Commit 130d626d by Genii Silitonga

updated

parent 72ae1d1b
......@@ -29,7 +29,7 @@
"metadata": {},
"outputs": [],
"source": [
"data_path = \"C:/Users/Agusti Frananda/Documents/PROYEK/myntra-mens-product-dataset/men-products.csv\"\n",
"data_path = \"E:/Semester 8/STBI/Proyek STBI/men-products.csv\"\n",
"data = pd.read_csv(data_path)"
]
},
......@@ -74,7 +74,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>U.S. Polo Assn. Men Brown Genuine Leather Two ...</td>\n",
" <td>accessories</td>\n",
......@@ -88,7 +88,7 @@
" <td>https://www.myntra.com/wallets/us-polo-assn/us...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Baggit Men Black Solid Two Fold Wallet</td>\n",
" <td>accessories</td>\n",
......@@ -102,7 +102,7 @@
" <td>https://www.myntra.com/wallets/baggit/baggit-m...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>HRX by Hrithik Roshan Men Grey Solid Baseball Cap</td>\n",
" <td>accessories</td>\n",
......@@ -116,7 +116,7 @@
" <td>https://www.myntra.com/caps/hrx-by-hrithik-ros...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Puma Unisex Grey Style Military Solid Baseball...</td>\n",
" <td>accessories</td>\n",
......@@ -130,7 +130,7 @@
" <td>https://www.myntra.com/caps/puma/puma-unisex-g...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>FabSeasons Beige Solid Scarf</td>\n",
" <td>accessories</td>\n",
......@@ -236,7 +236,7 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>U.S. Polo Assn. Men Brown Genuine Leather Two ...</td>\n",
" <td>accessories</td>\n",
......@@ -250,7 +250,7 @@
" <td>https://www.myntra.com/wallets/us-polo-assn/us...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>Baggit Men Black Solid Two Fold Wallet</td>\n",
" <td>accessories</td>\n",
......@@ -264,7 +264,7 @@
" <td>https://www.myntra.com/wallets/baggit/baggit-m...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>HRX by Hrithik Roshan Men Grey Solid Baseball Cap</td>\n",
" <td>accessories</td>\n",
......@@ -278,7 +278,7 @@
" <td>https://www.myntra.com/caps/hrx-by-hrithik-ros...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>Puma Unisex Grey Style Military Solid Baseball...</td>\n",
" <td>accessories</td>\n",
......@@ -292,7 +292,7 @@
" <td>https://www.myntra.com/caps/puma/puma-unisex-g...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>FabSeasons Beige Solid Scarf</td>\n",
" <td>accessories</td>\n",
......@@ -390,31 +390,31 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <th>0</th>\n",
" <td>U.S. Polo Assn. Men Brown Genuine Leather Two ...</td>\n",
" <td>accessories</td>\n",
" <td>U.S. Polo Assn. Men Brown Genuine Leather Two ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <th>1</th>\n",
" <td>Baggit Men Black Solid Two Fold Wallet, Baggi...</td>\n",
" <td>accessories</td>\n",
" <td>Baggit Men Black Solid Two Fold Wallet</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <th>2</th>\n",
" <td>HRX By Hrithik Roshan Men Grey Solid Baseball ...</td>\n",
" <td>accessories</td>\n",
" <td>HRX by Hrithik Roshan Men Grey Solid Baseball Cap</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <th>3</th>\n",
" <td>Puma Unisex Grey Style Military Solid Baseball...</td>\n",
" <td>accessories</td>\n",
" <td>Puma Unisex Grey Style Military Solid Baseball...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <th>4</th>\n",
" <td>FabSeasons Beige Solid Scarf, FabSeasons, Scar...</td>\n",
" <td>accessories</td>\n",
" <td>FabSeasons Beige Solid Scarf</td>\n",
......@@ -497,31 +497,31 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>25552</td>\n",
" <th>25552</th>\n",
" <td>Fort Collins Men Red Solid Padded Jacket, For...</td>\n",
" <td>men-jackets-coats</td>\n",
" <td>Fort Collins Men Red Solid Padded Jacket</td>\n",
" </tr>\n",
" <tr>\n",
" <td>18639</td>\n",
" <th>18639</th>\n",
" <td>MANGO MAN Men Navy Blue Tailored Slim Fit Soli...</td>\n",
" <td>Men-Formal-Trousers</td>\n",
" <td>MANGO MAN Men Navy Blue Tailored Slim Fit Soli...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>18542</td>\n",
" <th>18542</th>\n",
" <td>Arrow Men Navy Blue Tapered Fit Checked Formal...</td>\n",
" <td>Men-Formal-Trousers</td>\n",
" <td>Arrow Men Navy Blue Tapered Fit Checked Formal...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>21474</td>\n",
" <th>21474</th>\n",
" <td>Hanes Charcoal Grey Thermal T Shirt, Hanes, T...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Hanes Charcoal Grey Thermal T-Shirt</td>\n",
" </tr>\n",
" <tr>\n",
" <td>14858</td>\n",
" <th>14858</th>\n",
" <td>Hancock Men Blue Regular Fit Striped Formal Sh...</td>\n",
" <td>formal-shirts</td>\n",
" <td>Hancock Men Blue Regular Fit Striped Formal Shirt</td>\n",
......@@ -580,16 +580,7 @@
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Agusti Frananda\\Anaconda3\\lib\\site-packages\\sklearn\\feature_extraction\\text.py:17: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
" from collections import Mapping, defaultdict\n"
]
}
],
"outputs": [],
"source": [
"from nltk import WordPunctTokenizer"
]
......@@ -868,97 +859,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"men jacket\n",
"\n",
"Dare by Voylla Blue Geometric Cufflinks \t 0.34836649894714355\n",
"\n",
"Pacific Gold Men Leather Black Accessory Gift Set \t 0.34836649894714355\n",
"\n",
"Tommy Hilfiger Men Black & Brown Solid Reversible Leather Belt \t 0.34836649894714355\n",
"\n",
"The Tie Hub Maroon & Blue Checked Skinny Tie \t 0.34836649894714355\n",
"\n",
"YouBella Silver-Toned Stone-Studded Couple Ring Set \t 0.34836649894714355\n",
"\n"
]
}
],
"source": [
"search(index_bow, \"men jacket\", prints=True)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Arrow men\n",
"\n",
"Kara Men Black Solid Two Fold Wallet \t 0.40269362926483154\n",
"\n",
"HRX by Hrithik Roshan Men White Solid Baseball Cap \t 0.40269362926483154\n",
"\n",
"CHRISTOPOLO Men Black & Brown Textured Leather Reversible Belt \t 0.39562827348709106\n",
"\n",
"ZIDO Grey Solid Bow Tie \t 0.38892221450805664\n",
"\n",
"Nike Unisex Blue NK GK MATCH-FA18 Match Goalkeeper Football Gloves \t 0.38892221450805664\n",
"\n"
]
}
],
"source": [
"search(index_bow, \"Arrow men\", prints=True)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Jacket for Girls\n",
"\n",
"Tommy Hilfiger Men Black Solid Belt \t 0.2223747968673706\n",
"\n",
"Dare by Voylla Blue Geometric Cufflinks \t 0.20901989936828613\n",
"\n",
"Pacific Gold Men Leather Black Accessory Gift Set \t 0.20901989936828613\n",
"\n",
"Tommy Hilfiger Men Black & Brown Solid Reversible Leather Belt \t 0.20901989936828613\n",
"\n",
"The Tie Hub Maroon & Blue Checked Skinny Tie \t 0.20901989936828613\n",
"\n"
]
}
],
"source": [
"search(index_bow, \"Jacket for Girls\", prints=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sistem telah selesai dibangun. Kita coba apakah sistem dapat melakukan pencarian dengan tanda baca."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Men Suits: Formal Suits\n",
"Men Suits: Formal Suits\n",
"\n",
"Lino Perros Men Red & Blue Accessory Gift Set \t 0.3818812966346741\n",
......@@ -975,7 +876,8 @@
}
],
"source": [
"search(index_bow, \"Men Suits: Formal Suits\", prints=True)"
"user_input = input()\n",
"search(index_bow, user_input, prints=True)"
]
},
{
......@@ -987,7 +889,7 @@
},
{
"cell_type": "code",
"execution_count": 30,
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
......@@ -996,7 +898,7 @@
},
{
"cell_type": "code",
"execution_count": 31,
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
......@@ -1005,7 +907,7 @@
},
{
"cell_type": "code",
"execution_count": 32,
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
......@@ -1014,7 +916,7 @@
},
{
"cell_type": "code",
"execution_count": 33,
"execution_count": 30,
"metadata": {},
"outputs": [
{
......@@ -1031,7 +933,7 @@
},
{
"cell_type": "code",
"execution_count": 34,
"execution_count": 31,
"metadata": {},
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"source": [
......@@ -1047,7 +949,7 @@
},
{
"cell_type": "code",
"execution_count": 35,
"execution_count": 32,
"metadata": {},
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"source": [
......@@ -1063,7 +965,7 @@
},
{
"cell_type": "code",
"execution_count": 36,
"execution_count": 33,
"metadata": {},
"outputs": [
{
......@@ -1071,6 +973,7 @@
"output_type": "stream",
"text": [
"Men Suits Formal\n",
"Men Suits Formal\n",
"\n",
"Lino Perros Yellow Patterned Tie \t 0.30940839648246765\n",
"\n",
......@@ -1086,40 +989,13 @@
}
],
"source": [
"search(index_tfidf, \"Men Suits Formal\", prints=True)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fort collin men red solid pad jacket\n",
"\n",
"U.S. Polo Assn. Men Brown Genuine Leather Two Fold Wallet \t 0.5252989530563354\n",
"\n",
"Adidas Originals Unisex Black NMD Printed Baseball Cap \t 0.41159844398498535\n",
"\n",
"CHRISTOPOLO Men Tan Textured Leather Two Fold Wallet \t 0.4095044434070587\n",
"\n",
"Tommy Hilfiger Men Black Solid Genuine Leather Belt \t 0.39684125781059265\n",
"\n",
"Alvaro Castagnino Men Coffee Brown Textured Belt \t 0.3759252727031708\n",
"\n"
]
}
],
"source": [
"search(index_tfidf, \"fort collin men red solid pad jacket\", prints=True)"
"user_input = input()\n",
"search(index_tfidf, user_input, prints=True)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"execution_count": 34,
"metadata": {},
"outputs": [
{
......@@ -1150,67 +1026,67 @@
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>21032</td>\n",
" <th>21032</th>\n",
" <td>Jockey Men Pack Of 3 White Innerwear Vests 882...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Jockey Men Pack of 3 White Innerwear Vests 882...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>21033</td>\n",
" <th>21033</th>\n",
" <td>Nick&amp;Jess Mens Blue Printed Pyjamas, Nick&amp;Jes...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Nick&amp;Jess Mens Blue Printed Pyjamas</td>\n",
" </tr>\n",
" <tr>\n",
" <td>21034</td>\n",
" <th>21034</th>\n",
" <td>Van Heusen Grey Melange Lounge Shorts, Van He...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Van Heusen Grey Melange Lounge Shorts</td>\n",
" </tr>\n",
" <tr>\n",
" <td>21035</td>\n",
" <th>21035</th>\n",
" <td>VIMAL Charcoal Grey Lounge Pants D10, VIMAL, ...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>VIMAL Charcoal Grey Lounge Pants D10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>21036</td>\n",
" <th>21036</th>\n",
" <td>Roadster Men Navy Solid Briefs RDST BR PK1 003...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Roadster Men Navy Solid Briefs RDST-BR-PK1-003E</td>\n",
" </tr>\n",
" <tr>\n",
" <td>...</td>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>22172</td>\n",
" <th>22172</th>\n",
" <td>SayItLoud Men White Printed Round Neck Lounge ...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>SayItLoud Men White Printed Round Neck Lounge ...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>22173</td>\n",
" <th>22173</th>\n",
" <td>Sweet Dreams Men Black Solid Lounge Shorts MS ...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Sweet Dreams Men Black Solid Lounge Shorts MS-...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>22174</td>\n",
" <th>22174</th>\n",
" <td>VIMAL JONNEY Men Grey Melange Solid Lounge Sho...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>VIMAL JONNEY Men Grey Melange Solid Lounge Sho...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>22175</td>\n",
" <th>22175</th>\n",
" <td>Fruit Of The Loom Men Pack Of 3 Briefs MHB06 3...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Fruit of the Loom Men Pack of 3 Briefs MHB06-3...</td>\n",
" </tr>\n",
" <tr>\n",
" <td>22176</td>\n",
" <th>22176</th>\n",
" <td>Sweet Dreams Men Charcoal Grey Solid Lounge Sh...</td>\n",
" <td>Innerwear &amp; Sleapwear</td>\n",
" <td>Sweet Dreams Men Charcoal Grey Solid Lounge Sh...</td>\n",
......@@ -1263,7 +1139,7 @@
"[1145 rows x 3 columns]"
]
},
"execution_count": 38,
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......@@ -1288,7 +1164,7 @@
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{
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......@@ -1297,7 +1173,7 @@
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{
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......@@ -1323,7 +1199,7 @@
},
{
"cell_type": "code",
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"outputs": [
{
......@@ -1333,7 +1209,7 @@
"\twith 21384 stored elements in COOrdinate format>"
]
},
"execution_count": 41,
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......@@ -1344,7 +1220,7 @@
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{
......@@ -1359,7 +1235,7 @@
" [7, 2, 1, ..., 2, 2, 2]])"
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......@@ -1377,7 +1253,7 @@
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{
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......@@ -1387,7 +1263,7 @@
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......@@ -1396,7 +1272,7 @@
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......@@ -1405,7 +1281,7 @@
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......@@ -1429,7 +1305,7 @@
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......@@ -1440,16 +1316,16 @@
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{
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{
"data": {
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"[<matplotlib.lines.Line2D at 0x28b3d720e10>]"
"[<matplotlib.lines.Line2D at 0x2d674272b48>]"
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......@@ -1473,7 +1349,7 @@
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......@@ -1486,7 +1362,7 @@
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......@@ -1503,7 +1379,7 @@
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......@@ -1512,7 +1388,7 @@
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......@@ -1521,7 +1397,7 @@
"(670, 1000)"
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......@@ -1532,7 +1408,7 @@
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{
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......@@ -1740,7 +1616,7 @@
" 6.99346835, 7.0194 , 6.99558032, 6.99573592, 7.00164596])"
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......@@ -1758,7 +1634,7 @@
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......@@ -1767,7 +1643,7 @@
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......@@ -1776,30 +1652,32 @@
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{
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{
"name": "stdout",
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"text": [
"men jacket\n",
"fort collin men red solid pad jacket\n",
"fort collin men red solid pad jacket\n",
"\n",
"Tommy Hilfiger Men Brown Textured Leather Belt \t 3.6883320808410645\n",
"U.S. Polo Assn. Men Brown Genuine Leather Two Fold Wallet \t 5.350090026855469\n",
"\n",
"ADIDAS Men Black C40 5P Climalite Training Cap \t 3.6695806980133057\n",
"SCHARF Men Brown Leather Solid Belt \t 4.534244537353516\n",
"\n",
"United Colors of Benetton Men Coffee Brown Solid Leather Belt \t 3.6344242095947266\n",
"Tommy Hilfiger Men Black Solid Genuine Leather Belt \t 4.481557369232178\n",
"\n",
"Wildcraft Wiki Blue Printed Two Fold Wallet \t 3.6331429481506348\n",
"Adidas Originals Unisex Black NMD Printed Baseball Cap \t 4.477484703063965\n",
"\n",
"BRUNE Men Tan Solid Belt \t 3.6062188148498535\n",
"Alvaro Castagnino Men Coffee Brown Textured Belt \t 4.455972671508789\n",
"\n"
]
}
],
"source": [
"search(index_lsa_bow, \"men jacket\", prints=True)"
"user_input = input()\n",
"search(index_lsa_bow, user_input, prints=True)"
]
},
{
......@@ -1818,7 +1696,7 @@
},
{
"cell_type": "code",
"execution_count": 57,
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
......@@ -1827,7 +1705,7 @@
},
{
"cell_type": "code",
"execution_count": 58,
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
......@@ -1836,7 +1714,7 @@
},
{
"cell_type": "code",
"execution_count": 59,
"execution_count": 55,
"metadata": {},
"outputs": [
{
......@@ -1845,7 +1723,7 @@
"[(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",
" (3,\n",
......@@ -1854,7 +1732,7 @@
" '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": 59,
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
......@@ -1865,263 +1743,263 @@
},
{
"cell_type": "code",
"execution_count": 60,
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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}
],
......@@ -2147,7 +2025,7 @@
"name": "python",
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}
},
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......
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