement, Rubber Strap, 30M Water Resistant Timepiece, Skeleton Dial, 2 Years Warranty - R8871642003
## 1680 Analog Green Dial Men's Watch-AR60091
## 1706 Black Dial Chrono Quartz 46 mm Dial Men Watch - VE6CA0623
## 1712 PR 100 Chronograph Quartz Blue Dial Men's Watch T1504171104100
## 1716 Stainless Steel Modern Courier Analog Black Dial Unisex's Watch-Bq2400Set, Band Color:Gold
## 1727 Seiko Aluminium Analog Orange Dial Men's Watch-Ssk005K1
## NA.15 <NA>
## 1731 Journey 1884, Swiss Made Men's Analog Watch, Black Dial, 43 Mm, Water Resistant Up To 200 M, Quartz Movement, Stainless Steel Case, Wrist Watch For Men | 242014, Band Color:Brown
## 1749 Silver Quartz Stainless Steel Watch AR11676
## NA.16 <NA>
## 1767 Sports Automatic Gold Dial Men's Watch SSK044, SSK044K1 (Limited Edition)
## 1828 Automatic Brown Dial Brown Stainless Steel Strap Watch for Men - KCWGY0046501MN
## 1838 Analog Black Dial Men's Watch-SSB345P1 Stainless Steel, Silver Strap
## 1841 Stainless Steel Analog Blue Dial Men's Watch-Nk5010-51L, Band Color-Silver
## 1851 Stainless Steel Analog White Dial Men Watch-Nh9136-88A, Multi-Color Band
## 1855 Kenneth Cole Automatic Analog Green Dial Green Silicon Strap Watch for Men - KCWGZ0076803MNW
## 1860 PRX Quartz Gold Dial Men's Watch T1374103302100
## 1867 Stainless Steel Spiked Analog Silver Dial Men Watch-Dz4629, Multi-Color Band
## 1873 Stainless Steel Analog Green Dial Silver Strap Men's Watch-Nk5010-51X
## NA.17 <NA>
## 1920 Mechanical Automatic Watches World Time Watch Men Business Mechanical Wrist Watch Leather Strap Blue Planet
## 1937 Casio G-Shock GMC-B2100D-1ADR Bluetooth Analog Black Dial Men (G1631)
## 1952 Fenmore Multicolor Quartz Stainless Steel Watch BQ2900SET
## 1962 Leather Analog White Dial Men's Watch-Ca4593-15A, Band Color-Brown
## 1964 Master DILIGENTER Green Round Dial Comes with Swiss Made Automatic Watch for Men | SMWGL0005412
## 1974 Couturier Chronograph Black Dial Men's Watch T0356171105100
## 1975 PRS 516 Automatic Black Dial Men's Watch T100.430.11.051.00
## NA.18 <NA>
## 1997 Journey 1884, Swiss Made Men's Analog Watch, Black Dial, 43 Mm, Water Resistant Up To 200 M, Quartz Movement, Stainless Steel Case, Wrist Watch For Men | 242014, Band Color:Brown
## 2001 Automatic White Dial Men's Watch-H9030AI
## 2009 Casio G-Shock GMC-B2100AD-2ADR Bluetooth Analog Blue Dial Men (G1630)
## 2011 FM507 Men's Automatic Skeleton Black Analog-Digital Watch Mechanical Calendar Mens Black Wristwatch Square Sport Luminous Clock Watches 10ATM Waterproof Watches, Sport
## 2035 Analog Grey Dial Men's Watch - MK8561
## 2038 Stainless Steel Men's Mr. Daddy 2.0 Dz7370 Red Silicone Japanese Quartz Fashion Analog Watch, Dial_ Black, Band_Red
## 2039 Premium Stylish Men’s Watch | Elegant Analog Timepiece with Leather Strap | Perfect for Office, Party & Casual Wear | Scratch Resistant Dial | Trendy Gift Choice for Men
## 2045 Seastar 1000 Chronograph Blue Gradient Dial Men's Watch T1204171104101
## 2050 GMT SSK031K1 Red Dial Limited Edition Automatic Watch for Men
## 2052 Stainless Steel Analog Black Dial Men's Watch-Ar11242
## 2059 Seiko Limited Edition India Exclusive Blue Dial Men's Analog Watch, Stainless Steel Band, with Extra Silicon Strap- Srpk81K1, Band Color:Silver
## NA.19 <NA>
## 2071 Chrono Classic 41 mm Silver Dial Men Watch - 241509
## 2072 SMWGL0005530 Dark Night - Swiss Made Round Musou Black Automatic - Watch for Men
## 2077 Callum Black Watch MKO1242
## NA.20 <NA>
## 2101 Seastar Automatic Powermatic 80 Men's Watch T1204071109101
## 2113 Green Watch AR70017
## 2117 Stainless Steel Analog Gray Dial Men Watch-Nj0154-80H, Black Band
## 2132 Mens Chronograph Stainless Steel Watch (Black_Free Size)
## 2145 Analog Gray Dial Men's Ceramic Watch-Ar70010
## 2153 Watches Lexington Watch
## 2158 Automatic Grey Dial Brown Leather Strap Watch for Men - KCWGX0046203MN
## 2163 SWISS MILITARY HANOWA SMWGC0000302 - Swiss Made Round Silver Chronograph - Watch for Men
## NA.21 <NA>
## 2182 GC Analog Blue Dial Men's Watch-Z51001G7MF
## 2222 Metal Analog Grey Dial Men Watch-Ssc376P9, Bandcolor-Silver
## 2224 T-Sport Chronograph Quartz Green Dial Men's Watch T1166172209100
## 2225 Capstone Black Round Dial Mechanical Automatic Men's Watch - TW2Y39600UJ
## 2233 SMWGL0002001-SET - Swiss Made Round Black Automatic Watch for Men with Spare Bracelet
## 2246 Seastar Chronograph Green Dial Men's Watch T1204171109101
## NA.22 <NA>
## NA.23 <NA>
## 2257 Sport Men's Luxury Watch, Stainless Steel Case, Automatic Movement, Stainless Steel Strap, 100M Water Resistant Timepiece, Skeleton Dial, 2 Years Warranty - R8823140011
## NA.24 <NA>
## 2285 Stainless Steel Lifestyle Day-Date Analog Dial Color Blue Men Watch - R8823100001, Rose Gold Band
## 2296 Leather Analog Grey Dial Men's Watch-Nk5010-01H, Band Color-Black
## 2308 Blue Watch AR70016
## 2317 Design Men's Luxury Watch, Stainless Steel Case, Quartz Movement, Stainless Steel Strap, 100M Water Resistant Timepiece, Black Dial, 2 Years Warranty - R8873642001
## 2319 5 Sports Yellow - SRPL87K1
## NA.25 <NA>
## 2337 DILIGENTER Olive Round DIAL Analog Watch for Men SMWGL0002103
## 2341 Lifestyle Men's Luxury Watch, Stainless Steel Case, Quartz Movement, Stainless Steel Strap, 100M Water Resistant Timepiece, Blue Dial, 2 Years Warranty - R8873600007
## 2354 SMWGI0004303 - Swiss Made Square Dial Silver Chronograph - Watch for Men
## 2363 Eco-Drive Analog Mens Stainless Steel Watch Powered by Light -Beginning Blue - Eco Drive Chronograph-CA4500-83M
## 2372 Titan Stellar Quartz Green Shaped Dial Men's Watch | Stainless Steel Strap Material | Watches for Men Analog - 10053QM01
## 2373 Eco-Drive Analog Mens Stainless Steel Watch Powered by Light - Octagon Shape Collection-BM7633-81X
## 2374 G-Shock GW-5000HS-1DR Digital Black Dial Men (G1670)
## 2396 Sport Men's Luxury Watch, Stainless Steel Case, Quartz Movement, Stainless Steel Strap, 100M Water Resistant Timepiece, Blue Dial, 2 Years Warranty - R8873612054
## rating number_of_reviews price brand
## 119 4.3 19 25995 Casio
## 128 4.5 1.1K 40500 Seiko
## 184 4.6 4.9K 27000 Seiko
## NA NA <NA> NA <NA>
## 307 4.2 52 26725 Titan
## 315 4.6 179 24796 Casio
## 336 4.5 209 24994 Casio
## 426 4.5 1.3K 31410 Citizen
## 469 5.0 6 24645 EDGE
## 477 4.0 8 27996 Diesel
## 495 4.2 74978 OBLVLO
## 514 4.4 114 40500 Seiko
## 525 4.2 66916 BRETLEY
## 528 4.1 21 23995 Armani Exchange
## 536 4.5 24 23995 Armani Exchange
## 561 5.0 1 55434 AGELOCER
## 572 4.2 9 40994 Diesel
## 582 5.0 3 25995 Emporio Armani
## 600 4.6 117 35009 Citizen
## NA.1 NA <NA> NA <NA>
## 627 4.5 107 24300 Seiko
## 638 3.6 25 37395 Titan
## 639 4.6 28 54000 Seiko
## 643 4.3 29 25661 BOSS
## 644 4.7 8 23991 Armani Exchange
## 645 4.6 72 26276 Titan
## 653 4.2 207 29700 Seiko
## 658 4.2 19 25197 EDGE
## 681 5.0 4 26995 Fossil
## 696 4.0 100 27994 Emporio Armani
## 713 4.2 31499 D1 Milano
## 718 4.2 36999 FEICE
## 744 5.0 2 24495 Armani Exchange
## 748 4.5 12 28495 Titan
## 775 4.0 2 23948 Fossil
## 798 4.2 24999 KENNETH COLE
## 810 4.2 32 27994 Titan
## 811 4.4 298 27000 Seiko
## 842 4.5 388 27000 Seiko
## 844 4.4 24 24494 Fossil
## 851 4.1 149 27815 Titan
## 858 4.3 39 24999 FEICE
## 861 4.2 15 23994 Casio
## 902 4.2 37000 TISSOT
## NA.2 NA <NA> NA <NA>
## 930 4.4 12 52110 Citizen
## 935 2.8 16 27595 Titan
## NA.3 NA <NA> NA <NA>
## 952 4.0 389 27996 Diesel
## 960 4.5 11 26995 TIMEX
## 1030 4.7 4 94995 Casio
## 1034 4.0 44 32495 Emporio Armani
## 1048 4.4 8 24796 Diesel
## 1060 4.2 49900 TISSOT
## 1078 4.2 33995 Tissot(ティソ)
## 1109 4.5 11 31620 Ingersoll
## 1122 4.3 78 37800 Seiko
## 1128 4.2 27995 Emporio Armani
## 1130 4.3 357 31975 TSAR BOMBA
## 1133 4.3 87 23995 Titan
## NA.4 NA <NA> NA <NA>
## 1192 4.1 364 27000 Seiko
## 1205 4.2 7 46800 Seiko
## 1207 4.2 52000 Tissot(ティソ)
## 1208 5.0 8 52195 Casio
## 1219 4.0 14 28795 Titan
## 1247 4.2 28608 Tornado
## 1266 4.4 43 28796 EDGE
## 1269 5.0 1 27994 Emporio Armani
## 1297 5.0 5 34395 EDGE
## 1298 4.6 11 72500 Philipp Plein
## 1300 4.5 2 32494 Diesel
## 1301 4.2 26763 COACH
## 1308 4.2 29295 Police
## NA.5 NA <NA> NA <NA>
## 1340 4.2 24995 TIMEX
## 1344 4.5 1.4K 24494 Michael Kors
## 1349 4.5 203 29700 Seiko
## NA.6 NA <NA> NA <NA>
## 1394 4.3 8 23995 Armani Exchange
## NA.7 NA <NA> NA <NA>
## 1410 4.4 57 40500 Seiko
## 1411 3.3 7 64994 Titan
## NA.8 NA <NA> NA <NA>
## 1419 4.7 21 65994 Casio
## 1420 5.0 1 27996 Titan
## 1421 4.2 17 38395 Casio
## NA.9 NA <NA> NA <NA>
## 1435 4.3 38 34995 Diesel
## NA.10 NA <NA> NA <NA>
## 1459 5.0 1 27995 Emporio Armani
## 1468 4.4 81 26100 Seiko
## 1469 4.2 24495 Armani Exchange
## 1476 5.0 2 53130 Swiss Military Hanowa
## NA.11 NA <NA> NA <NA>
## 1500 4.2 27000 Seiko
## 1514 3.7 10 49995 Casio
## 1515 4.4 18 30313 SEAKOSS
## 1526 4.0 5 27995 Emporio Armani
## NA.12 NA <NA> NA <NA>
## NA.13 NA <NA> NA <NA>
## 1592 4.5 39 28800 Seiko
## NA.14 NA <NA> NA <NA>
## 1611 4.0 20 54000 Seiko
## 1618 4.2 82575 Swiss Military Hanowa
## 1627 4.2 185000 Swiss Military Hanowa
## 1632 4.2 25 40500 Seiko
## 1641 4.2 50288 Maserati
## 1654 4.8 9 25128 Maserati
## 1680 1.0 1 27995 Emporio Armani
## 1706 4.2 99260 Versace
## 1712 4.2 33800 TISSOT
## 1716 4.3 104 26995 Fossil
## 1727 4.3 170 40500 Seiko
## NA.15 NA <NA> NA <NA>
## 1731 5.0 2 57600 Victorinox
## 1749 4.2 27995 Emporio Armani
## NA.16 NA <NA> NA <NA>
## 1767 4.2 40000 Seiko(セイコー)
## 1828 5.0 2 25999 KENNETH COLE
## 1838 4.6 169 24300 Seiko
## 1841 4.6 136 40410 Citizen
## 1851 4.7 2 34110 Citizen
## 1855 4.2 25999 KENNETH COLE
## 1860 4.2 45000 TISSOT
## 1867 4.9 33 24495 Diesel
## 1873 4.6 27 40410 Citizen
## NA.17 NA <NA> NA <NA>
## 1920 5.0 3 86152 AGELOCER
## 1937 5.0 2 47995 G-Shock
## 1952 4.2 26995 Fossil
## 1962 4.9 25 28710 Citizen
## 1964 4.2 89250 Swiss Military Hanowa
## 1974 4.2 44700 TISSOT
## 1975 4.2 81000 TISSOT
## NA.18 NA <NA> NA <NA>
## 1997 5.0 2 57600 Victorinox
## 2001 5.0 1 67000 Mathey-Tissot
## 2009 5.0 6 53999 G-Shock
## 2011 4.0 42 26999 FEICE
## 2035 4.6 469 24495 Michael Kors
## 2038 4.4 6 36995 Diesel
## 2039 4.2 49971 TIKORRA
## 2045 5.0 2 54000 TISSOT
## 2050 4.2 42000 Seiko(セイコー)
## 2052 4.4 25 27994 Emporio Armani
## 2059 4.0 39 28800 Seiko
## NA.19 NA <NA> NA <NA>
## 2071 5.0 5 32470 Victorinox
## 2072 5.0 2 64308 Swiss Military Hanowa
## 2077 4.2 36995 Michael Kors
## NA.20 NA <NA> NA <NA>
## 2101 5.0 1 70900 TISSOT
## 2113 4.2 26995 Emporio Armani
## 2117 4.2 17 37709 Citizen
## 2132 4.4 1K 26995 Emporio Armani
## 2145 4.2 5 27997 Emporio Armani
## 2153 4.7 844 24495 Michael Kors
## 2158 4.2 23995 KENNETH COLE
## 2163 5.0 1 32274 Swiss Military by Chrono
## NA.21 NA <NA> NA <NA>
## 2182 5.0 1 53995 Guess Watches
## 2222 3.5 15 46800 Seiko
## 2224 4.2 39700 Tissot(ティソ)
## 2225 4.2 27995 TIMEX
## 2233 4.2 80850 Swiss Military Hanowa
## 2246 4.2 55250 Tissot(ティソ)
## NA.22 NA <NA> NA <NA>
## NA.23 NA <NA> NA <NA>
## 2257 4.9 12 30925 Maserati
## NA.24 NA <NA> NA <NA>
## 2285 4.7 4 28930 Maserati
## 2296 4.4 59 42210 Citizen
## 2308 4.2 26995 Emporio Armani
## 2317 4.2 29 24029 Maserati
## 2319 5.0 1 31500 Seiko
## NA.25 NA <NA> NA <NA>
## 2337 4.2 7 46796 Swiss Military Hanowa
## 2341 3.6 3 24029 Maserati
## 2354 5.0 1 36750 Swiss Military Hanowa
## 2363 5.0 1 31365 Citizen
## 2372 5.0 1 32995 Titan
## 2373 3.5 4 25564 Citizen
## 2374 4.8 6 24494 Casio
## 2396 5.0 11 25128 Maseratiboxplot(data$price, main="Boxplot Harga")
data$price[data$price < lower_bound] <- lower_bound
data$price[data$price > upper_bound] <- upper_boundboxplot(data$price)