class.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torchvision import transforms\n",
    "import joblib\n",
    "import torchvision.models as models\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import cv2\n",
    "import os\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Arnau\\AppData\\Local\\Temp\\ipykernel_23228\\3754075685.py:15: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  model.load_state_dict(torch.load('./models/resnet.pth', map_location=torch.device(device)))\n"
     ]
    }
   ],
   "source": [
    "# Read the models\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "class ResNetClassifier(nn.Module):\n",
    "    def __init__(self, num_classes=4):\n",
    "        super(ResNetClassifier, self).__init__()\n",
    "        self.resnet = models.resnet18(pretrained=True)\n",
    "        # Modify the final fully connected layer to output num_classes\n",
    "        self.resnet.fc = nn.Linear(self.resnet.fc.in_features, num_classes)\n",
    "\n",
    "    def forward(self, x):\n",
    "        return self.resnet(x)\n",
    "\n",
    "# Instantiate the model\n",
    "model = ResNetClassifier(num_classes=4).to(device)\n",
    "model.load_state_dict(torch.load('./models/resnet.pth', map_location=torch.device(device)))\n",
    " #\n",
    "hats = joblib.load('./models/hats/hats.joblib')\n",
    "\n",
    "#read bottom models\n",
    "bottomsilhouette = joblib.load('./models/bottom/bottom_silhouette.joblib')\n",
    "bottomlength = joblib.load('./models/bottom/bottom_length.joblib')\n",
    "bottomclosure = joblib.load('./models/bottom/bottom_closure.joblib')\n",
    "bottomknit = joblib.load('./models/bottom/bottom_knit.joblib')\n",
    "bottomwaist = joblib.load('./models/bottom/bottom_waist.joblib')\n",
    "bottomwoven = joblib.load('./models/bottom/bottom_woven.joblib')\n",
    "\n",
    "#read shoes models\n",
    "shoes_cane_height = joblib.load('./models/shoes/model_cane_height.joblib')\n",
    "shoes_heel_shape = joblib.load('./models/shoes/model_heel_shape.joblib')\n",
    "shoes_toecap = joblib.load('./models/shoes/model_toecap.joblib')\n",
    "\n",
    "#read top models\n",
    "top_silhouette = joblib.load('./models/tops/top_silhouette.joblib')\n",
    "top_closure_placement = joblib.load('./models/tops/top_closure_placement.joblib')\n",
    "top_knit = joblib.load('./models/tops/top_knit.joblib')\n",
    "top_length = joblib.load('./models/tops/top_length.joblib')\n",
    "top_neck = joblib.load('./models/tops/top_neck.joblib')\n",
    "top_sleeve = joblib.load('./models/tops/top_sleeve.joblib')\n",
    "top_woven = joblib.load('./models/tops/top_woven.joblib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generatemodels():\n",
    "    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "    class ResNetClassifier(nn.Module):\n",
    "        def __init__(self, num_classes=4):\n",
    "            super(ResNetClassifier, self).__init__()\n",
    "            self.resnet = models.resnet18(pretrained=True)\n",
    "            # Modify the final fully connected layer to output num_classes\n",
    "            self.resnet.fc = nn.Linear(self.resnet.fc.in_features, num_classes)\n",
    "\n",
    "        def forward(self, x):\n",
    "            return self.resnet(x)\n",
    "\n",
    "    # Instantiate the model\n",
    "    model = ResNetClassifier(num_classes=4).to(device)\n",
    "    model.load_state_dict(torch.load('./models/resnet.pth', map_location=torch.device(device)))\n",
    "    #\n",
    "    hats = joblib.load('./models/hats/hats.joblib')\n",
    "\n",
    "    #read bottom models\n",
    "    bottomsilhouette = joblib.load('./models/bottom/bottom_silhouette.joblib')\n",
    "    bottomlength = joblib.load('./models/bottom/bottom_length.joblib')\n",
    "    bottomclosure = joblib.load('./models/bottom/bottom_closure.joblib')\n",
    "    bottomknit = joblib.load('./models/bottom/bottom_knit.joblib')\n",
    "    bottomwaist = joblib.load('./models/bottom/bottom_waist.joblib')\n",
    "    bottomwoven = joblib.load('./models/bottom/bottom_woven.joblib')\n",
    "\n",
    "    #read shoes models\n",
    "    shoes_cane_height = joblib.load('./models/shoes/model_cane_height.joblib')\n",
    "    shoes_heel_shape = joblib.load('./models/shoes/model_heel_shape.joblib')\n",
    "    shoes_toecap = joblib.load('./models/shoes/model_toecap.joblib')\n",
    "\n",
    "    #read top models\n",
    "    top_silhouette = joblib.load('./models/tops/top_silhouette.joblib')\n",
    "    top_closure_placement = joblib.load('./models/tops/top_closure_placement.joblib')\n",
    "    top_knit = joblib.load('./models/tops/top_knit.joblib')\n",
    "    top_length = joblib.load('./models/tops/top_length.joblib')\n",
    "    top_neck = joblib.load('./models/tops/top_neck.joblib')\n",
    "    top_sleeve = joblib.load('./models/tops/top_sleeve.joblib')\n",
    "    top_woven = joblib.load('./models/tops/top_woven.joblib')\n",
    "\n",
    "    return model, hats, bottomsilhouette, bottomlength, bottomclosure, bottomknit, bottomwaist, bottomwoven, shoes_cane_height, shoes_heel_shape, shoes_toecap, top_silhouette, top_closure_placement, top_knit, top_length, top_neck, top_sleeve, top_woven"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data = pd.read_csv('./data/train_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cod_modelo_color', 'silhouette_type', 'closure_placement',\n",
       "       'heel_shape_type', 'knit_structure', 'length_type', 'neck_lapel_type',\n",
       "       'cane_height_type', 'sleeve_length_type', 'toecap_type', 'waist_type',\n",
       "       'woven_structure'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "listattributes = train_data.columns[:-2:]\n",
    "listattributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_image(image):\n",
    "    transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
    "])\n",
    "    return transform(image).unsqueeze(0)\n",
    "\n",
    "gtm = {0: 'Top', 1: 'Bottom', 2: 'Shoes', 3:'Hats'}\n",
    "\n",
    "def classify(img):\n",
    "    #transform img\n",
    "    image = Image.open(img)\n",
    "    image = transform_image(image)\n",
    "    image = image.to(device)\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        output = model(image)\n",
    "    return gtm[torch.argmax(output).item()]\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "image='./images/images/81_1072506_77097613-09_B.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "def attHat(img):\n",
    "    img = cv2.imread(img, cv2.IMREAD_GRAYSCALE)\n",
    "    img = cv2.resize(img, (64, 64))\n",
    "    img_flat = img.flatten()\n",
    "    pred = hats.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    return ('silhouette_type',pred)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "def attShoes(img):\n",
    "    img = cv2.imread(img, cv2.IMREAD_GRAYSCALE)\n",
    "    img = cv2.resize(img, (64, 64))\n",
    "    img_flat = img.flatten()\n",
    "    pred1 = shoes_cane_height.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred2 = shoes_heel_shape.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred3 = shoes_toecap.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    return ('cane_height_type',pred1), ('heel_shape_type',pred2), ('toecap_type',pred3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "def attBottom(img):\n",
    "    img = cv2.imread(img, cv2.IMREAD_GRAYSCALE)\n",
    "    img = cv2.resize(img, (64, 64))\n",
    "    img_flat = img.flatten()\n",
    "    pred1 = bottomsilhouette.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred2 = bottomlength.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred3 = bottomclosure.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred4 = bottomknit.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred5 = bottomwaist.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred6 = bottomwoven.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    return ('silhouette_type',pred1), ('length_type',pred2), ('closure_placement',pred3), ('knit_structure',pred4), ('waist_type',pred5), ('woven_structure',pred6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "def attTop(img):\n",
    "    img = cv2.imread(img, cv2.IMREAD_GRAYSCALE)\n",
    "    img = cv2.resize(img, (64, 64))\n",
    "    img_flat = img.flatten()\n",
    "    pred1 = top_silhouette.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred2 = top_closure_placement.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred3 = top_knit.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred4 = top_length.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred5 = top_neck.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred6 = top_sleeve.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    pred7 = top_woven.predict([img_flat])[0].replace('-1', 'INVALID')\n",
    "    return ('silhouette_type',pred1), ('closure_placement',pred2), ('knit_structure',pred3), ('length_type',pred4), ('neck_lapel_type',pred5), ('sleeve_length_type',pred6), ('woven_structure',pred7)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load test data\n",
    "test_data = pd.read_csv('./data/test_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "files=set()\n",
    "images=[]\n",
    "for i, row in test_data.iterrows():\n",
    "    if row['des_filename'] in files:\n",
    "        continue\n",
    "    files.add(row['des_filename'])\n",
    "    images.append((row['des_filename'], row['cod_modelo_color']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cod_modelo_color', 'silhouette_type', 'closure_placement',\n",
       "       'heel_shape_type', 'knit_structure', 'length_type', 'neck_lapel_type',\n",
       "       'cane_height_type', 'sleeve_length_type', 'toecap_type', 'waist_type',\n",
       "       'woven_structure'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "listattributes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "attributes = set(listattributes) - {'cod_modelo_color'}\n",
    "len(attributes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pred: 100%|██████████| 6529/6529 [06:52<00:00, 15.82it/s]\n"
     ]
    }
   ],
   "source": [
    "submission = []\n",
    "for img,cod in tqdm(images, desc='pred'):\n",
    "    if img != '88_49720742_67044470-56_.jpg':\n",
    "        image = f'./images/images/{img}'\n",
    "        attval = {key: 'INVALID' for key in attributes}    \n",
    "        if classify(image) == 'Hats':\n",
    "            att = attHat(image)\n",
    "            code = cod+'_'+at[0]\n",
    "            attval[at[0]] = at[1]\n",
    "        elif classify(image) == 'Shoes':\n",
    "            att = attShoes(image)\n",
    "            for at,val in att:\n",
    "                code = cod+'_'+at\n",
    "                attval[at] = val\n",
    "        elif classify(image) == 'Bottom':\n",
    "            att = attBottom(image)\n",
    "            for at,val in att:\n",
    "                code = cod+'_'+at\n",
    "                attval[at] = val\n",
    "        else:\n",
    "            att = attTop(image)\n",
    "            for at,val in att:\n",
    "                code = cod+'_'+at\n",
    "                attval[at] = val\n",
    "    for k in attval.keys():\n",
    "        submission.append((cod+'_'+k, attval[k]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71858"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(submission)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('88_49711373_knit_structure', 'INVALID'),\n",
       " ('88_49711373_closure_placement', 'INVALID'),\n",
       " ('88_49711373_cane_height_type', 'Alta'),\n",
       " ('88_49711373_length_type', 'INVALID'),\n",
       " ('88_49711373_sleeve_length_type', 'INVALID'),\n",
       " ('88_49711373_woven_structure', 'INVALID'),\n",
       " ('88_49711373_neck_lapel_type', 'INVALID'),\n",
       " ('88_49711373_silhouette_type', 'INVALID'),\n",
       " ('88_49711373_toecap_type', 'Con punta'),\n",
       " ('88_49711373_waist_type', 'INVALID'),\n",
       " ('88_49711373_heel_shape_type', 'Plano'),\n",
       " ('88_49718802_knit_structure', 'INVALID'),\n",
       " ('88_49718802_closure_placement', 'INVALID'),\n",
       " ('88_49718802_cane_height_type', 'INVALID'),\n",
       " ('88_49718802_length_type', 'INVALID'),\n",
       " ('88_49718802_sleeve_length_type', 'INVALID'),\n",
       " ('88_49718802_woven_structure', 'INVALID'),\n",
       " ('88_49718802_neck_lapel_type', 'INVALID'),\n",
       " ('88_49718802_silhouette_type', 'INVALID'),\n",
       " ('88_49718802_toecap_type', 'Redonda'),\n",
       " ('88_49718802_waist_type', 'INVALID'),\n",
       " ('88_49718802_heel_shape_type', 'Plano'),\n",
       " ('88_49709572_knit_structure', 'INVALID'),\n",
       " ('88_49709572_closure_placement', 'INVALID'),\n",
       " ('88_49709572_cane_height_type', 'INVALID'),\n",
       " ('88_49709572_length_type', 'Standard'),\n",
       " ('88_49709572_sleeve_length_type', 'Larga'),\n",
       " ('88_49709572_woven_structure', 'Ligero'),\n",
       " ('88_49709572_neck_lapel_type', 'Redondo'),\n",
       " ('88_49709572_silhouette_type', 'Recto'),\n",
       " ('88_49709572_toecap_type', 'INVALID'),\n",
       " ('88_49709572_waist_type', 'INVALID'),\n",
       " ('88_49709572_heel_shape_type', 'INVALID'),\n",
       " ('88_49722701_knit_structure', 'INVALID'),\n",
       " ('88_49722701_closure_placement', 'INVALID'),\n",
       " ('88_49722701_cane_height_type', 'INVALID'),\n",
       " ('88_49722701_length_type', 'Standard'),\n",
       " ('88_49722701_sleeve_length_type', 'Larga'),\n",
       " ('88_49722701_woven_structure', 'INVALID'),\n",
       " ('88_49722701_neck_lapel_type', 'Redondo'),\n",
       " ('88_49722701_silhouette_type', 'Recto'),\n",
       " ('88_49722701_toecap_type', 'INVALID'),\n",
       " ('88_49722701_waist_type', 'INVALID'),\n",
       " ('88_49722701_heel_shape_type', 'INVALID'),\n",
       " ('88_49724926_knit_structure', 'INVALID'),\n",
       " ('88_49724926_closure_placement', 'INVALID'),\n",
       " ('88_49724926_cane_height_type', 'INVALID'),\n",
       " ('88_49724926_length_type', 'Standard'),\n",
       " ('88_49724926_sleeve_length_type', 'Corta'),\n",
       " ('88_49724926_woven_structure', 'Ligero'),\n",
       " ('88_49724926_neck_lapel_type', 'Redondo'),\n",
       " ('88_49724926_silhouette_type', 'Recto'),\n",
       " ('88_49724926_toecap_type', 'INVALID'),\n",
       " ('88_49724926_waist_type', 'INVALID'),\n",
       " ('88_49724926_heel_shape_type', 'INVALID'),\n",
       " ('88_49716781_knit_structure', 'INVALID'),\n",
       " ('88_49716781_closure_placement', 'INVALID'),\n",
       " ('88_49716781_cane_height_type', 'INVALID'),\n",
       " ('88_49716781_length_type', 'Standard'),\n",
       " ('88_49716781_sleeve_length_type', 'Larga'),\n",
       " ('88_49716781_woven_structure', 'Ligero'),\n",
       " ('88_49716781_neck_lapel_type', 'Redondo'),\n",
       " ('88_49716781_silhouette_type', 'Recto'),\n",
       " ('88_49716781_toecap_type', 'INVALID'),\n",
       " ('88_49716781_waist_type', 'INVALID'),\n",
       " ('88_49716781_heel_shape_type', 'INVALID'),\n",
       " ('88_49714943_knit_structure', 'INVALID'),\n",
       " ('88_49714943_closure_placement', 'INVALID'),\n",
       " ('88_49714943_cane_height_type', 'INVALID'),\n",
       " ('88_49714943_length_type', 'Standard'),\n",
       " ('88_49714943_sleeve_length_type', 'Larga'),\n",
       " ('88_49714943_woven_structure', 'Ligero'),\n",
       " ('88_49714943_neck_lapel_type', 'Redondo'),\n",
       " ('88_49714943_silhouette_type', 'Recto'),\n",
       " ('88_49714943_toecap_type', 'INVALID'),\n",
       " ('88_49714943_waist_type', 'INVALID'),\n",
       " ('88_49714943_heel_shape_type', 'INVALID'),\n",
       " ('88_49708509_knit_structure', 'INVALID'),\n",
       " ('88_49708509_closure_placement', 'INVALID'),\n",
       " ('88_49708509_cane_height_type', 'INVALID'),\n",
       " ('88_49708509_length_type', 'INVALID'),\n",
       " ('88_49708509_sleeve_length_type', 'INVALID'),\n",
       " ('88_49708509_woven_structure', 'INVALID'),\n",
       " ('88_49708509_neck_lapel_type', 'INVALID'),\n",
       " ('88_49708509_silhouette_type', 'INVALID'),\n",
       " ('88_49708509_toecap_type', 'Redonda'),\n",
       " ('88_49708509_waist_type', 'INVALID'),\n",
       " ('88_49708509_heel_shape_type', 'Plano'),\n",
       " ('88_49725582_knit_structure', 'INVALID'),\n",
       " ('88_49725582_closure_placement', 'INVALID'),\n",
       " ('88_49725582_cane_height_type', 'INVALID'),\n",
       " ('88_49725582_length_type', 'Largo'),\n",
       " ('88_49725582_sleeve_length_type', 'INVALID'),\n",
       " ('88_49725582_woven_structure', 'INVALID'),\n",
       " ('88_49725582_neck_lapel_type', 'INVALID'),\n",
       " ('88_49725582_silhouette_type', 'Recto'),\n",
       " ('88_49725582_toecap_type', 'INVALID'),\n",
       " ('88_49725582_waist_type', 'Regular Waist'),\n",
       " ('88_49725582_heel_shape_type', 'INVALID'),\n",
       " ('88_49728896_knit_structure', 'INVALID'),\n",
       " ('88_49728896_closure_placement', 'INVALID'),\n",
       " ('88_49728896_cane_height_type', 'INVALID'),\n",
       " ('88_49728896_length_type', 'Standard'),\n",
       " ('88_49728896_sleeve_length_type', 'Larga'),\n",
       " ('88_49728896_woven_structure', 'Ligero'),\n",
       " ('88_49728896_neck_lapel_type', 'Redondo'),\n",
       " ('88_49728896_silhouette_type', 'Recto'),\n",
       " ('88_49728896_toecap_type', 'INVALID'),\n",
       " ('88_49728896_waist_type', 'INVALID'),\n",
       " ('88_49728896_heel_shape_type', 'INVALID'),\n",
       " ('88_49729516_knit_structure', 'INVALID'),\n",
       " ('88_49729516_closure_placement', 'INVALID'),\n",
       " ('88_49729516_cane_height_type', 'INVALID'),\n",
       " ('88_49729516_length_type', 'Largo'),\n",
       " ('88_49729516_sleeve_length_type', 'INVALID'),\n",
       " ('88_49729516_woven_structure', 'Medio'),\n",
       " ('88_49729516_neck_lapel_type', 'INVALID'),\n",
       " ('88_49729516_silhouette_type', 'Slim'),\n",
       " ('88_49729516_toecap_type', 'INVALID'),\n",
       " ('88_49729516_waist_type', 'Regular Waist'),\n",
       " ('88_49729516_heel_shape_type', 'INVALID'),\n",
       " ('88_49708320_knit_structure', 'INVALID'),\n",
       " ('88_49708320_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49708320_cane_height_type', 'INVALID'),\n",
       " ('88_49708320_length_type', 'Standard'),\n",
       " ('88_49708320_sleeve_length_type', 'Larga'),\n",
       " ('88_49708320_woven_structure', 'Ligero'),\n",
       " ('88_49708320_neck_lapel_type', 'Redondo'),\n",
       " ('88_49708320_silhouette_type', 'Recto'),\n",
       " ('88_49708320_toecap_type', 'INVALID'),\n",
       " ('88_49708320_waist_type', 'INVALID'),\n",
       " ('88_49708320_heel_shape_type', 'INVALID'),\n",
       " ('88_49712725_knit_structure', 'INVALID'),\n",
       " ('88_49712725_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49712725_cane_height_type', 'INVALID'),\n",
       " ('88_49712725_length_type', 'Standard'),\n",
       " ('88_49712725_sleeve_length_type', 'Larga'),\n",
       " ('88_49712725_woven_structure', 'INVALID'),\n",
       " ('88_49712725_neck_lapel_type', 'Alto/Envolvente'),\n",
       " ('88_49712725_silhouette_type', 'Recto'),\n",
       " ('88_49712725_toecap_type', 'INVALID'),\n",
       " ('88_49712725_waist_type', 'INVALID'),\n",
       " ('88_49712725_heel_shape_type', 'INVALID'),\n",
       " ('88_49713330_knit_structure', 'INVALID'),\n",
       " ('88_49713330_closure_placement', 'INVALID'),\n",
       " ('88_49713330_cane_height_type', 'INVALID'),\n",
       " ('88_49713330_length_type', 'Standard'),\n",
       " ('88_49713330_sleeve_length_type', 'Larga'),\n",
       " ('88_49713330_woven_structure', 'Ligero'),\n",
       " ('88_49713330_neck_lapel_type', 'Redondo'),\n",
       " ('88_49713330_silhouette_type', 'Recto'),\n",
       " ('88_49713330_toecap_type', 'INVALID'),\n",
       " ('88_49713330_waist_type', 'INVALID'),\n",
       " ('88_49713330_heel_shape_type', 'INVALID'),\n",
       " ('88_49720010_knit_structure', 'INVALID'),\n",
       " ('88_49720010_closure_placement', 'INVALID'),\n",
       " ('88_49720010_cane_height_type', 'INVALID'),\n",
       " ('88_49720010_length_type', 'Largo'),\n",
       " ('88_49720010_sleeve_length_type', 'INVALID'),\n",
       " ('88_49720010_woven_structure', 'INVALID'),\n",
       " ('88_49720010_neck_lapel_type', 'INVALID'),\n",
       " ('88_49720010_silhouette_type', 'Recto'),\n",
       " ('88_49720010_toecap_type', 'INVALID'),\n",
       " ('88_49720010_waist_type', 'Regular Waist'),\n",
       " ('88_49720010_heel_shape_type', 'INVALID'),\n",
       " ('88_49721450_knit_structure', 'INVALID'),\n",
       " ('88_49721450_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49721450_cane_height_type', 'INVALID'),\n",
       " ('88_49721450_length_type', 'Standard'),\n",
       " ('88_49721450_sleeve_length_type', 'Larga'),\n",
       " ('88_49721450_woven_structure', 'Ligero'),\n",
       " ('88_49721450_neck_lapel_type', 'Redondo'),\n",
       " ('88_49721450_silhouette_type', 'Recto'),\n",
       " ('88_49721450_toecap_type', 'INVALID'),\n",
       " ('88_49721450_waist_type', 'INVALID'),\n",
       " ('88_49721450_heel_shape_type', 'INVALID'),\n",
       " ('88_49729849_knit_structure', 'INVALID'),\n",
       " ('88_49729849_closure_placement', 'INVALID'),\n",
       " ('88_49729849_cane_height_type', 'INVALID'),\n",
       " ('88_49729849_length_type', 'Standard'),\n",
       " ('88_49729849_sleeve_length_type', 'Larga'),\n",
       " ('88_49729849_woven_structure', 'Ligero'),\n",
       " ('88_49729849_neck_lapel_type', 'Redondo'),\n",
       " ('88_49729849_silhouette_type', 'Recto'),\n",
       " ('88_49729849_toecap_type', 'INVALID'),\n",
       " ('88_49729849_waist_type', 'INVALID'),\n",
       " ('88_49729849_heel_shape_type', 'INVALID'),\n",
       " ('88_49717270_knit_structure', 'INVALID'),\n",
       " ('88_49717270_closure_placement', 'INVALID'),\n",
       " ('88_49717270_cane_height_type', 'INVALID'),\n",
       " ('88_49717270_length_type', 'INVALID'),\n",
       " ('88_49717270_sleeve_length_type', 'INVALID'),\n",
       " ('88_49717270_woven_structure', 'INVALID'),\n",
       " ('88_49717270_neck_lapel_type', 'INVALID'),\n",
       " ('88_49717270_silhouette_type', 'INVALID'),\n",
       " ('88_49717270_toecap_type', 'Redonda'),\n",
       " ('88_49717270_waist_type', 'INVALID'),\n",
       " ('88_49717270_heel_shape_type', 'Plano'),\n",
       " ('88_49723306_knit_structure', 'INVALID'),\n",
       " ('88_49723306_closure_placement', 'INVALID'),\n",
       " ('88_49723306_cane_height_type', 'INVALID'),\n",
       " ('88_49723306_length_type', 'Standard'),\n",
       " ('88_49723306_sleeve_length_type', 'Larga'),\n",
       " ('88_49723306_woven_structure', 'INVALID'),\n",
       " ('88_49723306_neck_lapel_type', 'Redondo'),\n",
       " ('88_49723306_silhouette_type', 'Recto'),\n",
       " ('88_49723306_toecap_type', 'INVALID'),\n",
       " ('88_49723306_waist_type', 'INVALID'),\n",
       " ('88_49723306_heel_shape_type', 'INVALID'),\n",
       " ('88_49735945_knit_structure', 'INVALID'),\n",
       " ('88_49735945_closure_placement', 'INVALID'),\n",
       " ('88_49735945_cane_height_type', 'INVALID'),\n",
       " ('88_49735945_length_type', 'Standard'),\n",
       " ('88_49735945_sleeve_length_type', 'Larga'),\n",
       " ('88_49735945_woven_structure', 'INVALID'),\n",
       " ('88_49735945_neck_lapel_type', 'Redondo'),\n",
       " ('88_49735945_silhouette_type', 'Recto'),\n",
       " ('88_49735945_toecap_type', 'INVALID'),\n",
       " ('88_49735945_waist_type', 'INVALID'),\n",
       " ('88_49735945_heel_shape_type', 'INVALID'),\n",
       " ('88_49725809_knit_structure', 'INVALID'),\n",
       " ('88_49725809_closure_placement', 'INVALID'),\n",
       " ('88_49725809_cane_height_type', 'INVALID'),\n",
       " ('88_49725809_length_type', 'Largo'),\n",
       " ('88_49725809_sleeve_length_type', 'INVALID'),\n",
       " ('88_49725809_woven_structure', 'Medio'),\n",
       " ('88_49725809_neck_lapel_type', 'INVALID'),\n",
       " ('88_49725809_silhouette_type', 'Recto'),\n",
       " ('88_49725809_toecap_type', 'INVALID'),\n",
       " ('88_49725809_waist_type', 'Regular Waist'),\n",
       " ('88_49725809_heel_shape_type', 'INVALID'),\n",
       " ('88_49713954_knit_structure', 'INVALID'),\n",
       " ('88_49713954_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49713954_cane_height_type', 'INVALID'),\n",
       " ('88_49713954_length_type', 'Standard'),\n",
       " ('88_49713954_sleeve_length_type', 'Larga'),\n",
       " ('88_49713954_woven_structure', 'INVALID'),\n",
       " ('88_49713954_neck_lapel_type', 'Capucha'),\n",
       " ('88_49713954_silhouette_type', 'Recto'),\n",
       " ('88_49713954_toecap_type', 'INVALID'),\n",
       " ('88_49713954_waist_type', 'INVALID'),\n",
       " ('88_49713954_heel_shape_type', 'INVALID'),\n",
       " ('88_49724172_knit_structure', 'INVALID'),\n",
       " ('88_49724172_closure_placement', 'Sin cierre'),\n",
       " ('88_49724172_cane_height_type', 'INVALID'),\n",
       " ('88_49724172_length_type', 'Largo'),\n",
       " ('88_49724172_sleeve_length_type', 'Larga'),\n",
       " ('88_49724172_woven_structure', 'Ligero'),\n",
       " ('88_49724172_neck_lapel_type', 'Pico'),\n",
       " ('88_49724172_silhouette_type', 'Recto'),\n",
       " ('88_49724172_toecap_type', 'INVALID'),\n",
       " ('88_49724172_waist_type', 'INVALID'),\n",
       " ('88_49724172_heel_shape_type', 'INVALID'),\n",
       " ('88_49729345_knit_structure', 'INVALID'),\n",
       " ('88_49729345_closure_placement', 'INVALID'),\n",
       " ('88_49729345_cane_height_type', 'INVALID'),\n",
       " ('88_49729345_length_type', 'Standard'),\n",
       " ('88_49729345_sleeve_length_type', 'INVALID'),\n",
       " ('88_49729345_woven_structure', 'Medio'),\n",
       " ('88_49729345_neck_lapel_type', 'INVALID'),\n",
       " ('88_49729345_silhouette_type', 'Slim'),\n",
       " ('88_49729345_toecap_type', 'INVALID'),\n",
       " ('88_49729345_waist_type', 'Regular Waist'),\n",
       " ('88_49729345_heel_shape_type', 'INVALID'),\n",
       " ('88_49715532_knit_structure', 'INVALID'),\n",
       " ('88_49715532_closure_placement', 'INVALID'),\n",
       " ('88_49715532_cane_height_type', 'INVALID'),\n",
       " ('88_49715532_length_type', 'Standard'),\n",
       " ('88_49715532_sleeve_length_type', 'INVALID'),\n",
       " ('88_49715532_woven_structure', 'Medio'),\n",
       " ('88_49715532_neck_lapel_type', 'INVALID'),\n",
       " ('88_49715532_silhouette_type', 'Recto'),\n",
       " ('88_49715532_toecap_type', 'INVALID'),\n",
       " ('88_49715532_waist_type', 'Ajustable/Goma'),\n",
       " ('88_49715532_heel_shape_type', 'INVALID'),\n",
       " ('88_49711377_knit_structure', 'INVALID'),\n",
       " ('88_49711377_closure_placement', 'INVALID'),\n",
       " ('88_49711377_cane_height_type', 'INVALID'),\n",
       " ('88_49711377_length_type', 'Corto'),\n",
       " ('88_49711377_sleeve_length_type', 'INVALID'),\n",
       " ('88_49711377_woven_structure', 'Medio'),\n",
       " ('88_49711377_neck_lapel_type', 'INVALID'),\n",
       " ('88_49711377_silhouette_type', 'Recto'),\n",
       " ('88_49711377_toecap_type', 'INVALID'),\n",
       " ('88_49711377_waist_type', 'Regular Waist'),\n",
       " ('88_49711377_heel_shape_type', 'INVALID'),\n",
       " ('88_49728630_knit_structure', 'INVALID'),\n",
       " ('88_49728630_closure_placement', 'INVALID'),\n",
       " ('88_49728630_cane_height_type', 'INVALID'),\n",
       " ('88_49728630_length_type', 'Standard'),\n",
       " ('88_49728630_sleeve_length_type', 'Corta'),\n",
       " ('88_49728630_woven_structure', 'INVALID'),\n",
       " ('88_49728630_neck_lapel_type', 'Redondo'),\n",
       " ('88_49728630_silhouette_type', 'Recto'),\n",
       " ('88_49728630_toecap_type', 'INVALID'),\n",
       " ('88_49728630_waist_type', 'INVALID'),\n",
       " ('88_49728630_heel_shape_type', 'INVALID'),\n",
       " ('88_49711072_knit_structure', 'INVALID'),\n",
       " ('88_49711072_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49711072_cane_height_type', 'INVALID'),\n",
       " ('88_49711072_length_type', 'Standard'),\n",
       " ('88_49711072_sleeve_length_type', 'Larga'),\n",
       " ('88_49711072_woven_structure', 'Ligero'),\n",
       " ('88_49711072_neck_lapel_type', 'Redondo'),\n",
       " ('88_49711072_silhouette_type', 'Recto'),\n",
       " ('88_49711072_toecap_type', 'INVALID'),\n",
       " ('88_49711072_waist_type', 'INVALID'),\n",
       " ('88_49711072_heel_shape_type', 'INVALID'),\n",
       " ('88_49705289_knit_structure', 'INVALID'),\n",
       " ('88_49705289_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49705289_cane_height_type', 'INVALID'),\n",
       " ('88_49705289_length_type', 'Standard'),\n",
       " ('88_49705289_sleeve_length_type', 'Larga'),\n",
       " ('88_49705289_woven_structure', 'INVALID'),\n",
       " ('88_49705289_neck_lapel_type', 'Redondo'),\n",
       " ('88_49705289_silhouette_type', 'Recto'),\n",
       " ('88_49705289_toecap_type', 'INVALID'),\n",
       " ('88_49705289_waist_type', 'INVALID'),\n",
       " ('88_49705289_heel_shape_type', 'INVALID'),\n",
       " ('88_49731352_knit_structure', 'INVALID'),\n",
       " ('88_49731352_closure_placement', 'INVALID'),\n",
       " ('88_49731352_cane_height_type', 'INVALID'),\n",
       " ('88_49731352_length_type', 'Standard'),\n",
       " ('88_49731352_sleeve_length_type', 'INVALID'),\n",
       " ('88_49731352_woven_structure', 'Ligero'),\n",
       " ('88_49731352_neck_lapel_type', 'INVALID'),\n",
       " ('88_49731352_silhouette_type', 'Recto'),\n",
       " ('88_49731352_toecap_type', 'INVALID'),\n",
       " ('88_49731352_waist_type', 'Regular Waist'),\n",
       " ('88_49731352_heel_shape_type', 'INVALID'),\n",
       " ('88_49717327_knit_structure', 'INVALID'),\n",
       " ('88_49717327_closure_placement', 'INVALID'),\n",
       " ('88_49717327_cane_height_type', 'INVALID'),\n",
       " ('88_49717327_length_type', 'Standard'),\n",
       " ('88_49717327_sleeve_length_type', 'Larga'),\n",
       " ('88_49717327_woven_structure', 'Ligero'),\n",
       " ('88_49717327_neck_lapel_type', 'INVALID'),\n",
       " ('88_49717327_silhouette_type', 'Recto'),\n",
       " ('88_49717327_toecap_type', 'INVALID'),\n",
       " ('88_49717327_waist_type', 'INVALID'),\n",
       " ('88_49717327_heel_shape_type', 'INVALID'),\n",
       " ('88_49708306_knit_structure', 'INVALID'),\n",
       " ('88_49708306_closure_placement', 'INVALID'),\n",
       " ('88_49708306_cane_height_type', 'INVALID'),\n",
       " ('88_49708306_length_type', 'Standard'),\n",
       " ('88_49708306_sleeve_length_type', 'INVALID'),\n",
       " ('88_49708306_woven_structure', 'Ligero'),\n",
       " ('88_49708306_neck_lapel_type', 'INVALID'),\n",
       " ('88_49708306_silhouette_type', 'Slim'),\n",
       " ('88_49708306_toecap_type', 'INVALID'),\n",
       " ('88_49708306_waist_type', 'Regular Waist'),\n",
       " ('88_49708306_heel_shape_type', 'INVALID'),\n",
       " ('88_49713417_knit_structure', 'INVALID'),\n",
       " ('88_49713417_closure_placement', 'INVALID'),\n",
       " ('88_49713417_cane_height_type', 'INVALID'),\n",
       " ('88_49713417_length_type', 'Largo'),\n",
       " ('88_49713417_sleeve_length_type', 'INVALID'),\n",
       " ('88_49713417_woven_structure', 'Medio'),\n",
       " ('88_49713417_neck_lapel_type', 'INVALID'),\n",
       " ('88_49713417_silhouette_type', 'Recto'),\n",
       " ('88_49713417_toecap_type', 'INVALID'),\n",
       " ('88_49713417_waist_type', 'Regular Waist'),\n",
       " ('88_49713417_heel_shape_type', 'INVALID'),\n",
       " ('88_49717030_knit_structure', 'INVALID'),\n",
       " ('88_49717030_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49717030_cane_height_type', 'INVALID'),\n",
       " ('88_49717030_length_type', 'Standard'),\n",
       " ('88_49717030_sleeve_length_type', 'Larga'),\n",
       " ('88_49717030_woven_structure', 'Ligero'),\n",
       " ('88_49717030_neck_lapel_type', 'Regular'),\n",
       " ('88_49717030_silhouette_type', 'Recto'),\n",
       " ('88_49717030_toecap_type', 'INVALID'),\n",
       " ('88_49717030_waist_type', 'INVALID'),\n",
       " ('88_49717030_heel_shape_type', 'INVALID'),\n",
       " ('88_49726794_knit_structure', 'INVALID'),\n",
       " ('88_49726794_closure_placement', 'INVALID'),\n",
       " ('88_49726794_cane_height_type', 'INVALID'),\n",
       " ('88_49726794_length_type', 'Standard'),\n",
       " ('88_49726794_sleeve_length_type', 'Larga'),\n",
       " ('88_49726794_woven_structure', 'Ligero'),\n",
       " ('88_49726794_neck_lapel_type', 'Redondo'),\n",
       " ('88_49726794_silhouette_type', 'Recto'),\n",
       " ('88_49726794_toecap_type', 'INVALID'),\n",
       " ('88_49726794_waist_type', 'INVALID'),\n",
       " ('88_49726794_heel_shape_type', 'INVALID'),\n",
       " ('88_49725173_knit_structure', 'INVALID'),\n",
       " ('88_49725173_closure_placement', 'INVALID'),\n",
       " ('88_49725173_cane_height_type', 'INVALID'),\n",
       " ('88_49725173_length_type', 'Standard'),\n",
       " ('88_49725173_sleeve_length_type', 'Larga'),\n",
       " ('88_49725173_woven_structure', 'Ligero'),\n",
       " ('88_49725173_neck_lapel_type', 'INVALID'),\n",
       " ('88_49725173_silhouette_type', 'INVALID'),\n",
       " ('88_49725173_toecap_type', 'INVALID'),\n",
       " ('88_49725173_waist_type', 'INVALID'),\n",
       " ('88_49725173_heel_shape_type', 'INVALID'),\n",
       " ('88_49728722_knit_structure', 'INVALID'),\n",
       " ('88_49728722_closure_placement', 'INVALID'),\n",
       " ('88_49728722_cane_height_type', 'INVALID'),\n",
       " ('88_49728722_length_type', 'Standard'),\n",
       " ('88_49728722_sleeve_length_type', 'Larga'),\n",
       " ('88_49728722_woven_structure', 'INVALID'),\n",
       " ('88_49728722_neck_lapel_type', 'Redondo'),\n",
       " ('88_49728722_silhouette_type', 'Recto'),\n",
       " ('88_49728722_toecap_type', 'INVALID'),\n",
       " ('88_49728722_waist_type', 'INVALID'),\n",
       " ('88_49728722_heel_shape_type', 'INVALID'),\n",
       " ('88_49714922_knit_structure', 'INVALID'),\n",
       " ('88_49714922_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49714922_cane_height_type', 'INVALID'),\n",
       " ('88_49714922_length_type', 'Standard'),\n",
       " ('88_49714922_sleeve_length_type', 'Larga'),\n",
       " ('88_49714922_woven_structure', 'Ligero'),\n",
       " ('88_49714922_neck_lapel_type', 'Redondo'),\n",
       " ('88_49714922_silhouette_type', 'Recto'),\n",
       " ('88_49714922_toecap_type', 'INVALID'),\n",
       " ('88_49714922_waist_type', 'INVALID'),\n",
       " ('88_49714922_heel_shape_type', 'INVALID'),\n",
       " ('88_49721760_knit_structure', 'INVALID'),\n",
       " ('88_49721760_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49721760_cane_height_type', 'INVALID'),\n",
       " ('88_49721760_length_type', 'Standard'),\n",
       " ('88_49721760_sleeve_length_type', 'Larga'),\n",
       " ('88_49721760_woven_structure', 'Ligero'),\n",
       " ('88_49721760_neck_lapel_type', 'Redondo'),\n",
       " ('88_49721760_silhouette_type', 'Recto'),\n",
       " ('88_49721760_toecap_type', 'INVALID'),\n",
       " ('88_49721760_waist_type', 'INVALID'),\n",
       " ('88_49721760_heel_shape_type', 'INVALID'),\n",
       " ('88_49724615_knit_structure', 'INVALID'),\n",
       " ('88_49724615_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49724615_cane_height_type', 'INVALID'),\n",
       " ('88_49724615_length_type', 'Standard'),\n",
       " ('88_49724615_sleeve_length_type', 'Larga'),\n",
       " ('88_49724615_woven_structure', 'Ligero'),\n",
       " ('88_49724615_neck_lapel_type', 'Redondo'),\n",
       " ('88_49724615_silhouette_type', 'Recto'),\n",
       " ('88_49724615_toecap_type', 'INVALID'),\n",
       " ('88_49724615_waist_type', 'INVALID'),\n",
       " ('88_49724615_heel_shape_type', 'INVALID'),\n",
       " ('88_49731363_knit_structure', 'INVALID'),\n",
       " ('88_49731363_closure_placement', 'INVALID'),\n",
       " ('88_49731363_cane_height_type', 'INVALID'),\n",
       " ('88_49731363_length_type', 'Standard'),\n",
       " ('88_49731363_sleeve_length_type', 'Larga'),\n",
       " ('88_49731363_woven_structure', 'Ligero'),\n",
       " ('88_49731363_neck_lapel_type', 'Redondo'),\n",
       " ('88_49731363_silhouette_type', 'Recto'),\n",
       " ('88_49731363_toecap_type', 'INVALID'),\n",
       " ('88_49731363_waist_type', 'INVALID'),\n",
       " ('88_49731363_heel_shape_type', 'INVALID'),\n",
       " ('88_49708053_knit_structure', 'INVALID'),\n",
       " ('88_49708053_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49708053_cane_height_type', 'INVALID'),\n",
       " ('88_49708053_length_type', 'Standard'),\n",
       " ('88_49708053_sleeve_length_type', 'Larga'),\n",
       " ('88_49708053_woven_structure', 'Ligero'),\n",
       " ('88_49708053_neck_lapel_type', 'Regular'),\n",
       " ('88_49708053_silhouette_type', 'Slim'),\n",
       " ('88_49708053_toecap_type', 'INVALID'),\n",
       " ('88_49708053_waist_type', 'INVALID'),\n",
       " ('88_49708053_heel_shape_type', 'INVALID'),\n",
       " ('88_49714952_knit_structure', 'INVALID'),\n",
       " ('88_49714952_closure_placement', 'INVALID'),\n",
       " ('88_49714952_cane_height_type', 'INVALID'),\n",
       " ('88_49714952_length_type', 'Standard'),\n",
       " ('88_49714952_sleeve_length_type', 'INVALID'),\n",
       " ('88_49714952_woven_structure', 'Medio'),\n",
       " ('88_49714952_neck_lapel_type', 'INVALID'),\n",
       " ('88_49714952_silhouette_type', 'Slim'),\n",
       " ('88_49714952_toecap_type', 'INVALID'),\n",
       " ('88_49714952_waist_type', 'Regular Waist'),\n",
       " ('88_49714952_heel_shape_type', 'INVALID'),\n",
       " ('88_49719088_knit_structure', 'INVALID'),\n",
       " ('88_49719088_closure_placement', 'INVALID'),\n",
       " ('88_49719088_cane_height_type', 'INVALID'),\n",
       " ('88_49719088_length_type', 'Standard'),\n",
       " ('88_49719088_sleeve_length_type', 'Larga'),\n",
       " ('88_49719088_woven_structure', 'Ligero'),\n",
       " ('88_49719088_neck_lapel_type', 'Redondo'),\n",
       " ('88_49719088_silhouette_type', 'Recto'),\n",
       " ('88_49719088_toecap_type', 'INVALID'),\n",
       " ('88_49719088_waist_type', 'INVALID'),\n",
       " ('88_49719088_heel_shape_type', 'INVALID'),\n",
       " ('88_49725618_knit_structure', 'INVALID'),\n",
       " ('88_49725618_closure_placement', 'INVALID'),\n",
       " ('88_49725618_cane_height_type', 'INVALID'),\n",
       " ('88_49725618_length_type', 'Standard'),\n",
       " ('88_49725618_sleeve_length_type', 'INVALID'),\n",
       " ('88_49725618_woven_structure', 'Medio'),\n",
       " ('88_49725618_neck_lapel_type', 'INVALID'),\n",
       " ('88_49725618_silhouette_type', 'Recto'),\n",
       " ('88_49725618_toecap_type', 'INVALID'),\n",
       " ('88_49725618_waist_type', 'Ajustable/Goma'),\n",
       " ('88_49725618_heel_shape_type', 'INVALID'),\n",
       " ('88_49728183_knit_structure', 'INVALID'),\n",
       " ('88_49728183_closure_placement', 'INVALID'),\n",
       " ('88_49728183_cane_height_type', 'INVALID'),\n",
       " ('88_49728183_length_type', 'Largo'),\n",
       " ('88_49728183_sleeve_length_type', 'INVALID'),\n",
       " ('88_49728183_woven_structure', 'Medio'),\n",
       " ('88_49728183_neck_lapel_type', 'INVALID'),\n",
       " ('88_49728183_silhouette_type', 'Recto'),\n",
       " ('88_49728183_toecap_type', 'INVALID'),\n",
       " ('88_49728183_waist_type', 'Regular Waist'),\n",
       " ('88_49728183_heel_shape_type', 'INVALID'),\n",
       " ('88_49710547_knit_structure', 'INVALID'),\n",
       " ('88_49710547_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49710547_cane_height_type', 'INVALID'),\n",
       " ('88_49710547_length_type', 'Standard'),\n",
       " ('88_49710547_sleeve_length_type', 'Larga'),\n",
       " ('88_49710547_woven_structure', 'Ligero'),\n",
       " ('88_49710547_neck_lapel_type', 'Redondo'),\n",
       " ('88_49710547_silhouette_type', 'Recto'),\n",
       " ('88_49710547_toecap_type', 'INVALID'),\n",
       " ('88_49710547_waist_type', 'INVALID'),\n",
       " ('88_49710547_heel_shape_type', 'INVALID'),\n",
       " ('88_49713356_knit_structure', 'INVALID'),\n",
       " ('88_49713356_closure_placement', 'INVALID'),\n",
       " ('88_49713356_cane_height_type', 'INVALID'),\n",
       " ('88_49713356_length_type', 'Standard'),\n",
       " ('88_49713356_sleeve_length_type', 'INVALID'),\n",
       " ('88_49713356_woven_structure', 'Medio'),\n",
       " ('88_49713356_neck_lapel_type', 'INVALID'),\n",
       " ('88_49713356_silhouette_type', 'Recto'),\n",
       " ('88_49713356_toecap_type', 'INVALID'),\n",
       " ('88_49713356_waist_type', 'Regular Waist'),\n",
       " ('88_49713356_heel_shape_type', 'INVALID'),\n",
       " ('88_49714719_knit_structure', 'INVALID'),\n",
       " ('88_49714719_closure_placement', 'INVALID'),\n",
       " ('88_49714719_cane_height_type', 'INVALID'),\n",
       " ('88_49714719_length_type', 'Largo'),\n",
       " ('88_49714719_sleeve_length_type', 'INVALID'),\n",
       " ('88_49714719_woven_structure', 'INVALID'),\n",
       " ('88_49714719_neck_lapel_type', 'INVALID'),\n",
       " ('88_49714719_silhouette_type', 'Recto'),\n",
       " ('88_49714719_toecap_type', 'INVALID'),\n",
       " ('88_49714719_waist_type', 'Regular Waist'),\n",
       " ('88_49714719_heel_shape_type', 'INVALID'),\n",
       " ('88_49718118_knit_structure', 'INVALID'),\n",
       " ('88_49718118_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49718118_cane_height_type', 'INVALID'),\n",
       " ('88_49718118_length_type', 'Standard'),\n",
       " ('88_49718118_sleeve_length_type', 'Larga'),\n",
       " ('88_49718118_woven_structure', 'Ligero'),\n",
       " ('88_49718118_neck_lapel_type', 'Redondo'),\n",
       " ('88_49718118_silhouette_type', 'Recto'),\n",
       " ('88_49718118_toecap_type', 'INVALID'),\n",
       " ('88_49718118_waist_type', 'INVALID'),\n",
       " ('88_49718118_heel_shape_type', 'INVALID'),\n",
       " ('88_49724606_knit_structure', 'INVALID'),\n",
       " ('88_49724606_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49724606_cane_height_type', 'INVALID'),\n",
       " ('88_49724606_length_type', 'Standard'),\n",
       " ('88_49724606_sleeve_length_type', 'Larga'),\n",
       " ('88_49724606_woven_structure', 'Ligero'),\n",
       " ('88_49724606_neck_lapel_type', 'Redondo'),\n",
       " ('88_49724606_silhouette_type', 'Recto'),\n",
       " ('88_49724606_toecap_type', 'INVALID'),\n",
       " ('88_49724606_waist_type', 'INVALID'),\n",
       " ('88_49724606_heel_shape_type', 'INVALID'),\n",
       " ('88_49728696_knit_structure', 'INVALID'),\n",
       " ('88_49728696_closure_placement', 'INVALID'),\n",
       " ('88_49728696_cane_height_type', 'INVALID'),\n",
       " ('88_49728696_length_type', 'Standard'),\n",
       " ('88_49728696_sleeve_length_type', 'Larga'),\n",
       " ('88_49728696_woven_structure', 'Ligero'),\n",
       " ('88_49728696_neck_lapel_type', 'Redondo'),\n",
       " ('88_49728696_silhouette_type', 'Recto'),\n",
       " ('88_49728696_toecap_type', 'INVALID'),\n",
       " ('88_49728696_waist_type', 'INVALID'),\n",
       " ('88_49728696_heel_shape_type', 'INVALID'),\n",
       " ('88_49715355_knit_structure', 'INVALID'),\n",
       " ('88_49715355_closure_placement', 'INVALID'),\n",
       " ('88_49715355_cane_height_type', 'INVALID'),\n",
       " ('88_49715355_length_type', 'Largo'),\n",
       " ('88_49715355_sleeve_length_type', 'INVALID'),\n",
       " ('88_49715355_woven_structure', 'INVALID'),\n",
       " ('88_49715355_neck_lapel_type', 'INVALID'),\n",
       " ('88_49715355_silhouette_type', 'Recto'),\n",
       " ('88_49715355_toecap_type', 'INVALID'),\n",
       " ('88_49715355_waist_type', 'Regular Waist'),\n",
       " ('88_49715355_heel_shape_type', 'INVALID'),\n",
       " ('88_49724107_knit_structure', 'INVALID'),\n",
       " ('88_49724107_closure_placement', 'INVALID'),\n",
       " ('88_49724107_cane_height_type', 'INVALID'),\n",
       " ('88_49724107_length_type', 'Standard'),\n",
       " ('88_49724107_sleeve_length_type', 'Corta'),\n",
       " ('88_49724107_woven_structure', 'Ligero'),\n",
       " ('88_49724107_neck_lapel_type', 'Redondo'),\n",
       " ('88_49724107_silhouette_type', 'Recto'),\n",
       " ('88_49724107_toecap_type', 'INVALID'),\n",
       " ('88_49724107_waist_type', 'INVALID'),\n",
       " ('88_49724107_heel_shape_type', 'INVALID'),\n",
       " ('88_49731694_knit_structure', 'INVALID'),\n",
       " ('88_49731694_closure_placement', 'INVALID'),\n",
       " ('88_49731694_cane_height_type', 'INVALID'),\n",
       " ('88_49731694_length_type', 'Standard'),\n",
       " ('88_49731694_sleeve_length_type', 'Larga'),\n",
       " ('88_49731694_woven_structure', 'Ligero'),\n",
       " ('88_49731694_neck_lapel_type', 'Redondo'),\n",
       " ('88_49731694_silhouette_type', 'Recto'),\n",
       " ('88_49731694_toecap_type', 'INVALID'),\n",
       " ('88_49731694_waist_type', 'INVALID'),\n",
       " ('88_49731694_heel_shape_type', 'INVALID'),\n",
       " ('88_49733155_knit_structure', 'INVALID'),\n",
       " ('88_49733155_closure_placement', 'INVALID'),\n",
       " ('88_49733155_cane_height_type', 'INVALID'),\n",
       " ('88_49733155_length_type', 'Standard'),\n",
       " ('88_49733155_sleeve_length_type', 'Larga'),\n",
       " ('88_49733155_woven_structure', 'Ligero'),\n",
       " ('88_49733155_neck_lapel_type', 'Redondo'),\n",
       " ('88_49733155_silhouette_type', 'Recto'),\n",
       " ('88_49733155_toecap_type', 'INVALID'),\n",
       " ('88_49733155_waist_type', 'INVALID'),\n",
       " ('88_49733155_heel_shape_type', 'INVALID'),\n",
       " ('88_49709589_knit_structure', 'INVALID'),\n",
       " ('88_49709589_closure_placement', 'INVALID'),\n",
       " ('88_49709589_cane_height_type', 'INVALID'),\n",
       " ('88_49709589_length_type', 'Standard'),\n",
       " ('88_49709589_sleeve_length_type', 'Larga'),\n",
       " ('88_49709589_woven_structure', 'Ligero'),\n",
       " ('88_49709589_neck_lapel_type', 'Redondo'),\n",
       " ('88_49709589_silhouette_type', 'Recto'),\n",
       " ('88_49709589_toecap_type', 'INVALID'),\n",
       " ('88_49709589_waist_type', 'INVALID'),\n",
       " ('88_49709589_heel_shape_type', 'INVALID'),\n",
       " ('88_49719894_knit_structure', 'INVALID'),\n",
       " ('88_49719894_closure_placement', 'INVALID'),\n",
       " ('88_49719894_cane_height_type', 'INVALID'),\n",
       " ('88_49719894_length_type', 'Corto'),\n",
       " ('88_49719894_sleeve_length_type', 'INVALID'),\n",
       " ('88_49719894_woven_structure', 'INVALID'),\n",
       " ('88_49719894_neck_lapel_type', 'INVALID'),\n",
       " ('88_49719894_silhouette_type', 'Slim'),\n",
       " ('88_49719894_toecap_type', 'INVALID'),\n",
       " ('88_49719894_waist_type', 'Ajustable/Goma'),\n",
       " ('88_49719894_heel_shape_type', 'INVALID'),\n",
       " ('88_49728683_knit_structure', 'INVALID'),\n",
       " ('88_49728683_closure_placement', 'INVALID'),\n",
       " ('88_49728683_cane_height_type', 'INVALID'),\n",
       " ('88_49728683_length_type', 'Corto'),\n",
       " ('88_49728683_sleeve_length_type', 'INVALID'),\n",
       " ('88_49728683_woven_structure', 'Medio'),\n",
       " ('88_49728683_neck_lapel_type', 'INVALID'),\n",
       " ('88_49728683_silhouette_type', 'Recto'),\n",
       " ('88_49728683_toecap_type', 'INVALID'),\n",
       " ('88_49728683_waist_type', 'Regular Waist'),\n",
       " ('88_49728683_heel_shape_type', 'INVALID'),\n",
       " ('88_49720701_knit_structure', 'INVALID'),\n",
       " ('88_49720701_closure_placement', 'Sin cierre'),\n",
       " ('88_49720701_cane_height_type', 'INVALID'),\n",
       " ('88_49720701_length_type', 'Standard'),\n",
       " ('88_49720701_sleeve_length_type', 'Larga'),\n",
       " ('88_49720701_woven_structure', 'Ligero'),\n",
       " ('88_49720701_neck_lapel_type', 'Escotado'),\n",
       " ('88_49720701_silhouette_type', 'Recto'),\n",
       " ('88_49720701_toecap_type', 'INVALID'),\n",
       " ('88_49720701_waist_type', 'INVALID'),\n",
       " ('88_49720701_heel_shape_type', 'INVALID'),\n",
       " ('88_49725248_knit_structure', 'INVALID'),\n",
       " ('88_49725248_closure_placement', 'INVALID'),\n",
       " ('88_49725248_cane_height_type', 'INVALID'),\n",
       " ('88_49725248_length_type', 'Standard'),\n",
       " ('88_49725248_sleeve_length_type', 'Larga'),\n",
       " ('88_49725248_woven_structure', 'Ligero'),\n",
       " ('88_49725248_neck_lapel_type', 'Redondo'),\n",
       " ('88_49725248_silhouette_type', 'Recto'),\n",
       " ('88_49725248_toecap_type', 'INVALID'),\n",
       " ('88_49725248_waist_type', 'INVALID'),\n",
       " ('88_49725248_heel_shape_type', 'INVALID'),\n",
       " ('88_49723899_knit_structure', 'INVALID'),\n",
       " ('88_49723899_closure_placement', 'INVALID'),\n",
       " ('88_49723899_cane_height_type', 'INVALID'),\n",
       " ('88_49723899_length_type', 'Largo'),\n",
       " ('88_49723899_sleeve_length_type', 'INVALID'),\n",
       " ('88_49723899_woven_structure', 'Medio'),\n",
       " ('88_49723899_neck_lapel_type', 'INVALID'),\n",
       " ('88_49723899_silhouette_type', 'Recto'),\n",
       " ('88_49723899_toecap_type', 'INVALID'),\n",
       " ('88_49723899_waist_type', 'Regular Waist'),\n",
       " ('88_49723899_heel_shape_type', 'INVALID'),\n",
       " ('88_49717859_knit_structure', 'INVALID'),\n",
       " ('88_49717859_closure_placement', 'INVALID'),\n",
       " ('88_49717859_cane_height_type', 'INVALID'),\n",
       " ('88_49717859_length_type', 'Largo'),\n",
       " ('88_49717859_sleeve_length_type', 'INVALID'),\n",
       " ('88_49717859_woven_structure', 'Medio'),\n",
       " ('88_49717859_neck_lapel_type', 'INVALID'),\n",
       " ('88_49717859_silhouette_type', 'Recto'),\n",
       " ('88_49717859_toecap_type', 'INVALID'),\n",
       " ('88_49717859_waist_type', 'Ajustable/Goma'),\n",
       " ('88_49717859_heel_shape_type', 'INVALID'),\n",
       " ('88_49718129_knit_structure', 'INVALID'),\n",
       " ('88_49718129_closure_placement', 'INVALID'),\n",
       " ('88_49718129_cane_height_type', 'INVALID'),\n",
       " ('88_49718129_length_type', 'Standard'),\n",
       " ('88_49718129_sleeve_length_type', 'Corta'),\n",
       " ('88_49718129_woven_structure', 'Ligero'),\n",
       " ('88_49718129_neck_lapel_type', 'Redondo'),\n",
       " ('88_49718129_silhouette_type', 'Recto'),\n",
       " ('88_49718129_toecap_type', 'INVALID'),\n",
       " ('88_49718129_waist_type', 'INVALID'),\n",
       " ('88_49718129_heel_shape_type', 'INVALID'),\n",
       " ('88_49719702_knit_structure', 'INVALID'),\n",
       " ('88_49719702_closure_placement', 'INVALID'),\n",
       " ('88_49719702_cane_height_type', 'INVALID'),\n",
       " ('88_49719702_length_type', 'Standard'),\n",
       " ('88_49719702_sleeve_length_type', 'Larga'),\n",
       " ('88_49719702_woven_structure', 'Ligero'),\n",
       " ('88_49719702_neck_lapel_type', 'Redondo'),\n",
       " ('88_49719702_silhouette_type', 'Recto'),\n",
       " ('88_49719702_toecap_type', 'INVALID'),\n",
       " ('88_49719702_waist_type', 'INVALID'),\n",
       " ('88_49719702_heel_shape_type', 'INVALID'),\n",
       " ('88_49721723_knit_structure', 'INVALID'),\n",
       " ('88_49721723_closure_placement', 'INVALID'),\n",
       " ('88_49721723_cane_height_type', 'INVALID'),\n",
       " ('88_49721723_length_type', 'Largo'),\n",
       " ('88_49721723_sleeve_length_type', 'INVALID'),\n",
       " ('88_49721723_woven_structure', 'Ligero'),\n",
       " ('88_49721723_neck_lapel_type', 'INVALID'),\n",
       " ('88_49721723_silhouette_type', 'INVALID'),\n",
       " ('88_49721723_toecap_type', 'INVALID'),\n",
       " ('88_49721723_waist_type', 'Regular Waist'),\n",
       " ('88_49721723_heel_shape_type', 'INVALID'),\n",
       " ('88_49715374_knit_structure', 'INVALID'),\n",
       " ('88_49715374_closure_placement', 'INVALID'),\n",
       " ('88_49715374_cane_height_type', 'INVALID'),\n",
       " ('88_49715374_length_type', 'INVALID'),\n",
       " ('88_49715374_sleeve_length_type', 'INVALID'),\n",
       " ('88_49715374_woven_structure', 'INVALID'),\n",
       " ('88_49715374_neck_lapel_type', 'INVALID'),\n",
       " ('88_49715374_silhouette_type', 'INVALID'),\n",
       " ('88_49715374_toecap_type', 'Redonda'),\n",
       " ('88_49715374_waist_type', 'INVALID'),\n",
       " ('88_49715374_heel_shape_type', 'Plano'),\n",
       " ('88_49733106_knit_structure', 'INVALID'),\n",
       " ('88_49733106_closure_placement', 'INVALID'),\n",
       " ('88_49733106_cane_height_type', 'INVALID'),\n",
       " ('88_49733106_length_type', 'INVALID'),\n",
       " ('88_49733106_sleeve_length_type', 'Larga'),\n",
       " ('88_49733106_woven_structure', 'INVALID'),\n",
       " ('88_49733106_neck_lapel_type', 'Redondo'),\n",
       " ('88_49733106_silhouette_type', 'Recto'),\n",
       " ('88_49733106_toecap_type', 'INVALID'),\n",
       " ('88_49733106_waist_type', 'INVALID'),\n",
       " ('88_49733106_heel_shape_type', 'INVALID'),\n",
       " ('88_49707264_knit_structure', 'INVALID'),\n",
       " ('88_49707264_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49707264_cane_height_type', 'INVALID'),\n",
       " ('88_49707264_length_type', 'Standard'),\n",
       " ('88_49707264_sleeve_length_type', 'Larga'),\n",
       " ('88_49707264_woven_structure', 'Ligero'),\n",
       " ('88_49707264_neck_lapel_type', 'Regular'),\n",
       " ('88_49707264_silhouette_type', 'Recto'),\n",
       " ('88_49707264_toecap_type', 'INVALID'),\n",
       " ('88_49707264_waist_type', 'INVALID'),\n",
       " ('88_49707264_heel_shape_type', 'INVALID'),\n",
       " ('88_49713393_knit_structure', 'INVALID'),\n",
       " ('88_49713393_closure_placement', 'INVALID'),\n",
       " ('88_49713393_cane_height_type', 'INVALID'),\n",
       " ('88_49713393_length_type', 'Largo'),\n",
       " ('88_49713393_sleeve_length_type', 'INVALID'),\n",
       " ('88_49713393_woven_structure', 'Medio'),\n",
       " ('88_49713393_neck_lapel_type', 'INVALID'),\n",
       " ('88_49713393_silhouette_type', 'Recto'),\n",
       " ('88_49713393_toecap_type', 'INVALID'),\n",
       " ('88_49713393_waist_type', 'Regular Waist'),\n",
       " ('88_49713393_heel_shape_type', 'INVALID'),\n",
       " ('88_49729458_knit_structure', 'INVALID'),\n",
       " ('88_49729458_closure_placement', 'INVALID'),\n",
       " ('88_49729458_cane_height_type', 'INVALID'),\n",
       " ('88_49729458_length_type', 'Standard'),\n",
       " ('88_49729458_sleeve_length_type', 'Larga'),\n",
       " ('88_49729458_woven_structure', 'Ligero'),\n",
       " ('88_49729458_neck_lapel_type', 'Redondo'),\n",
       " ('88_49729458_silhouette_type', 'Recto'),\n",
       " ('88_49729458_toecap_type', 'INVALID'),\n",
       " ('88_49729458_waist_type', 'INVALID'),\n",
       " ('88_49729458_heel_shape_type', 'INVALID'),\n",
       " ('88_49734839_knit_structure', 'INVALID'),\n",
       " ('88_49734839_closure_placement', 'INVALID'),\n",
       " ('88_49734839_cane_height_type', 'INVALID'),\n",
       " ('88_49734839_length_type', 'Standard'),\n",
       " ('88_49734839_sleeve_length_type', 'Larga'),\n",
       " ('88_49734839_woven_structure', 'INVALID'),\n",
       " ('88_49734839_neck_lapel_type', 'Redondo'),\n",
       " ('88_49734839_silhouette_type', 'Recto'),\n",
       " ('88_49734839_toecap_type', 'INVALID'),\n",
       " ('88_49734839_waist_type', 'INVALID'),\n",
       " ('88_49734839_heel_shape_type', 'INVALID'),\n",
       " ('88_49710921_knit_structure', 'INVALID'),\n",
       " ('88_49710921_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49710921_cane_height_type', 'INVALID'),\n",
       " ('88_49710921_length_type', 'Standard'),\n",
       " ('88_49710921_sleeve_length_type', 'Larga'),\n",
       " ('88_49710921_woven_structure', 'Ligero'),\n",
       " ('88_49710921_neck_lapel_type', 'Redondo'),\n",
       " ('88_49710921_silhouette_type', 'Recto'),\n",
       " ('88_49710921_toecap_type', 'INVALID'),\n",
       " ('88_49710921_waist_type', 'INVALID'),\n",
       " ('88_49710921_heel_shape_type', 'INVALID'),\n",
       " ('88_49713403_knit_structure', 'INVALID'),\n",
       " ('88_49713403_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49713403_cane_height_type', 'INVALID'),\n",
       " ('88_49713403_length_type', 'Standard'),\n",
       " ('88_49713403_sleeve_length_type', 'Larga'),\n",
       " ('88_49713403_woven_structure', 'Ligero'),\n",
       " ('88_49713403_neck_lapel_type', 'Redondo'),\n",
       " ('88_49713403_silhouette_type', 'Recto'),\n",
       " ('88_49713403_toecap_type', 'INVALID'),\n",
       " ('88_49713403_waist_type', 'INVALID'),\n",
       " ('88_49713403_heel_shape_type', 'INVALID'),\n",
       " ('88_49725574_knit_structure', 'INVALID'),\n",
       " ('88_49725574_closure_placement', 'INVALID'),\n",
       " ('88_49725574_cane_height_type', 'INVALID'),\n",
       " ('88_49725574_length_type', 'Standard'),\n",
       " ('88_49725574_sleeve_length_type', 'Larga'),\n",
       " ('88_49725574_woven_structure', 'Ligero'),\n",
       " ('88_49725574_neck_lapel_type', 'Redondo'),\n",
       " ('88_49725574_silhouette_type', 'Recto'),\n",
       " ('88_49725574_toecap_type', 'INVALID'),\n",
       " ('88_49725574_waist_type', 'INVALID'),\n",
       " ('88_49725574_heel_shape_type', 'INVALID'),\n",
       " ('88_49733113_knit_structure', 'INVALID'),\n",
       " ('88_49733113_closure_placement', 'INVALID'),\n",
       " ('88_49733113_cane_height_type', 'INVALID'),\n",
       " ('88_49733113_length_type', 'Largo'),\n",
       " ('88_49733113_sleeve_length_type', 'INVALID'),\n",
       " ('88_49733113_woven_structure', 'INVALID'),\n",
       " ('88_49733113_neck_lapel_type', 'INVALID'),\n",
       " ('88_49733113_silhouette_type', 'Recto'),\n",
       " ('88_49733113_toecap_type', 'INVALID'),\n",
       " ('88_49733113_waist_type', 'Regular Waist'),\n",
       " ('88_49733113_heel_shape_type', 'INVALID'),\n",
       " ('88_49706437_knit_structure', 'INVALID'),\n",
       " ('88_49706437_closure_placement', 'INVALID'),\n",
       " ('88_49706437_cane_height_type', 'INVALID'),\n",
       " ('88_49706437_length_type', 'INVALID'),\n",
       " ('88_49706437_sleeve_length_type', 'INVALID'),\n",
       " ('88_49706437_woven_structure', 'INVALID'),\n",
       " ('88_49706437_neck_lapel_type', 'INVALID'),\n",
       " ('88_49706437_silhouette_type', 'INVALID'),\n",
       " ('88_49706437_toecap_type', 'Redonda'),\n",
       " ('88_49706437_waist_type', 'INVALID'),\n",
       " ('88_49706437_heel_shape_type', 'Plano'),\n",
       " ('88_49710198_knit_structure', 'INVALID'),\n",
       " ('88_49710198_closure_placement', 'INVALID'),\n",
       " ('88_49710198_cane_height_type', 'INVALID'),\n",
       " ('88_49710198_length_type', 'Largo'),\n",
       " ('88_49710198_sleeve_length_type', 'INVALID'),\n",
       " ('88_49710198_woven_structure', 'Medio'),\n",
       " ('88_49710198_neck_lapel_type', 'INVALID'),\n",
       " ('88_49710198_silhouette_type', 'Recto'),\n",
       " ('88_49710198_toecap_type', 'INVALID'),\n",
       " ('88_49710198_waist_type', 'Regular Waist'),\n",
       " ('88_49710198_heel_shape_type', 'INVALID'),\n",
       " ('88_49710281_knit_structure', 'INVALID'),\n",
       " ('88_49710281_closure_placement', 'Sin cierre'),\n",
       " ('88_49710281_cane_height_type', 'INVALID'),\n",
       " ('88_49710281_length_type', 'Standard'),\n",
       " ('88_49710281_sleeve_length_type', 'Larga'),\n",
       " ('88_49710281_woven_structure', 'Ligero'),\n",
       " ('88_49710281_neck_lapel_type', 'Redondo'),\n",
       " ('88_49710281_silhouette_type', 'Recto'),\n",
       " ('88_49710281_toecap_type', 'INVALID'),\n",
       " ('88_49710281_waist_type', 'INVALID'),\n",
       " ('88_49710281_heel_shape_type', 'INVALID'),\n",
       " ('88_49714031_knit_structure', 'INVALID'),\n",
       " ('88_49714031_closure_placement', 'INVALID'),\n",
       " ('88_49714031_cane_height_type', 'INVALID'),\n",
       " ('88_49714031_length_type', 'Standard'),\n",
       " ('88_49714031_sleeve_length_type', 'Larga'),\n",
       " ('88_49714031_woven_structure', 'INVALID'),\n",
       " ('88_49714031_neck_lapel_type', 'Redondo'),\n",
       " ('88_49714031_silhouette_type', 'Recto'),\n",
       " ('88_49714031_toecap_type', 'INVALID'),\n",
       " ('88_49714031_waist_type', 'INVALID'),\n",
       " ('88_49714031_heel_shape_type', 'INVALID'),\n",
       " ('88_49717290_knit_structure', 'INVALID'),\n",
       " ('88_49717290_closure_placement', 'INVALID'),\n",
       " ('88_49717290_cane_height_type', 'INVALID'),\n",
       " ('88_49717290_length_type', 'INVALID'),\n",
       " ('88_49717290_sleeve_length_type', 'INVALID'),\n",
       " ('88_49717290_woven_structure', 'INVALID'),\n",
       " ('88_49717290_neck_lapel_type', 'INVALID'),\n",
       " ('88_49717290_silhouette_type', 'INVALID'),\n",
       " ('88_49717290_toecap_type', 'Redonda'),\n",
       " ('88_49717290_waist_type', 'INVALID'),\n",
       " ('88_49717290_heel_shape_type', 'Plano'),\n",
       " ('88_49732273_knit_structure', 'INVALID'),\n",
       " ('88_49732273_closure_placement', 'INVALID'),\n",
       " ('88_49732273_cane_height_type', 'INVALID'),\n",
       " ('88_49732273_length_type', 'Largo'),\n",
       " ('88_49732273_sleeve_length_type', 'Larga'),\n",
       " ('88_49732273_woven_structure', 'INVALID'),\n",
       " ('88_49732273_neck_lapel_type', 'INVALID'),\n",
       " ('88_49732273_silhouette_type', 'Recto'),\n",
       " ('88_49732273_toecap_type', 'INVALID'),\n",
       " ('88_49732273_waist_type', 'INVALID'),\n",
       " ('88_49732273_heel_shape_type', 'INVALID'),\n",
       " ('88_49734818_knit_structure', 'INVALID'),\n",
       " ('88_49734818_closure_placement', 'INVALID'),\n",
       " ('88_49734818_cane_height_type', 'INVALID'),\n",
       " ('88_49734818_length_type', 'Standard'),\n",
       " ('88_49734818_sleeve_length_type', 'Larga'),\n",
       " ('88_49734818_woven_structure', 'INVALID'),\n",
       " ('88_49734818_neck_lapel_type', 'Redondo'),\n",
       " ('88_49734818_silhouette_type', 'Recto'),\n",
       " ('88_49734818_toecap_type', 'INVALID'),\n",
       " ('88_49734818_waist_type', 'INVALID'),\n",
       " ('88_49734818_heel_shape_type', 'INVALID'),\n",
       " ('88_49715196_knit_structure', 'INVALID'),\n",
       " ('88_49715196_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49715196_cane_height_type', 'INVALID'),\n",
       " ('88_49715196_length_type', 'Corto'),\n",
       " ('88_49715196_sleeve_length_type', 'Larga'),\n",
       " ('88_49715196_woven_structure', 'Ligero'),\n",
       " ('88_49715196_neck_lapel_type', 'Capucha'),\n",
       " ('88_49715196_silhouette_type', 'Recto'),\n",
       " ('88_49715196_toecap_type', 'INVALID'),\n",
       " ('88_49715196_waist_type', 'INVALID'),\n",
       " ('88_49715196_heel_shape_type', 'INVALID'),\n",
       " ('88_49719965_knit_structure', 'INVALID'),\n",
       " ('88_49719965_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49719965_cane_height_type', 'INVALID'),\n",
       " ('88_49719965_length_type', 'Standard'),\n",
       " ('88_49719965_sleeve_length_type', 'Larga'),\n",
       " ('88_49719965_woven_structure', 'INVALID'),\n",
       " ('88_49719965_neck_lapel_type', 'Capucha'),\n",
       " ('88_49719965_silhouette_type', 'Recto'),\n",
       " ('88_49719965_toecap_type', 'INVALID'),\n",
       " ('88_49719965_waist_type', 'INVALID'),\n",
       " ('88_49719965_heel_shape_type', 'INVALID'),\n",
       " ('88_49723262_knit_structure', 'INVALID'),\n",
       " ('88_49723262_closure_placement', 'INVALID'),\n",
       " ('88_49723262_cane_height_type', 'INVALID'),\n",
       " ('88_49723262_length_type', 'Standard'),\n",
       " ('88_49723262_sleeve_length_type', 'INVALID'),\n",
       " ('88_49723262_woven_structure', 'INVALID'),\n",
       " ('88_49723262_neck_lapel_type', 'INVALID'),\n",
       " ('88_49723262_silhouette_type', 'Slim'),\n",
       " ('88_49723262_toecap_type', 'INVALID'),\n",
       " ('88_49723262_waist_type', 'Regular Waist'),\n",
       " ('88_49723262_heel_shape_type', 'INVALID'),\n",
       " ('88_49731842_knit_structure', 'INVALID'),\n",
       " ('88_49731842_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49731842_cane_height_type', 'INVALID'),\n",
       " ('88_49731842_length_type', 'Standard'),\n",
       " ('88_49731842_sleeve_length_type', 'Larga'),\n",
       " ('88_49731842_woven_structure', 'Ligero'),\n",
       " ('88_49731842_neck_lapel_type', 'Regular'),\n",
       " ('88_49731842_silhouette_type', 'Recto'),\n",
       " ('88_49731842_toecap_type', 'INVALID'),\n",
       " ('88_49731842_waist_type', 'INVALID'),\n",
       " ('88_49731842_heel_shape_type', 'INVALID'),\n",
       " ('88_49709881_knit_structure', 'INVALID'),\n",
       " ('88_49709881_closure_placement', 'INVALID'),\n",
       " ('88_49709881_cane_height_type', 'INVALID'),\n",
       " ('88_49709881_length_type', 'Standard'),\n",
       " ('88_49709881_sleeve_length_type', 'Larga'),\n",
       " ('88_49709881_woven_structure', 'Ligero'),\n",
       " ('88_49709881_neck_lapel_type', 'Redondo'),\n",
       " ('88_49709881_silhouette_type', 'Recto'),\n",
       " ('88_49709881_toecap_type', 'INVALID'),\n",
       " ('88_49709881_waist_type', 'INVALID'),\n",
       " ('88_49709881_heel_shape_type', 'INVALID'),\n",
       " ('88_49712041_knit_structure', 'INVALID'),\n",
       " ('88_49712041_closure_placement', 'Cierre Delantero'),\n",
       " ('88_49712041_cane_height_type', 'INVALID'),\n",
       " ('88_49712041_length_type', 'Standard'),\n",
       " ('88_49712041_sleeve_length_type', 'Larga'),\n",
       " ('88_49712041_woven_structure', 'Ligero'),\n",
       " ('88_49712041_neck_lapel_type', 'Redondo'),\n",
       " ('88_49712041_silhouette_type', 'Recto'),\n",
       " ('88_49712041_toecap_type', 'INVALID'),\n",
       " ('88_49712041_waist_type', 'INVALID'),\n",
       " ('88_49712041_heel_shape_type', 'INVALID'),\n",
       " ('88_49715780_knit_structure', 'INVALID'),\n",
       " ('88_49715780_closure_placement', 'INVALID'),\n",
       " ('88_49715780_cane_height_type', 'INVALID'),\n",
       " ('88_49715780_length_type', 'Standard'),\n",
       " ('88_49715780_sleeve_length_type', 'Larga'),\n",
       " ('88_49715780_woven_structure', 'INVALID'),\n",
       " ('88_49715780_neck_lapel_type', 'Regular'),\n",
       " ('88_49715780_silhouette_type', 'Recto'),\n",
       " ('88_49715780_toecap_type', 'INVALID'),\n",
       " ('88_49715780_waist_type', 'INVALID'),\n",
       " ('88_49715780_heel_shape_type', 'INVALID'),\n",
       " ('88_49719290_knit_structure', 'INVALID'),\n",
       " ('88_49719290_closure_placement', 'INVALID'),\n",
       " ('88_49719290_cane_height_type', 'INVALID'),\n",
       " ('88_49719290_length_type', 'Standard'),\n",
       " ('88_49719290_sleeve_length_type', 'Larga'),\n",
       " ('88_49719290_woven_structure', 'Ligero'),\n",
       " ('88_49719290_neck_lapel_type', 'Redondo'),\n",
       " ('88_49719290_silhouette_type', 'Recto'),\n",
       " ('88_49719290_toecap_type', 'INVALID'),\n",
       " ('88_49719290_waist_type', 'INVALID'),\n",
       " ...]"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test_id</th>\n",
       "      <th>des_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>88_49726492_silhouette_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88_49717057_silhouette_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>88_49727807_silhouette_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>88_49718986_silhouette_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>88_49716369_silhouette_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71814</th>\n",
       "      <td>88_49727621_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71815</th>\n",
       "      <td>88_49727736_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71816</th>\n",
       "      <td>88_49734138_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71817</th>\n",
       "      <td>88_49717732_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71818</th>\n",
       "      <td>88_49728164_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71819 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           test_id des_value\n",
       "0      88_49726492_silhouette_type   INVALID\n",
       "1      88_49717057_silhouette_type   INVALID\n",
       "2      88_49727807_silhouette_type   INVALID\n",
       "3      88_49718986_silhouette_type   INVALID\n",
       "4      88_49716369_silhouette_type   INVALID\n",
       "...                            ...       ...\n",
       "71814      88_49727621_toecap_type   INVALID\n",
       "71815      88_49727736_toecap_type   INVALID\n",
       "71816      88_49734138_toecap_type   INVALID\n",
       "71817      88_49717732_toecap_type   INVALID\n",
       "71818      88_49728164_toecap_type   INVALID\n",
       "\n",
       "[71819 rows x 2 columns]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read /data/submission_sample.csv\n",
    "submission_sample = pd.read_csv('./data/sample_submission.csv')\n",
    "submission_sample['des_value'] = 'INVALID'\n",
    "submission_sample\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>test_id</th>\n",
       "      <th>des_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>88_49726492_silhouette_type</td>\n",
       "      <td>Recto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>88_49717057_silhouette_type</td>\n",
       "      <td>Recto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>88_49727807_silhouette_type</td>\n",
       "      <td>Recto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>88_49718986_silhouette_type</td>\n",
       "      <td>Recto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>88_49716369_silhouette_type</td>\n",
       "      <td>Recto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71814</th>\n",
       "      <td>88_49727621_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71815</th>\n",
       "      <td>88_49727736_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71816</th>\n",
       "      <td>88_49734138_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71817</th>\n",
       "      <td>88_49717732_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71818</th>\n",
       "      <td>88_49728164_toecap_type</td>\n",
       "      <td>INVALID</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>71819 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           test_id des_value\n",
       "0      88_49726492_silhouette_type     Recto\n",
       "1      88_49717057_silhouette_type     Recto\n",
       "2      88_49727807_silhouette_type     Recto\n",
       "3      88_49718986_silhouette_type     Recto\n",
       "4      88_49716369_silhouette_type     Recto\n",
       "...                            ...       ...\n",
       "71814      88_49727621_toecap_type   INVALID\n",
       "71815      88_49727736_toecap_type   INVALID\n",
       "71816      88_49734138_toecap_type   INVALID\n",
       "71817      88_49717732_toecap_type   INVALID\n",
       "71818      88_49728164_toecap_type   INVALID\n",
       "\n",
       "[71819 rows x 2 columns]"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for cod, val in submission.itertuples(index=False):\n",
    "    submission_sample.loc[submission_sample['test_id'] == cod, 'des_value'] = val\n",
    "submission_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "submission_sample.to_csv('submission.csv', index=False)"
   ]
  }
 ],
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