diff --git "a/dataprep.ipynb" "b/dataprep.ipynb"
deleted file mode 100644--- "a/dataprep.ipynb"
+++ /dev/null
@@ -1,4435 +0,0 @@
-{
-  "cells": [
-    {
-      "cell_type": "code",
-      "execution_count": 18,
-      "metadata": {
-        "id": "14r06gMaaaxk"
-      },
-      "outputs": [],
-      "source": [
-        "from datasets import load_dataset"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 19,
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
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-            "af28d22d00fe438c89d120396ec1f071",
-            "2968c9db9c7b4688aa139888879f2457",
-            "436a862858014758b4fd9c98ea0a390b",
-            "d699073518d94016a9a7cc6409d20c6a",
-            "46791137aeab479ca898b5ba79555e64",
-            "30cf535653fe4dce94adeeb017113e1a",
-            "3d6866f065444f958a4ab7f439d20828",
-            "fc6433f603224676b197132ddff80b93",
-            "eb8b87c1a4ef47da94dae5cf81f8de80",
-            "52e6e31613b043c8821a9dcb5658e7b6",
-            "61e5e687e7824c9694e927b85d81188f"
-          ]
-        },
-        "id": "8Sod42WWadRA",
-        "outputId": "96b6fb42-9c04-42c3-bad9-e7a588304162"
-      },
-      "outputs": [
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "Using custom data configuration default-0663d2a6043864fc\n",
-            "Reusing dataset csv (/Users/dvanstrien/.cache/huggingface/datasets/csv/default-0663d2a6043864fc/0.0.0/51cce309a08df9c4d82ffd9363bbe090bf173197fc01a71b034e8594995a1a58)\n",
-            "100%|██████████| 1/1 [00:00<00:00,  1.20it/s]\n"
-          ]
-        }
-      ],
-      "source": [
-        "ds = load_dataset(\"csv\", data_files=\"https://zenodo.org/record/3257041/files/xml2csv_alto.csv?download=1\")"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 5,
-      "metadata": {
-        "id": "EdXeGNdlTnQa"
-      },
-      "outputs": [],
-      "source": [
-        "def parse_wc(example):\n",
-        "    if wc := example['wc']:\n",
-        "        wc = wc.split(\" \")\n",
-        "        wc = [float(x) for x in wc]\n",
-        "        return wc\n",
-        "    else:\n",
-        "        return []"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 6,
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 200,
-          "referenced_widgets": [
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-            "ec04b74b8c31499bb5559a5ae58e9f47",
-            "2183da73d0a845a4ad238bcfeccd69c7",
-            "db6aaf88ecd44a4cba13b3c1a357e552",
-            "efe0d0947b2f4cd38f8b911774d73981",
-            "61d5eb85dd8642f7843e94ce90456df7",
-            "080c7a3b5cce4d6c8a5dd8f5ef73d18b",
-            "790125b7446a465abc60a27bde278717"
-          ]
-        },
-        "id": "Vu3oBUAzO5BI",
-        "outputId": "b8376629-7d5c-408b-85ea-c34ca3947ba0"
-      },
-      "outputs": [
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "Parameter 'function'=<function <lambda> at 0x124f309d0> of the transform datasets.arrow_dataset.Dataset._map_single couldn't be hashed properly, a random hash was used instead. Make sure your transforms and parameters are serializable with pickle or dill for the dataset fingerprinting and caching to work. If you reuse this transform, the caching mechanism will consider it to be different from the previous calls and recompute everything. This warning is only showed once. Subsequent hashing failures won't be showed.\n"
-          ]
-        }
-      ],
-      "source": [
-        "ds = ds.map(lambda x: {\"wc\":parse_wc(x)},num_proc=4, writer_batch_size=3000)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "FnbPNZn6PuSA"
-      },
-      "outputs": [],
-      "source": [
-        "!wget -O corpus-language.pkl https://zenodo.org/record/3257041/files/corpus-language.pkl?download=1"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 3,
-      "metadata": {
-        "id": "yhyMR1w7Px0e"
-      },
-      "outputs": [],
-      "source": [
-        "import pickle"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 9,
-      "metadata": {
-        "id": "D-BVccuCPxw7"
-      },
-      "outputs": [],
-      "source": [
-        "with open(\"corpus-language.pkl\",\"rb\") as f:\n",
-        "    data = pickle.load(f)"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 10,
-      "metadata": {
-        "id": "XqSrCg4GcsEs"
-      },
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>ppn</th>\n",
-              "      <th>filename</th>\n",
-              "      <th>language</th>\n",
-              "      <th>confidence</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000045.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000218.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000394.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000071.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000317.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>...</th>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
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-              "    <tr>\n",
-              "      <th>7480</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000510.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>7481</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000487.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>7482</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000187.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
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-              "    <tr>\n",
-              "      <th>7483</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000274.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "<p>4734627 rows × 4 columns</p>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "               ppn      filename language  confidence\n",
-              "0     PPN646426230  00000045.xml       fr         1.0\n",
-              "1     PPN646426230  00000218.xml       fr         1.0\n",
-              "2     PPN646426230  00000394.xml       fr         1.0\n",
-              "3     PPN646426230  00000071.xml       fr         1.0\n",
-              "4     PPN646426230  00000317.xml       fr         1.0\n",
-              "...            ...           ...      ...         ...\n",
-              "7479  PPN821899872  00000017.xml       de         1.0\n",
-              "7480  PPN821899872  00000510.xml       de         1.0\n",
-              "7481  PPN821899872  00000487.xml       de         1.0\n",
-              "7482  PPN821899872  00000187.xml       de         1.0\n",
-              "7483  PPN821899872  00000274.xml       de         1.0\n",
-              "\n",
-              "[4734627 rows x 4 columns]"
-            ]
-          },
-          "execution_count": 10,
-          "metadata": {},
-          "output_type": "execute_result"
-        }
-      ],
-      "source": [
-        "data"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 11,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "data['in'] = data['ppn'] + \"_\" + data['filename']"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 12,
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "data = data.drop_duplicates(subset=['in'])"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 13,
-      "metadata": {
-        "id": "Pt4H7_8wPuOz"
-      },
-      "outputs": [],
-      "source": [
-        "data = data.set_index(\"in\")"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 14,
-      "metadata": {},
-      "outputs": [
-        {
-          "data": {
-            "text/html": [
-              "<div>\n",
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-              "\n",
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-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
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-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>ppn</th>\n",
-              "      <th>filename</th>\n",
-              "      <th>language</th>\n",
-              "      <th>confidence</th>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>in</th>\n",
-              "      <th></th>\n",
-              "      <th></th>\n",
-              "      <th></th>\n",
-              "      <th></th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>PPN646426230_00000045.xml</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000045.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN646426230_00000218.xml</th>\n",
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-              "    <tr>\n",
-              "      <th>PPN646426230_00000394.xml</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000394.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN646426230_00000071.xml</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000071.xml</td>\n",
-              "      <td>fr</td>\n",
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-              "    <tr>\n",
-              "      <th>PPN646426230_00000317.xml</th>\n",
-              "      <td>PPN646426230</td>\n",
-              "      <td>00000317.xml</td>\n",
-              "      <td>fr</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>...</th>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "      <td>...</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN821899872_00000017.xml</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000017.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN821899872_00000510.xml</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000510.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN821899872_00000487.xml</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000487.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN821899872_00000187.xml</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000187.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>PPN821899872_00000274.xml</th>\n",
-              "      <td>PPN821899872</td>\n",
-              "      <td>00000274.xml</td>\n",
-              "      <td>de</td>\n",
-              "      <td>1.0</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "<p>4697574 rows × 4 columns</p>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "                                    ppn      filename language  confidence\n",
-              "in                                                                        \n",
-              "PPN646426230_00000045.xml  PPN646426230  00000045.xml       fr         1.0\n",
-              "PPN646426230_00000218.xml  PPN646426230  00000218.xml       fr         1.0\n",
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-              "PPN646426230_00000071.xml  PPN646426230  00000071.xml       fr         1.0\n",
-              "PPN646426230_00000317.xml  PPN646426230  00000317.xml       fr         1.0\n",
-              "...                                 ...           ...      ...         ...\n",
-              "PPN821899872_00000017.xml  PPN821899872  00000017.xml       de         1.0\n",
-              "PPN821899872_00000510.xml  PPN821899872  00000510.xml       de         1.0\n",
-              "PPN821899872_00000487.xml  PPN821899872  00000487.xml       de         1.0\n",
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-        "def lookup_lang_confidence(example):\n",
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