Exploratory Data Analysis

[andreaschandra]

• [x] similarity by title
• [x] non similarity by title
• [x] similarity by image
• [x] non similarity by image
• [x] simple observe to look up at image if the title seems highly not similar but match
• [x] simpel observe to look up at image if seems highly similar but not match

[andreaschandra]

Match Products

ROREC NATURAL SKIN CARE MASK ROREC SHEET MASK MASKER WAJAH MASK SHEET MASKER TOPENG SKINCARE Rorec 86 Natural Skin Care Shert Mask All Variant

rokok elektrik evod 1100mAh rokok elektric evod 1100mah

HIJAB INSTAN / JILBAB SERUT JOKOWI ADIBA JILBAB SERUT ADIBA JOKOWI POLOS (1KG=10PCS) / JILBAB INSTAN

Juice Cup Blender Mini Portable/USB Blender Juicer/Alat Pembuat Jus Blender Juice CUP Mini Portable

BATAMGROSIR.ID | PULPEN BTS - BANGTAN BOYS - ARMY - PENA BTS - PENA BTS - PENA BT21 - PULPEN BT21 PULPEN KARAKTER BT21 / UNICORN / BANGTAN BOYS - ARMY - PENA BTS

Pompa ASI Real Bubee Double Electric Beast Pump - B10007 Pompa ASI Real Bubee Double Electric Beast Pump ~ su185

freemir Set Alat Makan Wheat Straw Tableware 4 in 1 ALAT MAKAN WHEAT STRAW TABLEWARE 4 PCS

KAOS RINGER TEE L POLOS / BAHAN TEBAL / ASLI SPANDEX SOFT / KAOS WANITA TERLARIS / TSHIRT ZAYA - KAOS RINGER TEE POLOS

PROMO: PROFELIN Kaleng bisa utk JUNIOR & ADULT 400gr Big Promo Profelin Wet Food Kaleng 400 Gram for Kitten & Adult (All Stages) ....

Kasur Kelambu Bayi Set Bantal Guling PREMIUM / Kasur Lipat Kelambu Bayi / Kasur Kelambu /Kasur Bayi Kasur Kelambu Bayi Set Bantal Guling PREMIUM / Kasur Lipat Kelambu Bayi / Kasur Kelambu /Kasur Bayi

【dudubaba】Piyama Set Baju Atasan Blus Lengan Panjang Gambar Binatang+Celana untuk Bayi Laki-laki Setelan Piyama Lengan Panjang Motif Print Kartun Hewan + Celana untuk Bayi 0-6 Tahun

[Original Murah] Bolt Repack 1 kg / Makanan Kucing / Cat Food [Original] Bolt Repack 500 gr / Makanan Kucing / Cat Food

Tas Organizer Kosmetik / Makeup / Alat Mandi Bahan PVC untuk Travel [Bayar Di Tempat]Tempat Pensil Model Korea Motif Kartun Transparan untuk Pelajar

KARDIGAN SELLY Buruan Serbu Outer Wanita Cardigan Murah / Vest / Cardygan / Cardy - Putih

Headset Samsung Original Cabutan J1 J2 J3 J1 Ace J5 J7 2015 2016 2017 Handfree Earphone Support Mic Handset samsung HS330

[Bayar Di Tempat]O.TWO.O Gold Mascara Waterproof Long Lasting Curling Eyelash Cosmetics O.TWO.O Gold Mascara Waterproof Long Lasting Curling Eyelash Cosmetics 9981

izany boxer random Izany celana pendek Boxer size XL

Rak serbaguna kain 5 tingkat 4 susun rak buku portable lemari multi fungsi Rak lemari serbaguna 5 tingkat 4 susun rak buku portable lemari multi fungsi - pink polka

Bubble Wrap extra bubble wrap GOSEND / BAHAN KACA FRAGILE

(COD) KAOS ANAK LED LOL /Kaos SUPERHERO LED lampu 2 1-8TH / PAYET DI JAHIT LED 2 [Z.R] Baju kaos LOL LED kid WA

[andreaschandra]

Different Product

Johnson’s ® Top to Toe Hair & Body Bath 500ml Johnson's cottontouch top to toe hair & body baby bath 500 ml

Sandal Humble Sandal Humble Glass - Glanzton

PROMO LIKUID LIKUIT LIQUIT BABY POD LIQUID SALT POD 15ML 10RASA Voporizer Liquit - Likuit - Likuid - Liquid Premium Berry Banana Mochi 60ML 3MG - Bananalicious

6 Pasang / Set Anting Tusuk Bentuk Lingkaran Aksen Mutiara + Rumbai Gaya Bohemian untuk Wanita Subei 6 Pasang / Set Anting Tusuk Boho Bohemia Desain Geometri Hias Kristal / Rumbai untuk Wanita

Hijab bergo 1 layer tali nonpet hijab instant diamond strecht Khimar tali belakang

Korea 2019 Versi Korea Dari Musim Gugur Baru Sastra Retro Peas Sepatu Wanita Fila Perempuan New Year Korea 2019 Versi Korea Dari Musim Gugur Baru Sastra Retro Peas Sepatu Wanita Fila Perempuan New Year

AlQuran Mudah Hafal A5 Al Quran AL HUFAZ A5 (biru) Al Quran Hafalan Mudah Terjemah & Tajwid Warna - Cordoba

【12.12】Ready Stok / Romper Bayi Laki-laki / Perempuan Lengan Pendek Tulisan Babi Jumper Pakaian Bayi Ready Stok / Romper Bayi Laki-laki / Perempuan Lengan Pendek Tulisan Babi Jumper Pakaian Bayi

CHANEL BESI / SELEMPANG / BISA COD MIN ORDER 2 / REAL PICTURE DOMPET CHANEL 2 RUANG / BISA COD / REAL PICTURE / SELEMPANG / WANITA / KERANG / TERMUrah / BATAm

KERIPIK BELING 1/2 KG [ 1 kg ] Keripik kaca / keripik beling

YIYI Bra Fashion Wanita Bra Wanita Murah BH Busa Tipis Tanpa Kawat Push Up Bra REAL PIC YIYI Bra Fashion Wanita Bra Wanita Murah BH Busa Tipis Tanpa Kawat Push Up Bra REAL PIC

4WD RC Rock Crawler Remote Control OFFROAD 1:16 RC Truck Crawler RC RC Mobil Mainan Rock Crawler 1:16 Off Road 2.4GHz 4WD - Mobil Remot Kontrol

Fygalery PROMO Tumblr Light Lampu tumblr lampu natal lampu led lampu hias ricelamp 10 Meter PROMO Tumblr 10 Meter 100 led Light Lampu tumblr lampu natal lampu led lampu hias ricelamp Padang

Vaseline Lotion Healthy White Uv Lightening 400Ml Twin Pack VASELINE Healthy White UV Lightening Lotion 400ml

S-26 Procal Gold Tahap 3 Vanila Susu Pertumbuhan Anak Usia 1-3 Tahun Kaleng 1600Gr S-26 Procal Tahap 3 Vanila Susu Pertumbuhan Anak Usia 1-3 Tahun Kotak 700Gr

HIJAB INSTAN / JILBAB SERUT JOKOWI ADIBA Hijab Jilbab Serut Jokowi ADIBA Instan Seri 2 ? HIJAB INSTAN SERUT JOKOWI 2

PREMIUM RAJUT LOOCY OVERSIZED OUTHER CARDIE PREMIUM RAJUT KUMI OVERSIZED OUTHER CARDIE

Philips MyCare 4Watt Lampu LED Bulb EyeComfort - Putih NEW! PHILIPS MYCARE 8WATT MULTIPACK 4PCS LAMPU LED BULB EYECOMFORT - PUTIH UNIK

Ultra Memory Card 128GB 64GB 32GB 16GB 16GB 8GB Micro SDHC UHS-1 c10 A1 98mb / S SanDisk memory card A1 128GB 100mb/s micro SD Card 32gb class 10 SDXC 64gb Ultra SDHC 32gb 16gb

TAS FY SLEMPANG FASHION KOPER MINI FASHION 【Bisa Dikirim Segera】ORI FY LOGO MARBLE TAS KOPER MINI FOREVER YOUNG TAS WANITA SLEMPANG On

[andreaschandra]

Label distribution

[andreaschandra]

@alamhanz

[alamhanz]

who would check the image? who would check the text @andreaschandra My suggestion.. Let me do the image exploration.. you can check on the text.. (since you have started the BERT there)..

[andreaschandra]

@alamhanz kekekey...

[alamhanz]

I will use Keras tho.. Take more time for me to move to Pytorch.. sorry

[andreaschandra]

@alamhanz yak yak yak, no prob

[alamhanz]

~43% (plus-minus 7%) of a similar product doesn't have the same images ~5% (plus-minus 5%) of the different product have the same images

[alamhanz]

Match Products

Different Products

[alamhanz]

@andreaschandra What do you mean by simple observe to look up at image if seems highly not similar but duplicate there?

[andreaschandra]

title_2 has 2 rows missing

[andreaschandra]

@alamhanz the title seems highly not similar (high non overlaping words) but the label says 1 which means match or both product actually the same

in manual observation, bold means the outlier

[andreaschandra]

Okay, from the image, the image play a major role instead the title

[andreaschandra]

Word Match

label match has 55 percent overlap words label not match has 53 percent overlap words

this is may mislead, since there are a lot of typos

[andreaschandra]

@alamhanz do the images have various sizes? oh yea, that plots show different pixel length

[andreaschandra]

have the same title but labeled as different

have different title but labeled as the same