Dependencies.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "import os\n",
    "import xml.etree.ElementTree as ET\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "from spacy import displacy\n",
    "import scipy.stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from spacy.tokens import Doc\n",
    "# Tokenize only on whitespace to compare spacy tagger with sparv's tags\n",
    "class WhitespaceTokenizer:\n",
    "    def __init__(self, vocab):\n",
    "        self.vocab = vocab\n",
    "\n",
    "    def __call__(self, text):\n",
    "        words = text.split(\" \")\n",
    "        return Doc(self.vocab, words=words)\n",
    "\n",
    "nlp = spacy.load(os.path.join(\"..\", \"sv_model_upos\", \"sv_model0\", \"sv_model_upos0-0.0.0\"))\n",
    "#nlp.tokenizer = WhitespaceTokenizer(nlp.vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Den DET det True []\n",
      "snabba ADJ amod False []\n",
      "bruna ADJ amod False []\n",
      "räven NOUN nsubj False [Den, snabba, bruna]\n",
      "hoppar VERB ROOT False [räven, hunden, .]\n",
      "över ADP case True []\n",
      "den DET det True []\n",
      "lata ADJ amod False []\n",
      "hunden NOUN obl False [över, den, lata]\n",
      ". PUNCT punct False []\n"
     ]
    }
   ],
   "source": [
    "doc = nlp(\"Den snabba bruna räven hoppar över den lata hunden.\")\n",
    "for token in doc:\n",
    "    print(token.text, token.tag_, token.dep_, token.is_stop,[child for child in token.children])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"sv\" id=\"aef1104920a44cc097a63564728e7986-0\" class=\"displacy\" width=\"1625\" height=\"487.0\" direction=\"ltr\" style=\"max-width: none; height: 487.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Den</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">snabba</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">bruna</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">räven</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">hoppar</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">över</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">den</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">lata</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"397.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">hunden.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M70,354.0 L62,342.0 78,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M245,354.0 L237,342.0 253,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M420,354.0 L412,342.0 428,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-aef1104920a44cc097a63564728e7986-0-3\" stroke-width=\"2px\" d=\"M595,352.0 C595,264.5 735.0,264.5 735.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M595,354.0 L587,342.0 603,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-aef1104920a44cc097a63564728e7986-0-4\" stroke-width=\"2px\" d=\"M945,352.0 C945,89.5 1445.0,89.5 1445.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">case</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M945,354.0 L937,342.0 953,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-aef1104920a44cc097a63564728e7986-0-5\" stroke-width=\"2px\" d=\"M1120,352.0 C1120,177.0 1440.0,177.0 1440.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1120,354.0 L1112,342.0 1128,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-aef1104920a44cc097a63564728e7986-0-6\" stroke-width=\"2px\" d=\"M1295,352.0 C1295,264.5 1435.0,264.5 1435.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1295,354.0 L1287,342.0 1303,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-aef1104920a44cc097a63564728e7986-0-7\" stroke-width=\"2px\" d=\"M770,352.0 C770,2.0 1450.0,2.0 1450.0,352.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-aef1104920a44cc097a63564728e7986-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">obl</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1450.0,354.0 L1458.0,342.0 1442.0,342.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(doc, style=\"dep\", jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Den ['((Den))']\n",
      "snabba ['((snabba))']\n",
      "bruna ['((bruna))']\n",
      "räven ['Den', 'snabba', 'bruna', '((räven))']\n",
      "hoppar ['Den', 'snabba', 'bruna', 'räven', '((hoppar))', 'över', 'den', 'lata', 'hunden', '.']\n",
      "över ['((över))']\n",
      "den ['((den))']\n",
      "lata ['((lata))']\n",
      "hunden ['över', 'den', 'lata', '((hunden))']\n",
      ". ['((.))']\n"
     ]
    }
   ],
   "source": [
    "for token in doc: \n",
    "    print(token, [\n",
    "        ('((%s))' if t is token else '%s') % t.text\n",
    "        for t in token.subtree\n",
    "    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hoppar [räven] [Den, snabba, bruna]\n"
     ]
    }
   ],
   "source": [
    "for sent in doc.sents:\n",
    "    print(sent.root, list(sent.root.lefts), list(list(sent.root.lefts)[0].children))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def processDoc(doc):\n",
    "    sentence = list(doc.sents)[0]\n",
    "    root = sentence.root\n",
    "    print(\"Sentence: \", sentence)\n",
    "    print(\"Root: \", root)\n",
    "    print(numWords(root))\n",
    "      \n",
    "def recurseTokens(token): \n",
    "    print(\"Processing token: \", token)\n",
    "    if(list(token.children) == []): \n",
    "        print(\"Leaf node\")\n",
    "        return token\n",
    "    print(\"Left tokens: \", [recurseTokens(t) for t in token.lefts], \"of token\", token)\n",
    "    print(\"Right tokens: \", [recurseTokens(t) for t in token.rights], \"of token\", token)\n",
    "    \n",
    "def numWords(token):\n",
    "    if(len(list(token.children))==0): return 1\n",
    "    return 1 + sum([numWords(c) for c in token.children])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sentence:  Den snabba bruna räven hoppar över den lata hunden.\n",
      "Root:  hoppar\n",
      "10\n"
     ]
    }
   ],
   "source": [
    "processDoc(doc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Look at distribution of sentence lengths across languages/times\n",
    "\"\"\"\n",
    "    Process: pass in the function that will process individual sentences\n",
    "    Returns whatever process returns\n",
    "\"\"\"\n",
    "def traverseSwed(filepath, process, relative=False):\n",
    "    parser = ET.iterparse(file_path, events=('start','end'))\n",
    "    parser = iter(parser)\n",
    "    event, root = next(parser)\n",
    "\n",
    "    words = \"\"\n",
    "    pos = []\n",
    "    sum_overlaps= 0 \n",
    "    num_para = 0\n",
    "    i = 0\n",
    "    ag = []\n",
    "    for event, elem in parser:\n",
    "        if elem.tag == \"w\":\n",
    "            if event == \"end\":\n",
    "                #print(elem.attrib['pos'])\n",
    "                words +=  elem.text + \" \"\n",
    "                pos.append(elem.attrib['pos'])\n",
    "                elem.clear()\n",
    "            root.clear()\n",
    "        if elem.tag == \"sentence\" and event==\"end\":\n",
    "            words = words.strip()\n",
    "            if len(words) == 0: continue\n",
    "            doc = nlp(words)\n",
    "            tok = list(doc.sents)[0].root\n",
    "            if process != sentenceLength and relative:\n",
    "                ag += [process(tok)/len(doc)]\n",
    "            else: \n",
    "                ag += [process(tok)]\n",
    "            \n",
    "            words = \"\"\n",
    "            pos = []\n",
    "            i += 1\n",
    "        if i == 10000: break\n",
    "    return ag\n",
    "            \n",
    "def traverseFin(filepath, process, relative=False):\n",
    "    ag = []\n",
    "    num_sentences = 0\n",
    "    with open(file_path) as reader:\n",
    "        words = []\n",
    "        pos = []\n",
    "        for line in reader:\n",
    "            if num_sentences == 10000: return sum_overlaps / num_sentences\n",
    "            # Start of sentence\n",
    "            if line[:9] == \"<sentence\": \n",
    "                #print(\"start sentence\")\n",
    "                words = []\n",
    "                pos_spacy=pos_sparv=pos=[]\n",
    "            # End of sentence\n",
    "            if line[:11] == \"</sentence>\": \n",
    "                if(len(words)) == 0: continue\n",
    "                sent = \" \".join(words)\n",
    "                # print(words)\n",
    "                doc = nlp(sent)\n",
    "                tok = list(doc.sents)[0].root\n",
    "                if process != sentenceLength and relative: \n",
    "                    ag += [process(tok)/len(doc)]\n",
    "                else: \n",
    "                    ag += [process(tok)]\n",
    "                \n",
    "                num_sentences += 1\n",
    "            # Split up by sentence\n",
    "            # If at a text line and not just tags\n",
    "            if line[0] != \"<\": \n",
    "                wordInfo = line.split()\n",
    "                #print(wordInfo)\n",
    "                words += [wordInfo[0]]\n",
    "                pos += [wordInfo[1]]\n",
    "            if num_sentences == 10000: break\n",
    "    \n",
    "    return ag\n",
    "\n",
    "def sentenceLength(tok):\n",
    "    # print(doc, len(doc))\n",
    "    return len(list(tok.children)) + 1\n",
    "\n",
    "def treeDepth(tok):\n",
    "    if len(list(tok.children)) == 0: return 0 \n",
    "    \n",
    "    depths = np.array([treeDepth(c) for c in tok.children]).flatten()\n",
    "    return max(depths) + 1\n",
    "\n",
    "def numLeafs(tok): \n",
    "    if len(list(tok.children)) == 0: return 1\n",
    "    \n",
    "    leafs = np.array([numLeafs(c) for c in tok.children]).flatten()\n",
    "    return sum(leafs)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tok = list(doc.sents)[0].root\n",
    "numLeafs(tok)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showResults(res1, res2, label1, label2, title):\n",
    "    plt.hist(res1, alpha=0.5, label=label1)\n",
    "    plt.hist(res2, alpha=0.5, label=label2)\n",
    "    plt.legend()\n",
    "    plt.title(title)\n",
    "    plt.show()\n",
    "\n",
    "    print(f\"{label1} stats: {scipy.stats.describe(res1)}\")\n",
    "    print(f\"{label2} stats: {scipy.stats.describe(res2)}\")\n",
    "    print(\"\\nIndependence t-test: \", scipy.stats.ks_2samp(res1, res2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metric: Number of Leaves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Swedish stats: DescribeResult(nobs=10000, minmax=(0.2, 1.0), mean=0.622199584485061, variance=0.017564287736283848, skewness=0.983956539621908, kurtosis=1.7549431562711506)\n",
      "Finnish stats: DescribeResult(nobs=10000, minmax=(0.14285714285714285, 1.0), mean=0.6364944859430554, variance=0.009627425164885376, skewness=0.656862938298169, kurtosis=2.798213301495836)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=-8.668877835900311, pvalue=4.7200466121726395e-18)\n"
     ]
    }
   ],
   "source": [
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "depthsSwe = traverseSwed(file_path, numLeafs, True)\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "depthsFin = traverseFin(file_path, numLeafs, True)\n",
    "showResults(depthsSwe, depthsFin, \"Swedish\", \"Finnish\", \"RELATIVE Number of Leaves: Swedish vs. Finnish\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1760 stats: DescribeResult(nobs=10000, minmax=(0.2, 1.0), mean=0.6232994386797495, variance=0.017290473216830807, skewness=0.9779399622219987, kurtosis=1.6154319877049463)\n",
      "1870 stats: DescribeResult(nobs=10000, minmax=(0.2, 1.0), mean=0.622199584485061, variance=0.017564287736283848, skewness=0.983956539621908, kurtosis=1.7549431562711506)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=0.5891203993496404, pvalue=0.5557871649228925)\n"
     ]
    }
   ],
   "source": [
    "# Look at depth of a single Swedish newspaper over time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1760.xml\")\n",
    "depthsSweOld = traverseSwed(file_path, numLeafs, True)\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "depthsSweNew = traverseSwed(file_path, numLeafs, True)\n",
    "showResults(depthsSweOld, depthsSweNew, \"1760\", \"1870\", \"Swedish proportion of leaves over time: carlscronaswekoblad\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1760 stats: DescribeResult(nobs=6336, minmax=(0.16666666666666666, 1.0), mean=0.6380019791733798, variance=0.01543930764452022, skewness=1.0753983626441768, kurtosis=2.143917328698291)\n",
      "1870 stats: DescribeResult(nobs=10000, minmax=(0.14285714285714285, 1.0), mean=0.6364944859430554, variance=0.009627425164885376, skewness=0.656862938298169, kurtosis=2.798213301495836)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=0.8176128802520176, pvalue=0.41359563197570615)\n"
     ]
    }
   ],
   "source": [
    "# Look at depth evoluion across Finnish over time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1782.vrt\")\n",
    "lengthsFinOld = traverseFin(file_path, numLeafs, True)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "lengthsFinNew = traverseFin(file_path, numLeafs, True)\n",
    "\n",
    "showResults(lengthsFinOld, lengthsFinNew, \"1760\", \"1870\", \"Finnish Proportion of Leaves over Time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metric: Tree Depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Swedish stats: DescribeResult(nobs=10000, minmax=(0, 11), mean=2.582, variance=3.0883848384838486, skewness=0.8574498523332551, kurtosis=0.46993688688931057)\n",
      "Finnish stats: DescribeResult(nobs=10000, minmax=(0, 15), mean=3.3696, variance=3.2897248124812486, skewness=0.5029653805132636, kurtosis=0.34221078678945194)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=-31.186003036196954, pvalue=1.6115072655423371e-208)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Swedish stats: DescribeResult(nobs=10000, minmax=(0.0, 0.8), mean=0.295911170832094, variance=0.023985873595477183, skewness=0.1286856895986828, kurtosis=-0.5669834316620967)\n",
      "Finnish stats: DescribeResult(nobs=10000, minmax=(0.0, 0.8571428571428571), mean=0.2399408232712998, variance=0.01685734665519656, skewness=0.7828683577405711, kurtosis=0.22597045465533405)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=27.694786122512024, pvalue=1.325042658467669e-165)\n"
     ]
    }
   ],
   "source": [
    "# Depth of Finnish vs Swedish sentences\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "depthsSwe = traverseSwed(file_path, treeDepth, False)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "depthsFin = traverseFin(file_path, treeDepth, False)\n",
    "\n",
    "showResults(depthsSwe, depthsFin, \"Swedish\", \"Finnish\", \"Tree Depth: Swedish vs. Finnish\")\n",
    "\n",
    "# Relative to sentence length\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "depthsSwe = traverseSwed(file_path, treeDepth, True)\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "depthsFin = traverseFin(file_path, treeDepth, True)\n",
    "showResults(depthsSwe, depthsFin, \"Swedish\", \"Finnish\", \"RELATIVE Tree Depth: Swedish vs. Finnish\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1760 stats: DescribeResult(nobs=10000, minmax=(0.0, 0.8), mean=0.30624221717557054, variance=0.022078883625551125, skewness=-0.04297873852520558, kurtosis=-0.41915132208966677)\n",
      "1870 stats: DescribeResult(nobs=10000, minmax=(0.0, 0.8), mean=0.295911170832094, variance=0.023985873595477183, skewness=0.1286856895986828, kurtosis=-0.5669834316620967)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=4.813488254538261, pvalue=1.494032280383569e-06)\n"
     ]
    }
   ],
   "source": [
    "# Look at depth of a single Swedish newspaper over time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1760.xml\")\n",
    "depthsSweOld = traverseSwed(file_path, treeDepth, True)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "depthsSweNew = traverseSwed(file_path, treeDepth, True)\n",
    "\n",
    "showResults(depthsSweOld, depthsSweNew, \"1760\", \"1870\", \"RELATIVE Swedish depth over time: carlscronaswekoblad\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Look at depth evoluion across Finnish over time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1782.vrt\")\n",
    "lengthsFinOld = traverseFin(file_path, treeDepth, True)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "lengthsFinNew = traverseFin(file_path, treeDepth, True)\n",
    "\n",
    "showResults(lengthsFinOld, lengthsFinNew, \"1760\", \"1870\", \"RELATIVE Finnish Depth over Time\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Metric: Sentence Length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Swedish stats: DescribeResult(nobs=10000, minmax=(1, 44), mean=4.6169, variance=7.491483538353835, skewness=1.8271318778302976, kurtosis=9.21313178220388)\n",
      "Finnish stats: DescribeResult(nobs=10000, minmax=(1, 66), mean=6.2034, variance=12.978726312631263, skewness=2.628760993995695, kurtosis=19.98546463772913)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=-35.06541062800456, pvalue=6.305552748042996e-261)\n"
     ]
    }
   ],
   "source": [
    "# Compare sentence lengths across languages for fixed time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "lengthsSwe = traverseSwed(file_path, sentenceLength, False)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "lengthsFin = traverseFin(file_path, sentenceLength, False)\n",
    "\n",
    "showResults(lengthsSwe, lengthsFin, \"Swedish\", \"Finnish\", \"Finnish vs. Swedish Length\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1760 stats: DescribeResult(nobs=10000, minmax=(1, 31), mean=4.3993, variance=6.2922887388738875, skewness=1.960009467481225, kurtosis=7.614865850081339)\n",
      "1870 stats: DescribeResult(nobs=10000, minmax=(1, 44), mean=4.6169, variance=7.491483538353835, skewness=1.8271318778302976, kurtosis=9.21313178220388)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=-5.861042172105287, pvalue=4.6725014683531656e-09)\n"
     ]
    }
   ],
   "source": [
    "# Look at evoluion of a single Swedish newspaper over time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1760.xml\")\n",
    "lengthsSweOld = traverseSwed(file_path, sentenceLength)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "lengthsSweNew = traverseSwed(file_path, sentenceLength)\n",
    "\n",
    "showResults(lengthsSweOld, lengthsSweNew, \"1760\", \"1870\", \"Swedish length over time: carlscronaswekoblad\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1760 stats: DescribeResult(nobs=6336, minmax=(1, 51), mean=5.830176767676767, variance=15.603357569379668, skewness=2.6037227825792746, kurtosis=14.279871981269508)\n",
      "1870 stats: DescribeResult(nobs=10000, minmax=(1, 66), mean=6.2034, variance=12.978726312631263, skewness=2.628760993995695, kurtosis=19.98546463772913)\n",
      "\n",
      "Independence t-test:  Ttest_indResult(statistic=-6.086175915826702, pvalue=1.190074583606639e-09)\n"
     ]
    }
   ],
   "source": [
    "# Look at evoluion across Finnish over time\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1782.vrt\")\n",
    "lengthsFinOld = traverseFin(file_path, sentenceLength)\n",
    "\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "lengthsFinNew = traverseFin(file_path, sentenceLength)\n",
    "\n",
    "showResults(lengthsFinOld, lengthsFinNew, \"1760\", \"1870\", \"Finnish Length over Time\")"
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   "execution_count": 15,
   "metadata": {},
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   "source": [
    "def getExamplesSwe(file_path, process, mean, var, title, numexs, relative=True):\n",
    "    parser = ET.iterparse(file_path, events=('start','end'))\n",
    "    parser = iter(parser)\n",
    "    event, root = next(parser)\n",
    "    ni = 0\n",
    "\n",
    "    words = \"\"\n",
    "    pos = []\n",
    "    sum_overlaps= 0 \n",
    "    num_para = 0\n",
    "    i = 0\n",
    "    ag = []\n",
    "    for event, elem in parser:\n",
    "        if elem.tag == \"w\":\n",
    "            if event == \"end\":\n",
    "                #print(elem.attrib['pos'])\n",
    "                words +=  elem.text + \" \"\n",
    "                pos.append(elem.attrib['pos'])\n",
    "                elem.clear()\n",
    "            root.clear()\n",
    "        if elem.tag == \"sentence\" and event==\"end\":\n",
    "            words = words.strip()\n",
    "            if len(words) == 0: continue\n",
    "            doc = nlp(words)\n",
    "            tok = list(doc.sents)[0].root\n",
    "            if relative:\n",
    "                ag += [process(tok)/len(doc)]\n",
    "            else: \n",
    "                ag += [process(tok)]\n",
    "            if ag[-1] >= mean - var and ag[-1] <= mean + var:\n",
    "                print(\"\\n\", doc)\n",
    "                print(f'{title}: ', ag[-1])\n",
    "                displacy.render(doc, style=\"dep\", jupyter=True, options={\"compact\":True})\n",
    "                ni += 1\n",
    "            words = \"\"\n",
    "            pos = []\n",
    "            i += 1\n",
    "        if i == 10000 or ni == numexs: break\n",
    "            \n",
    "def getExamplesFin(file_path, process, mean, var, title, numexs, relative=True):\n",
    "    num_sentences = 0\n",
    "    ni = 0\n",
    "    ag = []\n",
    "    with open(file_path, encoding='utf-8') as reader:\n",
    "        words = []\n",
    "        pos = []\n",
    "        for line in reader:\n",
    "            #if num_sentences == 10000: return sum_overlaps / num_sentences\n",
    "            # Start of sentence\n",
    "            if line[:9] == \"<sentence\": \n",
    "                #print(\"start sentence\")\n",
    "                words = []\n",
    "                pos_spacy=pos_sparv=pos=[]\n",
    "            # End of sentence\n",
    "            if line[:11] == \"</sentence>\": \n",
    "                if(len(words)) == 0: continue\n",
    "                sent = \" \".join(words)\n",
    "                # print(words)\n",
    "                doc = nlp(sent)\n",
    "                tok = list(doc.sents)[0].root\n",
    "                if relative: \n",
    "                    ag += [process(tok)/len(doc)]\n",
    "                else: \n",
    "                    ag += [process(tok)]\n",
    "\n",
    "                if ag[-1] >= mean - var and ag[-1] <= mean + var:\n",
    "                    print(\"\\n\", doc)\n",
    "                    print(f'{title}: ', ag[-1], num_sentences)\n",
    "                    displacy.render(doc, style=\"dep\", jupyter=True, options={\"compact\":True})\n",
    "                    ni +=1 \n",
    "                num_sentences += 1\n",
    "            # Split up by sentence\n",
    "            # If at a text line and not just tags\n",
    "            if line[0] != \"<\": \n",
    "                wordInfo = line.split()\n",
    "                #print(wordInfo)\n",
    "                words += [wordInfo[0]]\n",
    "                pos += [wordInfo[1]]\n",
    "            if num_sentences == 10000 or ni==numexs: break"
   ]
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    "mean, var = 0.622199, 0.01756\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "getExamplesSwe(file_path, numLeafs, 0, 0.2, \"Leaves\", 2)"
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   "source": [
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "getExamplesFin(file_path, numLeafs, 0.63649, 0.0096274, \"Leaves\", 2)"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
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   "source": [
    "# RELATIVE Swedish Tree Depth\n",
    "mean, var = 0.30624,  0.022078\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-norrkopingstidningar-1870.xml\")\n",
    "getExamplesSwe(file_path, treeDepth, 1, 0.2, \"Depth\", 5)"
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       "<IPython.core.display.HTML object>"
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   ],
   "source": [
    "# RELATIVE Finnish Tree Depth\n",
    "mean, var = 0.29591, 0.023985\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "getExamplesFin(file_path, treeDepth, 1, 0.2, \"Depth\", 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Anse verkligen Komiterade lagligt och rättvist ( för att ej tala om billigheten ) att båtsmannen skall vara skyldig åtnöjas med en penninge ersättning af tre rdr 75 öre rint för : en tunna råg , en tunna korn , ett lass hö oell ett lass halm ?\n",
      "Depth:  11\n"
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    },
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   ],
   "source": [
    "# ABSOLUTE Swedish Tree Depth\n",
    "mean, var = 11, 1 #2.582,  3.0883\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"kubhist2\",\"kubhist2-carlscronaswekoblad-1870.xml\")\n",
    "getExamplesSwe(file_path, treeDepth, mean, var, \"Depth\", 1, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Samma cistern tjenar om aftonen till badställe ! här twätta stora och sina sina ansigten cch nedkallade fötter , när solen haller pä att ga ned och arbctarne kallas tillsammans för att mottaga sin dagslön af uppsyningsmannen , som sitter pä sin stol liksom pa en thron med en binge koppar- och silswermynt i skötet , rätcusiapsbokcn i den ena handen och en piska i den andra för att , när det är af nöden , kunna sla ett tjockt streck pa den missnöjde treditorns rygg ös » wer möjliga fel i räkenskaperna .\n",
      "Depth:  14 4025\n"
     ]
    },
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       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6500\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6650\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6800\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6950\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7100\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7250\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7400\">X</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7700\">X</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7850\">X</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9650\">X</tspan>\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"872.0\">\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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   ],
   "source": [
    "# ABSOLUTE Finnish Tree Depth\n",
    "mean, var =  15, 3 #3.3696, 3.2897\n",
    "file_path = os.path.join(\"/share/magpie/datasets/Swedish\", \"klk-sv-1771-1879-vrt\", \"klk-sv-1870.vrt\")\n",
    "getExamplesFin(file_path, treeDepth, mean, var, \"Depth\", 1, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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