Price optimization Part 1.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Price optimization Part 1.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1Byb4SlFgYqe5-2LBrMYKmEBJCR865mjr","authorship_tag":"ABX9TyNVJPYK7mcHbUZHfIjWQkMA"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"qKZ477xnf0BN"},"source":["pip install Turicreate"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"y5iDs2JxgFuy"},"source":["import re\n","import turicreate as tc\n","import pandas as pd\n","from pandas import Series,DataFrame\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","import string"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":289},"id":"2tohfMmciloZ","executionInfo":{"status":"ok","timestamp":1612175734414,"user_tz":-330,"elapsed":33517,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"d6985444-8980-4c06-f9dd-bf554cd1df4c"},"source":["fashion_data = tc.SFrame.read_json('/content/drive/My Drive/meta_AMAZON_FASHION.json',orient='lines')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<pre>Finished parsing file /content/drive/My Drive/meta_AMAZON_FASHION.json</pre>"],"text/plain":["Finished parsing file /content/drive/My Drive/meta_AMAZON_FASHION.json"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Parsing completed. Parsed 100 lines in 1.32021 secs.</pre>"],"text/plain":["Parsing completed. Parsed 100 lines in 1.32021 secs."]},"metadata":{"tags":[]}},{"output_type":"stream","text":["------------------------------------------------------\n","Inferred types from first 100 line(s) of file as \n","column_type_hints=[dict]\n","If parsing fails due to incorrect types, you can correct\n","the inferred type list above and pass it to read_csv in\n","the column_type_hints argument\n","------------------------------------------------------\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/html":["<pre>Read 9221 lines. Lines per second: 3765.43</pre>"],"text/plain":["Read 9221 lines. Lines per second: 3765.43"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Read 54224 lines. Lines per second: 6443.19</pre>"],"text/plain":["Read 54224 lines. Lines per second: 6443.19"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Read 99123 lines. Lines per second: 6856.33</pre>"],"text/plain":["Read 99123 lines. Lines per second: 6856.33"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Read 134747 lines. Lines per second: 6948.58</pre>"],"text/plain":["Read 134747 lines. Lines per second: 6948.58"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Read 180437 lines. Lines per second: 7146.07</pre>"],"text/plain":["Read 180437 lines. Lines per second: 7146.07"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Finished parsing file /content/drive/My Drive/meta_AMAZON_FASHION.json</pre>"],"text/plain":["Finished parsing file /content/drive/My Drive/meta_AMAZON_FASHION.json"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Parsing completed. Parsed 186627 lines in 25.3387 secs.</pre>"],"text/plain":["Parsing completed. Parsed 186627 lines in 25.3387 secs."]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"widHkgiOzHET"},"source":["def remove_punctuation(text):\n","    translator = text.maketrans('', '',string.punctuation)\n","    text = text.translate(translator)\n","    return text\n","def average(text):\n","  if text == '':\n","    return None\n","  elif bool(re.search(r\"\\s\", text)) == False:\n","    return float(text[:-2] +'.'+text[-2:])\n","  elif len(text) > 30:\n","    return None\n","  else:\n","    a,b = text.split(\"  \")\n","    return (int(float(a[:-2] +'.'+a[-2:])) + int(float(b[:-2] +'.'+b[-2:]))) / 2"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"CUvAeiiI-Rmg"},"source":["fashion_data['price'] = fashion_data['price'].apply(remove_punctuation)\n","fashion_data['price'] = fashion_data['price'].apply(average)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"HlDzJIF4aYG3"},"source":["fashion_data = fashion_data[fashion_data['price'] != None]\n","fashion_data = fashion_data[fashion_data['description'] != []]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":813},"id":"ScuQ-a6ipXDR","executionInfo":{"status":"ok","timestamp":1612175736716,"user_tz":-330,"elapsed":35754,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"acc5bbb1-4867-412b-ccfb-c1b45772b737"},"source":["fashion_data.remove_columns(['tech1','also_buy','also_view','feature','image','tech2','category','similar_item','details','main_cat','date','fit'],inplace = True)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">asin</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9654263246</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Roar Carbon</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[When you pull out your<br>extra large carbon fiber ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">14.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3,725,957 in Clothing,<br>Shoes &amp;amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00004T3SN</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Shimmer Anne Shine</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[A fun addition to any<br>costume party, play, or ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">468,314 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00007GDFV</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Buxton</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Authentic crunch leather<br>with rich floral embo ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">16.95</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43,930 in Clothing, Shoes<br>&amp;amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0000A9Y61</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Rubie&#x27;s Costume Company<br>has designed quality ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9.02</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4,979,477 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0000AOE9U</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[March for Mordor! Lead<br>the Charge as a Moria ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45.46</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2,564,028 in Clothing,<br>Shoes &amp;amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0001B97J8</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Six-panel 100% cotton<br>hat with embroidered  ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">39.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25,879,487 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00023JX9Y</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Silver Insanity</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[It measures 2&amp;5/8&quot; tall<br>x 3/4&quot; wide, weighs ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44.66</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6,343,439 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0002C6NL6</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[A grrreat pink jumpsuit<br>with attached tail and ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5,843,505 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0002D8GG0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This Pendant is crafted<br>from Solid Sterling ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">35.95</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25,531,663 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0002TKBSU</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Ethical/Spot</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[SOFT AND CUDDLY, SWEET<br>DREAM PAJAMAS IN SOFT ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">17,183,425 in Clothing,<br>Shoes &amp;amp; Jewelry ( ...</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">title</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">X. L. Carbon Fiber Money<br>Clip, made in the USA ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Shimmer Anne Shine Clip<br>On Costume/Halloween Cat ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Buxton Heiress Pik-Me-Up<br>Framed Case ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Long Blonde Witch Wig</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Moria Orc Costume TM Mask<br>from Lord of the Rings ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Patriots Reebok Men&#x27;s NFL<br>Super Bowl XXXVIII Lo ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Art Nouveau Sterling<br>Silver Ornate Repousse ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Disguise Tiny Treats Pink<br>Leopard ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sterling Silver High<br>Polished Fan-shaped ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dream PJ&#x27;s Blue - Large -<br>Part #: 25BLG ...</td>\n","    </tr>\n","</table>\n","[? rows x 6 columns]<br/>Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.<br/>You can use sf.materialize() to force materialization.\n","</div>"],"text/plain":["Columns:\n","\tasin\tstr\n","\tbrand\tstr\n","\tdescription\tlist\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\n","Rows: Unknown\n","\n","Data:\n","+------------+--------------------+-------------------------------+-------+\n","|    asin    |       brand        |          description          | price |\n","+------------+--------------------+-------------------------------+-------+\n","| 9654263246 |    Roar Carbon     | [When you pull out your ex... | 14.99 |\n","| B00004T3SN | Shimmer Anne Shine | [A fun addition to any cos... |  6.99 |\n","| B00007GDFV |       Buxton       | [Authentic crunch leather ... | 16.95 |\n","| B0000A9Y61 |                    | [Rubie's Costume Company h... |  9.02 |\n","| B0000AOE9U |                    | [March for Mordor! Lead th... | 45.46 |\n","| B0001B97J8 |                    | [Six-panel 100% cotton hat... | 39.99 |\n","| B00023JX9Y |  Silver Insanity   | [It measures 2&5/8\" tall x... | 44.66 |\n","| B0002C6NL6 |                    | [A grrreat pink jumpsuit w... | 25.99 |\n","| B0002D8GG0 |                    | [This Pendant is crafted f... | 35.95 |\n","| B0002TKBSU |    Ethical/Spot    | [SOFT AND CUDDLY, SWEET DR... | 15.99 |\n","+------------+--------------------+-------------------------------+-------+\n","+-------------------------------+-------------------------------+\n","|              rank             |             title             |\n","+-------------------------------+-------------------------------+\n","| 3,725,957 in Clothing, Sho... | X. L. Carbon Fiber Money C... |\n","| 468,314 in Clothing, Shoes... | Shimmer Anne Shine Clip On... |\n","| 43,930 in Clothing, Shoes ... | Buxton Heiress Pik-Me-Up F... |\n","| 4,979,477 in Clothing, Sho... |     Long Blonde Witch Wig     |\n","| 2,564,028 in Clothing, Sho... | Moria Orc Costume TM Mask ... |\n","| 25,879,487 in Clothing, Sh... | Patriots Reebok Men's NFL ... |\n","| 6,343,439 in Clothing, Sho... | Art Nouveau Sterling Silve... |\n","| 5,843,505 in Clothing, Sho... | Disguise Tiny Treats Pink ... |\n","| 25,531,663 in Clothing, Sh... | Sterling Silver High Polis... |\n","| 17,183,425 in Clothing, Sh... | Dream PJ's Blue - Large - ... |\n","+-------------------------------+-------------------------------+\n","[? rows x 6 columns]\n","Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.\n","You can use sf.materialize() to force materialization."]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":813},"id":"_KBDi499dlyz","executionInfo":{"status":"ok","timestamp":1612175736721,"user_tz":-330,"elapsed":35734,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"184ae377-6bb7-43e0-cd4c-fb4a7c954075"},"source":["fashion_data.rename({'asin':'ProdID'},inplace=True)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9654263246</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Roar Carbon</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[When you pull out your<br>extra large carbon fiber ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">14.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3,725,957 in Clothing,<br>Shoes &amp;amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00004T3SN</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Shimmer Anne Shine</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[A fun addition to any<br>costume party, play, or ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">468,314 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00007GDFV</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Buxton</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Authentic crunch leather<br>with rich floral embo ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">16.95</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43,930 in Clothing, Shoes<br>&amp;amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0000A9Y61</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Rubie&#x27;s Costume Company<br>has designed quality ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9.02</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4,979,477 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0000AOE9U</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[March for Mordor! Lead<br>the Charge as a Moria ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">45.46</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2,564,028 in Clothing,<br>Shoes &amp;amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0001B97J8</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Six-panel 100% cotton<br>hat with embroidered  ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">39.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25,879,487 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00023JX9Y</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Silver Insanity</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[It measures 2&amp;5/8&quot; tall<br>x 3/4&quot; wide, weighs ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">44.66</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6,343,439 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0002C6NL6</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[A grrreat pink jumpsuit<br>with attached tail and ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5,843,505 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0002D8GG0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This Pendant is crafted<br>from Solid Sterling ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">35.95</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">25,531,663 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0002TKBSU</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Ethical/Spot</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[SOFT AND CUDDLY, SWEET<br>DREAM PAJAMAS IN SOFT ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">17,183,425 in Clothing,<br>Shoes &amp;amp; Jewelry ( ...</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">title</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">X. L. Carbon Fiber Money<br>Clip, made in the USA ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Shimmer Anne Shine Clip<br>On Costume/Halloween Cat ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Buxton Heiress Pik-Me-Up<br>Framed Case ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Long Blonde Witch Wig</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Moria Orc Costume TM Mask<br>from Lord of the Rings ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Patriots Reebok Men&#x27;s NFL<br>Super Bowl XXXVIII Lo ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Art Nouveau Sterling<br>Silver Ornate Repousse ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Disguise Tiny Treats Pink<br>Leopard ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Sterling Silver High<br>Polished Fan-shaped ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dream PJ&#x27;s Blue - Large -<br>Part #: 25BLG ...</td>\n","    </tr>\n","</table>\n","[? rows x 6 columns]<br/>Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.<br/>You can use sf.materialize() to force materialization.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tbrand\tstr\n","\tdescription\tlist\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\n","Rows: Unknown\n","\n","Data:\n","+------------+--------------------+-------------------------------+-------+\n","|   ProdID   |       brand        |          description          | price |\n","+------------+--------------------+-------------------------------+-------+\n","| 9654263246 |    Roar Carbon     | [When you pull out your ex... | 14.99 |\n","| B00004T3SN | Shimmer Anne Shine | [A fun addition to any cos... |  6.99 |\n","| B00007GDFV |       Buxton       | [Authentic crunch leather ... | 16.95 |\n","| B0000A9Y61 |                    | [Rubie's Costume Company h... |  9.02 |\n","| B0000AOE9U |                    | [March for Mordor! Lead th... | 45.46 |\n","| B0001B97J8 |                    | [Six-panel 100% cotton hat... | 39.99 |\n","| B00023JX9Y |  Silver Insanity   | [It measures 2&5/8\" tall x... | 44.66 |\n","| B0002C6NL6 |                    | [A grrreat pink jumpsuit w... | 25.99 |\n","| B0002D8GG0 |                    | [This Pendant is crafted f... | 35.95 |\n","| B0002TKBSU |    Ethical/Spot    | [SOFT AND CUDDLY, SWEET DR... | 15.99 |\n","+------------+--------------------+-------------------------------+-------+\n","+-------------------------------+-------------------------------+\n","|              rank             |             title             |\n","+-------------------------------+-------------------------------+\n","| 3,725,957 in Clothing, Sho... | X. L. Carbon Fiber Money C... |\n","| 468,314 in Clothing, Shoes... | Shimmer Anne Shine Clip On... |\n","| 43,930 in Clothing, Shoes ... | Buxton Heiress Pik-Me-Up F... |\n","| 4,979,477 in Clothing, Sho... |     Long Blonde Witch Wig     |\n","| 2,564,028 in Clothing, Sho... | Moria Orc Costume TM Mask ... |\n","| 25,879,487 in Clothing, Sh... | Patriots Reebok Men's NFL ... |\n","| 6,343,439 in Clothing, Sho... | Art Nouveau Sterling Silve... |\n","| 5,843,505 in Clothing, Sho... | Disguise Tiny Treats Pink ... |\n","| 25,531,663 in Clothing, Sh... | Sterling Silver High Polis... |\n","| 17,183,425 in Clothing, Sh... | Dream PJ's Blue - Large - ... |\n","+-------------------------------+-------------------------------+\n","[? rows x 6 columns]\n","Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.\n","You can use sf.materialize() to force materialization."]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":204},"id":"ivGDSZ_udgZG","executionInfo":{"status":"ok","timestamp":1612175740526,"user_tz":-330,"elapsed":39514,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"a1567694-e99f-419c-9f73-d6ff0ed1e534"},"source":["fashion = tc.SFrame.read_csv('/content/drive/My Drive/AMAZON_FASHION.csv',header = None)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["<pre>Finished parsing file /content/drive/My Drive/AMAZON_FASHION.csv</pre>"],"text/plain":["Finished parsing file /content/drive/My Drive/AMAZON_FASHION.csv"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Parsing completed. Parsed 100 lines in 1.92761 secs.</pre>"],"text/plain":["Parsing completed. Parsed 100 lines in 1.92761 secs."]},"metadata":{"tags":[]}},{"output_type":"stream","text":["------------------------------------------------------\n","Inferred types from first 100 line(s) of file as \n","column_type_hints=[str,str,float,int]\n","If parsing fails due to incorrect types, you can correct\n","the inferred type list above and pass it to read_csv in\n","the column_type_hints argument\n","------------------------------------------------------\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/html":["<pre>Finished parsing file /content/drive/My Drive/AMAZON_FASHION.csv</pre>"],"text/plain":["Finished parsing file /content/drive/My Drive/AMAZON_FASHION.csv"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"text/html":["<pre>Parsing completed. Parsed 883636 lines in 1.08515 secs.</pre>"],"text/plain":["Parsing completed. Parsed 883636 lines in 1.08515 secs."]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":279},"id":"LceiDVfCd066","executionInfo":{"status":"ok","timestamp":1612175740534,"user_tz":-330,"elapsed":39501,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"afa02d11-e13a-4310-c0c9-7e2b4da24a79"},"source":["fashion.rename({'X1':'ProdID','X2':'UserID','X3':'Rating','X4':'Timestamp'},inplace=True)\n","fashion"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">UserID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Rating</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Timestamp</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A1D4G1SNUZWQOT</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1413763200</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A3DDWDH9PX2YX2</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1411862400</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A2MWC41EW7XL15</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1408924800</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A2UH2QQ275NV45</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1408838400</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A89F3LQADZBS5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1406419200</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A29HLOUW0NS0EH</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1405728000</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7106116521</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A7QS961ROI6E0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1401494400</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00007GDFV</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">A1BB77SEBQT8VX</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1379808000</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00007GDFV</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">AHWOW7D1ABO9C</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1374019200</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00007GDFV</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">AKS3GULZE0HFC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1365811200</td>\n","    </tr>\n","</table>\n","[883636 rows x 4 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tUserID\tstr\n","\tRating\tfloat\n","\tTimestamp\tint\n","\n","Rows: 883636\n","\n","Data:\n","+------------+----------------+--------+------------+\n","|   ProdID   |     UserID     | Rating | Timestamp  |\n","+------------+----------------+--------+------------+\n","| 7106116521 | A1D4G1SNUZWQOT |  5.0   | 1413763200 |\n","| 7106116521 | A3DDWDH9PX2YX2 |  2.0   | 1411862400 |\n","| 7106116521 | A2MWC41EW7XL15 |  4.0   | 1408924800 |\n","| 7106116521 | A2UH2QQ275NV45 |  2.0   | 1408838400 |\n","| 7106116521 | A89F3LQADZBS5  |  3.0   | 1406419200 |\n","| 7106116521 | A29HLOUW0NS0EH |  5.0   | 1405728000 |\n","| 7106116521 | A7QS961ROI6E0  |  4.0   | 1401494400 |\n","| B00007GDFV | A1BB77SEBQT8VX |  3.0   | 1379808000 |\n","| B00007GDFV | AHWOW7D1ABO9C  |  3.0   | 1374019200 |\n","| B00007GDFV | AKS3GULZE0HFC  |  3.0   | 1365811200 |\n","+------------+----------------+--------+------------+\n","[883636 rows x 4 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"LolszqcQiI_v"},"source":["fashion_data = fashion_data.drop_duplicates(['ProdID'])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"wImBn6Uff-xy"},"source":["def Calculate_rating(asin):\n","  return fashion[fashion['ProdID'] == asin]['Rating'].mean()\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"dxg092GAiyPq"},"source":["fashion_data['rating'] = fashion_data['ProdID'].apply(Calculate_rating)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"cUIybN9QxFN-"},"source":["fashion_data['tf_idf'] = tc.text_analytics.tf_idf(fashion_data['title'])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"4LN9Ym2k_d1d"},"source":["def Extract(text):\n","  if text == '[]':\n","    return 'missing' \n","  elif len(text) < 50:\n","    text = text.split()\n","    for v in text[1:]:\n","      if v != 'in':\n","        if v.translate(str.maketrans('', '', string.punctuation)) != '':\n","          if '(' in v:\n","              break\n","          value= v.translate(str.maketrans('', '', string.punctuation))\n","          fashion_data[value] = 1\n","    return text[0].translate(str.maketrans('', '', string.punctuation))\n","  else:\n","    data = fashion_data[fashion_data['rank'] == text]\n","    text = data['rank'].astype(list)\n","    text = text[0][0].split()\n","    for y in text[1:]:\n","      if y != 'in':\n","        if y.translate(str.maketrans('', '', string.punctuation)) != '':\n","          if '(' in y:\n","            break\n","          value = y.translate(str.maketrans('', '', string.punctuation))\n","          fashion_data[value] = 1\n","    return text[0].translate(str.maketrans('', '', string.punctuation))\n","    "],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"IbVpQHbgJBEb"},"source":["fashion_data['Rank'] = fashion_data['rank'].apply(Extract)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"onpZUVKCOXgo","executionInfo":{"status":"ok","timestamp":1612176790036,"user_tz":-330,"elapsed":1627,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"79a6b451-47d4-4c56-ba47-bb4173906bb9"},"source":["fashion_data"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00ZJD3FTG</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Alex and Ani</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Alex and Ani are great<br>jewelry for every ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27.18</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7,015,695 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01EYPV8FW</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Become best pups with<br>Skye and chase. These ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230,231 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00SK8HAOI</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Jessica Simpson<br>Outerwear Plus Size G ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">93.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2,540,461 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B011QEG1GK</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ZLYC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Material:<br>leather&lt;br&gt;&lt;b&gt;Size: ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">19.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5,377,188 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01CGX3W8U</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This smooth and spacious<br>Jet Set Travel Chain Top ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">23.55</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,317,969 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0148B7EJ6</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This is DASOM. DASOM<br>stands for &quot;love&quot; in ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151,477 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01761SMW8</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">EUBUY</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Package includes:1Pcs<br>hat with an EUBUY Fridge ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.98</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540,226 in Sports &amp;<br>Outdoors ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00D5EM1TQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Whoozems</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Whoozems Shoe Labels<br>have all the same ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476,111 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00CC3E6BC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Port Authority - Youth<br>&quot;Silk Touch&quot; Performance ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9.82</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10,369,806 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01HIX20DQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This Funko pop Tee<br>features star wars - rey ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,704,204 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">title</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">tf_idf</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Clothing</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Shoes</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Jewelry</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Sports</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Outdoors</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ALEX AND ANI Boston Red<br>Socks Cap Logo, Red ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;new&#x27;:<br>4.6122876537569555, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Nickelodeon Baby Paw<br>Patrol 4-Piece Pajama ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.7142857142857135</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;set,&#x27;:<br>5.8650506222523235, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Jessica Simpson Womens<br>Plus Size Chevron Qui ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;with&#x27;:<br>2.466634883552045, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ZLYC Handmade Vegetable<br>Tanned Leather Credit ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;brown&#x27;:<br>4.489227560999728, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors<br>Womens Jet Set Travel ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.375</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;funt&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom Womens Fashion<br>Socks ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.907801418439717</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;socks&#x27;:<br>4.167907129399118, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Toddler Slouchy Knit<br>Beanie Cap - EUBUY Cool ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;hat&#x27;:<br>3.4190869464129303, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Children Shoe Labels -<br>Self Laminating ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.27906976744186</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;laminating&#x27;:<br>9.04310445260027, &#x27;se ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority - Youth<br>&amp;quot;Silk Touch&amp;quot; ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;r...&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Funko Men&#x27;s Star Wars -<br>Rey and Finn Running ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;and&#x27;:<br>2.6783536957483576, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Kitchen</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">amp</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Dining</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Office</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Products</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Health</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Household</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7015695</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230231</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2540461</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5377188</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1317969</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151477</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540226</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476111</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10369806</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1704204</td>\n","    </tr>\n","</table>\n","[8460 rows x 22 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tbrand\tstr\n","\tdescription\tlist\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\trating\tfloat\n","\ttf_idf\tdict\n","\tClothing\tint\n","\tShoes\tint\n","\tJewelry\tint\n","\tSports\tint\n","\tOutdoors\tint\n","\tHome\tint\n","\tKitchen\tint\n","\tamp\tint\n","\tDining\tint\n","\tOffice\tint\n","\tProducts\tint\n","\tHealth\tint\n","\tHousehold\tint\n","\tRank\tstr\n","\n","Rows: 8460\n","\n","Data:\n","+------------+----------------------+-------------------------------+-------+\n","|   ProdID   |        brand         |          description          | price |\n","+------------+----------------------+-------------------------------+-------+\n","| B00ZJD3FTG |     Alex and Ani     | [Alex and Ani are great je... | 27.18 |\n","| B01EYPV8FW |                      | [Become best pups with Sky... |  15.5 |\n","| B00SK8HAOI |                      | [Jessica Simpson Outerwear... |  93.0 |\n","| B011QEG1GK |         ZLYC         | [Material: leather<br><b>S... | 19.99 |\n","| B01CGX3W8U | MICHAEL Michael Kors | [This smooth and spacious ... | 23.55 |\n","| B0148B7EJ6 |        Dasom         | [This is DASOM. DASOM stan... |  7.99 |\n","| B01761SMW8 |        EUBUY         | [Package includes:1Pcs hat... |  3.98 |\n","| B00D5EM1TQ |       Whoozems       | [Whoozems Shoe Labels have... |  6.99 |\n","| B00CC3E6BC |    Port Authority    | [Port Authority - Youth \"S... |  9.82 |\n","| B01HIX20DQ |                      | [This Funko pop Tee featur... |  15.5 |\n","+------------+----------------------+-------------------------------+-------+\n","+--------------------------------+-------------------------------+\n","|              rank              |             title             |\n","+--------------------------------+-------------------------------+\n","| 7,015,695 in Clothing, Sho...  | ALEX AND ANI Boston Red So... |\n","| 230,231 in Clothing, Shoes...  | Nickelodeon Baby Paw Patro... |\n","| 2,540,461 in Clothing, Sho...  | Jessica Simpson Womens Plu... |\n","| 5,377,188 in Clothing, Sho...  | ZLYC Handmade Vegetable Ta... |\n","| 1,317,969 in Clothing, Sho...  | MICHAEL Michael Kors Women... |\n","| 151,477 in Clothing, Shoes...  |   Dasom Womens Fashion Socks  |\n","| 540,226 in Sports & Outdoors ( | Baby Toddler Slouchy Knit ... |\n","| 476,111 in Clothing, Shoes...  | Children Shoe Labels - Sel... |\n","| 10,369,806 in Clothing, Sh...  | Port Authority - Youth &qu... |\n","| 1,704,204 in Clothing, Sho...  | Funko Men's Star Wars - Re... |\n","+--------------------------------+-------------------------------+\n","+--------------------+-------------------------------+----------+-------+---------+\n","|       rating       |             tf_idf            | Clothing | Shoes | Jewelry |\n","+--------------------+-------------------------------+----------+-------+---------+\n","|        5.0         | {'new': 4.6122876537569555... |    1     |   1   |    1    |\n","| 4.7142857142857135 | {'set,': 5.865050622252323... |    1     |   1   |    1    |\n","|        5.0         | {'with': 2.466634883552045... |    1     |   1   |    1    |\n","|        5.0         | {'brown': 4.48922756099972... |    1     |   1   |    1    |\n","|       4.375        | {'funt': 9.04310445260027,... |    1     |   1   |    1    |\n","| 4.907801418439717  | {'socks': 4.16790712939911... |    1     |   1   |    1    |\n","|        5.0         | {'hat': 3.4190869464129303... |    1     |   1   |    1    |\n","|  4.27906976744186  | {'laminating': 9.043104452... |    1     |   1   |    1    |\n","|        1.0         | {'r...': 9.04310445260027,... |    1     |   1   |    1    |\n","|        5.0         | {'and': 2.6783536957483576... |    1     |   1   |    1    |\n","+--------------------+-------------------------------+----------+-------+---------+\n","+--------+----------+------+---------+-----+--------+--------+----------+--------+-----+\n","| Sports | Outdoors | Home | Kitchen | amp | Dining | Office | Products | Health | ... |\n","+--------+----------+------+---------+-----+--------+--------+----------+--------+-----+\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","|   1    |    1     |  1   |    1    |  1  |   1    |   1    |    1     |   1    | ... |\n","+--------+----------+------+---------+-----+--------+--------+----------+--------+-----+\n","[8460 rows x 22 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"cjzlzOqmOfS2","executionInfo":{"status":"ok","timestamp":1612176867655,"user_tz":-330,"elapsed":1302,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"3b4b580a-6081-4053-f767-79bb80513c90"},"source":["fashion_data.remove_column('amp',inplace=True)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00ZJD3FTG</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Alex and Ani</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Alex and Ani are great<br>jewelry for every ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27.18</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7,015,695 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01EYPV8FW</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Become best pups with<br>Skye and chase. 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padding-right: 1em; text-align: center; vertical-align: top\">B00D5EM1TQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Whoozems</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Whoozems Shoe Labels<br>have all the same ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476,111 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00CC3E6BC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Port Authority - Youth<br>&quot;Silk Touch&quot; Performance ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9.82</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10,369,806 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01HIX20DQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This Funko pop Tee<br>features star wars - rey ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,704,204 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">title</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">tf_idf</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Clothing</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Shoes</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Jewelry</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Sports</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Outdoors</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ALEX AND ANI Boston Red<br>Socks Cap Logo, Red ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;new&#x27;:<br>4.6122876537569555, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Nickelodeon Baby Paw<br>Patrol 4-Piece Pajama ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.7142857142857135</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;set,&#x27;:<br>5.8650506222523235, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Jessica Simpson Womens<br>Plus Size Chevron Qui ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; 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padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;brown&#x27;:<br>4.489227560999728, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors<br>Womens Jet Set Travel ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.375</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;funt&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom Womens Fashion<br>Socks ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.907801418439717</td>\n","        <td style=\"padding-left: 1em; 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padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;hat&#x27;:<br>3.4190869464129303, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Children Shoe Labels -<br>Self Laminating ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.27906976744186</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;laminating&#x27;:<br>9.04310445260027, &#x27;se ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority - Youth<br>&amp;quot;Silk Touch&amp;quot; ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;r...&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Funko Men&#x27;s Star Wars -<br>Rey and Finn Running ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;and&#x27;:<br>2.6783536957483576, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Kitchen</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; 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padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230231</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2540461</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5377188</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1317969</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151477</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540226</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476111</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10369806</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1704204</td>\n","    </tr>\n","</table>\n","[8460 rows x 21 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tbrand\tstr\n","\tdescription\tlist\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\trating\tfloat\n","\ttf_idf\tdict\n","\tClothing\tint\n","\tShoes\tint\n","\tJewelry\tint\n","\tSports\tint\n","\tOutdoors\tint\n","\tHome\tint\n","\tKitchen\tint\n","\tDining\tint\n","\tOffice\tint\n","\tProducts\tint\n","\tHealth\tint\n","\tHousehold\tint\n","\tRank\tstr\n","\n","Rows: 8460\n","\n","Data:\n","+------------+----------------------+-------------------------------+-------+\n","|   ProdID   |        brand         |          description          | price |\n","+------------+----------------------+-------------------------------+-------+\n","| B00ZJD3FTG |     Alex and Ani     | [Alex and Ani are great je... | 27.18 |\n","| B01EYPV8FW |                      | [Become best pups with Sky... |  15.5 |\n","| B00SK8HAOI |                      | [Jessica Simpson Outerwear... |  93.0 |\n","| B011QEG1GK |         ZLYC         | [Material: leather<br><b>S... | 19.99 |\n","| B01CGX3W8U | MICHAEL Michael Kors | [This smooth and spacious ... | 23.55 |\n","| B0148B7EJ6 |        Dasom         | [This is DASOM. DASOM stan... |  7.99 |\n","| B01761SMW8 |        EUBUY         | [Package includes:1Pcs hat... |  3.98 |\n","| B00D5EM1TQ |       Whoozems       | [Whoozems Shoe Labels have... |  6.99 |\n","| B00CC3E6BC |    Port Authority    | [Port Authority - Youth \"S... |  9.82 |\n","| B01HIX20DQ |                      | [This Funko pop Tee featur... |  15.5 |\n","+------------+----------------------+-------------------------------+-------+\n","+--------------------------------+-------------------------------+\n","|              rank              |             title             |\n","+--------------------------------+-------------------------------+\n","| 7,015,695 in Clothing, Sho...  | ALEX AND ANI Boston Red So... |\n","| 230,231 in Clothing, Shoes...  | Nickelodeon Baby Paw Patro... |\n","| 2,540,461 in Clothing, Sho...  | Jessica Simpson Womens Plu... |\n","| 5,377,188 in Clothing, Sho...  | ZLYC Handmade Vegetable Ta... |\n","| 1,317,969 in Clothing, Sho...  | MICHAEL Michael Kors Women... |\n","| 151,477 in Clothing, Shoes...  |   Dasom Womens Fashion Socks  |\n","| 540,226 in Sports & Outdoors ( | Baby Toddler Slouchy Knit ... |\n","| 476,111 in Clothing, Shoes...  | Children Shoe Labels - Sel... |\n","| 10,369,806 in Clothing, Sh...  | Port Authority - Youth &qu... |\n","| 1,704,204 in Clothing, Sho...  | Funko Men's Star Wars - Re... |\n","+--------------------------------+-------------------------------+\n","+--------------------+-------------------------------+----------+-------+---------+\n","|       rating       |             tf_idf            | Clothing | Shoes | Jewelry |\n","+--------------------+-------------------------------+----------+-------+---------+\n","|        5.0         | {'new': 4.6122876537569555... |    1     |   1   |    1    |\n","| 4.7142857142857135 | {'set,': 5.865050622252323... |    1     |   1   |    1    |\n","|        5.0         | {'with': 2.466634883552045... |    1     |   1   |    1    |\n","|        5.0         | {'brown': 4.48922756099972... |    1     |   1   |    1    |\n","|       4.375        | {'funt': 9.04310445260027,... |    1     |   1   |    1    |\n","| 4.907801418439717  | {'socks': 4.16790712939911... |    1     |   1   |    1    |\n","|        5.0         | {'hat': 3.4190869464129303... |    1     |   1   |    1    |\n","|  4.27906976744186  | {'laminating': 9.043104452... |    1     |   1   |    1    |\n","|        1.0         | {'r...': 9.04310445260027,... |    1     |   1   |    1    |\n","|        5.0         | {'and': 2.6783536957483576... |    1     |   1   |    1    |\n","+--------------------+-------------------------------+----------+-------+---------+\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","| Sports | Outdoors | Home | Kitchen | Dining | Office | Products | Health | Household | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","[8460 rows x 21 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"ybZcDRIeRk5t"},"source":["subset_column = ['Clothing',\n"," 'Shoes',\n"," 'Jewelry',\n"," 'Sports',\n"," 'Outdoors',\n"," 'Home',\n"," 'Kitchen',\n"," 'Dining',\n"," 'Office',\n"," 'Products',\n"," 'Health',\n"," 'Household']"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"39s5XBAUjiGa","executionInfo":{"status":"ok","timestamp":1612182660415,"user_tz":-330,"elapsed":1367,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"857d8fa2-8d60-4ea6-9b30-801420917d24"},"source":["fashion_data"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00ZJD3FTG</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Alex and Ani</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Alex and Ani are great<br>jewelry for every ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27.18</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7,015,695 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01EYPV8FW</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Become best pups with<br>Skye and chase. These ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230,231 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00SK8HAOI</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Jessica Simpson<br>Outerwear Plus Size G ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">93.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2,540,461 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B011QEG1GK</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ZLYC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Material:<br>leather&lt;br&gt;&lt;b&gt;Size: ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">19.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5,377,188 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01CGX3W8U</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This smooth and spacious<br>Jet Set Travel Chain Top ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">23.55</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,317,969 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0148B7EJ6</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This is DASOM. DASOM<br>stands for &quot;love&quot; in ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151,477 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01761SMW8</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">EUBUY</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Package includes:1Pcs<br>hat with an EUBUY Fridge ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.98</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540,226 in Sports &amp;<br>Outdoors ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00D5EM1TQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Whoozems</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Whoozems Shoe Labels<br>have all the same ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476,111 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00CC3E6BC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Port Authority - Youth<br>&quot;Silk Touch&quot; Performance ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9.82</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10,369,806 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01HIX20DQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This Funko pop Tee<br>features star wars - rey ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,704,204 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">title</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">tf_idf</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Clothing</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Shoes</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Jewelry</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Sports</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Outdoors</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ALEX AND ANI Boston Red<br>Socks Cap Logo, Red ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;new&#x27;:<br>4.6122876537569555, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Nickelodeon Baby Paw<br>Patrol 4-Piece Pajama ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.7142857142857135</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;set,&#x27;:<br>5.8650506222523235, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Jessica Simpson Womens<br>Plus Size Chevron Qui ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;with&#x27;:<br>2.466634883552045, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ZLYC Handmade Vegetable<br>Tanned Leather Credit ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;brown&#x27;:<br>4.489227560999728, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors<br>Womens Jet Set Travel ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.375</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;funt&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom Womens Fashion<br>Socks ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.907801418439717</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;socks&#x27;:<br>4.167907129399118, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Toddler Slouchy Knit<br>Beanie Cap - EUBUY Cool ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;hat&#x27;:<br>3.4190869464129303, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Children Shoe Labels -<br>Self Laminating ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.27906976744186</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;laminating&#x27;:<br>9.04310445260027, &#x27;se ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority - Youth<br>&amp;quot;Silk Touch&amp;quot; ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;r...&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Funko Men&#x27;s Star Wars -<br>Rey and Finn Running ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;and&#x27;:<br>2.6783536957483576, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Kitchen</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Dining</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Office</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Products</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Health</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Household</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7015695</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230231</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2540461</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5377188</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1317969</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151477</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540226</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476111</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10369806</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1704204</td>\n","    </tr>\n","</table>\n","[8460 rows x 21 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tbrand\tstr\n","\tdescription\tlist\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\trating\tfloat\n","\ttf_idf\tdict\n","\tClothing\tint\n","\tShoes\tint\n","\tJewelry\tint\n","\tSports\tint\n","\tOutdoors\tint\n","\tHome\tint\n","\tKitchen\tint\n","\tDining\tint\n","\tOffice\tint\n","\tProducts\tint\n","\tHealth\tint\n","\tHousehold\tint\n","\tRank\tstr\n","\n","Rows: 8460\n","\n","Data:\n","+------------+----------------------+-------------------------------+-------+\n","|   ProdID   |        brand         |          description          | price |\n","+------------+----------------------+-------------------------------+-------+\n","| B00ZJD3FTG |     Alex and Ani     | [Alex and Ani are great je... | 27.18 |\n","| B01EYPV8FW |                      | [Become best pups with Sky... |  15.5 |\n","| B00SK8HAOI |                      | [Jessica Simpson Outerwear... |  93.0 |\n","| B011QEG1GK |         ZLYC         | [Material: leather<br><b>S... | 19.99 |\n","| B01CGX3W8U | MICHAEL Michael Kors | [This smooth and spacious ... | 23.55 |\n","| B0148B7EJ6 |        Dasom         | [This is DASOM. DASOM stan... |  7.99 |\n","| B01761SMW8 |        EUBUY         | [Package includes:1Pcs hat... |  3.98 |\n","| B00D5EM1TQ |       Whoozems       | [Whoozems Shoe Labels have... |  6.99 |\n","| B00CC3E6BC |    Port Authority    | [Port Authority - Youth \"S... |  9.82 |\n","| B01HIX20DQ |                      | [This Funko pop Tee featur... |  15.5 |\n","+------------+----------------------+-------------------------------+-------+\n","+--------------------------------+-------------------------------+\n","|              rank              |             title             |\n","+--------------------------------+-------------------------------+\n","| 7,015,695 in Clothing, Sho...  | ALEX AND ANI Boston Red So... |\n","| 230,231 in Clothing, Shoes...  | Nickelodeon Baby Paw Patro... |\n","| 2,540,461 in Clothing, Sho...  | Jessica Simpson Womens Plu... |\n","| 5,377,188 in Clothing, Sho...  | ZLYC Handmade Vegetable Ta... |\n","| 1,317,969 in Clothing, Sho...  | MICHAEL Michael Kors Women... |\n","| 151,477 in Clothing, Shoes...  |   Dasom Womens Fashion Socks  |\n","| 540,226 in Sports & Outdoors ( | Baby Toddler Slouchy Knit ... |\n","| 476,111 in Clothing, Shoes...  | Children Shoe Labels - Sel... |\n","| 10,369,806 in Clothing, Sh...  | Port Authority - Youth &qu... |\n","| 1,704,204 in Clothing, Sho...  | Funko Men's Star Wars - Re... |\n","+--------------------------------+-------------------------------+\n","+--------------------+-------------------------------+----------+-------+---------+\n","|       rating       |             tf_idf            | Clothing | Shoes | Jewelry |\n","+--------------------+-------------------------------+----------+-------+---------+\n","|        5.0         | {'new': 4.6122876537569555... |    1     |   1   |    1    |\n","| 4.7142857142857135 | {'set,': 5.865050622252323... |    1     |   1   |    1    |\n","|        5.0         | {'with': 2.466634883552045... |    1     |   1   |    1    |\n","|        5.0         | {'brown': 4.48922756099972... |    1     |   1   |    1    |\n","|       4.375        | {'funt': 9.04310445260027,... |    1     |   1   |    1    |\n","| 4.907801418439717  | {'socks': 4.16790712939911... |    1     |   1   |    1    |\n","|        5.0         | {'hat': 3.4190869464129303... |    1     |   1   |    1    |\n","|  4.27906976744186  | {'laminating': 9.043104452... |    1     |   1   |    1    |\n","|        1.0         | {'r...': 9.04310445260027,... |    1     |   1   |    1    |\n","|        5.0         | {'and': 2.6783536957483576... |    1     |   1   |    1    |\n","+--------------------+-------------------------------+----------+-------+---------+\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","| Sports | Outdoors | Home | Kitchen | Dining | Office | Products | Health | Household | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","|   1    |    1     |  1   |    1    |   1    |   1    |    1     |   1    |     1     | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","[8460 rows x 21 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":170}]},{"cell_type":"code","metadata":{"id":"2rNChPCTRrBk"},"source":["def Filter(asin):\n","  df = fashion_data[fashion_data['ProdID'] == asin]\n","  text = df['rank']\n","  if text[0] == '[]':\n","    return 1\n","  elif len(text[0]) < 50:\n","    text = text[0].split()\n","    for v in text[1:]:\n","      if v.translate(str.maketrans('', '', string.punctuation)) == i:\n","        return 1\n","    return 0\n","  else:\n","    text = df['rank'].astype(list)\n","    text = text[0][0].split()\n","    for y in text[1:]:\n","      if y.translate(str.maketrans('', '', string.punctuation)) == i:\n","        return 1\n","    return 0\n","\n","\n","\n","\n","\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"2a4bJRK8n2Sx"},"source":["for i in subset_column:\n","  fashion_data[i] = fashion_data['ProdID'].apply(Filter)\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"N1UzJibapyzB","executionInfo":{"status":"ok","timestamp":1612184094274,"user_tz":-330,"elapsed":2106,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"42ddbf77-c241-45c9-8663-3b1db5f427df"},"source":["fashion_data"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">price</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00ZJD3FTG</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Alex and Ani</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Alex and Ani are great<br>jewelry for every ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">27.18</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7,015,695 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01EYPV8FW</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Become best pups with<br>Skye and chase. These ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230,231 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00SK8HAOI</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Jessica Simpson<br>Outerwear Plus Size G ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">93.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2,540,461 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B011QEG1GK</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ZLYC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Material:<br>leather&lt;br&gt;&lt;b&gt;Size: ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">19.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5,377,188 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01CGX3W8U</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This smooth and spacious<br>Jet Set Travel Chain Top ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">23.55</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,317,969 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B0148B7EJ6</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This is DASOM. DASOM<br>stands for &quot;love&quot; in ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151,477 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01761SMW8</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">EUBUY</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Package includes:1Pcs<br>hat with an EUBUY Fridge ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.98</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540,226 in Sports &amp;<br>Outdoors ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00D5EM1TQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Whoozems</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Whoozems Shoe Labels<br>have all the same ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476,111 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00CC3E6BC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[Port Authority - Youth<br>&quot;Silk Touch&quot; Performance ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">9.82</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10,369,806 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01HIX20DQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[This Funko pop Tee<br>features star wars - rey ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">15.5</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1,704,204 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">title</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rating</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">tf_idf</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Clothing</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Shoes</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Jewelry</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Sports</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Outdoors</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ALEX AND ANI Boston Red<br>Socks Cap Logo, Red ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;new&#x27;:<br>4.6122876537569555, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Nickelodeon Baby Paw<br>Patrol 4-Piece Pajama ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.7142857142857135</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;set,&#x27;:<br>5.8650506222523235, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Jessica Simpson Womens<br>Plus Size Chevron Qui ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;with&#x27;:<br>2.466634883552045, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">ZLYC Handmade Vegetable<br>Tanned Leather Credit ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;brown&#x27;:<br>4.489227560999728, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">MICHAEL Michael Kors<br>Womens Jet Set Travel ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.375</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;funt&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Dasom Womens Fashion<br>Socks ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.907801418439717</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;socks&#x27;:<br>4.167907129399118, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Baby Toddler Slouchy Knit<br>Beanie Cap - EUBUY Cool ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;hat&#x27;:<br>3.4190869464129303, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Children Shoe Labels -<br>Self Laminating ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4.27906976744186</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;laminating&#x27;:<br>9.04310445260027, &#x27;se ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority - Youth<br>&amp;quot;Silk Touch&amp;quot; ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;r...&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Funko Men&#x27;s Star Wars -<br>Rey and Finn Running ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;and&#x27;:<br>2.6783536957483576, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Kitchen</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Dining</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Office</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Products</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Health</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Household</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Rank</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7015695</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230231</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2540461</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5377188</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1317969</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151477</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540226</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476111</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10369806</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1704204</td>\n","    </tr>\n","</table>\n","[8460 rows x 21 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tbrand\tstr\n","\tdescription\tlist\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\trating\tfloat\n","\ttf_idf\tdict\n","\tClothing\tint\n","\tShoes\tint\n","\tJewelry\tint\n","\tSports\tint\n","\tOutdoors\tint\n","\tHome\tint\n","\tKitchen\tint\n","\tDining\tint\n","\tOffice\tint\n","\tProducts\tint\n","\tHealth\tint\n","\tHousehold\tint\n","\tRank\tstr\n","\n","Rows: 8460\n","\n","Data:\n","+------------+----------------------+-------------------------------+-------+\n","|   ProdID   |        brand         |          description          | price |\n","+------------+----------------------+-------------------------------+-------+\n","| B00ZJD3FTG |     Alex and Ani     | [Alex and Ani are great je... | 27.18 |\n","| B01EYPV8FW |                      | [Become best pups with Sky... |  15.5 |\n","| B00SK8HAOI |                      | [Jessica Simpson Outerwear... |  93.0 |\n","| B011QEG1GK |         ZLYC         | [Material: leather<br><b>S... | 19.99 |\n","| B01CGX3W8U | MICHAEL Michael Kors | [This smooth and spacious ... | 23.55 |\n","| B0148B7EJ6 |        Dasom         | [This is DASOM. DASOM stan... |  7.99 |\n","| B01761SMW8 |        EUBUY         | [Package includes:1Pcs hat... |  3.98 |\n","| B00D5EM1TQ |       Whoozems       | [Whoozems Shoe Labels have... |  6.99 |\n","| B00CC3E6BC |    Port Authority    | [Port Authority - Youth \"S... |  9.82 |\n","| B01HIX20DQ |                      | [This Funko pop Tee featur... |  15.5 |\n","+------------+----------------------+-------------------------------+-------+\n","+--------------------------------+-------------------------------+\n","|              rank              |             title             |\n","+--------------------------------+-------------------------------+\n","| 7,015,695 in Clothing, Sho...  | ALEX AND ANI Boston Red So... |\n","| 230,231 in Clothing, Shoes...  | Nickelodeon Baby Paw Patro... |\n","| 2,540,461 in Clothing, Sho...  | Jessica Simpson Womens Plu... |\n","| 5,377,188 in Clothing, Sho...  | ZLYC Handmade Vegetable Ta... |\n","| 1,317,969 in Clothing, Sho...  | MICHAEL Michael Kors Women... |\n","| 151,477 in Clothing, Shoes...  |   Dasom Womens Fashion Socks  |\n","| 540,226 in Sports & Outdoors ( | Baby Toddler Slouchy Knit ... |\n","| 476,111 in Clothing, Shoes...  | Children Shoe Labels - Sel... |\n","| 10,369,806 in Clothing, Sh...  | Port Authority - Youth &qu... |\n","| 1,704,204 in Clothing, Sho...  | Funko Men's Star Wars - Re... |\n","+--------------------------------+-------------------------------+\n","+--------------------+-------------------------------+----------+-------+---------+\n","|       rating       |             tf_idf            | Clothing | Shoes | Jewelry |\n","+--------------------+-------------------------------+----------+-------+---------+\n","|        5.0         | {'new': 4.6122876537569555... |    1     |   1   |    1    |\n","| 4.7142857142857135 | {'set,': 5.865050622252323... |    1     |   1   |    1    |\n","|        5.0         | {'with': 2.466634883552045... |    1     |   1   |    1    |\n","|        5.0         | {'brown': 4.48922756099972... |    1     |   1   |    1    |\n","|       4.375        | {'funt': 9.04310445260027,... |    1     |   1   |    1    |\n","| 4.907801418439717  | {'socks': 4.16790712939911... |    1     |   1   |    1    |\n","|        5.0         | {'hat': 3.4190869464129303... |    0     |   0   |    0    |\n","|  4.27906976744186  | {'laminating': 9.043104452... |    1     |   1   |    1    |\n","|        1.0         | {'r...': 9.04310445260027,... |    1     |   1   |    1    |\n","|        5.0         | {'and': 2.6783536957483576... |    1     |   1   |    1    |\n","+--------------------+-------------------------------+----------+-------+---------+\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","| Sports | Outdoors | Home | Kitchen | Dining | Office | Products | Health | Household | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   1    |    1     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","[8460 rows x 21 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":204}]},{"cell_type":"code","metadata":{"id":"eqckDy8btNr_"},"source":["def descript(text):\n","  return text[0][0]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"DO7Hk-Y_tluj"},"source":["fashion_data['description'] = fashion_data['description'].apply(descript)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"ExOm75TJumH9"},"source":["fashion_data['tf_idf_description'] = tc.text_analytics.tf_idf(fashion_data['description'])"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3hdExSKvu7Pe","executionInfo":{"status":"ok","timestamp":1612185325158,"user_tz":-330,"elapsed":1849,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"26035b6d-e5b1-44b2-f38b-0399741d7e44"},"source":["fashion_data"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">ProdID</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">brand</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">description</th>\n","        <th style=\"padding-left: 1em; 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top\">B01EYPV8FW</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\"></td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Become best pups with<br>Skye and chase. 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DASOM<br>stands for &quot;love&quot; in ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151,477 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B01761SMW8</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">EUBUY</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Package includes:1Pcs hat<br>with an EUBUY Fridge ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3.98</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540,226 in Sports &amp;<br>Outdoors ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00D5EM1TQ</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Whoozems</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Whoozems Shoe Labels have<br>all the same features as ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">6.99</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476,111 in Clothing,<br>Shoes &amp; Jewelry ( ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">B00CC3E6BC</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Port Authority - Youth<br>&quot;Silk Touch&quot; 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padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;r...&#x27;:<br>9.04310445260027, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Funko Men&#x27;s Star Wars -<br>Rey and Finn Running ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5.0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;and&#x27;:<br>2.6783536957483576, ...</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","    </tr>\n","</table>\n","<table frame=\"box\" rules=\"cols\">\n","    <tr>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Home</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Kitchen</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Dining</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Office</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Products</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Health</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Household</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">Rank</th>\n","        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">tf_idf_description</th>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">7015695</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;for&#x27;:<br>0.7398473317473282, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">230231</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;lounging.&#x27;:<br>7.251344983372214, &#x27;f ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2540461</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;vary&#x27;:<br>3.2319634596235685, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5377188</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;ongoing&#x27;:<br>7.251344983372214, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1317969</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;details.&#x27;:<br>4.712371112313938, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">151477</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;satisfied&#x27;:<br>3.7599007238622804, &#x27; ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">540226</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;magnet&lt;br&gt;&#x27;:<br>9.04310445260027, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">476111</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;shoes.&#x27;:<br>5.516743927984107, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">10369806</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;r...&#x27;:<br>9.04310445260027, ...</td>\n","    </tr>\n","    <tr>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1704204</td>\n","        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">{&#x27;all&#x27;:<br>1.8352445811677938, ...</td>\n","    </tr>\n","</table>\n","[8460 rows x 22 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n","</div>"],"text/plain":["Columns:\n","\tProdID\tstr\n","\tbrand\tstr\n","\tdescription\tstr\n","\tprice\tfloat\n","\trank\tstr\n","\ttitle\tstr\n","\trating\tfloat\n","\ttf_idf\tdict\n","\tClothing\tint\n","\tShoes\tint\n","\tJewelry\tint\n","\tSports\tint\n","\tOutdoors\tint\n","\tHome\tint\n","\tKitchen\tint\n","\tDining\tint\n","\tOffice\tint\n","\tProducts\tint\n","\tHealth\tint\n","\tHousehold\tint\n","\tRank\tstr\n","\ttf_idf_description\tdict\n","\n","Rows: 8460\n","\n","Data:\n","+------------+----------------------+-------------------------------+-------+\n","|   ProdID   |        brand         |          description          | price |\n","+------------+----------------------+-------------------------------+-------+\n","| B00ZJD3FTG |     Alex and Ani     | Alex and Ani are great jew... | 27.18 |\n","| B01EYPV8FW |                      | Become best pups with Skye... |  15.5 |\n","| B00SK8HAOI |                      | Jessica Simpson Outerwear ... |  93.0 |\n","| B011QEG1GK |         ZLYC         | Material: leather<br><b>Si... | 19.99 |\n","| B01CGX3W8U | MICHAEL Michael Kors | This smooth and spacious J... | 23.55 |\n","| B0148B7EJ6 |        Dasom         | This is DASOM. DASOM stand... |  7.99 |\n","| B01761SMW8 |        EUBUY         | Package includes:1Pcs hat ... |  3.98 |\n","| B00D5EM1TQ |       Whoozems       | Whoozems Shoe Labels have ... |  6.99 |\n","| B00CC3E6BC |    Port Authority    | Port Authority - Youth \"Si... |  9.82 |\n","| B01HIX20DQ |                      | This Funko pop Tee feature... |  15.5 |\n","+------------+----------------------+-------------------------------+-------+\n","+--------------------------------+-------------------------------+\n","|              rank              |             title             |\n","+--------------------------------+-------------------------------+\n","| 7,015,695 in Clothing, Sho...  | ALEX AND ANI Boston Red So... |\n","| 230,231 in Clothing, Shoes...  | Nickelodeon Baby Paw Patro... |\n","| 2,540,461 in Clothing, Sho...  | Jessica Simpson Womens Plu... |\n","| 5,377,188 in Clothing, Sho...  | ZLYC Handmade Vegetable Ta... |\n","| 1,317,969 in Clothing, Sho...  | MICHAEL Michael Kors Women... |\n","| 151,477 in Clothing, Shoes...  |   Dasom Womens Fashion Socks  |\n","| 540,226 in Sports & Outdoors ( | Baby Toddler Slouchy Knit ... |\n","| 476,111 in Clothing, Shoes...  | Children Shoe Labels - Sel... |\n","| 10,369,806 in Clothing, Sh...  | Port Authority - Youth &qu... |\n","| 1,704,204 in Clothing, Sho...  | Funko Men's Star Wars - Re... |\n","+--------------------------------+-------------------------------+\n","+--------------------+-------------------------------+----------+-------+---------+\n","|       rating       |             tf_idf            | Clothing | Shoes | Jewelry |\n","+--------------------+-------------------------------+----------+-------+---------+\n","|        5.0         | {'new': 4.6122876537569555... |    1     |   1   |    1    |\n","| 4.7142857142857135 | {'set,': 5.865050622252323... |    1     |   1   |    1    |\n","|        5.0         | {'with': 2.466634883552045... |    1     |   1   |    1    |\n","|        5.0         | {'brown': 4.48922756099972... |    1     |   1   |    1    |\n","|       4.375        | {'funt': 9.04310445260027,... |    1     |   1   |    1    |\n","| 4.907801418439717  | {'socks': 4.16790712939911... |    1     |   1   |    1    |\n","|        5.0         | {'hat': 3.4190869464129303... |    0     |   0   |    0    |\n","|  4.27906976744186  | {'laminating': 9.043104452... |    1     |   1   |    1    |\n","|        1.0         | {'r...': 9.04310445260027,... |    1     |   1   |    1    |\n","|        5.0         | {'and': 2.6783536957483576... |    1     |   1   |    1    |\n","+--------------------+-------------------------------+----------+-------+---------+\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","| Sports | Outdoors | Home | Kitchen | Dining | Office | Products | Health | Household | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   1    |    1     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","|   0    |    0     |  0   |    0    |   0    |   0    |    0     |   0    |     0     | ... |\n","+--------+----------+------+---------+--------+--------+----------+--------+-----------+-----+\n","[8460 rows x 22 columns]\n","Note: Only the head of the SFrame is printed.\n","You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."]},"metadata":{"tags":[]},"execution_count":225}]},{"cell_type":"markdown","metadata":{"id":"eulnG91swkMI"},"source":["#Step to Download Editted Dataset from google colab"]},{"cell_type":"code","metadata":{"id":"8tjaf6m77ArM"},"source":["#fashion_data.export_json('fashion.json',orient='lines')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":34},"id":"h1-Y2pan8BHY","executionInfo":{"status":"ok","timestamp":1612188768816,"user_tz":-330,"elapsed":1757,"user":{"displayName":"hrushikesh malpekar","photoUrl":"","userId":"12958357008200083198"}},"outputId":"88094113-5e5b-4a8f-82e9-77e57a2dfe58"},"source":["#from google.colab import files\n","#files.download('fashion.json')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"application/javascript":["\n","    async function download(id, filename, size) {\n","      if (!google.colab.kernel.accessAllowed) {\n","        return;\n","      }\n","      const div = document.createElement('div');\n","      const label = document.createElement('label');\n","      label.textContent = `Downloading \"${filename}\": `;\n","      div.appendChild(label);\n","      const progress = document.createElement('progress');\n","      progress.max = size;\n","      div.appendChild(progress);\n","      document.body.appendChild(div);\n","\n","      const buffers = [];\n","      let downloaded = 0;\n","\n","      const channel = await google.colab.kernel.comms.open(id);\n","      // Send a message to notify the kernel that we're ready.\n","      channel.send({})\n","\n","      for await (const message of channel.messages) {\n","        // Send a message to notify the kernel that we're ready.\n","        channel.send({})\n","        if (message.buffers) {\n","          for (const buffer of message.buffers) {\n","            buffers.push(buffer);\n","            downloaded += buffer.byteLength;\n","            progress.value = downloaded;\n","          }\n","        }\n","      }\n","      const blob = new Blob(buffers, {type: 'application/binary'});\n","      const a = document.createElement('a');\n","      a.href = window.URL.createObjectURL(blob);\n","      a.download = filename;\n","      div.appendChild(a);\n","      a.click();\n","      div.remove();\n","    }\n","  "],"text/plain":["<IPython.core.display.Javascript object>"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"application/javascript":["download(\"download_5b3c0b25-2cfe-4412-baa6-91038e6ccb4b\", \"fashion.json\", 15114944)"],"text/plain":["<IPython.core.display.Javascript object>"]},"metadata":{"tags":[]}}]}]}