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PP-INRE-GNP-1920-GG15
Commit 2257845a by Genii Silitonga
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updated

parent 130d626d
Showing with 326 additions and 277 deletions
Proyek_Akhir_STBI.ipynb
......@@ -847,7 +847,8 @@
" else:\n",
" res.append((result[1], result[0]))\n",
" if not prints:\n",
" return res"
" for result in similarities[:top_n]:\n",
" return f\"{data['NAME'][result[1]]} \\t {result[0]}\\n\""
]
},
{
......@@ -859,18 +860,18 @@
"name": "stdout",
"output_type": "stream",
"text": [
"Men Suits: Formal Suits\n",
"Men Suits: Formal Suits\n",
"man suits\n",
"man suits\n",
"\n",
"Lino Perros Men Red & Blue Accessory Gift Set \t 0.3818812966346741\n",
"Royal Enfield Men Black Short Summer Riding Leather Gloves \t 0.19364917278289795\n",
"\n",
"Swiss Military Unisex Black Free Flow Travel Organiser \t 0.3689323663711548\n",
"Baggit Men Black Solid Two Fold Wallet \t 0.1819017082452774\n",
"\n",
"Alvaro Castagnino Pack of 3 White Solid Cotton Handkerchief Gift Set \t 0.3572172522544861\n",
"Tossido Men Blue & Black Accessory Gift Set \t 0.13608276844024658\n",
"\n",
"Being Human Clothing Men Navy Genuine Leather Belt \t 0.27907276153564453\n",
"Lino Perros Men Red & Blue Accessory Gift Set \t 0.13363061845302582\n",
"\n",
"FabSeasons Beige Solid Scarf \t 0.27399832010269165\n",
"Lino Perros Yellow Patterned Tie \t 0.1330380141735077\n",
"\n"
]
}
......@@ -972,18 +973,18 @@
"name": "stdout",
"output_type": "stream",
"text": [
"Men Suits Formal\n",
"Men Suits Formal\n",
"man suits\n",
"man suits\n",
"\n",
"Lino Perros Yellow Patterned Tie \t 0.30940839648246765\n",
"Royal Enfield Men Black Short Summer Riding Leather Gloves \t 0.4765750467777252\n",
"\n",
"Lino Perros Men Red & Blue Accessory Gift Set \t 0.28751063346862793\n",
"Baggit Men Black Solid Two Fold Wallet \t 0.44735321402549744\n",
"\n",
"Fastrack Men Tan Brown Solid Belt \t 0.2718902826309204\n",
"Lino Perros Yellow Patterned Tie \t 0.26982423663139343\n",
"\n",
"Swiss Military Unisex Black Free Flow Travel Organiser \t 0.25618454813957214\n",
"Lino Perros Men Red & Blue Accessory Gift Set \t 0.25037795305252075\n",
"\n",
"French Connection Men Navy Blue Solid Leather Belt \t 0.23481214046478271\n",
"Fastrack Men Tan Brown Solid Belt \t 0.23710601031780243\n",
"\n"
]
}
......@@ -1322,7 +1323,7 @@
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2d674272b48>]"
"[<matplotlib.lines.Line2D at 0x256ce945048>]"
]
},
"execution_count": 44,
......@@ -1659,18 +1660,18 @@
"name": "stdout",
"output_type": "stream",
"text": [
"fort collin men red solid pad jacket\n",
"fort collin men red solid pad jacket\n",
"man suits\n",
"man suits\n",
"\n",
"U.S. Polo Assn. Men Brown Genuine Leather Two Fold Wallet \t 5.350090026855469\n",
"Baggit Men Black Solid Two Fold Wallet \t 2.119823455810547\n",
"\n",
"SCHARF Men Brown Leather Solid Belt \t 4.534244537353516\n",
"Royal Enfield Men Black Short Summer Riding Leather Gloves \t 2.107051372528076\n",
"\n",
"Tommy Hilfiger Men Black Solid Genuine Leather Belt \t 4.481557369232178\n",
"Swiss Military Unisex Black Free Flow Travel Organiser \t 1.7023154497146606\n",
"\n",
"Adidas Originals Unisex Black NMD Printed Baseball Cap \t 4.477484703063965\n",
"Da Milano Men Brown Textured Two Fold Wallet \t 1.462896466255188\n",
"\n",
"Alvaro Castagnino Men Coffee Brown Textured Belt \t 4.455972671508789\n",
"Lino Perros Red Solid Tie \t 1.4308322668075562\n",
"\n"
]
}
......@@ -1723,13 +1724,13 @@
"[(0,\n",
" '0.780*\",\" + 0.321*\"men\" + 0.224*\"buy\" + 0.214*\"apparel\" + 0.119*\"shirt\" + 0.115*\"fit\" + 0.112*\"india\" + 0.112*\"online\" + 0.112*\"for\" + 0.112*\"in\"'),\n",
" (1,\n",
" '-0.541*\"jeans\" + 0.275*\"shirt\" + 0.263*\"t\" + 0.262*\"tshirts\" + -0.255*\"rise\" + -0.246*\"fit\" + -0.217*\"mid\" + -0.204*\"stretchable\" + -0.197*\"look\" + -0.197*\"clean\"'),\n",
" '0.541*\"jeans\" + -0.275*\"shirt\" + -0.263*\"t\" + -0.262*\"tshirts\" + 0.255*\"rise\" + 0.246*\"fit\" + 0.217*\"mid\" + 0.204*\"stretchable\" + 0.197*\"look\" + 0.197*\"clean\"'),\n",
" (2,\n",
" '-0.422*\"trousers\" + 0.342*\"jeans\" + -0.274*\".\" + 0.273*\"t\" + 0.271*\"tshirts\" + -0.240*\"fit\" + 0.202*\"neck\" + -0.201*\"formal\" + -0.191*\"solid\" + 0.180*\"round\"'),\n",
" '0.422*\"trousers\" + -0.342*\"jeans\" + 0.274*\".\" + -0.273*\"t\" + -0.271*\"tshirts\" + 0.240*\"fit\" + -0.202*\"neck\" + 0.201*\"formal\" + 0.191*\"solid\" + -0.180*\"round\"'),\n",
" (3,\n",
" '-0.754*\".\" + -0.317*\"polo\" + -0.248*\"s\" + -0.240*\"u\" + -0.240*\"assn\" + -0.132*\"jeans\" + -0.125*\"t\" + -0.125*\"tshirts\" + 0.099*\"solid\" + 0.097*\"trousers\"'),\n",
" '0.754*\".\" + 0.317*\"polo\" + 0.248*\"s\" + 0.240*\"u\" + 0.240*\"assn\" + 0.132*\"jeans\" + 0.125*\"t\" + 0.125*\"tshirts\" + -0.099*\"solid\" + -0.097*\"trousers\"'),\n",
" (4,\n",
" '0.429*\"shirts\" + 0.346*\"shirt\" + -0.338*\"trousers\" + 0.305*\"&\" + -0.281*\"solid\" + 0.259*\"fit\" + 0.251*\"slim\" + 0.185*\"casual\" + 0.182*\"blue\" + 0.150*\"formal\"')]"
" '-0.429*\"shirts\" + -0.346*\"shirt\" + 0.338*\"trousers\" + -0.305*\"&\" + 0.281*\"solid\" + -0.259*\"fit\" + -0.251*\"slim\" + -0.185*\"casual\" + -0.182*\"blue\" + -0.150*\"formal\"')]"
]
},
"execution_count": 55,
......@@ -1750,256 +1751,256 @@
"name": "stdout",
"output_type": "stream",
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]
}
],
......@@ -2007,6 +2008,46 @@
"for i in range(rank_svd):\n",
" print(i, model_lsi.projection.s[i], s_trunced[i], np.allclose(model_lsi.projection.s[i], s_trunced[i]))"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"import anvil.server"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connecting to wss://anvil.works/uplink\n",
"Anvil websocket open\n",
"Authenticated OK\n"
]
}
],
"source": [
"anvil.server.connect('KFA7RH76TGDGT2MTT75HY3AJ-SKCOH5Z2H6TTPDM6')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"@anvil.server.callable\n",
"def tfidfProductSearch(str):\n",
" data = search(index_tfidf, str) \n",
" return data"
]
}
],
"metadata": {
......
README.md
Proyek STBI GG15 - Product Search Using TFIDF
UI untuk Program Python dikembangkan dalam bentuk website menggunakan Anvil
Link website: https://ppstbi15.anvil.app/
Step untuk menggunakan program python di website:
1. Jalankan Program Python di Jupyter Notebook dengan requirement penginstalan anvil uplink
"pip install anvil-uplink"
2. Akses website menggunakan link di atas
\ No newline at end of file
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