diff --git a/Neural graph module/ngm.ipynb b/Neural graph module/ngm.ipynb
index 60f8c517691513a9634d95fbd981c131f85939e6..e5d9403df82c271b501aa62a75189c618cccc3ec 100644
--- a/Neural graph module/ngm.ipynb	
+++ b/Neural graph module/ngm.ipynb	
@@ -2,18 +2,9 @@
   "cells": [
     {
       "cell_type": "code",
-      "execution_count": 1,
+      "execution_count": null,
       "metadata": {},
-      "outputs": [
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "c:\\Users\\maxbj\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-            "  from .autonotebook import tqdm as notebook_tqdm\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "import datasets\n",
         "import torch\n",
@@ -29,7 +20,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": null,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -38,7 +29,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 3,
+      "execution_count": null,
       "metadata": {},
       "outputs": [
         {
@@ -86,45 +77,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 5,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "# def encode(batch):\n",
-        "#   return tokenizer(batch, padding=\"max_length\", max_length=256, return_tensors=\"pt\")\n",
-        "\n",
-        "\n",
-        "# def convert_to_features(example_batch):\n",
-        "#     input_encodings = encode(example_batch['text'])\n",
-        "#     target_encodings = encode(example_batch['summary'])\n",
-        "\n",
-        "#     labels = target_encodings['input_ids']\n",
-        "#     decoder_input_ids = shift_tokens_right(\n",
-        "#         labels, model.config.pad_token_id, model.config.decoder_start_token_id)\n",
-        "#     labels[labels[:, :] == model.config.pad_token_id] = -100\n",
-        "\n",
-        "#     encodings = {\n",
-        "#         'input_ids': input_encodings['input_ids'],\n",
-        "#         'attention_mask': input_encodings['attention_mask'],\n",
-        "#         'decoder_input_ids': decoder_input_ids,\n",
-        "#         'labels': labels,\n",
-        "#     }\n",
-        "\n",
-        "#     return encodings\n",
-        "\n",
-        "\n",
-        "# def get_dataset(path):\n",
-        "#   df = pd.read_csv(path, sep=\",\", on_bad_lines='skip')\n",
-        "#   dataset = datasets.Dataset.from_pandas(df)\n",
-        "#   dataset = dataset.map(convert_to_features, batched=True)\n",
-        "#   columns = ['input_ids', 'labels', 'decoder_input_ids', 'attention_mask', ]\n",
-        "#   dataset.set_format(type='torch', columns=columns)\n",
-        "#   return dataset\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 52,
+      "execution_count": null,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -243,23 +196,6 @@
       "execution_count": null,
       "metadata": {},
       "outputs": [],
-      "source": [
-        "# training_args = Seq2SeqTrainingArguments(\n",
-        "#     output_dir='./models/blackbox',\n",
-        "#     num_train_epochs=1,\n",
-        "#     per_device_train_batch_size=1,\n",
-        "#     per_device_eval_batch_size=1,\n",
-        "#     warmup_steps=10,\n",
-        "#     weight_decay=0.01,\n",
-        "#     logging_dir='./logs',\n",
-        "# )\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 28,
-      "metadata": {},
-      "outputs": [],
       "source": [
         "from torch.utils.data import Dataset, DataLoader\n",
         "\n",
@@ -269,68 +205,19 @@
         "        self.attention_mask = attention_mask\n",
         "        self.correct_rels = correct_rels\n",
         "        self.relations = relations\n",
-        "        \n",
         "\n",
         "    def __len__(self):\n",
         "        return len(self.inputs)\n",
         "\n",
         "    def __getitem__(self, idx):\n",
-        "        return self.inputs[idx], self.attention_mask[idx], self.relations.index(self.correct_rels[idx])\n",
-        "\n",
-        "\n",
-        "\n",
-        "\n",
-        "#From scratch json creates data set.\n",
-        "# class MyDataset(Dataset):\n",
-        "#     def __init__(self, json_file, transform=None):\n",
-        "#         self.qald_data = json.load(json_file)\n",
-        "\n",
-        "#     def __len__(self):\n",
-        "#         return len(self.qald_data)\n",
-        "\n",
-        "#     def __getitem__(self, idx):\n",
-        "#         self.inputs[idx], self.attention_mask[idx], self.labels[idx]"
+        "        return self.inputs[idx], self.attention_mask[idx], self.relations.index(self.correct_rels[idx])"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 53,
+      "execution_count": null,
       "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Beginning making batch\n"
-          ]
-        },
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "100%|██████████| 2052/2052 [00:02<00:00, 885.24it/s]"
-          ]
-        },
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Finished with batches\n",
-            "features: tensor([[  101,  2129,  2116,  2031,  2194,  2004, 11734,  2547,  1998,  2897,\n",
-            "          2004,  6788,  2024,  2045,  1029,   102,  1031, 27885,  3501,  1033,\n",
-            "           102,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
-            "             0,     0,     0,     0,     0,     0,     0]]) mask: tensor([[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0,\n",
-            "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]) label_index tensor(10)\n"
-          ]
-        },
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "\n"
-          ]
-        }
-      ],
+      "outputs": [],
       "source": [
         "#Prepare data\n",
         "\n",
@@ -350,58 +237,35 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 54,
+      "execution_count": null,
       "metadata": {},
-      "outputs": [
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.predictions.bias', 'cls.predictions.transform.LayerNorm.bias', 'cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.decoder.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.LayerNorm.weight']\n",
-            "- This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
-            "- This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
-          ]
-        },
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Epoch:  0 Loss:  7.241235039450905\n",
-            "Epoch:  1 Loss:  7.240766503594139\n"
-          ]
-        },
-        {
-          "ename": "KeyboardInterrupt",
-          "evalue": "",
-          "output_type": "error",
-          "traceback": [
-            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-            "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-            "Cell \u001b[1;32mIn [54], line 27\u001b[0m\n\u001b[0;32m     25\u001b[0m     loss\u001b[39m.\u001b[39mbackward()\n\u001b[0;32m     26\u001b[0m     optimizer\u001b[39m.\u001b[39mstep()\n\u001b[1;32m---> 27\u001b[0m     epoch_loss \u001b[39m=\u001b[39m epoch_loss \u001b[39m+\u001b[39m loss\u001b[39m.\u001b[39mitem()\n\u001b[0;32m     28\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39mEpoch: \u001b[39m\u001b[39m\"\u001b[39m, e, \u001b[39m\"\u001b[39m\u001b[39mLoss: \u001b[39m\u001b[39m\"\u001b[39m, epoch_loss\u001b[39m/\u001b[39m\u001b[39mlen\u001b[39m(train_dataloader))\n",
-            "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
-          ]
-        }
-      ],
+      "outputs": [],
+      "source": [
+        "# Initialize model\n",
+        "model = NgmOne(device)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {},
+      "outputs": [],
       "source": [
         "# Train with data loader.\n",
-        "\n",
-        "\n",
-        "\n",
-        "model = NgmOne(device)\n",
         "criterion = nn.CrossEntropyLoss()\n",
         "optimizer = optim.Adam(model.parameters(), lr=0.0001)\n",
         "\n",
         "epoch = 500\n",
         "batch_size = 64\n",
+        "train_dataloader = DataLoader(train_set, batch_size=batch_size, shuffle=True)\n",
         "for e in range(epoch):\n",
         "    epoch_loss = 0\n",
-        "    train_dataloader = DataLoader(train_set, batch_size=batch_size, shuffle=True)\n",
         "    for i_batch, sample_batched in enumerate(train_dataloader):\n",
         "        optimizer.zero_grad()\n",
         "        train = sample_batched[0]\n",
         "        train_mask = sample_batched[1]\n",
         "        label_index = sample_batched[2].to(device)\n",
-        "\n",
+        "        \n",
         "        # Forward pass\n",
         "        output = model(train, train_mask)\n",
         "        loss = criterion(output, label_index)\n",
@@ -410,11 +274,8 @@
         "        loss.backward()\n",
         "        optimizer.step()\n",
         "        epoch_loss = epoch_loss + loss.item()\n",
-        "    print(\"Epoch: \", e, \"Loss: \", epoch_loss/len(train_dataloader))\n",
-        "    \n",
-        "    \n",
-        "    \n",
-        "\n"
+        "\n",
+        "    print(e+1, epoch_loss / len(sample_batched))"
       ]
     },
     {
@@ -422,63 +283,6 @@
       "execution_count": null,
       "metadata": {},
       "outputs": [],
-      "source": [
-        "model = NgmOne(device)\n",
-        "\n",
-        "EPOCHS = 1500\n",
-        "criterion = nn.CrossEntropyLoss()\n",
-        "optimizer = optim.Adam(model.parameters(), lr=0.007)\n",
-        "\n",
-        "with open(\"../data/relations-query-qald-9-linked.json\", \"r\") as f:\n",
-        "    relations = json.load(f)\n",
-        "\n",
-        "train, train_mask, corr_rels = make_batch()\n",
-        "corr_indx = torch.LongTensor([relations.index(r) for r in corr_rels]).to(device)\n",
-        "\n",
-        "for epoch in range(EPOCHS):\n",
-        "    optimizer.zero_grad()\n",
-        "\n",
-        "    # Forward pass\n",
-        "    output = model(train, train_mask)\n",
-        "    loss = criterion(output, corr_indx)\n",
-        "\n",
-        "    if (epoch + 1) % 1 == 0:\n",
-        "        print('Epoch:', '%04d' % (epoch + 1), 'loss =', '{:.6f}'.format(loss))\n",
-        "    # Backward pass\n",
-        "    loss.backward()\n",
-        "    optimizer.step()\n",
-        "    \n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 16,
-      "metadata": {},
-      "outputs": [
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Beginning making batch\n"
-          ]
-        },
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "100%|██████████| 2052/2052 [00:02<00:00, 901.19it/s]\n"
-          ]
-        },
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "Finished with batches\n",
-            "lowest confidence 0.07265079\n",
-            "Accuracy: 0.24212034383954154\n"
-          ]
-        }
-      ],
       "source": [
         "# Predict\n",
         "train, train_mask, corr_rels = make_batch()\n",
@@ -491,23 +295,6 @@
         "probability = [pred[np.argmax(pred)] for pred in output]\n",
         "correct_pred = [corr_rels[i] for i in range(len(output))]\n",
         "\n",
-        "\n",
-        "\n",
-        "preds = [\n",
-        "    {\"pred\": relations[np.argmax(pred).item()], \n",
-        "     \"prob\": pred[np.argmax(pred)],\n",
-        "     \"correct\": corr_rels[count]} \n",
-        "    for count, pred in enumerate(output)\n",
-        "    ]\n",
-        "\n",
-        "\n",
-        "\n",
-        "# for pred in preds:\n",
-        "#     print(\"pred\", pred[\"pred\"], \"prob\", pred[\"prob\"], \"correct\", pred[\"correct\"])\n",
-        "\n",
-        "# for pred, prob, correct_pred in zip(prediction, probability, correct_pred):\n",
-        "#     print(\"pred:\", pred, \"prob:\", prob, \"| correct\", correct_pred)\n",
-        "\n",
         "print(\"lowest confidence\", min(probability))\n",
         "\n",
         "def accuracy_score(y_true, y_pred):\n",
diff --git a/Neural graph module/relations-query-qald-9-linked b/Neural graph module/relations-query-qald-9-linked
new file mode 100644
index 0000000000000000000000000000000000000000..558989c96d2ea3c0963fedf76625317f4e9f4029
--- /dev/null
+++ b/Neural graph module/relations-query-qald-9-linked	
@@ -0,0 +1,165 @@
+{
+  "0": "dbo:developer",
+  "1": "dbo:child",
+  "2": "<http://dbpediaorg/property/beginningDate>",
+  "3": "<http://dbpediaorg/ontology/country>",
+  "4": "<http://dbpediaorg/property/fifaMin>",
+  "5": "<http://dbpediaorg/ontology/influencedBy>",
+  "6": "dbo:origin",
+  "7": "<http://dbpediaorg/property/birthName>",
+  "8": "<http://dbpediaorg/property/governor>",
+  "9": "dbo:class",
+  "10": "<http://dbpediaorg/ontology/architect>",
+  "11": "dbo:languageFamily",
+  "12": "dbo:vicePresident",
+  "13": "<http://dbpediaorg/property/leaderParty>",
+  "14": "dbo:creator",
+  "15": "dbo:mission",
+  "16": "<http://dbpediaorg/ontology/foundedBy>",
+  "17": "dbo:owner",
+  "18": "dbp:editor",
+  "19": "dbo:programmingLanguage",
+  "20": "dbo:composer",
+  "21": "<http://dbpediaorg/ontology/currency>",
+  "22": "<http://dbpediaorg/ontology/birthPlace>",
+  "23": "dbo:publisher",
+  "24": "<http://dbpediaorg/ontology/starring>",
+  "25": "dbo:birthName",
+  "26": "<http://dbpediaorg/property/highest>",
+  "27": "<http://dbpediaorg/ontology/foundationPlace>",
+  "28": "<http://dbpediaorg/ontology/manager>",
+  "29": "<http://dbpediaorg/ontology/director>",
+  "30": "dbp:date",
+  "31": "dbp:populationDensityRank",
+  "32": "dbo:restingPlace",
+  "33": "dbo:battle",
+  "34": "dbo:targetAirport",
+  "35": "<http://dbpediaorg/property/admittancedate>",
+  "36": "dbo:bandMember",
+  "37": "<http://dbpediaorg/property/residence>",
+  "38": "<http://dbpediaorg/ontology/elevation>",
+  "39": "<http://dbpediaorg/property/founded>",
+  "40": "dbo:foundationPlace",
+  "41": "dbo:series",
+  "42": "dbo:elevation",
+  "43": "dbo:budget",
+  "44": "<http://dbpediaorg/ontology/industry>",
+  "45": "<http://dbpediaorg/ontology/creator>",
+  "46": "dbp:species",
+  "47": "<http://dbpediaorg/property/largestmetro>",
+  "48": "dbo:abbreviation",
+  "49": "<http://dbpediaorg/property/author>",
+  "50": "<http://dbpediaorg/ontology/officialSchoolColour>",
+  "51": "<http://dbpediaorg/property/carbs>",
+  "52": "<http://dbpediaorg/ontology/genre>",
+  "53": "<http://dbpediaorg/ontology/type>",
+  "54": "dbo:location",
+  "55": "<http://dbpediaorg/ontology/ground>",
+  "56": "dbo:leader",
+  "57": "dbo:portrayer",
+  "58": "<http://dbpediaorg/ontology/alliance>",
+  "59": "<http://dbpediaorg/ontology/occupation>",
+  "60": "<http://dbpediaorg/ontology/owner>",
+  "61": "<http://dbpediaorg/property/ballpark>",
+  "62": "<http://dbpediaorg/property/borderingstates>",
+  "63": "dbo:runtime",
+  "64": "dbo:wineRegion",
+  "65": "dbo:mayor",
+  "66": "dbo:alias",
+  "67": "dbo:largestCity",
+  "68": "<http://dbpediaorg/property/burialPlace>",
+  "69": "dbo:influencedBy",
+  "70": "<http://dbpediaorg/ontology/deathDate>",
+  "71": "dbo:dissolutionDate",
+  "72": "dbo:crosses",
+  "73": "dbo:founder",
+  "74": "<http://dbpediaorg/property/children>",
+  "75": "<http://dbpediaorg/ontology/abbreviation>",
+  "76": "<http://dbpediaorg/property/programme>",
+  "77": "dbo:areaTotal",
+  "78": "dbo:birthPlace",
+  "79": "dbo:language",
+  "80": "<http://dbpediaorg/ontology/nationality>",
+  "81": "<http://dbpediaorg/property/breed>",
+  "82": "dbo:party",
+  "83": "dbo:capital",
+  "84": "<http://dbpediaorg/property/ethnicity>",
+  "85": "dbo:numberOfEpisodes",
+  "86": "<http://dbpediaorg/ontology/spokenIn>",
+  "87": "dbo:completionDate",
+  "88": "dbo:foundingDate",
+  "89": "<http://dbpediaorg/property/shipNamesake>",
+  "90": "<http://dbpediaorg/ontology/netIncome>",
+  "91": "dbo:deathDate",
+  "92": "<http://dbpediaorg/ontology/deathPlace>",
+  "93": "<http://dbpediaorg/ontology/locationCountry>",
+  "94": "dbo:influenced",
+  "95": "dbo:deathPlace",
+  "96": "dbo:ingredient",
+  "97": "dbo:editor",
+  "98": "dbo:architect",
+  "99": "<http://dbpediaorg/ontology/producer>",
+  "100": "dbo:numberOfLocations",
+  "101": "<http://dbpediaorg/ontology/numberOfEmployees>",
+  "102": "<http://dbpediaorg/ontology/profession>",
+  "103": "dbo:routeEnd",
+  "104": "dbo:state",
+  "105": "dbo:height",
+  "106": "dbo:successor",
+  "107": "<http://dbpediaorg/ontology/mission>",
+  "108": "<http://dbpediaorg/ontology/spouse>",
+  "109": "<http://dbpediaorg/property/speciality>",
+  "110": "dbo:timeZone",
+  "111": "dbo:governmentType",
+  "112": "dbo:maximumDepth",
+  "113": "<http://dbpediaorg/property/employees>",
+  "114": "dbo:award",
+  "115": "dbo:city",
+  "116": "dbo:date",
+  "117": "dbo:spouse",
+  "118": "<http://dbpediaorg/ontology/populationTotal>",
+  "119": "dbp:borders",
+  "120": "dbo:presenter",
+  "121": "dbo:manufacturer",
+  "122": "<http://dbpediaorg/property/launchPad>",
+  "123": "dbo:officialLanguage",
+  "124": "dbp:writer",
+  "125": "dbo:wikiPageRedirects",
+  "126": "dbo:writer",
+  "127": "dbo:deathCause",
+  "128": "dbo:leaderName",
+  "129": "dbo:author",
+  "130": "dbo:product",
+  "131": "dbo:populationTotal",
+  "132": "dbo:headquarter",
+  "133": "dbo:almaMater",
+  "134": "dbo:country",
+  "135": "<http://dbpediaorg/ontology/location>",
+  "136": "dbo:ethnicGroup",
+  "137": "dbo:team",
+  "138": "dbo:parent",
+  "139": "dbo:growingGrape",
+  "140": "<http://dbpediaorg/property/successor>",
+  "141": "<http://dbpediaorg/ontology/instrument>",
+  "142": "dbo:discoverer",
+  "143": "dbo:birthDate",
+  "144": "dbo:doctoralAdvisor",
+  "145": "dbo:starring",
+  "146": "<http://dbpediaorg/property/accessioneudate>",
+  "147": "dbo:musicComposer",
+  "148": "dbo:sourceCountry",
+  "149": "<http://dbpediaorg/ontology/portrayer>",
+  "150": "<http://dbpediaorg/ontology/child>",
+  "151": "dbo:activeYearsEndDate",
+  "152": "foaf:surname",
+  "153": "dbo:birthYear",
+  "154": "<http://dbpediaorg/ontology/developer>",
+  "155": "dbo:director",
+  "156": "dbo:currency",
+  "157": "dbo:knownFor",
+  "158": "a",
+  "159": "dbo:firstAscentPerson",
+  "160": "<http://dbpediaorg/property/title>",
+  "161": "dbo:numberOfPages",
+  "162": "dbo:type"
+}
diff --git a/data/relations-query-qald-9-linked.json b/data/relations-query-qald-9-linked.json
index 3e305e9d35c7ddc8a9970de83ff4d99f0fdb9c80..be96d77503ae4878ce6ef6b7223d016308610832 100644
--- a/data/relations-query-qald-9-linked.json
+++ b/data/relations-query-qald-9-linked.json
@@ -1,139 +1,165 @@
 [
+  "dbo:developer",
+  "dbo:child",
+  "<http://dbpediaorg/property/beginningDate>",
+  "<http://dbpediaorg/ontology/country>",
+  "<http://dbpediaorg/property/fifaMin>",
+  "<http://dbpediaorg/ontology/influencedBy>",
+  "dbo:origin",
+  "<http://dbpediaorg/property/birthName>",
+  "<http://dbpediaorg/property/governor>",
+  "dbo:class",
+  "<http://dbpediaorg/ontology/architect>",
+  "dbo:languageFamily",
+  "dbo:vicePresident",
+  "<http://dbpediaorg/property/leaderParty>",
+  "dbo:creator",
+  "dbo:mission",
+  "<http://dbpediaorg/ontology/foundedBy>",
+  "dbo:owner",
+  "dbp:editor",
+  "dbo:programmingLanguage",
+  "dbo:composer",
+  "<http://dbpediaorg/ontology/currency>",
+  "<http://dbpediaorg/ontology/birthPlace>",
+  "dbo:publisher",
+  "<http://dbpediaorg/ontology/starring>",
+  "dbo:birthName",
+  "<http://dbpediaorg/property/highest>",
+  "<http://dbpediaorg/ontology/foundationPlace>",
+  "<http://dbpediaorg/ontology/manager>",
+  "<http://dbpediaorg/ontology/director>",
+  "dbp:date",
+  "dbp:populationDensityRank",
+  "dbo:restingPlace",
+  "dbo:battle",
+  "dbo:targetAirport",
+  "<http://dbpediaorg/property/admittancedate>",
+  "dbo:bandMember",
+  "<http://dbpediaorg/property/residence>",
+  "<http://dbpediaorg/ontology/elevation>",
+  "<http://dbpediaorg/property/founded>",
   "dbo:foundationPlace",
-  "dbo:founder",
-  "<http://dbpedia.org/ontology/officialSchoolColour>",
-  "<http://dbpedia.org/property/ethnicity>",
-  "<http://dbpedia.org/ontology/mission>",
-  "<http://dbpedia.org/property/admittancedate>",
-  "dbo:writer",
-  "<http://dbpedia.org/property/carbs>",
-  "<http://dbpedia.org/property/borderingstates>",
-  "dbo:party",
-  "dbo:growingGrape",
-  "<http://dbpedia.org/property/residence>",
+  "dbo:series",
+  "dbo:elevation",
+  "dbo:budget",
+  "<http://dbpediaorg/ontology/industry>",
+  "<http://dbpediaorg/ontology/creator>",
+  "dbp:species",
+  "<http://dbpediaorg/property/largestmetro>",
+  "dbo:abbreviation",
+  "<http://dbpediaorg/property/author>",
+  "<http://dbpediaorg/ontology/officialSchoolColour>",
+  "<http://dbpediaorg/property/carbs>",
+  "<http://dbpediaorg/ontology/genre>",
+  "<http://dbpediaorg/ontology/type>",
+  "dbo:location",
+  "<http://dbpediaorg/ontology/ground>",
+  "dbo:leader",
+  "dbo:portrayer",
+  "<http://dbpediaorg/ontology/alliance>",
+  "<http://dbpediaorg/ontology/occupation>",
+  "<http://dbpediaorg/ontology/owner>",
+  "<http://dbpediaorg/property/ballpark>",
+  "<http://dbpediaorg/property/borderingstates>",
+  "dbo:runtime",
   "dbo:wineRegion",
-  "dbo:language",
-  "dbo:officialLanguage",
+  "dbo:mayor",
+  "dbo:alias",
+  "dbo:largestCity",
+  "<http://dbpediaorg/property/burialPlace>",
   "dbo:influencedBy",
+  "<http://dbpediaorg/ontology/deathDate>",
+  "dbo:dissolutionDate",
+  "dbo:crosses",
+  "dbo:founder",
+  "<http://dbpediaorg/property/children>",
+  "<http://dbpediaorg/ontology/abbreviation>",
+  "<http://dbpediaorg/property/programme>",
+  "dbo:areaTotal",
+  "dbo:birthPlace",
+  "dbo:language",
+  "<http://dbpediaorg/ontology/nationality>",
+  "<http://dbpediaorg/property/breed>",
+  "dbo:party",
+  "dbo:capital",
+  "<http://dbpediaorg/property/ethnicity>",
+  "dbo:numberOfEpisodes",
+  "<http://dbpediaorg/ontology/spokenIn>",
+  "dbo:completionDate",
+  "dbo:foundingDate",
+  "<http://dbpediaorg/property/shipNamesake>",
+  "<http://dbpediaorg/ontology/netIncome>",
+  "dbo:deathDate",
+  "<http://dbpediaorg/ontology/deathPlace>",
+  "<http://dbpediaorg/ontology/locationCountry>",
+  "dbo:influenced",
+  "dbo:deathPlace",
+  "dbo:ingredient",
+  "dbo:editor",
+  "dbo:architect",
+  "<http://dbpediaorg/ontology/producer>",
+  "dbo:numberOfLocations",
+  "<http://dbpediaorg/ontology/numberOfEmployees>",
+  "<http://dbpediaorg/ontology/profession>",
   "dbo:routeEnd",
-  "<http://dbpedia.org/ontology/netIncome>",
-  "dbo:bandMember",
-  "dbo:team",
-  "dbo:origin",
-  "<http://dbpedia.org/property/launchPad>",
-  "dbp:species",
-  "dbo:composer",
-  "<http://dbpedia.org/property/author>",
-  "<http://dbpedia.org/ontology/creator>",
-  "dbo:developer",
-  "<http://dbpedia.org/ontology/owner>",
-  "<http://dbpedia.org/ontology/spouse>",
+  "dbo:state",
+  "dbo:height",
+  "dbo:successor",
+  "<http://dbpediaorg/ontology/mission>",
+  "<http://dbpediaorg/ontology/spouse>",
+  "<http://dbpediaorg/property/speciality>",
   "dbo:timeZone",
-  "<http://dbpedia.org/property/governor>",
-  "dbo:numberOfPages",
-  "dbo:deathCause",
-  "dbo:award",
-  "dbo:activeYearsEndDate",
   "dbo:governmentType",
   "dbo:maximumDepth",
-  "dbo:owner",
-  "dbo:leader",
-  "dbo:birthDate",
-  "dbo:editor",
-  "dbo:knownFor",
-  "dbo:starring",
-  "dbo:targetAirport",
-  "<http://dbpedia.org/property/founded>",
-  "<http://dbpedia.org/property/leaderParty>",
-  "<http://dbpedia.org/property/speciality>",
-  "dbo:country",
-  "dbo:runtime",
-  "<http://dbpedia.org/ontology/spokenIn>",
-  "dbo:battle",
-  "dbo:discoverer",
-  "dbo:portrayer",
-  "dbo:areaTotal",
-  "<http://dbpedia.org/ontology/portrayer>",
-  "dbo:height",
-  "dbo:spouse",
-  "dbo:abbreviation",
-  "<http://dbpedia.org/ontology/profession>",
-  "dbo:musicComposer",
-  "dbo:firstAscentPerson",
-  "dbo:publisher",
-  "<http://dbpedia.org/ontology/deathPlace>",
-  "<http://dbpedia.org/property/largestmetro>",
-  "dbp:writer",
-  "dbo:ingredient",
-  "dbo:class",
-  "<http://dbpedia.org/property/breed>",
-  "dbo:director",
-  "dbo:alias",
-  "<http://dbpedia.org/ontology/currency>",
-  "<http://dbpedia.org/ontology/populationTotal>",
-  "<http://dbpedia.org/property/successor>",
-  "<http://dbpedia.org/ontology/manager>",
-  "dbo:mayor",
+  "<http://dbpediaorg/property/employees>",
+  "dbo:award",
+  "dbo:city",
   "dbo:date",
-  "dbp:editor",
-  "a",
-  "<http://dbpedia.org/ontology/foundedBy>",
-  "dbo:completionDate",
-  "dbp:populationDensityRank",
+  "dbo:spouse",
+  "<http://dbpediaorg/ontology/populationTotal>",
+  "dbp:borders",
   "dbo:presenter",
-  "<http://dbpedia.org/ontology/instrument>",
-  "<http://dbpedia.org/ontology/numberOfEmployees>",
-  "dbo:series",
-  "dbo:creator",
-  "<http://dbpedia.org/ontology/producer>",
+  "dbo:manufacturer",
+  "<http://dbpediaorg/property/launchPad>",
+  "dbo:officialLanguage",
+  "dbp:writer",
+  "dbo:wikiPageRedirects",
+  "dbo:writer",
+  "dbo:deathCause",
   "dbo:leaderName",
-  "<http://dbpedia.org/property/children>",
-  "<http://dbpedia.org/property/title>",
-  "<http://dbpedia.org/property/fifaMin>",
-  "dbo:crosses",
-  "dbo:mission",
-  "dbo:architect",
-  "dbo:largestCity",
-  "dbo:budget",
-  "<http://dbpedia.org/property/birthName>",
-  "dbo:populationTotal",
-  "dbo:foundingDate",
-  "dbo:vicePresident",
-  "<http://dbpedia.org/ontology/genre>",
+  "dbo:author",
   "dbo:product",
-  "dbo:type",
-  "dbo:state",
-  "dbo:influenced",
+  "dbo:populationTotal",
+  "dbo:headquarter",
+  "dbo:almaMater",
+  "dbo:country",
+  "<http://dbpediaorg/ontology/location>",
+  "dbo:ethnicGroup",
+  "dbo:team",
+  "dbo:parent",
+  "dbo:growingGrape",
+  "<http://dbpediaorg/property/successor>",
+  "<http://dbpediaorg/ontology/instrument>",
+  "dbo:discoverer",
+  "dbo:birthDate",
   "dbo:doctoralAdvisor",
-  "dbo:numberOfLocations",
-  "dbo:successor",
-  "<http://dbpedia.org/property/ballpark>",
-  "<http://dbpedia.org/ontology/country>",
+  "dbo:starring",
+  "<http://dbpediaorg/property/accessioneudate>",
+  "dbo:musicComposer",
   "dbo:sourceCountry",
-  "dbo:birthPlace",
-  "<http://dbpedia.org/property/highest>",
-  "<http://dbpedia.org/ontology/child>",
-  "dbo:birthName",
-  "dbo:child",
-  "dbo:deathPlace",
-  "<http://dbpedia.org/ontology/abbreviation>",
-  "dbo:dissolutionDate",
-  "dbo:author",
+  "<http://dbpediaorg/ontology/portrayer>",
+  "<http://dbpediaorg/ontology/child>",
+  "dbo:activeYearsEndDate",
+  "foaf:surname",
   "dbo:birthYear",
-  "<http://dbpedia.org/property/beginningDate>",
-  "dbo:ethnicGroup",
+  "<http://dbpediaorg/ontology/developer>",
+  "dbo:director",
   "dbo:currency",
-  "<http://dbpedia.org/property/programme>",
-  "<http://dbpedia.org/property/shipNamesake>",
-  "dbo:capital",
-  "dbo:programmingLanguage",
-  "dbo:city",
-  "<http://dbpedia.org/ontology/deathDate>",
-  "dbo:almaMater",
-  "<http://dbpedia.org/property/employees>",
-  "dbo:location",
-  "<http://dbpedia.org/property/accessioneudate>",
-  "rdf:type",
-  "<http://dbpedia.org/ontology/developer>",
-  "dbo:restingPlace"
+  "dbo:knownFor",
+  "a",
+  "dbo:firstAscentPerson",
+  "<http://dbpediaorg/property/title>",
+  "dbo:numberOfPages",
+  "dbo:type"
 ]