05_FastAIwithPyTorch.ipynb

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    "# FastAI with PyTorch\n",
    "We will now look at training our own models on Sinopia's RDF for a couple of classification tasks. [FastAI][FASTAI] is a non-profit that provides artificial intellegence training and for our use today, an easy-to-use Python software library that is built upon the [PyTorch](https://pytorch.org/) open-source machine learning framework from Facebook that is widely used in industry and academic research.\n",
    "\n",
    "[FASTAI]: https://www.fast.ai/"
   ]
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    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "%reload_ext lab_black\n",
    "\n",
    "from fastai.tabular.all import *\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import kglab\n",
    "import rdflib\n",
    "import helpers\n",
    "import widgets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "453b61cd-68e1-4a8a-979e-ef949bad3e7d",
   "metadata": {},
   "source": [
    "## Loading Sinopia Stage RDF Text DataFrame"
   ]
  },
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     "data": {
      "text/plain": [
       "<kglab.kglab.KnowledgeGraph at 0x107d09b10>"
      ]
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     "execution_count": 2,
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   "source": [
    "stage_kg = kglab.KnowledgeGraph()\n",
    "stage_kg.load_jsonld(\"data/stage.json\")"
   ]
  },
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   "id": "4d11c8b6-7bf0-4f78-9d9a-dffd8a2165c9",
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    "## Classifing RDF resource by their Template\n",
    "In Sinopia, each resource uses at least one resource template for constructing the Sinopia's user interface. Currently, when a user imports RDF into the editor, either through the Questioning Authority search or through the **Load RDF** tab, the user is prompted to selected the template to use and Sinopia does its best to matche the template's properties to the incoming RDF.\n",
    "\n",
    "This classification task extends the initial work done in 2020 year's LD4 presentation, \n",
    "[A Machine Learning Approach for Classifying Sinopia's RDF](https://ld4p.github.io/classify-rdf-2020/)."
   ]
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   "cell_type": "markdown",
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   "source": [
    "### Step One - Generate Pandas Dataframe\n",
    "We will run a SPARQL query on our stage knowledge graph, iterate through the results to generate a list of dictionaries from the `helpers.predicate_row`. "
   ]
  },
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    "data = []\n",
    "for row in stage_kg.query(\n",
    "    \"\"\"\n",
    "SELECT ?template ?url \n",
    "WHERE {\n",
    "   ?url <http://sinopia.io/vocabulary/hasResourceTemplate> ?template .\n",
    "   FILTER isIRI(?url)\n",
    "} \"\"\"\n",
    "):\n",
    "    # Skip if RDF resource is a Sinopia resource template\n",
    "    if str(row[0]).startswith(\"sinopia:template:resource\"):\n",
    "        continue\n",
    "    data.append(helpers.predicate_row(row[1], stage_kg.rdf_graph()))"
   ]
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    "data[0:10]"
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   "cell_type": "markdown",
   "id": "79a0b312-cd3e-459d-8743-550bef7591ea",
   "metadata": {},
   "source": [
    "For the list of dictionaries that have the predicate frequencies, create a Pandas DataFrame and then replace missing values with zeros."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c881460f-d97c-4dbe-a7a6-52fa437764bd",
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   "outputs": [],
   "source": [
    "stage_df = pd.DataFrame(data)\n",
    "stage_df = stage_df.fillna(0.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e30ccd59-0845-4453-902e-5d50d6b827ac",
   "metadata": {},
   "source": [
    "Shape and information about the `stage_df` DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1ffc888f-b9f2-4d03-8fad-6f746da3c6ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2342, 264)\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2342 entries, 0 to 2341\n",
      "Columns: 264 entries, uri to http://www.w3.org/1999/02/22-rdf-syntax-ns#value\n",
      "dtypes: float64(262), object(2)\n",
      "memory usage: 4.7+ MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(stage_df.shape)\n",
    "print(stage_df.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93ac4c89-f284-46a9-aa57-39004e108088",
   "metadata": {},
   "source": [
    "Generate a random sample of 10 to see examples of individual Series in the DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "82c8160c-a2d5-4245-bdad-986384a32d44",
   "metadata": {},
   "outputs": [
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1735</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/781b71cd-d072-4b57-8c30-8fe1c3898a71</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>WAU:RT:BF2:Instance</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2176</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/0b281fbd-6fbc-423d-ada3-3a3314088969</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>norld:RT:RDA:Monografi:Verk</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/7b0175c3-02bb-49e9-aa70-f90762c00615</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>WAU:RT:BF2:Work</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/3fed7bf9-8697-44c1-aa94-a36a3eae59db</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>WAU:RT:BF2:Work</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/c410f621-1723-4698-96fc-6e0a451f2abd</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>WAU:RT:BF2:Work</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/02662a71-77d7-45b7-aed5-b38bc3e82f84</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>pcc:bf2:Monograph:Item</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1646</th>\n",
       "      <td>https://api.stage.sinopia.io/resource/48e22d5e-8ef3-4832-b604-d5be9902e470</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>norld:RT:RDA:Monografi:Uttrykk</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 264 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                             uri  \\\n",
       "793   https://api.stage.sinopia.io/resource/49d2d46d-d4f8-4fee-b70b-8ac118234b6d   \n",
       "1684  https://api.stage.sinopia.io/resource/84e65053-3b4a-46df-a082-235e0ee65399   \n",
       "433   https://api.stage.sinopia.io/resource/323a3f82-1095-4d0b-96a6-08bc2a511789   \n",
       "1735  https://api.stage.sinopia.io/resource/781b71cd-d072-4b57-8c30-8fe1c3898a71   \n",
       "2176  https://api.stage.sinopia.io/resource/0b281fbd-6fbc-423d-ada3-3a3314088969   \n",
       "190   https://api.stage.sinopia.io/resource/7b0175c3-02bb-49e9-aa70-f90762c00615   \n",
       "20    https://api.stage.sinopia.io/resource/3fed7bf9-8697-44c1-aa94-a36a3eae59db   \n",
       "4     https://api.stage.sinopia.io/resource/c410f621-1723-4698-96fc-6e0a451f2abd   \n",
       "1445  https://api.stage.sinopia.io/resource/02662a71-77d7-45b7-aed5-b38bc3e82f84   \n",
       "1646  https://api.stage.sinopia.io/resource/48e22d5e-8ef3-4832-b604-d5be9902e470   \n",
       "\n",
       "      http://www.w3.org/1999/02/22-rdf-syntax-ns#type  \\\n",
       "793                                               1.0   \n",
       "1684                                              1.0   \n",
       "433                                               2.0   \n",
       "1735                                              1.0   \n",
       "2176                                              1.0   \n",
       "190                                               1.0   \n",
       "20                                                1.0   \n",
       "4                                                 1.0   \n",
       "1445                                              1.0   \n",
       "1646                                              1.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/adminMetadata  \\\n",
       "793                                                   1.0   \n",
       "1684                                                  1.0   \n",
       "433                                                   0.0   \n",
       "1735                                                  1.0   \n",
       "2176                                                  1.0   \n",
       "190                                                   1.0   \n",
       "20                                                    1.0   \n",
       "4                                                     1.0   \n",
       "1445                                                  0.0   \n",
       "1646                                                  1.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/originDate  \\\n",
       "793                                                0.0   \n",
       "1684                                               0.0   \n",
       "433                                                1.0   \n",
       "1735                                               0.0   \n",
       "2176                                               0.0   \n",
       "190                                                1.0   \n",
       "20                                                 0.0   \n",
       "4                                                  1.0   \n",
       "1445                                               0.0   \n",
       "1646                                               0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/subject  \\\n",
       "793                                             0.0   \n",
       "1684                                            0.0   \n",
       "433                                             5.0   \n",
       "1735                                            0.0   \n",
       "2176                                            0.0   \n",
       "190                                             0.0   \n",
       "20                                              0.0   \n",
       "4                                               0.0   \n",
       "1445                                            0.0   \n",
       "1646                                            0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/title  \\\n",
       "793                                           3.0   \n",
       "1684                                          1.0   \n",
       "433                                           1.0   \n",
       "1735                                          1.0   \n",
       "2176                                          0.0   \n",
       "190                                           0.0   \n",
       "20                                            0.0   \n",
       "4                                             1.0   \n",
       "1445                                          0.0   \n",
       "1646                                          0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bflc/creatorCharacteristic  \\\n",
       "793                                                       0.0   \n",
       "1684                                                      0.0   \n",
       "433                                                       0.0   \n",
       "1735                                                      0.0   \n",
       "2176                                                      0.0   \n",
       "190                                                       0.0   \n",
       "20                                                        0.0   \n",
       "4                                                         0.0   \n",
       "1445                                                      0.0   \n",
       "1646                                                      0.0   \n",
       "\n",
       "      http://www.w3.org/2002/07/owl#sameAs  \\\n",
       "793                                    0.0   \n",
       "1684                                   0.0   \n",
       "433                                    0.0   \n",
       "1735                                   1.0   \n",
       "2176                                   0.0   \n",
       "190                                    1.0   \n",
       "20                                     1.0   \n",
       "4                                      1.0   \n",
       "1445                                   0.0   \n",
       "1646                                   0.0   \n",
       "\n",
       "                                   template  \\\n",
       "793             hrc:RT:bf2:RareMat:Instance   \n",
       "1684  ld4p:RT:bf2:Serial:Instance:Un-nested   \n",
       "433                  pcc:bf2:Monograph:Work   \n",
       "1735                    WAU:RT:BF2:Instance   \n",
       "2176            norld:RT:RDA:Monografi:Verk   \n",
       "190                         WAU:RT:BF2:Work   \n",
       "20                          WAU:RT:BF2:Work   \n",
       "4                           WAU:RT:BF2:Work   \n",
       "1445                 pcc:bf2:Monograph:Item   \n",
       "1646         norld:RT:RDA:Monografi:Uttrykk   \n",
       "\n",
       "      http://sinopia.io/vocabulary/hasResourceTemplate  ...  \\\n",
       "793                                                1.0  ...   \n",
       "1684                                               1.0  ...   \n",
       "433                                                1.0  ...   \n",
       "1735                                               1.0  ...   \n",
       "2176                                               1.0  ...   \n",
       "190                                                1.0  ...   \n",
       "20                                                 1.0  ...   \n",
       "4                                                  1.0  ...   \n",
       "1445                                               1.0  ...   \n",
       "1646                                               1.0  ...   \n",
       "\n",
       "      http://rdaregistry.info/Elements/w/P10221  \\\n",
       "793                                         0.0   \n",
       "1684                                        0.0   \n",
       "433                                         0.0   \n",
       "1735                                        0.0   \n",
       "2176                                        0.0   \n",
       "190                                         0.0   \n",
       "20                                          0.0   \n",
       "4                                           0.0   \n",
       "1445                                        0.0   \n",
       "1646                                        0.0   \n",
       "\n",
       "      http://www.loc.gov/mads/rdf/v1#birthDate  \\\n",
       "793                                        0.0   \n",
       "1684                                       0.0   \n",
       "433                                        0.0   \n",
       "1735                                       0.0   \n",
       "2176                                       0.0   \n",
       "190                                        0.0   \n",
       "20                                         0.0   \n",
       "4                                          0.0   \n",
       "1445                                       0.0   \n",
       "1646                                       0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/Contribution  \\\n",
       "793                                                  0.0   \n",
       "1684                                                 0.0   \n",
       "433                                                  0.0   \n",
       "1735                                                 0.0   \n",
       "2176                                                 0.0   \n",
       "190                                                  0.0   \n",
       "20                                                   0.0   \n",
       "4                                                    0.0   \n",
       "1445                                                 0.0   \n",
       "1646                                                 0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/VariantTitle  \\\n",
       "793                                                  0.0   \n",
       "1684                                                 0.0   \n",
       "433                                                  0.0   \n",
       "1735                                                 0.0   \n",
       "2176                                                 0.0   \n",
       "190                                                  0.0   \n",
       "20                                                   0.0   \n",
       "4                                                    0.0   \n",
       "1445                                                 0.0   \n",
       "1646                                                 0.0   \n",
       "\n",
       "      https://data.ub.uio.no/skosmos/humord/nb/  \\\n",
       "793                                         0.0   \n",
       "1684                                        0.0   \n",
       "433                                         0.0   \n",
       "1735                                        0.0   \n",
       "2176                                        0.0   \n",
       "190                                         0.0   \n",
       "20                                          0.0   \n",
       "4                                           0.0   \n",
       "1445                                        0.0   \n",
       "1646                                        0.0   \n",
       "\n",
       "      https://vokabular.bs.no/webdewey/nb/  \\\n",
       "793                                    0.0   \n",
       "1684                                   0.0   \n",
       "433                                    0.0   \n",
       "1735                                   0.0   \n",
       "2176                                   0.0   \n",
       "190                                    0.0   \n",
       "20                                     0.0   \n",
       "4                                      0.0   \n",
       "1445                                   0.0   \n",
       "1646                                   0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/agent  \\\n",
       "793                                           0.0   \n",
       "1684                                          0.0   \n",
       "433                                           0.0   \n",
       "1735                                          0.0   \n",
       "2176                                          0.0   \n",
       "190                                           0.0   \n",
       "20                                            0.0   \n",
       "4                                             0.0   \n",
       "1445                                          0.0   \n",
       "1646                                          0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bibframe/role  \\\n",
       "793                                          0.0   \n",
       "1684                                         0.0   \n",
       "433                                          0.0   \n",
       "1735                                         0.0   \n",
       "2176                                         0.0   \n",
       "190                                          0.0   \n",
       "20                                           0.0   \n",
       "4                                            0.0   \n",
       "1445                                         0.0   \n",
       "1646                                         0.0   \n",
       "\n",
       "      http://id.loc.gov/ontologies/bflc/appliesTo  \\\n",
       "793                                           0.0   \n",
       "1684                                          0.0   \n",
       "433                                           0.0   \n",
       "1735                                          0.0   \n",
       "2176                                          0.0   \n",
       "190                                           0.0   \n",
       "20                                            0.0   \n",
       "4                                             0.0   \n",
       "1445                                          0.0   \n",
       "1646                                          0.0   \n",
       "\n",
       "      http://www.w3.org/1999/02/22-rdf-syntax-ns#value  \n",
       "793                                                0.0  \n",
       "1684                                               0.0  \n",
       "433                                                0.0  \n",
       "1735                                               0.0  \n",
       "2176                                               0.0  \n",
       "190                                                0.0  \n",
       "20                                                 0.0  \n",
       "4                                                  0.0  \n",
       "1445                                               0.0  \n",
       "1646                                               0.0  \n",
       "\n",
       "[10 rows x 264 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stage_df.sample(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c969a3e-4619-4c49-8ee8-0e946c6a3489",
   "metadata": {},
   "source": [
    "### Step Two - Split, Preprocess, and Load Data\n",
    "First we will create a copy of `stage_df` DataFrame, removing the `uri` column as we don't want to train our model on this identifier. Later if we need, we can lookup the `uri` in the original `stage_df` dataframe to retrieve the URI. We will also remove the `sinopia:hasResourceTemplate` column because it doesn't add any information. We will then make sure that we don't have rows that have unique templates (as this will impact later training)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3fa8939f-0a9b-425b-b795-26affa3db43b",
   "metadata": {},
   "outputs": [],
   "source": [
    "stage_df_copy = stage_df.drop(\n",
    "    columns=[\"uri\", \"http://sinopia.io/vocabulary/hasResourceTemplate\"]\n",
    ")\n",
    "stage_df_clean = stage_df_copy[\n",
    "    stage_df_copy.duplicated(subset=[\"template\"], keep=False)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3f0ecdaf-3694-4073-8b68-bd630b129a57",
   "metadata": {},
   "outputs": [
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     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "stage_df_clean.head()"
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  {
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    "Next we split our data into training and validation sets with our validation set contain 20% of data."
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   "cell_type": "code",
   "execution_count": 10,
   "id": "b8a1b50c-bb74-4899-9ef1-917238c1fc56",
   "metadata": {},
   "outputs": [],
   "source": [
    "splits = helpers.create_splits(stage_df_clean)"
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   "id": "bc0cafbb-945e-4573-bf28-3301dcbdd061",
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   "source": [
    "Using the FastAI's TabularPandas class, we will pass in some parameters to preprocess the `stage_df_copy`."
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   "execution_count": 11,
   "id": "b3fcfc2b-e576-4653-857d-0e71c2bc85df",
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stage_df_clean.head()"
   ]
  },
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   "execution_count": 12,
   "id": "ca093d8c-3c92-49a6-bd6b-3c5a3b020f2a",
   "metadata": {},
   "outputs": [
    {
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       "Name: template, Length: 2304, dtype: object"
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     "execution_count": 12,
     "metadata": {},
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   "source": [
    "stage_df_clean[\"template\"]"
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  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "422b2708-e01e-4119-9463-000a1ef58725",
   "metadata": {},
   "outputs": [],
   "source": [
    "continuous = [col for col in stage_df_clean.columns if col != \"template\"]"
   ]
  },
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   "cell_type": "code",
   "execution_count": 12,
   "id": "d6092c05-482b-4f24-a2bf-7811ab1a955b",
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       "\u001b[0;34m\u001b[0m    \u001b[0mreduce_memory\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
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       "\u001b[0;31mDocstring:\u001b[0m      A `Tabular` object with transforms\n",
       "\u001b[0;31mFile:\u001b[0m           ~/70-79 Presentations/70.02 RDF-AI Workshop - 02022 LD4 Conference/ld4-env/lib/python3.10/site-packages/fastai/tabular/core.py\n",
       "\u001b[0;31mType:\u001b[0m           type\n",
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     "metadata": {},
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   "source": [
    "TabularPandas?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c9932e46-c01c-43a5-86e9-a99d69eb8f1d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "stage_to = TabularPandas(\n",
    "    stage_df_clean,\n",
    "    procs=[Categorify],\n",
    "    cont_names=continuous,\n",
    "    y_names=\"template\",\n",
    "    y_block=CategoryBlock,\n",
    "    splits=splits,\n",
    ")"
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   "cell_type": "code",
   "execution_count": 16,
   "id": "7986d656-b5d7-42e5-8083-bbe215d3b542",
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 16,
     "metadata": {},
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    }
   ],
   "source": [
    "stage_to.xs.iloc[:2]"
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  {
   "cell_type": "markdown",
   "id": "b8356ab4-5ef1-4941-a597-e1ff96387599",
   "metadata": {},
   "source": [
    "Finally, we will create a FastAI `DataLoader` that we can pass to the `learner` object for training our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f00b1017-5d7c-4f1a-81e6-39d838ad82c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "stage_data_loader = stage_to.dataloaders(bs=64, device=\"cpu\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4a37824-6a9b-4eae-8217-fe8f92217843",
   "metadata": {},
   "source": [
    "The `TabularDataLoader` provides a method batching up our data in groups of 64 (set when we passed in the `bs` parameter above) and we see an example of a batch."
   ]
  },
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   "cell_type": "code",
   "execution_count": 18,
   "id": "45a5c897-0a60-4bbd-a373-2b8075153c98",
   "metadata": {},
   "outputs": [
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       "      <th>http://id.loc.gov/ontologies/bibframe/translationOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasDerivative</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/replacementOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/historyOfWork</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/cartographicAttributes</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/derivativeOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasExpression</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/duration</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/scale</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/awards</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasPart</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/geographicCoverage</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/natureOfContent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasInstance</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/index</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/aspectRatio</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/carrier</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/credits</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/digitalCharacteristic</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/dimensions</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/extent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/instanceOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/issuance</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/media</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/productionMethod</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/provisionActivity</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/provisionActivityStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/responsibilityStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/soundCharacteristic</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/videoCharacteristic</th>\n",
       "      <th>http://www.w3.org/2000/01/rdf-schema#label</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/copyrightDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/relationship</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/contentAccessibility</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasItem</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/editionStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/seriesStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/systemRequirement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/electronicLocator</th>\n",
       "      <th>http://www.w3.org/1999/02/22-rdf-syntax-ns#/type</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasSeries</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/classification</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/tableOfContents</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/temporalCoverage</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/identifier</th>\n",
       "      <th>http://sinopia.io/vocabulary/exportDate</th>\n",
       "      <th>http://sinopia.io/vocabulary/localAdminMetadataFor</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/catalogerId</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/bookFormat</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasCitation</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasSignatureStatement</th>\n",
       "      <th>https://w3id.org/arm/measurement/ontology/0.1/hasMeasurementGroup</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasCitation</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasMeasurementGroup</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasSignatureStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/indexedIn</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasMediumComponent</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasMediumType</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/creationDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionAuthentication</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionConventions</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionLanguage</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/source</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/status</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/encodingLevel</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionModifier</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/changeDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/capture</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/mainTitle</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/musicMedium</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/heldBy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/itemOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/physicalLocation</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/sublocation</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/immediateAcquisition</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/usageAndAccessPolicy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/shelfMark</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Work</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/enumerationAndChronology</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/custodialHistory</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20001</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20006</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20065</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20171</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20214</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20231</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20315</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20145</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20053</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20059</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20074</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20319</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20320</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20322</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20141</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20189</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20211</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/date</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/firstIssue</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/frequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/lastIssue</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/pubFrequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Frequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/appliedMaterial</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/baseMaterial</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasReproduction</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasEquivalent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/seriesEnumeration</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/reproductionOf</th>\n",
       "      <th>http://bibfra.me/vocab/relation/hasTranslation</th>\n",
       "      <th>http://bibfra.me/view/links/relation/isTranslationOf/</th>\n",
       "      <th>http://bibfra.me/vocab/marc/illustrations</th>\n",
       "      <th>http://purl.org/dc/terms/hasPart</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/markedBy</th>\n",
       "      <th>https://w3id.org/arm/custodial_history/ontology/0.1/hasCustodialHistory</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasPhysicalCondition</th>\n",
       "      <th>http://purl.org/dc/terms/relation</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasItemHistory</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/markedBy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/adminMetadata:http://id.loc.gov/ontologies/bibframe/adminMetadata</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#isIdentifiedByAuthority</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/acquisitionSource</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10004</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10223</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10065</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10086</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10147</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10256</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10353</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10357</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10078</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10019</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10398</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10226</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10217</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10002</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10072</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10191</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/musicFormat</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasEnsembleSize</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30001</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30002</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30003</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30004</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30105</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30134</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30137</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30139</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30182</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30453</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30106</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30018</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30048</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30096</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30001</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30002</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30003</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30004</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30105</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30134</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30135</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30182</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30107</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30106</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30107</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30169</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30001</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30002</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30003</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30004</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30106</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30135</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30139</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30182</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/soundContent</th>\n",
       "      <th>http://random.com</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30156</th>\n",
       "      <th>http://rdaregistry.info/Elements/i/P40085</th>\n",
       "      <th>http://property.com/p1</th>\n",
       "      <th>http://rdaregistry.info/Elements/u/P60806</th>\n",
       "      <th>http://purl.org/dc/terms/title</th>\n",
       "      <th>https://schema.org/description</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P108</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P55</th>\n",
       "      <th>https://www.w3.org/TR/rdf-schema/#ch_seealso</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P104</th>\n",
       "      <th>https://schema.bs.no#birthYear</th>\n",
       "      <th>https://schema.bs.no#catalogueName</th>\n",
       "      <th>https://schema.bs.no#gender</th>\n",
       "      <th>https://schema.bs.no/birthYear</th>\n",
       "      <th>https://schema.bs.no/catalogueName</th>\n",
       "      <th>https://schema.bs.no/deathYear</th>\n",
       "      <th>https://schema.bs.no/gender</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/eventContentOf</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10053</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10204</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10220</th>\n",
       "      <th>https://schema.nb.no/Bibliographic/Properties/P1000</th>\n",
       "      <th>http://www.ontologydesignpatterns.org/cp/owl/sequence.owl#precedes</th>\n",
       "      <th>http://purl.org/dc/terms/isPartOf</th>\n",
       "      <th>http://performedmusicontology.org/ontology/proxyDescription</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20029</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20165</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20215</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20219</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20326</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/place</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleAgent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simplePlace</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30105</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30065</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30134</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/creator</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/title</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/count</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10331</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10079</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10221</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#birthDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Contribution</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/VariantTitle</th>\n",
       "      <th>https://data.ub.uio.no/skosmos/humord/nb/</th>\n",
       "      <th>https://vokabular.bs.no/webdewey/nb/</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/agent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/role</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/appliesTo</th>\n",
       "      <th>http://www.w3.org/1999/02/22-rdf-syntax-ns#value</th>\n",
       "      <th>template</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>pcc:bf2:Monograph:Work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>WAU:RT:BF2:Work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>pcc:bf2:AdminMetadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0.0</td>\n",
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       "      <td>WAU:RT:BF2:Instance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>PMO:bf2:ldwg:workWithMOP</td>\n",
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       "    <tr>\n",
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       "      <td>norld:RT:RDA:Monografi:Verk</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
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       "    <tr>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>hrc:RT:bf2:RareMat:Work:Expression</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>WAU:RT:BF2:Instance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>WAU:RT:BF2:Instance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stage_data_loader.show_batch()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ada413ee-2618-480a-b824-0fdaa2be8324",
   "metadata": {},
   "source": [
    "### Step Three - Create Learner and Train Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c70f222e-5655-42eb-96e0-d1bc96090710",
   "metadata": {},
   "outputs": [],
   "source": [
    "stage_learner = tabular_learner(stage_data_loader, metrics=accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0db57b7e-c6dd-48fd-9d2a-a87e2f97a3e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TabularModel(\n",
       "  (embeds): ModuleList()\n",
       "  (emb_drop): Dropout(p=0.0, inplace=False)\n",
       "  (bn_cont): BatchNorm1d(261, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (layers): Sequential(\n",
       "    (0): LinBnDrop(\n",
       "      (0): Linear(in_features=261, out_features=200, bias=False)\n",
       "      (1): ReLU(inplace=True)\n",
       "      (2): BatchNorm1d(200, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): LinBnDrop(\n",
       "      (0): Linear(in_features=200, out_features=100, bias=False)\n",
       "      (1): ReLU(inplace=True)\n",
       "      (2): BatchNorm1d(100, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (2): LinBnDrop(\n",
       "      (0): Linear(in_features=100, out_features=67, bias=True)\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stage_learner.model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d1c93ad-03c5-406f-98a2-1af18be83867",
   "metadata": {},
   "source": [
    "In our `TabularModel` neural net we have three layers, with the first input layer does the following:\n",
    "  1.  Applies a PyTorch [Linear](https://pytorch.org/docs/stable/generated/torch.nn.Linear.html) to the incoming data\n",
    "  1.  Applies the PyTorch [ReLU](https://pytorch.org/docs/stable/generated/torch.nn.ReLU.html) activation\n",
    "  1.  Applies a [batch normalization](https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm1d.html) on our batch of 65\n",
    "  \n",
    "The second hidden layer of does similar processing as our first layer and the layer third produces the final results."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d73d9f31-b2cc-4543-91cd-ec881b1747fd",
   "metadata": {},
   "source": [
    "With the `stage_learner` object, we can graphically estimate the learning rate that will be used in training our new model. We can examine the model by printing it out:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e88930ba-3df9-41fa-8966-d1f2cd115d71",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "SuggestedLRs(valley=0.0014454397605732083)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stage_learner.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5f87eda6-c035-4d89-becc-2af5c4e52fed",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
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       "</style>\n"
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     "metadata": {},
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    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
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       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>time</th>\n",
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       "    <tr>\n",
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   ],
   "source": [
    "stage_learner.fit_one_cycle(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "94a1f62f-df42-42ff-b965-6dd9a66c0eaa",
   "metadata": {},
   "outputs": [
    {
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       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
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       "      <th>http://id.loc.gov/ontologies/bibframe/geographicCoverage</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/natureOfContent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasInstance</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/index</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/aspectRatio</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/carrier</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/credits</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/digitalCharacteristic</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/dimensions</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/extent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/instanceOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/issuance</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/media</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/productionMethod</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/provisionActivity</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/provisionActivityStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/responsibilityStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/soundCharacteristic</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/videoCharacteristic</th>\n",
       "      <th>http://www.w3.org/2000/01/rdf-schema#label</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/copyrightDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/relationship</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/contentAccessibility</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasItem</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/editionStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/seriesStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/systemRequirement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/electronicLocator</th>\n",
       "      <th>http://www.w3.org/1999/02/22-rdf-syntax-ns#/type</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasSeries</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/classification</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/tableOfContents</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/temporalCoverage</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/identifier</th>\n",
       "      <th>http://sinopia.io/vocabulary/exportDate</th>\n",
       "      <th>http://sinopia.io/vocabulary/localAdminMetadataFor</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/catalogerId</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/bookFormat</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasCitation</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasSignatureStatement</th>\n",
       "      <th>https://w3id.org/arm/measurement/ontology/0.1/hasMeasurementGroup</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasCitation</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasMeasurementGroup</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasSignatureStatement</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/indexedIn</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasMediumComponent</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasMediumType</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/creationDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionAuthentication</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionConventions</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionLanguage</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/source</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/status</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/encodingLevel</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/descriptionModifier</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/changeDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/capture</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/mainTitle</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/musicMedium</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/heldBy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/itemOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/physicalLocation</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/sublocation</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/immediateAcquisition</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/usageAndAccessPolicy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/shelfMark</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Work</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/enumerationAndChronology</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/custodialHistory</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20001</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20006</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20065</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20171</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20214</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20231</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20315</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20145</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20053</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20059</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20074</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20319</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20320</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20322</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20141</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20189</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20211</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/date</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/firstIssue</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/frequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/lastIssue</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/pubFrequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Frequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/appliedMaterial</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/baseMaterial</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasReproduction</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasEquivalent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/seriesEnumeration</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/reproductionOf</th>\n",
       "      <th>http://bibfra.me/vocab/relation/hasTranslation</th>\n",
       "      <th>http://bibfra.me/view/links/relation/isTranslationOf/</th>\n",
       "      <th>http://bibfra.me/vocab/marc/illustrations</th>\n",
       "      <th>http://purl.org/dc/terms/hasPart</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/markedBy</th>\n",
       "      <th>https://w3id.org/arm/custodial_history/ontology/0.1/hasCustodialHistory</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasPhysicalCondition</th>\n",
       "      <th>http://purl.org/dc/terms/relation</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasItemHistory</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/markedBy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/adminMetadata:http://id.loc.gov/ontologies/bibframe/adminMetadata</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#isIdentifiedByAuthority</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/acquisitionSource</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10004</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10223</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10065</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10086</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10147</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10256</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10353</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10357</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10078</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10019</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10398</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10226</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10217</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10002</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10072</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10191</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/musicFormat</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasEnsembleSize</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30001</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30002</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30003</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30004</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30105</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30134</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30137</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30139</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30182</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30453</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30106</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30018</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30048</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30096</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30001</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30002</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30003</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30004</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30105</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30134</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30135</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30182</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30107</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30106</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30107</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30169</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30001</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30002</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30003</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30004</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30106</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30135</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30139</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30182</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/soundContent</th>\n",
       "      <th>http://random.com</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30156</th>\n",
       "      <th>http://rdaregistry.info/Elements/i/P40085</th>\n",
       "      <th>http://property.com/p1</th>\n",
       "      <th>http://rdaregistry.info/Elements/u/P60806</th>\n",
       "      <th>http://purl.org/dc/terms/title</th>\n",
       "      <th>https://schema.org/description</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P108</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P55</th>\n",
       "      <th>https://www.w3.org/TR/rdf-schema/#ch_seealso</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P104</th>\n",
       "      <th>https://schema.bs.no#birthYear</th>\n",
       "      <th>https://schema.bs.no#catalogueName</th>\n",
       "      <th>https://schema.bs.no#gender</th>\n",
       "      <th>https://schema.bs.no/birthYear</th>\n",
       "      <th>https://schema.bs.no/catalogueName</th>\n",
       "      <th>https://schema.bs.no/deathYear</th>\n",
       "      <th>https://schema.bs.no/gender</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/eventContentOf</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10053</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10204</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10220</th>\n",
       "      <th>https://schema.nb.no/Bibliographic/Properties/P1000</th>\n",
       "      <th>http://www.ontologydesignpatterns.org/cp/owl/sequence.owl#precedes</th>\n",
       "      <th>http://purl.org/dc/terms/isPartOf</th>\n",
       "      <th>http://performedmusicontology.org/ontology/proxyDescription</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20029</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20165</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20215</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20219</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20326</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/place</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleAgent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simplePlace</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30105</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30065</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30134</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/creator</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/title</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/count</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10331</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10079</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10221</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#birthDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Contribution</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/VariantTitle</th>\n",
       "      <th>https://data.ub.uio.no/skosmos/humord/nb/</th>\n",
       "      <th>https://vokabular.bs.no/webdewey/nb/</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/agent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/role</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/appliesTo</th>\n",
       "      <th>http://www.w3.org/1999/02/22-rdf-syntax-ns#value</th>\n",
       "      <th>template</th>\n",
       "      <th>template_pred</th>\n",
       "    </tr>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>54.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stage_learner.show_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c31eeef9-3e85-456d-b0fb-ea3703da11e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_stage_df = stage_df.copy()\n",
    "# test_stage_df.drop([\"template\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "ae87efdb-1187-43a1-9724-30d2080d1273",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'WAU:RT:BF2:Work'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_stage_df.iloc[45].template"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a80bffbc-6ec6-49f0-971c-c471710ae0ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "row, class_, probs = stage_learner.predict(test_stage_df.iloc[45])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "87bf51ac-6c45-457d-9f18-41f5a3991637",
   "metadata": {},
   "outputs": [
    {
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       "      <th>http://id.loc.gov/ontologies/bibframe/dimensions</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/extent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/instanceOf</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/issuance</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/media</th>\n",
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       "      <th>http://id.loc.gov/ontologies/bibframe/sublocation</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/immediateAcquisition</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/usageAndAccessPolicy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/shelfMark</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Work</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/enumerationAndChronology</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/custodialHistory</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20001</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20006</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20065</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20171</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20214</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20231</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20315</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20145</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20053</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20059</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20074</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20319</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20320</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20322</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20141</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20189</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20211</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/date</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/firstIssue</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/frequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/lastIssue</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/pubFrequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Frequency</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/appliedMaterial</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/baseMaterial</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasReproduction</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/hasEquivalent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/seriesEnumeration</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/reproductionOf</th>\n",
       "      <th>http://bibfra.me/vocab/relation/hasTranslation</th>\n",
       "      <th>http://bibfra.me/view/links/relation/isTranslationOf/</th>\n",
       "      <th>http://bibfra.me/vocab/marc/illustrations</th>\n",
       "      <th>http://purl.org/dc/terms/hasPart</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/markedBy</th>\n",
       "      <th>https://w3id.org/arm/custodial_history/ontology/0.1/hasCustodialHistory</th>\n",
       "      <th>https://w3id.org/arm/core/ontology/0.1/hasPhysicalCondition</th>\n",
       "      <th>http://purl.org/dc/terms/relation</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/hasItemHistory</th>\n",
       "      <th>https://w3id.org/arm/ontology/1.0/markedBy</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/adminMetadata:http://id.loc.gov/ontologies/bibframe/adminMetadata</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#isIdentifiedByAuthority</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/acquisitionSource</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10004</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10223</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10065</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10086</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10147</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10256</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10353</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10357</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10078</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10019</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10398</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10226</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10217</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10002</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10072</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10191</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/musicFormat</th>\n",
       "      <th>http://performedmusicontology.org/ontology/hasEnsembleSize</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30001</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30002</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30003</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30004</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30105</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30134</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30137</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30139</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30182</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30453</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30106</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30018</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30048</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30096</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30001</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30002</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30003</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30004</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30105</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30134</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30135</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30182</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30107</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30106</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30107</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/#P30169</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30001</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30002</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30003</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30004</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30106</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30135</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30139</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30182</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/soundContent</th>\n",
       "      <th>http://random.com</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30156</th>\n",
       "      <th>http://rdaregistry.info/Elements/i/P40085</th>\n",
       "      <th>http://property.com/p1</th>\n",
       "      <th>http://rdaregistry.info/Elements/u/P60806</th>\n",
       "      <th>http://purl.org/dc/terms/title</th>\n",
       "      <th>https://schema.org/description</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P108</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P55</th>\n",
       "      <th>https://www.w3.org/TR/rdf-schema/#ch_seealso</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P104</th>\n",
       "      <th>https://schema.bs.no#birthYear</th>\n",
       "      <th>https://schema.bs.no#catalogueName</th>\n",
       "      <th>https://schema.bs.no#gender</th>\n",
       "      <th>https://schema.bs.no/birthYear</th>\n",
       "      <th>https://schema.bs.no/catalogueName</th>\n",
       "      <th>https://schema.bs.no/deathYear</th>\n",
       "      <th>https://schema.bs.no/gender</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/eventContentOf</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10053</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10204</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10220</th>\n",
       "      <th>https://schema.nb.no/Bibliographic/Properties/P1000</th>\n",
       "      <th>http://www.ontologydesignpatterns.org/cp/owl/sequence.owl#precedes</th>\n",
       "      <th>http://purl.org/dc/terms/isPartOf</th>\n",
       "      <th>http://performedmusicontology.org/ontology/proxyDescription</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20029</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20165</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20215</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20219</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20326</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/place</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleAgent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simplePlace</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30105</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30065</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30134</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/creator</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/title</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/count</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10331</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10079</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10221</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#birthDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Contribution</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/VariantTitle</th>\n",
       "      <th>https://data.ub.uio.no/skosmos/humord/nb/</th>\n",
       "      <th>https://vokabular.bs.no/webdewey/nb/</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/agent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/role</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/appliesTo</th>\n",
       "      <th>http://www.w3.org/1999/02/22-rdf-syntax-ns#value</th>\n",
       "      <th>template</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>http://random.com</th>\n",
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       "      <th>http://www.loc.gov/mads/rdf/v1#isIdentifiedByAuthority</th>\n",
       "      <th>http://rdaregistry.info/Elements/m/P30065</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30007</th>\n",
       "      <th>http://www.rdaregistry.info/Elements/m/P30169</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/acquisitionSource</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/adminMetadata:http://id.loc.gov/ontologies/bibframe/adminMetadata</th>\n",
       "      <th>http://purl.org/dc/terms/title</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P108</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P55</th>\n",
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       "      <th>https://schema.org/description</th>\n",
       "      <th>http://www.cidoc-crm.org/cidoc-crm/P104</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/creator</th>\n",
       "      <th>http://purl.org/dc/elements/1.1/title</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/agent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/role</th>\n",
       "      <th>http://www.loc.gov/mads/rdf/v1#birthDate</th>\n",
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       "      <th>https://data.ub.uio.no/skosmos/humord/nb/</th>\n",
       "      <th>https://vokabular.bs.no/webdewey/nb/</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/count</th>\n",
       "      <th>http://purl.org/dc/terms/isPartOf</th>\n",
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       "      <th>http://rdaregistry.info/Elements/e/P20029</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20215</th>\n",
       "      <th>http://rdaregistry.info/Elements/e/P20219</th>\n",
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       "      <th>http://rdaregistry.info/Elements/e/P20165</th>\n",
       "      <th>http://property.com/p1</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10053</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10079</th>\n",
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       "      <th>http://rdaregistry.info/Elements/w/P10221</th>\n",
       "      <th>https://schema.nb.no/Bibliographic/Properties/P1000</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10204</th>\n",
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       "      <th>http://id.loc.gov/ontologies/bflc/simpleAgent</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simpleDate</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/simplePlace</th>\n",
       "      <th>http://rdaregistry.info/Elements/w/P10331</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/Contribution</th>\n",
       "      <th>http://id.loc.gov/ontologies/bibframe/VariantTitle</th>\n",
       "      <th>http://id.loc.gov/ontologies/bflc/appliesTo</th>\n",
       "      <th>http://www.w3.org/1999/02/22-rdf-syntax-ns#value</th>\n",
       "      <th>https://schema.bs.no/birthYear</th>\n",
       "      <th>https://schema.bs.no/catalogueName</th>\n",
       "      <th>https://schema.bs.no/deathYear</th>\n",
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       "      <th>https://schema.bs.no#catalogueName</th>\n",
       "      <th>https://schema.bs.no#gender</th>\n",
       "      <th>template</th>\n",
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       "      <td>hrc:RT:bf2:RareMat:Instance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "row.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9008c18c-6062-4371-b579-f1a4f40d782b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'WAU:RT:BF2:Work'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stage_df_clean[\"template\"][26]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "47639dd1-08f3-4665-907a-a7384cf59d73",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "uri                                                    https://api.stage.sinopia.io/resource/6f41e2ec-d010-4890-be11-0b6f540c60a4\n",
       "http://www.w3.org/1999/02/22-rdf-syntax-ns#type                                                                               1.0\n",
       "http://id.loc.gov/ontologies/bibframe/adminMetadata                                                                           1.0\n",
       "http://id.loc.gov/ontologies/bibframe/bookFormat                                                                              1.0\n",
       "http://id.loc.gov/ontologies/bibframe/carrier                                                                                 1.0\n",
       "                                                                                          ...                                    \n",
       "https://schema.bs.no/deathYear                                                                                                0.0\n",
       "https://schema.bs.no/gender                                                                                                   0.0\n",
       "https://schema.bs.no#birthYear                                                                                                0.0\n",
       "https://schema.bs.no#catalogueName                                                                                            0.0\n",
       "https://schema.bs.no#gender                                                                                                   0.0\n",
       "Name: 23, Length: 263, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_stage_df.iloc[23]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3ce5815d-47c8-4865-80df-22b0f0e045e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([3.8976e-04, 7.2452e-04, 9.6721e-04, 8.8174e-04, 5.3426e-04, 5.5939e-04,\n",
       "        5.8963e-04, 6.5117e-04, 8.7208e-04, 2.4694e-04, 5.6599e-04, 7.0300e-04,\n",
       "        1.4798e-03, 9.5405e-04, 4.6606e-04, 1.1984e-03, 3.4791e-04, 4.3166e-04,\n",
       "        3.5800e-04, 9.5395e-04, 8.9947e-04, 5.3988e-04, 3.0977e-04, 8.7650e-04,\n",
       "        9.0174e-04, 3.7267e-04, 9.5614e-01, 8.7846e-04, 3.8982e-04, 3.0779e-04,\n",
       "        2.2752e-04, 3.1533e-04, 4.2545e-04, 8.0008e-04, 7.6135e-04, 1.0170e-03,\n",
       "        1.0367e-03, 3.2125e-04, 4.8474e-04, 5.9272e-04, 7.7065e-04, 1.1762e-03,\n",
       "        7.9617e-04, 8.2901e-04, 2.7581e-04, 9.0227e-04, 3.2309e-04, 5.2435e-04,\n",
       "        6.7589e-04, 1.1765e-03, 5.1464e-04, 7.1992e-04, 3.7380e-04, 1.2347e-04,\n",
       "        4.6780e-04, 7.9741e-04, 7.7492e-04, 4.5557e-04, 7.2537e-04, 6.0064e-04,\n",
       "        1.8597e-04, 1.5070e-03, 4.4733e-04, 5.3529e-04, 9.9003e-04, 7.1105e-04,\n",
       "        1.1425e-03])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "920eacf3-31e7-42b8-bb0d-a5e5155d5b41",
   "metadata": {},
   "source": [
    "## Save our model\n",
    "We can save our model by call the `.save` method with a file path."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3e07fbcb-df8f-48d4-8ac1-2a5ca37f18fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Path('models/fast-stage-classifier.pth')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stage_learner.save(\"fast-stage-classifier\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b42f3dfa-75b2-4cf4-860b-8659a97a8838",
   "metadata": {},
   "source": [
    "## Exercise 1\n",
    "save far we have been using all of the RDF in Sinopia's stage environment, repeat the steps above for Sinopia production environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9f7a5ae-2cad-4d44-b353-589b9c707af0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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