NER.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recap\n",
    "\n",
    "Previously:\n",
    "\n",
    "* Text sources (Wikipedia, web crawls, ...)\n",
    "* Basic text processing tasks (tokenization, part-of-speech tagging, ...)\n",
    "* Off-the-shelf tools for performing these tasks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/english_parsing_example.png\" width=\"90%\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/finnish_parsing_example2.png\" width=\"90%\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Named Entity Recognition\n",
    "\n",
    "* Recognize mentions of *named entities* (people, places, companies, etc.) and their types (`PER[SON]`, `LOC[ATION]`, etc.) in text\n",
    "    * Commonly expanded to include also mentions of e.g. dates\n",
    "    * In specialized domains, recognize names of e.g. genes, proteins, chemicals, ...\n",
    "* Basic task in information extraction: need to know what things are talked about\n",
    "* Reliable for well-studied text domains in resource-rich languages (e.g. English news), often over 90% precision and recall\n",
    "    * Much worse for e.g. Finnish Twitter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/english_ner_example.png\">\n",
    "\n",
    "---\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/finnish_ner_example.png\" width=\"90%\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Approaches\n",
    "\n",
    "* Dictionary lookup: simple and fast, but no list is complete, no answer to ambiguity (e.g. \"Nokia\" as `ORG` vs `LOC`, \"Bush\" as `PER` vs common noun) \n",
    "* Rule-based systems: able to take context into account, but require manual tuning, can be brittle\n",
    "* Machine learning: state-of-the-art results, can be retrained, but require manual annotation (supervised)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sequence labeling\n",
    "\n",
    "* Fundamental machine learning task: assign a class (label) to each item in a sequence\n",
    "    * Given observed input sequence ***x*** = { *x<sub>1</sub>*, *x<sub>2</sub>*, ... *x<sub>n</sub>* }, predict outputs ***y*** = { *y<sub>1</sub>*, *y<sub>2</sub>*, ... *y<sub>n</sub>* }\n",
    "* Examples in NLP: part-of-speech tagging, chunking, **named entity recognition**, speech recognition\n",
    "\n",
    "<hr>\n",
    "    \n",
    "```\n",
    "x:    The  quick  brown  fox   jumps  over  the  lazy  dog\n",
    "       ↓     ↓      ↓     ↓     ↓      ↓     ↓    ↓     ↓\n",
    "y:    DET   ADJ    ADJ   NOUN  VERB   ADP   DET  ADJ   NOUN\n",
    "```\n",
    "\n",
    "<hr>\n",
    "\n",
    "* Also: time sequences, biological sequences (DNA, amino acid), etc.\n",
    "* Simply predicting ***x*** ↦ *y<sub>i</sub>* separately for each *y<sub>i</sub>* misses dependencies between outputs \n",
    "    * For example, in English, `ADJ` and `DET` are likely before `NOUN` but unlikely after"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NER as sequence labeling\n",
    "\n",
    "* Given a sequence of words, determine for each whether it is (a part of) a name\n",
    "* *Begin-In-Out* (BIO) encoding:\n",
    "    * A token can <b>B</b>egin an entity, be <b>I</b>nside an entity, or be <b>O</b>utside an entity\n",
    "    * Tags also encode entity type: **B-PER**, **I-PER**, **B-ORG**, **I-ORG**\n",
    "* NER as multiclass classification: assign each word to one class\n",
    "\n",
    "<hr>\n",
    "\n",
    "```\n",
    "x:    Adams  will  miss  England's   opening  World   Cup  qualifier\n",
    "        ↓     ↓     ↓       ↓           ↓       ↓      ↓      ↓\n",
    "y:    B-PER   O     O     B-LOC         O     B-MISC I-MISC   O\n",
    "```\n",
    "\n",
    "<hr>\n",
    "\n",
    "* The same approach can also be used for e.g. chunking (partial parsing)\n",
    "* Limitation: discontinuous and overlapping spans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Learning sequence labeling\n",
    "\n",
    "* Supervised machine learning: requires data for training\n",
    "    * We assume examples of inputs ***x*** with correct outputs ***y*** (typically manually annotated)\n",
    "    * Train ML method to predict outputs for new, unseen inputs → Need to *generalize*, not simply memorize (x,y) pairs from training data\n",
    "* Key question: how to represent the data to the ML method as *features*\n",
    "    * Examples: words (``Finland``) prefixes/suffixes (`Fin-`, `-and`), POS tags (`NOUN`), word shape (`STARTS-WITH-CAPITAL`), ...\n",
    "\n",
    "\n",
    "## Naive Bayes\n",
    "\n",
    "* Simple probabilistic classification method popularized by success in spam filtering\n",
    "* Predict probability each class <i>y</i> given input <i>x</i> using Bayes' rule $P(y|x) = \\frac{P(y)P(x|y)}{P(x)}$, pick most likely \n",
    "* Estimate probabilities based on (x,y) counts in training data (+smoothing), e.g.\n",
    "    * Prior: `P(B-PER) = count(*, B-PER) / total-examples`\n",
    "    * Conditional: `P(Adam|B-PER) = count(Adam, B-PER) / count(*, B-PER)`\n",
    "* Simple and fast, but limited: assumes independence of features (the \"naive\" part -- almost always false!) and predictions (no notion of sequence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hidden Markov Models (HMM)\n",
    "\n",
    "* \"Sequence version\" of Naive Bayes: in addition to output probabilities, model also *transition probabilities* $P(y_i|y_{i-1})$\n",
    "    * Markov assumption: probability of state depends only on previous state (not whole history)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/bayes_hmm.png\" width=\"50%\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align:center; color:gray; font-size:80%\">(Figure modified from <a href=\"https://arxiv.org/pdf/1011.4088v1.pdf\">Sutton and McCallum (2011)</a>)</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Assume an underlying \"hidden\" sequence of class labels, which generates the observed data\n",
    "\n",
    "<hr>\n",
    "\n",
    "```\n",
    "y:    DET →  ADJ  →  ADJ →  NOUN → VERB → ADP → DET → ADJ → NOUN\n",
    "       ↓      ↓       ↓      ↓      ↓      ↓     ↓     ↓     ↓\n",
    "x:    The   quick   brown   fox   jumps   over  the  lazy   dog\n",
    "```\n",
    "\n",
    "<hr>\n",
    "\n",
    "* Transition probabilities can also be straightforwardly estimated from data, e.g.\n",
    "    * `P(I-PER|B-PER) = count-seq(I-PER, B-PER) / count-seq(*, B-PER)`\n",
    "* Decoding: Viterbi algorithm - efficient polynomial algorithm to find the best hidden sequence of labels for the observed data\n",
    "* Incorporates sequence information, but otherwise retains the independence assumptions from Naive Bayes\n",
    "\n",
    "\n",
    "## Conditional Random Fields (CRF)\n",
    "\n",
    "(Specifically, linear-chain CRFs)\n",
    "\n",
    "* *Discriminative* sequence classifier: estimate conditional probability $P(\\textbf{y}|\\textbf{x})$ (this is what we're interested in)\n",
    "    * We know the observed data (and don't care about it's probability) and want to predict the output (i.e. discriminate between possible outputs)\n",
    "    * (By contrast, *generative* models such as NB and HMM estimate the joint distribution $P(\\textbf{x},\\textbf{y})$)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/sutton_mccallum_models.png\" width=\"80%\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align:center; color:gray; font-size:80%\">(Figure modified from <a href=\"https://arxiv.org/pdf/1011.4088v1.pdf\">Sutton and McCallum (2011)</a>)</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Avoid the independence assumptions made by HMMs (HMM is a special case of CRF)\n",
    "* The go-to ML method for many sequence classification tasks since its introduction in 2001 ([paper](https://people.cs.umass.edu/~mccallum/papers/crf-icml01.ps))\n",
    "    * (Many recent methods combine feature learning with CRF loss functions)\n",
    "* Trained iteratively using gradient descent; can get stuck in a local optimum and can be slow\n",
    "* Decoded in much the same way as HMMs - efficient polynomial algorithm to find the best sequence of labels\n",
    "\n",
    "We won't go into any real details here, you can check out one of the many tutorials out there if you want to know more about the inner workings of CRFs and the way they're trained (e.g. [this one](http://www.cs.upc.edu/~aquattoni/AllMyPapers/crf_tutorial_talk.pdf)). For a comprehensive introduction, look <a href=\"https://arxiv.org/pdf/1011.4088v1.pdf\">here</a>.\n",
    "\n",
    "---\n",
    "\n",
    "### Implementations\n",
    "\n",
    "* [CRFsuite](http://www.chokkan.org/software/crfsuite/) is a good general CRF training software\n",
    "* [sklearn-crfsuite](https://sklearn-crfsuite.readthedocs.io/en/latest/) CRFsuite Python wrapper\n",
    "* [NERSuite](http://nersuite.nlplab.org/) a driver script for *CRFsuite* with predefined features tuned for the NER task\n",
    "* [CoreNLP](https://stanfordnlp.github.io/CoreNLP/) also has a NER annotator (remember we played with it on the first lectures)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation\n",
    "\n",
    "Machine learning datasets are commonly split into three parts:\n",
    "\n",
    "* Training data: used to train the ML method\n",
    "* Development data: used to evaluate and set hyperparameters during method development\n",
    "* Test data: used to evaluate a finished method\n",
    "\n",
    "(You must *never* optimize to your test data!)\n",
    "\n",
    "Sequence tagging methods are typically evaluated using the following metrics:\n",
    "\n",
    "* precision: fraction of predicted items that were correct\n",
    "* recall: fraction of correct items that were predicted\n",
    "* F1-score: harmonic mean of precision and recall\n",
    "\n",
    "---\n",
    "\n",
    "### Sidenote\n",
    "\n",
    "For convenience, we will below use word-level metrics. However, instead of looking at whether individual words are tagged correctly or incorrectly, the most commonly used metrics for NER are based on the recognition of entity mentions.\n",
    "\n",
    "This means that a correctly tagged multi-word mention such as `Time Warner Cable` counts as one correct name, not three correct tags. (No partial credit is given for e.g. `Time Warner`.) For datasets with many multi-word mentions, this is a considerably more demanding metric.\n",
    "\n",
    "(If you're interested, there's a python implementation at https://github.com/spyysalo/conlleval.py)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Training data for NER\n",
    "\n",
    "Supervised machine learning methods require annotated data for training. Datasets available for various languages and domains, e.g.:\n",
    "\n",
    "* https://www.clips.uantwerpen.be/conll2002/ner/: Spanish, Dutch\n",
    "* https://www.clips.uantwerpen.be/conll2003/ner/: English, German\n",
    "* https://github.com/mpsilfve/finer-data: Finnish\n",
    "* http://biocreative.org: English (biomedical)\n",
    "* https://catalog.ldc.upenn.edu/LDC2013T19: English, Mandarin Chinese, Arabic, Chinese\n",
    "\n",
    "---\n",
    "\n",
    "In the following practical, we offer two options\n",
    "\n",
    "* Finnish using data from https://github.com/mpsilfve/finer-data ([raw data](https://raw.githubusercontent.com/mpsilfve/finer-data/master/data/digitoday.2014.train.csv)) \n",
    "* English using data from https://www.clips.uantwerpen.be/conll2003/ner/\n",
    "\n",
    "We'll use versions parsed using [Turku neural parser](https://turkunlp.org/Turku-neural-parser-pipeline), which you should already be familiar with ([online demo](http://bionlp-www.utu.fi/parser_demo/))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "O\tHalvemman\thalpa\tADJ\tA\tCase=Gen|Degree=Cmp|Number=Sing\t2\tamod\t_\t_\n",
      "O\thintaluokan\thinta#luokka\tNOUN\tN\tCase=Gen|Number=Sing\t3\tnmod:poss\t_\t_\n",
      "O\tälypuhelimista\täly#puhelin\tNOUN\tN\tCase=Ela|Number=Plur\t4\tnmod\t_\t_\n",
      "B-PRO\tNokia\tNokia\tPROPN\tN\tCase=Nom|Number=Sing\t8\tnsubj\t_\t_\n",
      "I-PRO\tLumia\tLumia\tPROPN\tN\tCase=Nom|Number=Sing\t4\tflat:name\t_\t_\n",
      "I-PRO\t520\t520\tNUM\tNum\tNumType=Card\t4\tnummod\t_\t_\n",
      "O\ton\tolla\tAUX\tV\tMood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act\t8\taux\t_\t_\n",
      "O\tmenestynyt\tmenestyä\tVERB\tV\tCase=Nom|Degree=Pos|Number=Sing|PartForm=Past|VerbForm=Part|Voice=Act\t0\troot\t_\t_\n",
      "O\thyvin\thyvin\tADV\tAdv\t_\t8\tadvmod\t_\t_\n",
      "O\t,\t,\tPUNCT\tPunct\t_\t8\tpunct\t_\t_\n",
      "B-PER\tIhamuotila\tIhamuotila\tPROPN\tN\tCase=Nom|Number=Sing\t12\tnsubj\t_\t_\n",
      "O\tvahvisti\tvahvistaa\tVERB\tV\tMood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act\t8\tparataxis\t_\t_\n",
      "O\t.\t.\tPUNCT\tPunct\t_\t8\tpunct\t_\t_\n"
     ]
    }
   ],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%run lib/conllu.ipynb\n",
    "\n",
    "\n",
    "train_sentences = read_conll('data/finer-featurized/digitoday.2014.train.conllu')\n",
    "devel_sentences = read_conll('data/finer-featurized/digitoday.2014.dev.conllu')\n",
    "test_sentences = read_conll('data/finer-featurized/digitoday.2015.test.conllu')\n",
    "EXAMPLE_IDX = 186    # index of example sentence in training data\n",
    "\n",
    "# NOTE: if you prefer to run this notebook with English examples,\n",
    "# uncomment the following lines:\n",
    "\n",
    "# train_sentences = read_conll('data/conll03-featurized/eng.train.conllu')\n",
    "# devel_sentences = read_conll('data/conll03-featurized/eng.dev.conllu')\n",
    "# test_sentences = read_conll('data/conll03-featurized/eng.test.conllu')\n",
    "# EXAMPLE_IDX = 219    # index of example sentence in training data\n",
    "\n",
    "\n",
    "example_sentence = train_sentences[EXAMPLE_IDX]\n",
    "\n",
    "print('\\n'.join('\\t'.join(w) for w in example_sentence))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data format\n",
    "\n",
    "The data is in CoNLL-U format (https://universaldependencies.org/format.html), where the TAB-separated fields are defined as\n",
    "\n",
    "```\n",
    "    ID: Word index.\n",
    "    FORM: Word form or punctuation symbol.\n",
    "    LEMMA: Lemma or stem of word form.\n",
    "    UPOS: Universal part-of-speech tag.\n",
    "    XPOS: Language-specific part-of-speech tag.\n",
    "    FEATS: List of morphological features.\n",
    "    HEAD: Head of the current word.\n",
    "    DEPREL: Universal dependency relation to the HEAD.\n",
    "    DEPS: Enhanced dependency graph.\n",
    "    MISC: Any other annotation.\n",
    "```\n",
    "\n",
    "(The `ID` field is used for the tag.)\n",
    "\n",
    "We'll mostly be focusing on the first six fields or so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "    }</style><table id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdb\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >TAG</th>        <th class=\"col_heading level0 col1\" >FORM</th>        <th class=\"col_heading level0 col2\" >LEMMA</th>        <th class=\"col_heading level0 col3\" >UPOS</th>        <th class=\"col_heading level0 col4\" >XPOS</th>        <th class=\"col_heading level0 col5\" >FEATS</th>        <th class=\"col_heading level0 col6\" >HEAD</th>        <th class=\"col_heading level0 col7\" >DEPREL</th>        <th class=\"col_heading level0 col8\" >DEPS</th>        <th class=\"col_heading level0 col9\" >MISC</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col0\" class=\"data row0 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col1\" class=\"data row0 col1\" >Halvemman</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col2\" class=\"data row0 col2\" >halpa</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col3\" class=\"data row0 col3\" >ADJ</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col4\" class=\"data row0 col4\" >A</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col5\" class=\"data row0 col5\" >Case=Gen|Degree=Cmp|Number=Sing</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col6\" class=\"data row0 col6\" >2</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col7\" class=\"data row0 col7\" >amod</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col8\" class=\"data row0 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow0_col9\" class=\"data row0 col9\" >_</td>\n",
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       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col0\" class=\"data row1 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col1\" class=\"data row1 col1\" >hintaluokan</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col2\" class=\"data row1 col2\" >hinta#luokka</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col3\" class=\"data row1 col3\" >NOUN</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col4\" class=\"data row1 col4\" >N</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col5\" class=\"data row1 col5\" >Case=Gen|Number=Sing</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col6\" class=\"data row1 col6\" >3</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col7\" class=\"data row1 col7\" >nmod:poss</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col8\" class=\"data row1 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow1_col9\" class=\"data row1 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col0\" class=\"data row2 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col1\" class=\"data row2 col1\" >älypuhelimista</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col2\" class=\"data row2 col2\" >äly#puhelin</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col3\" class=\"data row2 col3\" >NOUN</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col4\" class=\"data row2 col4\" >N</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col5\" class=\"data row2 col5\" >Case=Ela|Number=Plur</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col6\" class=\"data row2 col6\" >4</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col7\" class=\"data row2 col7\" >nmod</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col8\" class=\"data row2 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow2_col9\" class=\"data row2 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col0\" class=\"data row3 col0\" >B-PRO</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col1\" class=\"data row3 col1\" >Nokia</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col2\" class=\"data row3 col2\" >Nokia</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col3\" class=\"data row3 col3\" >PROPN</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col4\" class=\"data row3 col4\" >N</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col5\" class=\"data row3 col5\" >Case=Nom|Number=Sing</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col6\" class=\"data row3 col6\" >8</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col7\" class=\"data row3 col7\" >nsubj</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col8\" class=\"data row3 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow3_col9\" class=\"data row3 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col0\" class=\"data row4 col0\" >I-PRO</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col1\" class=\"data row4 col1\" >Lumia</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col2\" class=\"data row4 col2\" >Lumia</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col3\" class=\"data row4 col3\" >PROPN</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col4\" class=\"data row4 col4\" >N</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col5\" class=\"data row4 col5\" >Case=Nom|Number=Sing</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col6\" class=\"data row4 col6\" >4</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col7\" class=\"data row4 col7\" >flat:name</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col8\" class=\"data row4 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow4_col9\" class=\"data row4 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col0\" class=\"data row5 col0\" >I-PRO</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col1\" class=\"data row5 col1\" >520</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col2\" class=\"data row5 col2\" >520</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col3\" class=\"data row5 col3\" >NUM</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col4\" class=\"data row5 col4\" >Num</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col5\" class=\"data row5 col5\" >NumType=Card</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col6\" class=\"data row5 col6\" >4</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col7\" class=\"data row5 col7\" >nummod</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col8\" class=\"data row5 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow5_col9\" class=\"data row5 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col0\" class=\"data row6 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col1\" class=\"data row6 col1\" >on</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col2\" class=\"data row6 col2\" >olla</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col3\" class=\"data row6 col3\" >AUX</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col4\" class=\"data row6 col4\" >V</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col5\" class=\"data row6 col5\" >Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col6\" class=\"data row6 col6\" >8</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col7\" class=\"data row6 col7\" >aux</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col8\" class=\"data row6 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow6_col9\" class=\"data row6 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col0\" class=\"data row7 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col1\" class=\"data row7 col1\" >menestynyt</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col2\" class=\"data row7 col2\" >menestyä</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col3\" class=\"data row7 col3\" >VERB</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col4\" class=\"data row7 col4\" >V</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col5\" class=\"data row7 col5\" >Case=Nom|Degree=Pos|Number=Sing|PartForm=Past|VerbForm=Part|Voice=Act</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col6\" class=\"data row7 col6\" >0</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col7\" class=\"data row7 col7\" >root</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col8\" class=\"data row7 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow7_col9\" class=\"data row7 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col0\" class=\"data row8 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col1\" class=\"data row8 col1\" >hyvin</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col2\" class=\"data row8 col2\" >hyvin</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col3\" class=\"data row8 col3\" >ADV</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col4\" class=\"data row8 col4\" >Adv</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col5\" class=\"data row8 col5\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col6\" class=\"data row8 col6\" >8</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col7\" class=\"data row8 col7\" >advmod</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col8\" class=\"data row8 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow8_col9\" class=\"data row8 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col0\" class=\"data row9 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col1\" class=\"data row9 col1\" >,</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col2\" class=\"data row9 col2\" >,</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col3\" class=\"data row9 col3\" >PUNCT</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col4\" class=\"data row9 col4\" >Punct</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col5\" class=\"data row9 col5\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col6\" class=\"data row9 col6\" >8</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col7\" class=\"data row9 col7\" >punct</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col8\" class=\"data row9 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow9_col9\" class=\"data row9 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col0\" class=\"data row10 col0\" >B-PER</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col1\" class=\"data row10 col1\" >Ihamuotila</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col2\" class=\"data row10 col2\" >Ihamuotila</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col3\" class=\"data row10 col3\" >PROPN</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col4\" class=\"data row10 col4\" >N</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col5\" class=\"data row10 col5\" >Case=Nom|Number=Sing</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col6\" class=\"data row10 col6\" >12</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col7\" class=\"data row10 col7\" >nsubj</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col8\" class=\"data row10 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow10_col9\" class=\"data row10 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col0\" class=\"data row11 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col1\" class=\"data row11 col1\" >vahvisti</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col2\" class=\"data row11 col2\" >vahvistaa</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col3\" class=\"data row11 col3\" >VERB</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col4\" class=\"data row11 col4\" >V</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col5\" class=\"data row11 col5\" >Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col6\" class=\"data row11 col6\" >8</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col7\" class=\"data row11 col7\" >parataxis</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col8\" class=\"data row11 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow11_col9\" class=\"data row11 col9\" >_</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col0\" class=\"data row12 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col1\" class=\"data row12 col1\" >.</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col2\" class=\"data row12 col2\" >.</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col3\" class=\"data row12 col3\" >PUNCT</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col4\" class=\"data row12 col4\" >Punct</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col5\" class=\"data row12 col5\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col6\" class=\"data row12 col6\" >8</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col7\" class=\"data row12 col7\" >punct</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col8\" class=\"data row12 col8\" >_</td>\n",
       "                        <td id=\"T_3cdcc8e4_43ce_11e9_aea9_fc777453dfdbrow12_col9\" class=\"data row12 col9\" >_</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f2bcc3daba8>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%run lib/visualization.ipynb\n",
    "\n",
    "conllu_cols = [\"TAG\", \"FORM\", \"LEMMA\", \"UPOS\", \"XPOS\", \"FEATS\", \"HEAD\", \"DEPREL\", \"DEPS\", \"MISC\"]\n",
    "\n",
    "show_table(example_sentence, columns=conllu_cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/ner_parse_example.png\">\n",
    "<hr>\n",
    "<img src=\"https://raw.githubusercontent.com/TurkuNLP/Text_Mining_Course/master/figs/english_parsing_example2.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's simplify that a bit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "O\tHalvemman\thalpa\tADJ\n",
      "O\thintaluokan\thinta#luokka\tNOUN\n",
      "O\tälypuhelimista\täly#puhelin\tNOUN\n",
      "B-PRO\tNokia\tNokia\tPROPN\n",
      "I-PRO\tLumia\tLumia\tPROPN\n",
      "I-PRO\t520\t520\tNUM\n",
      "O\ton\tolla\tAUX\n",
      "O\tmenestynyt\tmenestyä\tVERB\n",
      "O\thyvin\thyvin\tADV\n",
      "O\t,\t,\tPUNCT\n",
      "B-PER\tIhamuotila\tIhamuotila\tPROPN\n",
      "O\tvahvisti\tvahvistaa\tVERB\n",
      "O\t.\t.\tPUNCT\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "    #T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdb td {\n",
       "          text-align: left;\n",
       "    }    #T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdb th {\n",
       "          text-align: left;\n",
       "    }</style><table id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdb\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >TAG</th>        <th class=\"col_heading level0 col1\" >FORM</th>        <th class=\"col_heading level0 col2\" >LEMMA</th>        <th class=\"col_heading level0 col3\" >UPOS</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow0_col0\" class=\"data row0 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow0_col1\" class=\"data row0 col1\" >Halvemman</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow0_col2\" class=\"data row0 col2\" >halpa</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow0_col3\" class=\"data row0 col3\" >ADJ</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow1_col0\" class=\"data row1 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow1_col1\" class=\"data row1 col1\" >hintaluokan</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow1_col2\" class=\"data row1 col2\" >hinta#luokka</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow1_col3\" class=\"data row1 col3\" >NOUN</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow2_col0\" class=\"data row2 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow2_col1\" class=\"data row2 col1\" >älypuhelimista</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow2_col2\" class=\"data row2 col2\" >äly#puhelin</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow2_col3\" class=\"data row2 col3\" >NOUN</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow3_col0\" class=\"data row3 col0\" >B-PRO</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow3_col1\" class=\"data row3 col1\" >Nokia</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow3_col2\" class=\"data row3 col2\" >Nokia</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow3_col3\" class=\"data row3 col3\" >PROPN</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow4_col0\" class=\"data row4 col0\" >I-PRO</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow4_col1\" class=\"data row4 col1\" >Lumia</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow4_col2\" class=\"data row4 col2\" >Lumia</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow4_col3\" class=\"data row4 col3\" >PROPN</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow5_col0\" class=\"data row5 col0\" >I-PRO</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow5_col1\" class=\"data row5 col1\" >520</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow5_col2\" class=\"data row5 col2\" >520</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow5_col3\" class=\"data row5 col3\" >NUM</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow6_col0\" class=\"data row6 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow6_col1\" class=\"data row6 col1\" >on</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow6_col2\" class=\"data row6 col2\" >olla</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow6_col3\" class=\"data row6 col3\" >AUX</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow7_col0\" class=\"data row7 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow7_col1\" class=\"data row7 col1\" >menestynyt</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow7_col2\" class=\"data row7 col2\" >menestyä</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow7_col3\" class=\"data row7 col3\" >VERB</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow8_col0\" class=\"data row8 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow8_col1\" class=\"data row8 col1\" >hyvin</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow8_col2\" class=\"data row8 col2\" >hyvin</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow8_col3\" class=\"data row8 col3\" >ADV</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow9_col0\" class=\"data row9 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow9_col1\" class=\"data row9 col1\" >,</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow9_col2\" class=\"data row9 col2\" >,</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow9_col3\" class=\"data row9 col3\" >PUNCT</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow10_col0\" class=\"data row10 col0\" >B-PER</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow10_col1\" class=\"data row10 col1\" >Ihamuotila</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow10_col2\" class=\"data row10 col2\" >Ihamuotila</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow10_col3\" class=\"data row10 col3\" >PROPN</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow11_col0\" class=\"data row11 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow11_col1\" class=\"data row11 col1\" >vahvisti</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow11_col2\" class=\"data row11 col2\" >vahvistaa</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow11_col3\" class=\"data row11 col3\" >VERB</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow12_col0\" class=\"data row12 col0\" >O</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow12_col1\" class=\"data row12 col1\" >.</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow12_col2\" class=\"data row12 col2\" >.</td>\n",
       "                        <td id=\"T_3cdcc8e5_43ce_11e9_aea9_fc777453dfdbrow12_col3\" class=\"data row12 col3\" >PUNCT</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f2b8a9acc50>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = slice(0,4)\n",
    "print('\\n'.join('\\t'.join(w[cols]) for w in example_sentence))\n",
    "show_table([w[cols] for w in example_sentence], columns=conllu_cols[cols])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistics\n",
    "\n",
    "Overall statistics of the annotation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training    : 13497 sentences,\t180178 words,\t13 unique tags\n",
      "Development : 986 sentences,\t13564 words,\t13 unique tags\n",
      "Test        : 3512 sentences,\t46363 words,\t13 unique tags\n"
     ]
    }
   ],
   "source": [
    "def conll_stats(sentences, tag_idx=0):\n",
    "    sent_count = len(sentences)\n",
    "    word_count = sum(len(s) for s in sentences)\n",
    "    tag_count = len(set(w[tag_idx] for s in sentences for w in s))\n",
    "    return sent_count, word_count, tag_count\n",
    "\n",
    "for label, sentences in ((\"Training\", train_sentences),\n",
    "                         (\"Development\", devel_sentences),\n",
    "                         (\"Test\", test_sentences)):\n",
    "    print(\"{:12s}: {} sentences,\\t{} words,\\t{} unique tags\".format(label, *conll_stats(sentences)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tag distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "155944\tO\n",
      "8592\tB-ORG\n",
      "4270\tB-PRO\n",
      "2886\tI-PRO\n",
      "2029\tB-PER\n",
      "1937\tI-ORG\n",
      "1754\tB-LOC\n",
      "1094\tI-PER\n",
      "904\tB-DATE\n",
      "463\tI-DATE\n",
      "131\tI-LOC\n",
      "91\tB-EVENT\n",
      "83\tI-EVENT\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from collections import Counter\n",
    "\n",
    "\n",
    "def count_tags(sentences, tag_idx=0):\n",
    "    counter = Counter(w[tag_idx] for s in sentences for w in s)\n",
    "    for tag in sorted(counter, key=counter.get):\n",
    "        yield tag, counter[tag]\n",
    "\n",
    "\n",
    "tag_count = list(count_tags(train_sentences))\n",
    "\n",
    "for tag, count in reversed(tag_count):\n",
    "    print('{}\\t{}'.format(count, tag))\n",
    "\n",
    "plot_barh([c for t, c in tag_count], index=[t for t, c in tag_count]);    # ; is intended"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Almost all words are tagged `O`, i.e. not part of a named entity. Let's see the rest in more detail:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barh([c for t, c in tag_count[:-1]], index=[t for t, c in tag_count[:-1]]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The tag distribution is characteristic of NER datasets: the great majority of words are not part of any name, and the distribution of types is skewed.\n",
    "\n",
    "(We'll be coming back to this.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature generation\n",
    "\n",
    "We'll be looking at features derived from the following parts of the data:\n",
    "\n",
    "```\n",
    "[\n",
    " 'B-ORG',                 # 0: tag\n",
    " 'Nokian',                # 1: word form\n",
    " 'Nokia',                 # 2: lemma\n",
    " 'PROPN',                 # 3: universal part of speech tag\n",
    " 'N',                     # 4: language-specific part of speech tag\n",
    " 'Case=Gen|Number=Sing',  # 5: morphological features\n",
    " '2',                     #\n",
    " 'nmod:poss,              # (... we will ignore the stuff here)\n",
    " '_',                     #\n",
    " '_'                      #\n",
    "]\n",
    "```\n",
    "\n",
    "Separate the tags from the rest of the data, drop stuff we don't care so much about, and name the rest so that we can say things like `word.lemma` instead of `word[2]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Word(form='Halvemman', lemma='halpa', upos='ADJ', xpos='A', morpho='Case=Gen|Degree=Cmp|Number=Sing'),\n",
      " Word(form='hintaluokan', lemma='hinta#luokka', upos='NOUN', xpos='N', morpho='Case=Gen|Number=Sing'),\n",
      " Word(form='älypuhelimista', lemma='äly#puhelin', upos='NOUN', xpos='N', morpho='Case=Ela|Number=Plur'),\n",
      " Word(form='Nokia', lemma='Nokia', upos='PROPN', xpos='N', morpho='Case=Nom|Number=Sing'),\n",
      " Word(form='Lumia', lemma='Lumia', upos='PROPN', xpos='N', morpho='Case=Nom|Number=Sing'),\n",
      " Word(form='520', lemma='520', upos='NUM', xpos='Num', morpho='NumType=Card'),\n",
      " Word(form='on', lemma='olla', upos='AUX', xpos='V', morpho='Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act'),\n",
      " Word(form='menestynyt', lemma='menestyä', upos='VERB', xpos='V', morpho='Case=Nom|Degree=Pos|Number=Sing|PartForm=Past|VerbForm=Part|Voice=Act'),\n",
      " Word(form='hyvin', lemma='hyvin', upos='ADV', xpos='Adv', morpho='_'),\n",
      " Word(form=',', lemma=',', upos='PUNCT', xpos='Punct', morpho='_'),\n",
      " Word(form='Ihamuotila', lemma='Ihamuotila', upos='PROPN', xpos='N', morpho='Case=Nom|Number=Sing'),\n",
      " Word(form='vahvisti', lemma='vahvistaa', upos='VERB', xpos='V', morpho='Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act'),\n",
      " Word(form='.', lemma='.', upos='PUNCT', xpos='Punct', morpho='_')]\n",
      "['O',\n",
      " 'O',\n",
      " 'O',\n",
      " 'B-PRO',\n",
      " 'I-PRO',\n",
      " 'I-PRO',\n",
      " 'O',\n",
      " 'O',\n",
      " 'O',\n",
      " 'O',\n",
      " 'B-PER',\n",
      " 'O',\n",
      " 'O']\n"
     ]
    }
   ],
   "source": [
    "from collections import namedtuple\n",
    "from pprint import pprint as pretty_print\n",
    "\n",
    "\n",
    "Word = namedtuple('Word', [\n",
    "    'form',\n",
    "    'lemma',\n",
    "    'upos',\n",
    "    'xpos',\n",
    "    'morpho',\n",
    "])\n",
    "\n",
    "\n",
    "def reformat_sentences(sentences):\n",
    "    # separate tags, drop parse fields, cast as namedtuples\n",
    "    tags, data = [], []\n",
    "    for sentence in sentences:\n",
    "        tags.append([w[0] for w in sentence])\n",
    "        data.append([Word(*w[1:6]) for w in sentence])\n",
    "    return tags, data\n",
    "\n",
    "\n",
    "train_y, train_data = reformat_sentences(train_sentences)\n",
    "devel_y, devel_data = reformat_sentences(devel_sentences)\n",
    "test_y, test_data = reformat_sentences(test_sentences)\n",
    "\n",
    "pretty_print(train_data[EXAMPLE_IDX])\n",
    "pretty_print(train_y[EXAMPLE_IDX])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define features\n",
    "\n",
    "We will use good old fashioned *explicit* feature representation, manually specifying how each feature is derived from the input data.\n",
    "\n",
    "(For feature learning, see deep learning courses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'form': 'Halvemman', 'upos': 'ADJ'},\n",
      " {'form': 'hintaluokan', 'upos': 'NOUN'},\n",
      " {'form': 'älypuhelimista', 'upos': 'NOUN'},\n",
      " {'form': 'Nokia', 'upos': 'PROPN'},\n",
      " {'form': 'Lumia', 'upos': 'PROPN'},\n",
      " {'form': '520', 'upos': 'NUM'},\n",
      " {'form': 'on', 'upos': 'AUX'},\n",
      " {'form': 'menestynyt', 'upos': 'VERB'},\n",
      " {'form': 'hyvin', 'upos': 'ADV'},\n",
      " {'form': ',', 'upos': 'PUNCT'},\n",
      " {'form': 'Ihamuotila', 'upos': 'PROPN'},\n",
      " {'form': 'vahvisti', 'upos': 'VERB'},\n",
      " {'form': '.', 'upos': 'PUNCT'}]\n",
      "['O',\n",
      " 'O',\n",
      " 'O',\n",
      " 'B-PRO',\n",
      " 'I-PRO',\n",
      " 'I-PRO',\n",
      " 'O',\n",
      " 'O',\n",
      " 'O',\n",
      " 'O',\n",
      " 'B-PER',\n",
      " 'O',\n",
      " 'O']\n"
     ]
    }
   ],
   "source": [
    "def minimal_featurizer(sentence, idx):\n",
    "    # Return features for word in index idx in given sentence\n",
    "    word = sentence[idx]\n",
    "    features = {\n",
    "        'form': word.form,\n",
    "        'upos': word.upos,\n",
    "    }\n",
    "    return features\n",
    "\n",
    "\n",
    "def featurize_sentence(sentence, featurizer=minimal_featurizer):\n",
    "    return [featurizer(sentence, i) for i in range(len(sentence))]\n",
    "\n",
    "\n",
    "train_x = [featurize_sentence(s) for s in train_data]\n",
    "devel_x = [featurize_sentence(s) for s in devel_data]\n",
    "test_x = [featurize_sentence(s) for s in test_data]\n",
    "\n",
    "pretty_print(train_x[EXAMPLE_IDX])\n",
    "pretty_print(train_y[EXAMPLE_IDX])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sidenote\n",
    "\n",
    "We give features and tags interpretable names such as `form`, `upos`, and `B-PER` for our convenience only. As far as the machine learning method is concerned, these could be anything, e.g. `f1`, `f2`, and `t1`.\n",
    "\n",
    "(In particular, there is no magic in pairings such as `B-PER` and `I-PER` -- these are opaque to the ML method.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CRF training and prediction\n",
    "\n",
    "We use the [scikit-learn](https://scikit-learn.org/) version of [CRFSuite](http://www.chokkan.org/software/crfsuite/), a fast implementation of CRFs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn_crfsuite\n",
    "\n",
    "\n",
    "crf = sklearn_crfsuite.CRF(all_possible_transitions=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We next train (i.e. fit) the CRF on the data. (This takes some time and memory -- don't all run this at once!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 31.9 s, sys: 25.1 ms, total: 31.9 s\n",
      "Wall time: 31.9 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CRF(algorithm=None, all_possible_states=None, all_possible_transitions=True,\n",
       "  averaging=None, c=None, c1=None, c2=None, calibration_candidates=None,\n",
       "  calibration_eta=None, calibration_max_trials=None, calibration_rate=None,\n",
       "  calibration_samples=None, delta=None, epsilon=None, error_sensitive=None,\n",
       "  gamma=None, keep_tempfiles=None, linesearch=None, max_iterations=None,\n",
       "  max_linesearch=None, min_freq=None, model_filename=None,\n",
       "  num_memories=None, pa_type=None, period=None, trainer_cls=None,\n",
       "  variance=None, verbose=False)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "crf.fit(train_x, train_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 36.7 ms, sys: 4.03 ms, total: 40.7 ms\n",
      "Wall time: 40 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "pred_y = crf.predict(devel_x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(Prediction is *much* faster than training.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy:\t94.93%\n"
     ]
    }
   ],
   "source": [
    "from sklearn_crfsuite.metrics import flat_accuracy_score as accuracy\n",
    "\n",
    "\n",
    "print('Accuracy:\\t{:.2%}'.format(accuracy(devel_y, pred_y)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tagging accuracy over 90%! Is that a great result?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yhtiön              \tO\tO\tTrue\n",
      "konkurssipesän      \tO\tO\tTrue\n",
      "hoitajakaan         \tO\tO\tTrue\n",
      "ei                  \tO\tO\tTrue\n",
      "tiedä               \tO\tO\tTrue\n",
      ",                   \tO\tO\tTrue\n",
      "kuka                \tO\tO\tTrue\n",
      "palvelua            \tO\tO\tTrue\n",
      "oikein              \tO\tO\tTrue\n",
      "pyörittää           \tO\tO\tTrue\n",
      ".                   \tO\tO\tTrue\n",
      "Tvkaista.fi-verkko-osoitteesta\tB-PRO\tO\tFalse\n",
      "löytyy              \tO\tO\tTrue\n",
      "vain                \tO\tO\tTrue\n",
      "cgi-bin-hakemiston  \tO\tO\tTrue\n",
      "linkki              \tO\tO\tTrue\n",
      ".                   \tO\tO\tTrue\n",
      "TVKaista            \tB-ORG\tB-ORG\tTrue\n",
      "Oy:n                \tI-ORG\tO\tFalse\n",
      "konkurssipesää      \tO\tO\tTrue\n",
      "hoitavan            \tO\tO\tTrue\n",
      "lakimiehen          \tO\tO\tTrue\n",
      "Heikki              \tB-PER\tB-PER\tTrue\n",
      "Aaltosen            \tI-PER\tI-PER\tTrue\n",
      "mukaan              \tO\tO\tTrue\n",
      "tvkaista.fi-osoite  \tO\tO\tTrue\n",
      "on                  \tO\tO\tTrue\n",
      "suljettu            \tO\tO\tTrue\n",
      "hänen               \tO\tO\tTrue\n",
      "vaatimuksestaan     \tO\tO\tTrue\n"
     ]
    }
   ],
   "source": [
    "from itertools import islice\n",
    "\n",
    "\n",
    "word_seq = [w.form for s in devel_data for w in s]\n",
    "gold_seq = [y for s in devel_y for y in s]\n",
    "pred_seq = [y for s in pred_y for y in s]\n",
    "\n",
    "for word, gold, pred in islice(zip(word_seq, gold_seq, pred_seq), 500, 530):\n",
    "    print('{:20s}\\t{}\\t{}\\t{}'.format(word, gold, pred, pred==gold))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember this?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_barh([c for t, c in tag_count], index=[t for t, c in tag_count]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'O' tags: 11924/13564 (87.91%)\n"
     ]
    }
   ],
   "source": [
    "O_count = len([t for t in gold_seq if t == 'O'])\n",
    "total_count = len(gold_seq)\n",
    "print(\"'O' tags: {}/{} ({:.2%})\".format(O_count, total_count, O_count/total_count))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to the frequency of the `O` tag in the data, it's trivial to achieve high accuracy: just always predict `O`.\n",
    "\n",
    "To get a better picture of what's going on, look at metrics for tags other than `O`. (The \"out\" class `O` is understood as negative.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       B-ORG       0.65      0.79      0.71       544\n",
      "       B-PER       0.75      0.55      0.64       185\n",
      "       I-PER       0.70      0.86      0.78        94\n",
      "       B-LOC       0.87      0.64      0.74       268\n",
      "      B-DATE       0.93      0.51      0.66        51\n",
      "       B-PRO       0.78      0.32      0.46       173\n",
      "       I-ORG       0.71      0.54      0.62       185\n",
      "      I-DATE       1.00      0.59      0.74        34\n",
      "       I-PRO       0.38      0.46      0.42        82\n",
      "     B-EVENT       0.00      0.00      0.00         2\n",
      "     I-EVENT       0.00      0.00      0.00         2\n",
      "       I-LOC       0.75      0.30      0.43        20\n",
      "\n",
      "   micro avg       0.70      0.63      0.66      1640\n",
      "   macro avg       0.63      0.46      0.51      1640\n",
      "weighted avg       0.72      0.63      0.65      1640\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/smp/.local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n"
     ]
    }
   ],
   "source": [
    "from sklearn_crfsuite.metrics import flat_f1_score as f1_score\n",
    "from sklearn_crfsuite.metrics import flat_classification_report as classification_report\n",
    "\n",
    "\n",
    "exclude_O = [t for t in crf.classes_ if t != 'O']\n",
    "\n",
    "print(classification_report(devel_y, pred_y, labels=exclude_O))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(That's pretty bad.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis\n",
    "\n",
    "What did the CRF learn?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    \n",
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       "    \n",
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       "    \n",
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       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=O\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-DATE\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-DATE\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-EVENT\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-EVENT\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-LOC\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-LOC\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-ORG\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-ORG\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-PER\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-PER\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-PRO\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-PRO\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "            </tr>\n",
       "            <tr>\n",
       "                \n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +6.487\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:VERB\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +6.121\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:AUX\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +6.081\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADV\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +6.064\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.754\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PRON\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.674\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PUNCT\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.132\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:CCONJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.806\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:SCONJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.277\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.048\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:.\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.671\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:internetin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.656\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NUM\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.133\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.006\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.985\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.849\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Windows\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.758\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:dollarilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.635\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:ei-IFRS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.469\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:internetissä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.393\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.381\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Internetin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.335\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:INTJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.155\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:network\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.139\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.121\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:X\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.059\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:miljoonaa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.057\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:a\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.05%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 37849 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.69%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 267 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.176\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.197\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2014\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.517\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.599\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:joulukuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.470\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:huhtikuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.448\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:marraskuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:maaliskuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.996\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:tammikuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.965\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:lokakuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.805\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:syyskuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.724\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:toukokuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.521\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:maaliskuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.494\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:tammikuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.231\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kesäkuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.108\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:helmikuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.968\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:elokuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.877\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:loka-joulukuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.696\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:loka–joulukuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.650\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kesäkuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.463\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:marraskuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.416\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:helmikuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.132\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:vuonna\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.077\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:huhtikuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:heinäkuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.728\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:joulukuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.689\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:toukokuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.685\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Joulukuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.422\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Marraskuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.396\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:vuoden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.328\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:loka-joulukuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.244\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:loka–joulukuun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.128\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NUM\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.127\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Lokakuussa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.84%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 151 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.149\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:tammikuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.720\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:helmikuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.418\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:joulukuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:huhtikuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.125\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:maaliskuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.839\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NUM\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.543\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2011\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.415\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2016\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.407\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:toukokuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.348\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2010\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.184\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2018\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.149\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2009\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.937\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2001\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.871\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:marraskuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.859\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2017\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.680\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:aikana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.637\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2013\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.632\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2012\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.546\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:päivän\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.523\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:päivään\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.478\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:välillä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.433\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2020\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.430\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:heinäkuuta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.368\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2007\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.343\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2015\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.339\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2008\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.338\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.310\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2004\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.260\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:–\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.157\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:päivänä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.02%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 63 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 3 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.627\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:CES-messuilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.321\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:MWC-messuilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.253\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Mobile\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.961\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Build-konferenssin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.658\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.318\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Chaos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.088\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.982\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:MWC-messut\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.982\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:CES-messujen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.980\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:IFA-messujen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.978\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:TrustyConissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.960\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:CES\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.959\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Krimin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.932\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Build\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.724\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:VERB\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:CES-tapahtumassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Slush-tapahtumassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:F8-tapahtumassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:9/11\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:9/11:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:9/11-iskuja\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:MWC-tapahtumassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:WWDC-tilaisuudessaan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:WWDC-kehittäjätapaaminen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:RSA-konferenssiin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:ISPO-messujen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Build-konferenssissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:WWDC-kehittäjätapaamisessaan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:IFA-messuilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.490\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:EFF:lle\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 25 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.174\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-tapahtumassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.955\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:World\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.295\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Congress\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.294\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-messuilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.977\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:I/O:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.966\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kriisin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.959\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-tilaisuudessa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.928\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-konferenssin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.906\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Conference\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.883\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2015\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.856\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:2014\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.814\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NUM\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.810\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.722\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Congressin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:I/O-tapahtuman\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.490\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Conferencen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.489\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-kehittäjäkonferenssin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.489\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:I/O\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.489\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:hallitapahtuma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.487\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Sachs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.485\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Party\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.483\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-niminen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.482\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-tietoturvatapahtumassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.479\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Show&#x27;ssa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.478\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Congressissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.476\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cyber\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.476\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Communication\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.476\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Show\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.474\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:cogress\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.472\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:communication\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.80%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 26 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 2 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.582\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yhdysvaltoihin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.326\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yhdysvalloissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.277\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Suomessa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.811\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yhdysvaltain\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.744\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kiinassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.558\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Suomen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.434\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kiinan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.343\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.097\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Piilaakson\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.036\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Pohjois-Korea\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.801\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:San\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.765\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Suomeen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.729\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Ranskan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.727\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kiina\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.693\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yhdysvallat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.685\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kaliforniassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.642\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Britanniassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.638\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Euroopassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.626\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Pohjois-Korean\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.579\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Euroopan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.537\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Intiassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.532\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Venäjällä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.449\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:New\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.448\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Venäjän\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.414\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Suomi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.367\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Britannian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.244\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Saksassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.222\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Ruotsissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.209\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Las\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.199\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:USA:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 470 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 2 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.265\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Franciscossa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.199\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Franciscon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.080\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Vegasissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.772\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yorkissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.567\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cityn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.376\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.231\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cityssä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.231\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Hotel\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.142\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yorkin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.983\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:talossa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.975\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Amerikassa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.922\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:talon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.921\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Angelesin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.872\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Vegasin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.870\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Convention\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.785\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Opryland\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.728\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jerseyssä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:eteläisen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:rauhan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:aukion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:hotelli\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kansantasavalta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:T3-terminaalissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Amerikasta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Amerikkaa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kääpiöplaneettaa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.489\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:demokraattinen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.489\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:prefektuurissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.489\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:metroasemalla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.73%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 44 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.52%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.766\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.673\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jolla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +5.045\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kyberturvallisuuskeskus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.705\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Viestintäviraston\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.034\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Microsoftin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.823\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.806\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Sprintin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.722\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Applen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.701\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Nokian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.689\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Googlen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.651\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:OP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.534\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Samsungin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.402\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kyberturvallisuuskeskuksen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.305\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Digitodaylle\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.264\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Microsoft\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.217\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Viestintävirasto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.990\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:NY\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.949\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:F-Securen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.948\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:NSA:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.919\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Lenovon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.910\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:S-ryhmän\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.888\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Microsoftille\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.832\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Samsung\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.806\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.806\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Sonyn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.784\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Apple\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.650\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:NSA\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.606\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Nokia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.587\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:The\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.537\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:AT&amp;T\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.490\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Elisan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.77%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1768 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 38 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.812\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Times\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.688\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:poliisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.264\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Timesin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.195\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:hallituksen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.128\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Telecom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.123\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:yliopiston\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.058\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:poliisin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.909\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Squadin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.759\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:hallitus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.735\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-lehti\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.707\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Street\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.689\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:unionin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.685\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Journal\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.676\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Verge\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.673\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kongressin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.659\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Post\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.636\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:News\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.610\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Squad\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.589\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Researchin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.582\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Picturesin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.572\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Airlinesin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.570\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:avaruushallinto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.556\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Postin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.551\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Securityn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.498\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-hakkeriryhmä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.485\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-yhtiön\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.471\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kuluttajavirasto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.465\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:VR\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.464\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:tiedusteluvirasto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.463\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Sanomien\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.95%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 731 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 19 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.177\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Yliruusi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.955\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Snowdenin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.818\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Snowden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.795\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Hyppönen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.689\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Musk\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.633\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Elop\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.570\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Eichin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.559\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Eich\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.432\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Obaman\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.326\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Edward\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.242\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.180\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Muskin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.175\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Knuutinen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.113\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Gates\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Brian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.065\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Zuckerberg\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.048\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Krebsin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.013\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Steve\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.012\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Steiber\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.981\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Obama\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.961\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Elon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.907\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:John\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.883\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Kim\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.855\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Brendan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.855\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Krebs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.855\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Hyppösen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.843\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Chris\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.831\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Mark\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.782\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Forss\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.91%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 777 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 4 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.105\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.734\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.583\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Muskin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.475\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Ryan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.207\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Snowdenin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Ryanin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.110\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Gates\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.988\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Hyppönen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.985\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Krebs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.980\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Musk\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.978\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.978\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Suri\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.951\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Spectrum\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.919\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cord\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.913\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Wood\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.904\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jeronimo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.893\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Snowden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.890\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Obaman\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.877\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Erdogan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.867\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Forss\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.860\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cook\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.858\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Elop\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.854\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Castro\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.845\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Eich\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.842\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Zuckerberg\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.840\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Ethical\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.806\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Harlow\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.796\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Bezos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.39%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 621 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.09%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.136\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.420\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.892\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Windows\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.468\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Twitterissä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.156\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:iPhonen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.156\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Androidin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:iPhonea\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.007\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cortanan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.984\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Tor-verkon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.683\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:iPhone\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.642\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Windowsin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.613\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.519\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Android\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.517\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jolla-puhelimen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.482\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Flashin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.470\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Cortana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.451\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Galaxy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.427\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Firefoxin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.420\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:iOS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.416\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Lumia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.405\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Jolla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.377\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Lumioiden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.330\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Androidiin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.254\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Gmail\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.247\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Androidille\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.225\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Facebookissa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.208\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Twitterin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.203\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Opportunityn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.197\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Glassin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.182\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Lumiat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.163\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Firefox\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.162\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Xbox\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.73%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1677 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 20 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.169\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:X\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.596\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Galaxy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.503\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Glass\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Watchin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.266\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Glassin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.233\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Interview\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.047\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Payn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.014\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Watch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.938\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Play\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.792\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-käyttöjärjestelmää\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.712\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Lumia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.637\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-päivitys\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.608\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-puhelimen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.601\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:N1\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.540\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-tabletin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.528\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Playn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.507\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Store\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.450\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Storesta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.443\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Rift\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.440\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-pelin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.428\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:iPhone\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.411\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:8:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.408\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:10:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.402\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Wallet\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.374\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.351\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:-palvelun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.330\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:520\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.328\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Fit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.324\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:One\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.308\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:Playstä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.48%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1181 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 47 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import eli5\n",
    "\n",
    "from eli5.sklearn_crfsuite.explain_weights import sorted_for_ner\n",
    "\n",
    "\n",
    "eli5.show_weights(crf, targets=sorted_for_ner(crf.classes_), show=['targets'], top=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model is almost exclusively memorizing individual words. While this strategy might work for recognizing the names of months (for `DATE`), it will never scale to recognize people or organizations.\n",
    "\n",
    "(Then again, we didn't give the model much else to work off ... `upos:` features do appear where relevant.)\n",
    "\n",
    "Let's look at transitions weights, i.e. what the model learned about the probability of particular tags following other tags."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "<table class=\"eli5-transition-features\" style=\"margin-bottom: 0.5em;\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <td>From \\ To</td>\n",
       "            \n",
       "                <th>O</th>\n",
       "            \n",
       "                <th>B-DATE</th>\n",
       "            \n",
       "                <th>I-DATE</th>\n",
       "            \n",
       "                <th>B-EVENT</th>\n",
       "            \n",
       "                <th>I-EVENT</th>\n",
       "            \n",
       "                <th>B-LOC</th>\n",
       "            \n",
       "                <th>I-LOC</th>\n",
       "            \n",
       "                <th>B-ORG</th>\n",
       "            \n",
       "                <th>I-ORG</th>\n",
       "            \n",
       "                <th>B-PER</th>\n",
       "            \n",
       "                <th>I-PER</th>\n",
       "            \n",
       "                <th>B-PRO</th>\n",
       "            \n",
       "                <th>I-PRO</th>\n",
       "            \n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        \n",
       "            \n",
       "                <tr>\n",
       "                    <th>O</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 89.17%)\" title=\"O &rArr; O\">\n",
       "                            2.665\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.08%)\" title=\"O &rArr; B-DATE\">\n",
       "                            1.705\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.64%)\" title=\"O &rArr; I-DATE\">\n",
       "                            -1.843\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 93.12%)\" title=\"O &rArr; B-EVENT\">\n",
       "                            1.395\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.44%)\" title=\"O &rArr; I-EVENT\">\n",
       "                            -1.303\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 90.34%)\" title=\"O &rArr; B-LOC\">\n",
       "                            2.266\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.74%)\" title=\"O &rArr; I-LOC\">\n",
       "                            -1.22\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.12%)\" title=\"O &rArr; B-ORG\">\n",
       "                            1.694\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.85%)\" title=\"O &rArr; I-ORG\">\n",
       "                            -1.776\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.60%)\" title=\"O &rArr; B-PER\">\n",
       "                            1.548\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.49%)\" title=\"O &rArr; I-PER\">\n",
       "                            -1.581\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 90.62%)\" title=\"O &rArr; B-PRO\">\n",
       "                            2.173\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.52%)\" title=\"O &rArr; I-PRO\">\n",
       "                            -1.571\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-DATE</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.67%)\" title=\"B-DATE &rArr; O\">\n",
       "                            0.133\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.38%)\" title=\"B-DATE &rArr; B-DATE\">\n",
       "                            -0.557\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 82.57%)\" title=\"B-DATE &rArr; I-DATE\">\n",
       "                            5.264\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 95.04%)\" title=\"B-DATE &rArr; B-EVENT\">\n",
       "                            0.873\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.43%)\" title=\"B-DATE &rArr; I-EVENT\">\n",
       "                            -0.169\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.19%)\" title=\"B-DATE &rArr; B-LOC\">\n",
       "                            0.388\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.66%)\" title=\"B-DATE &rArr; I-LOC\">\n",
       "                            -0.135\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.85%)\" title=\"B-DATE &rArr; B-ORG\">\n",
       "                            -0.265\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.75%)\" title=\"B-DATE &rArr; I-ORG\">\n",
       "                            -0.282\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.32%)\" title=\"B-DATE &rArr; B-PER\">\n",
       "                            -1.06\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.11%)\" title=\"B-DATE &rArr; I-PER\">\n",
       "                            -0.221\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.48%)\" title=\"B-DATE &rArr; B-PRO\">\n",
       "                            -0.765\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.38%)\" title=\"B-DATE &rArr; I-PRO\">\n",
       "                            -0.351\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-DATE</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.43%)\" title=\"I-DATE &rArr; O\">\n",
       "                            -0.04\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.52%)\" title=\"I-DATE &rArr; B-DATE\">\n",
       "                            -1.28\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 84.76%)\" title=\"I-DATE &rArr; I-DATE\">\n",
       "                            4.346\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.07%)\" title=\"I-DATE &rArr; B-EVENT\">\n",
       "                            -0.226\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.68%)\" title=\"I-DATE &rArr; I-EVENT\">\n",
       "                            -0.132\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.61%)\" title=\"I-DATE &rArr; B-LOC\">\n",
       "                            -0.141\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.88%)\" title=\"I-DATE &rArr; I-LOC\">\n",
       "                            -0.105\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.68%)\" title=\"I-DATE &rArr; B-ORG\">\n",
       "                            -0.716\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.05%)\" title=\"I-DATE &rArr; I-ORG\">\n",
       "                            -0.23\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.11%)\" title=\"I-DATE &rArr; B-PER\">\n",
       "                            -0.855\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.46%)\" title=\"I-DATE &rArr; I-PER\">\n",
       "                            -0.165\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.31%)\" title=\"I-DATE &rArr; B-PRO\">\n",
       "                            -1.064\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.69%)\" title=\"I-DATE &rArr; I-PRO\">\n",
       "                            -0.293\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-EVENT</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.39%)\" title=\"B-EVENT &rArr; O\">\n",
       "                            -0.556\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.36%)\" title=\"B-EVENT &rArr; B-DATE\">\n",
       "                            -0.355\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.96%)\" title=\"B-EVENT &rArr; I-DATE\">\n",
       "                            -0.093\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.10%)\" title=\"B-EVENT &rArr; B-EVENT\">\n",
       "                            -0.077\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 83.20%)\" title=\"B-EVENT &rArr; I-EVENT\">\n",
       "                            4.992\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 95.55%)\" title=\"B-EVENT &rArr; B-LOC\">\n",
       "                            0.749\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.30%)\" title=\"B-EVENT &rArr; I-LOC\">\n",
       "                            -0.054\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.41%)\" title=\"B-EVENT &rArr; B-ORG\">\n",
       "                            -1.036\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.66%)\" title=\"B-EVENT &rArr; I-ORG\">\n",
       "                            -0.135\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.85%)\" title=\"B-EVENT &rArr; B-PER\">\n",
       "                            -0.922\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.86%)\" title=\"B-EVENT &rArr; I-PER\">\n",
       "                            -0.107\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.17%)\" title=\"B-EVENT &rArr; B-PRO\">\n",
       "                            -0.841\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.70%)\" title=\"B-EVENT &rArr; I-PRO\">\n",
       "                            -0.129\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-EVENT</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.05%)\" title=\"I-EVENT &rArr; O\">\n",
       "                            -0.872\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.18%)\" title=\"I-EVENT &rArr; B-DATE\">\n",
       "                            -0.066\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.17%)\" title=\"I-EVENT &rArr; I-DATE\">\n",
       "                            -0.068\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.13%)\" title=\"I-EVENT &rArr; B-EVENT\">\n",
       "                            -0.073\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 81.91%)\" title=\"I-EVENT &rArr; I-EVENT\">\n",
       "                            5.55\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.55%)\" title=\"I-EVENT &rArr; B-LOC\">\n",
       "                            0.32\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.30%)\" title=\"I-EVENT &rArr; I-LOC\">\n",
       "                            -0.054\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.46%)\" title=\"I-EVENT &rArr; B-ORG\">\n",
       "                            -1.297\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.73%)\" title=\"I-EVENT &rArr; I-ORG\">\n",
       "                            -0.124\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.84%)\" title=\"I-EVENT &rArr; B-PER\">\n",
       "                            -0.925\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.86%)\" title=\"I-EVENT &rArr; I-PER\">\n",
       "                            -0.106\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.35%)\" title=\"I-EVENT &rArr; B-PRO\">\n",
       "                            -0.563\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.71%)\" title=\"I-EVENT &rArr; I-PRO\">\n",
       "                            -0.127\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-LOC</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.06%)\" title=\"B-LOC &rArr; O\">\n",
       "                            0.413\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.03%)\" title=\"B-LOC &rArr; B-DATE\">\n",
       "                            -0.085\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.09%)\" title=\"B-LOC &rArr; I-DATE\">\n",
       "                            -0.622\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 93.28%)\" title=\"B-LOC &rArr; B-EVENT\">\n",
       "                            1.349\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.64%)\" title=\"B-LOC &rArr; I-EVENT\">\n",
       "                            -0.502\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 96.62%)\" title=\"B-LOC &rArr; B-LOC\">\n",
       "                            0.505\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 85.89%)\" title=\"B-LOC &rArr; I-LOC\">\n",
       "                            3.893\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.22%)\" title=\"B-LOC &rArr; B-ORG\">\n",
       "                            -1.087\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.44%)\" title=\"B-LOC &rArr; I-ORG\">\n",
       "                            -1.03\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 89.90%)\" title=\"B-LOC &rArr; B-PER\">\n",
       "                            -2.414\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.50%)\" title=\"B-LOC &rArr; I-PER\">\n",
       "                            -0.761\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.64%)\" title=\"B-LOC &rArr; B-PRO\">\n",
       "                            -1.248\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.21%)\" title=\"B-LOC &rArr; I-PRO\">\n",
       "                            -0.831\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-LOC</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.54%)\" title=\"I-LOC &rArr; O\">\n",
       "                            -0.524\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.64%)\" title=\"I-LOC &rArr; B-DATE\">\n",
       "                            0.302\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.58%)\" title=\"I-LOC &rArr; I-DATE\">\n",
       "                            -0.147\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 93.08%)\" title=\"I-LOC &rArr; B-EVENT\">\n",
       "                            1.406\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.64%)\" title=\"I-LOC &rArr; I-EVENT\">\n",
       "                            -0.138\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.19%)\" title=\"I-LOC &rArr; B-LOC\">\n",
       "                            0.207\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 85.50%)\" title=\"I-LOC &rArr; I-LOC\">\n",
       "                            4.045\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.24%)\" title=\"I-LOC &rArr; B-ORG\">\n",
       "                            -1.655\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.54%)\" title=\"I-LOC &rArr; I-ORG\">\n",
       "                            -0.321\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.46%)\" title=\"I-LOC &rArr; B-PER\">\n",
       "                            -1.298\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.12%)\" title=\"I-LOC &rArr; I-PER\">\n",
       "                            -0.218\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.92%)\" title=\"I-LOC &rArr; B-PRO\">\n",
       "                            -1.17\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.97%)\" title=\"I-LOC &rArr; I-PRO\">\n",
       "                            -0.244\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-ORG</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.39%)\" title=\"B-ORG &rArr; O\">\n",
       "                            1.611\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 96.91%)\" title=\"B-ORG &rArr; B-DATE\">\n",
       "                            0.445\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.97%)\" title=\"B-ORG &rArr; I-DATE\">\n",
       "                            -0.65\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.14%)\" title=\"B-ORG &rArr; B-EVENT\">\n",
       "                            -0.398\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.37%)\" title=\"B-ORG &rArr; I-EVENT\">\n",
       "                            -0.559\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.11%)\" title=\"B-ORG &rArr; B-LOC\">\n",
       "                            -0.076\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.35%)\" title=\"B-ORG &rArr; I-LOC\">\n",
       "                            -0.564\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.86%)\" title=\"B-ORG &rArr; B-ORG\">\n",
       "                            -1.186\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 82.53%)\" title=\"B-ORG &rArr; I-ORG\">\n",
       "                            5.281\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.78%)\" title=\"B-ORG &rArr; B-PER\">\n",
       "                            -0.471\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.00%)\" title=\"B-ORG &rArr; I-PER\">\n",
       "                            -0.884\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.74%)\" title=\"B-ORG &rArr; B-PRO\">\n",
       "                            0.951\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.32%)\" title=\"B-ORG &rArr; I-PRO\">\n",
       "                            -1.061\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-ORG</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 95.96%)\" title=\"I-ORG &rArr; O\">\n",
       "                            0.652\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.38%)\" title=\"I-ORG &rArr; B-DATE\">\n",
       "                            -0.351\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.18%)\" title=\"I-ORG &rArr; I-DATE\">\n",
       "                            -0.39\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.99%)\" title=\"I-ORG &rArr; B-EVENT\">\n",
       "                            -0.429\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.31%)\" title=\"I-ORG &rArr; I-EVENT\">\n",
       "                            -0.365\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.47%)\" title=\"I-ORG &rArr; B-LOC\">\n",
       "                            -0.767\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.36%)\" title=\"I-ORG &rArr; I-LOC\">\n",
       "                            -0.356\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.71%)\" title=\"I-ORG &rArr; B-ORG\">\n",
       "                            -0.709\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 82.81%)\" title=\"I-ORG &rArr; I-ORG\">\n",
       "                            5.16\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.98%)\" title=\"I-ORG &rArr; B-PER\">\n",
       "                            -1.436\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.18%)\" title=\"I-ORG &rArr; I-PER\">\n",
       "                            -0.603\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.93%)\" title=\"I-ORG &rArr; B-PRO\">\n",
       "                            -1.752\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.01%)\" title=\"I-ORG &rArr; I-PRO\">\n",
       "                            -0.64\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-PER</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 93.78%)\" title=\"B-PER &rArr; O\">\n",
       "                            1.209\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.76%)\" title=\"B-PER &rArr; B-DATE\">\n",
       "                            -0.698\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.02%)\" title=\"B-PER &rArr; I-DATE\">\n",
       "                            -0.236\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.90%)\" title=\"B-PER &rArr; B-EVENT\">\n",
       "                            -0.256\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.22%)\" title=\"B-PER &rArr; I-EVENT\">\n",
       "                            -0.202\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.91%)\" title=\"B-PER &rArr; B-LOC\">\n",
       "                            -1.171\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.08%)\" title=\"B-PER &rArr; I-LOC\">\n",
       "                            -0.225\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.42%)\" title=\"B-PER &rArr; B-ORG\">\n",
       "                            -1.601\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.76%)\" title=\"B-PER &rArr; I-ORG\">\n",
       "                            -0.475\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 90.84%)\" title=\"B-PER &rArr; B-PER\">\n",
       "                            -2.1\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.00%)\" title=\"B-PER &rArr; I-PER\">\n",
       "                            6.405\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.30%)\" title=\"B-PER &rArr; B-PRO\">\n",
       "                            -1.639\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.07%)\" title=\"B-PER &rArr; I-PRO\">\n",
       "                            -0.412\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-PER</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.97%)\" title=\"I-PER &rArr; O\">\n",
       "                            0.243\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.02%)\" title=\"I-PER &rArr; B-DATE\">\n",
       "                            -0.879\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.43%)\" title=\"I-PER &rArr; I-DATE\">\n",
       "                            -0.341\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.95%)\" title=\"I-PER &rArr; B-EVENT\">\n",
       "                            -0.437\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.26%)\" title=\"I-PER &rArr; I-EVENT\">\n",
       "                            -0.374\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.98%)\" title=\"I-PER &rArr; B-LOC\">\n",
       "                            -1.435\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.43%)\" title=\"I-PER &rArr; I-LOC\">\n",
       "                            -0.342\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.77%)\" title=\"I-PER &rArr; B-ORG\">\n",
       "                            -0.944\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.79%)\" title=\"I-PER &rArr; I-ORG\">\n",
       "                            -0.691\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 90.91%)\" title=\"I-PER &rArr; B-PER\">\n",
       "                            -2.076\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 86.79%)\" title=\"I-PER &rArr; I-PER\">\n",
       "                            3.541\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.17%)\" title=\"I-PER &rArr; B-PRO\">\n",
       "                            -1.679\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.05%)\" title=\"I-PER &rArr; I-PRO\">\n",
       "                            -0.631\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-PRO</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.86%)\" title=\"B-PRO &rArr; O\">\n",
       "                            1.469\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.26%)\" title=\"B-PRO &rArr; B-DATE\">\n",
       "                            0.195\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.75%)\" title=\"B-PRO &rArr; I-DATE\">\n",
       "                            -0.478\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.18%)\" title=\"B-PRO &rArr; B-EVENT\">\n",
       "                            -0.067\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.51%)\" title=\"B-PRO &rArr; I-EVENT\">\n",
       "                            -0.327\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.40%)\" title=\"B-PRO &rArr; B-LOC\">\n",
       "                            -0.786\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.34%)\" title=\"B-PRO &rArr; I-LOC\">\n",
       "                            -0.359\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.36%)\" title=\"B-PRO &rArr; B-ORG\">\n",
       "                            -1.619\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.94%)\" title=\"B-PRO &rArr; I-ORG\">\n",
       "                            -0.658\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.56%)\" title=\"B-PRO &rArr; B-PER\">\n",
       "                            -1.868\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.07%)\" title=\"B-PRO &rArr; I-PER\">\n",
       "                            -0.628\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.88%)\" title=\"B-PRO &rArr; B-PRO\">\n",
       "                            -0.104\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.41%)\" title=\"B-PRO &rArr; I-PRO\">\n",
       "                            6.218\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-PRO</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 95.37%)\" title=\"I-PRO &rArr; O\">\n",
       "                            0.793\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.48%)\" title=\"I-PRO &rArr; B-DATE\">\n",
       "                            -0.161\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.78%)\" title=\"I-PRO &rArr; I-DATE\">\n",
       "                            -0.471\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.98%)\" title=\"I-PRO &rArr; B-EVENT\">\n",
       "                            -0.43\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.35%)\" title=\"I-PRO &rArr; I-EVENT\">\n",
       "                            -0.358\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.28%)\" title=\"I-PRO &rArr; B-LOC\">\n",
       "                            -0.58\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.52%)\" title=\"I-PRO &rArr; I-LOC\">\n",
       "                            -0.324\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.82%)\" title=\"I-PRO &rArr; B-ORG\">\n",
       "                            -1.786\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.19%)\" title=\"I-PRO &rArr; I-ORG\">\n",
       "                            -0.601\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.53%)\" title=\"I-PRO &rArr; B-PER\">\n",
       "                            -1.876\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.52%)\" title=\"I-PRO &rArr; I-PER\">\n",
       "                            -0.528\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.92%)\" title=\"I-PRO &rArr; B-PRO\">\n",
       "                            -0.661\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.84%)\" title=\"I-PRO &rArr; I-PRO\">\n",
       "                            6.024\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "        \n",
       "    </tbody>\n",
       "</table>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eli5.show_weights(crf, targets=sorted_for_ner(crf.classes_), show=['transition_features'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model has (mostly) learned that\n",
    "\n",
    "* `B-` tags can follow `O`, but `I-` tags cannot (first row)\n",
    "* An `O` tag can follow any tag (first column)\n",
    "* Transitions from a `B-` tag to the corresponding `I-` tag are likely (e.g. `B-PER` -> `I-PER`) (diagonal)\n",
    "* Transitions from `B-` to `B-` are unlikely. (diagonal)\n",
    "\n",
    "This holds in the task setting and training data and should generalize to unseen data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Improvements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above minimal featurizer only looked at the word form and part-of-speech tag, but we have more information than that, particularly lemmas and morphological features (e.g. whether a word is plural).\n",
    "\n",
    "Also, recall that names such as `form:Maaliskuuta` are for humans only; for the machine learning method, this feature could equally well be called `f17465981`. The CRF *cannot know* e.g. that `form:Maaliskuuta` implies that the lowercased word is \"maaliskuuta\" or that the word has the prefix \"Maaliskuu\" and cannot infer such features; we have to tell it ourselves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'form': 'Halvemman',\n",
      "  'form.lower()': 'halvemman',\n",
      "  'form[-2:]': 'an',\n",
      "  'form[-3:]': 'man',\n",
      "  'form[:2]': 'Ha',\n",
      "  'form[:3]': 'Hal',\n",
      "  'lemma': 'halpa',\n",
      "  'lemma.lower()': 'halpa',\n",
      "  'morpho.Case': 'Gen',\n",
      "  'morpho.Degree': 'Cmp',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'upos': 'ADJ',\n",
      "  'xpos': 'A'},\n",
      " {'form': 'hintaluokan',\n",
      "  'form.lower()': 'hintaluokan',\n",
      "  'form[-2:]': 'an',\n",
      "  'form[-3:]': 'kan',\n",
      "  'form[:2]': 'hi',\n",
      "  'form[:3]': 'hin',\n",
      "  'lemma': 'hinta#luokka',\n",
      "  'lemma.lower()': 'hinta#luokka',\n",
      "  'morpho.Case': 'Gen',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'upos': 'NOUN',\n",
      "  'xpos': 'N'},\n",
      " {'form': 'älypuhelimista',\n",
      "  'form.lower()': 'älypuhelimista',\n",
      "  'form[-2:]': 'ta',\n",
      "  'form[-3:]': 'sta',\n",
      "  'form[:2]': 'äl',\n",
      "  'form[:3]': 'äly',\n",
      "  'lemma': 'äly#puhelin',\n",
      "  'lemma.lower()': 'äly#puhelin',\n",
      "  'morpho.Case': 'Ela',\n",
      "  'morpho.Number': 'Plur',\n",
      "  'upos': 'NOUN',\n",
      "  'xpos': 'N'},\n",
      " {'form': 'Nokia',\n",
      "  'form.lower()': 'nokia',\n",
      "  'form[-2:]': 'ia',\n",
      "  'form[-3:]': 'kia',\n",
      "  'form[:2]': 'No',\n",
      "  'form[:3]': 'Nok',\n",
      "  'lemma': 'Nokia',\n",
      "  'lemma.lower()': 'nokia',\n",
      "  'morpho.Case': 'Nom',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'upos': 'PROPN',\n",
      "  'xpos': 'N'},\n",
      " {'form': 'Lumia',\n",
      "  'form.lower()': 'lumia',\n",
      "  'form[-2:]': 'ia',\n",
      "  'form[-3:]': 'mia',\n",
      "  'form[:2]': 'Lu',\n",
      "  'form[:3]': 'Lum',\n",
      "  'lemma': 'Lumia',\n",
      "  'lemma.lower()': 'lumia',\n",
      "  'morpho.Case': 'Nom',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'upos': 'PROPN',\n",
      "  'xpos': 'N'},\n",
      " {'form': '520',\n",
      "  'form.lower()': '520',\n",
      "  'form[-2:]': '20',\n",
      "  'form[-3:]': '520',\n",
      "  'form[:2]': '52',\n",
      "  'form[:3]': '520',\n",
      "  'lemma': '520',\n",
      "  'lemma.lower()': '520',\n",
      "  'morpho.NumType': 'Card',\n",
      "  'upos': 'NUM',\n",
      "  'xpos': 'Num'},\n",
      " {'form': 'on',\n",
      "  'form.lower()': 'on',\n",
      "  'form[-2:]': 'on',\n",
      "  'form[-3:]': 'on',\n",
      "  'form[:2]': 'on',\n",
      "  'form[:3]': 'on',\n",
      "  'lemma': 'olla',\n",
      "  'lemma.lower()': 'olla',\n",
      "  'morpho.Mood': 'Ind',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'morpho.Person': '3',\n",
      "  'morpho.Tense': 'Pres',\n",
      "  'morpho.VerbForm': 'Fin',\n",
      "  'morpho.Voice': 'Act',\n",
      "  'upos': 'AUX',\n",
      "  'xpos': 'V'},\n",
      " {'form': 'menestynyt',\n",
      "  'form.lower()': 'menestynyt',\n",
      "  'form[-2:]': 'yt',\n",
      "  'form[-3:]': 'nyt',\n",
      "  'form[:2]': 'me',\n",
      "  'form[:3]': 'men',\n",
      "  'lemma': 'menestyä',\n",
      "  'lemma.lower()': 'menestyä',\n",
      "  'morpho.Case': 'Nom',\n",
      "  'morpho.Degree': 'Pos',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'morpho.PartForm': 'Past',\n",
      "  'morpho.VerbForm': 'Part',\n",
      "  'morpho.Voice': 'Act',\n",
      "  'upos': 'VERB',\n",
      "  'xpos': 'V'},\n",
      " {'form': 'hyvin',\n",
      "  'form.lower()': 'hyvin',\n",
      "  'form[-2:]': 'in',\n",
      "  'form[-3:]': 'vin',\n",
      "  'form[:2]': 'hy',\n",
      "  'form[:3]': 'hyv',\n",
      "  'lemma': 'hyvin',\n",
      "  'lemma.lower()': 'hyvin',\n",
      "  'morpho': '_',\n",
      "  'upos': 'ADV',\n",
      "  'xpos': 'Adv'},\n",
      " {'form': ',',\n",
      "  'form.lower()': ',',\n",
      "  'form[-2:]': ',',\n",
      "  'form[-3:]': ',',\n",
      "  'form[:2]': ',',\n",
      "  'form[:3]': ',',\n",
      "  'lemma': ',',\n",
      "  'lemma.lower()': ',',\n",
      "  'morpho': '_',\n",
      "  'upos': 'PUNCT',\n",
      "  'xpos': 'Punct'},\n",
      " {'form': 'Ihamuotila',\n",
      "  'form.lower()': 'ihamuotila',\n",
      "  'form[-2:]': 'la',\n",
      "  'form[-3:]': 'ila',\n",
      "  'form[:2]': 'Ih',\n",
      "  'form[:3]': 'Iha',\n",
      "  'lemma': 'Ihamuotila',\n",
      "  'lemma.lower()': 'ihamuotila',\n",
      "  'morpho.Case': 'Nom',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'upos': 'PROPN',\n",
      "  'xpos': 'N'},\n",
      " {'form': 'vahvisti',\n",
      "  'form.lower()': 'vahvisti',\n",
      "  'form[-2:]': 'ti',\n",
      "  'form[-3:]': 'sti',\n",
      "  'form[:2]': 'va',\n",
      "  'form[:3]': 'vah',\n",
      "  'lemma': 'vahvistaa',\n",
      "  'lemma.lower()': 'vahvistaa',\n",
      "  'morpho.Mood': 'Ind',\n",
      "  'morpho.Number': 'Sing',\n",
      "  'morpho.Person': '3',\n",
      "  'morpho.Tense': 'Past',\n",
      "  'morpho.VerbForm': 'Fin',\n",
      "  'morpho.Voice': 'Act',\n",
      "  'upos': 'VERB',\n",
      "  'xpos': 'V'},\n",
      " {'form': '.',\n",
      "  'form.lower()': '.',\n",
      "  'form[-2:]': '.',\n",
      "  'form[-3:]': '.',\n",
      "  'form[:2]': '.',\n",
      "  'form[:3]': '.',\n",
      "  'lemma': '.',\n",
      "  'lemma.lower()': '.',\n",
      "  'morpho': '_',\n",
      "  'upos': 'PUNCT',\n",
      "  'xpos': 'Punct'}]\n"
     ]
    }
   ],
   "source": [
    "def less_minimal_featurizer(sentence, idx):\n",
    "    word = sentence[idx]\n",
    "    features = {\n",
    "        'form': word.form,\n",
    "        'form.lower()': word.form.lower(),\n",
    "        'form[:2]': word.form[:2],\n",
    "        'form[:3]': word.form[:3],\n",
    "        'form[-2:]': word.form[-2:],\n",
    "        'form[-3:]': word.form[-3:],\n",
    "        'lemma': word.lemma,\n",
    "        'lemma.lower()': word.lemma.lower(),\n",
    "        'upos': word.upos,\n",
    "        'xpos': word.xpos,\n",
    "    }\n",
    "    # morpho is either empty (\"_\") or like this: \"Case=Nom|Number=Sing\"\n",
    "    if word.morpho == '_':\n",
    "        features['morpho'] = '_'\n",
    "    else:\n",
    "        for attr, val in [m.split('=') for m in word.morpho.split('|')]:\n",
    "            features['morpho.{}'.format(attr)] = val\n",
    "    return features\n",
    "\n",
    "\n",
    "train_x = [featurize_sentence(s, less_minimal_featurizer) for s in train_data]\n",
    "devel_x = [featurize_sentence(s, less_minimal_featurizer) for s in devel_data]\n",
    "test_x = [featurize_sentence(s, less_minimal_featurizer) for s in test_data]\n",
    "\n",
    "pretty_print(train_x[EXAMPLE_IDX])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Re-train and evaluate with the improved feature representation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 51.4 s, sys: 57.7 ms, total: 51.5 s\n",
      "Wall time: 51.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "crf = sklearn_crfsuite.CRF(all_possible_transitions=True)\n",
    "crf.fit(train_x, train_y)\n",
    "pred_y = crf.predict(devel_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       B-ORG       0.82      0.80      0.81       544\n",
      "       B-PER       0.88      0.77      0.82       185\n",
      "       I-PER       0.85      0.90      0.88        94\n",
      "       B-LOC       0.93      0.90      0.91       268\n",
      "      B-DATE       0.96      0.88      0.92        51\n",
      "       B-PRO       0.75      0.58      0.65       173\n",
      "       I-ORG       0.78      0.69      0.73       185\n",
      "      I-DATE       0.97      0.82      0.89        34\n",
      "       I-PRO       0.50      0.67      0.57        82\n",
      "     B-EVENT       0.00      0.00      0.00         2\n",
      "     I-EVENT       0.00      0.00      0.00         2\n",
      "       I-LOC       1.00      0.40      0.57        20\n",
      "\n",
      "   micro avg       0.82      0.77      0.80      1640\n",
      "   macro avg       0.70      0.62      0.65      1640\n",
      "weighted avg       0.83      0.77      0.79      1640\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/smp/.local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(devel_y, pred_y, labels=exclude_O))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Much better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "<table class=\"eli5-transition-features\" style=\"margin-bottom: 0.5em;\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <td>From \\ To</td>\n",
       "            \n",
       "                <th>O</th>\n",
       "            \n",
       "                <th>B-DATE</th>\n",
       "            \n",
       "                <th>I-DATE</th>\n",
       "            \n",
       "                <th>B-EVENT</th>\n",
       "            \n",
       "                <th>I-EVENT</th>\n",
       "            \n",
       "                <th>B-LOC</th>\n",
       "            \n",
       "                <th>I-LOC</th>\n",
       "            \n",
       "                <th>B-ORG</th>\n",
       "            \n",
       "                <th>I-ORG</th>\n",
       "            \n",
       "                <th>B-PER</th>\n",
       "            \n",
       "                <th>I-PER</th>\n",
       "            \n",
       "                <th>B-PRO</th>\n",
       "            \n",
       "                <th>I-PRO</th>\n",
       "            \n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        \n",
       "            \n",
       "                <tr>\n",
       "                    <th>O</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.21%)\" title=\"O &rArr; O\">\n",
       "                            1.08\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 93.08%)\" title=\"O &rArr; B-DATE\">\n",
       "                            1.392\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 89.67%)\" title=\"O &rArr; I-DATE\">\n",
       "                            -2.468\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.03%)\" title=\"O &rArr; B-EVENT\">\n",
       "                            1.129\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.28%)\" title=\"O &rArr; I-EVENT\">\n",
       "                            -1.335\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 91.58%)\" title=\"O &rArr; B-LOC\">\n",
       "                            1.844\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.59%)\" title=\"O &rArr; I-LOC\">\n",
       "                            -1.249\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 93.17%)\" title=\"O &rArr; B-ORG\">\n",
       "                            1.367\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.70%)\" title=\"O &rArr; I-ORG\">\n",
       "                            -1.806\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.13%)\" title=\"O &rArr; B-PER\">\n",
       "                            1.102\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.20%)\" title=\"O &rArr; I-PER\">\n",
       "                            -1.652\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 91.73%)\" title=\"O &rArr; B-PRO\">\n",
       "                            1.797\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.15%)\" title=\"O &rArr; I-PRO\">\n",
       "                            -1.668\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-DATE</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.85%)\" title=\"B-DATE &rArr; O\">\n",
       "                            -1.177\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.59%)\" title=\"B-DATE &rArr; B-DATE\">\n",
       "                            -0.732\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 85.48%)\" title=\"B-DATE &rArr; I-DATE\">\n",
       "                            4.015\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 96.14%)\" title=\"B-DATE &rArr; B-EVENT\">\n",
       "                            0.605\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.88%)\" title=\"B-DATE &rArr; I-EVENT\">\n",
       "                            -0.103\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.36%)\" title=\"B-DATE &rArr; B-LOC\">\n",
       "                            -0.046\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.89%)\" title=\"B-DATE &rArr; I-LOC\">\n",
       "                            -0.102\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.30%)\" title=\"B-DATE &rArr; B-ORG\">\n",
       "                            -0.187\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.53%)\" title=\"B-DATE &rArr; I-ORG\">\n",
       "                            -0.153\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.36%)\" title=\"B-DATE &rArr; B-PER\">\n",
       "                            -0.556\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.28%)\" title=\"B-DATE &rArr; I-PER\">\n",
       "                            -0.19\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.20%)\" title=\"B-DATE &rArr; B-PRO\">\n",
       "                            -0.826\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.81%)\" title=\"B-DATE &rArr; I-PRO\">\n",
       "                            -0.268\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-DATE</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.39%)\" title=\"I-DATE &rArr; O\">\n",
       "                            -1.031\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.67%)\" title=\"I-DATE &rArr; B-DATE\">\n",
       "                            -1.512\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 84.04%)\" title=\"I-DATE &rArr; I-DATE\">\n",
       "                            4.594\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.21%)\" title=\"I-DATE &rArr; B-EVENT\">\n",
       "                            -0.063\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.32%)\" title=\"I-DATE &rArr; I-EVENT\">\n",
       "                            -0.051\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.60%)\" title=\"I-DATE &rArr; B-LOC\">\n",
       "                            -0.142\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.34%)\" title=\"I-DATE &rArr; I-LOC\">\n",
       "                            -0.048\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.08%)\" title=\"I-DATE &rArr; B-ORG\">\n",
       "                            -0.223\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.34%)\" title=\"I-DATE &rArr; I-ORG\">\n",
       "                            -0.049\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.18%)\" title=\"I-DATE &rArr; B-PER\">\n",
       "                            -0.206\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.38%)\" title=\"I-DATE &rArr; I-PER\">\n",
       "                            -0.044\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.67%)\" title=\"I-DATE &rArr; B-PRO\">\n",
       "                            -0.49\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.82%)\" title=\"I-DATE &rArr; I-PRO\">\n",
       "                            -0.112\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-EVENT</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.02%)\" title=\"B-EVENT &rArr; O\">\n",
       "                            -1.708\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.41%)\" title=\"B-EVENT &rArr; B-DATE\">\n",
       "                            -0.17\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.67%)\" title=\"B-EVENT &rArr; I-DATE\">\n",
       "                            -0.133\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.34%)\" title=\"B-EVENT &rArr; B-EVENT\">\n",
       "                            -0.049\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 85.12%)\" title=\"B-EVENT &rArr; I-EVENT\">\n",
       "                            4.159\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 96.81%)\" title=\"B-EVENT &rArr; B-LOC\">\n",
       "                            0.461\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.36%)\" title=\"B-EVENT &rArr; I-LOC\">\n",
       "                            -0.047\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.97%)\" title=\"B-EVENT &rArr; B-ORG\">\n",
       "                            -0.644\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.04%)\" title=\"B-EVENT &rArr; I-ORG\">\n",
       "                            -0.083\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.41%)\" title=\"B-EVENT &rArr; B-PER\">\n",
       "                            -0.545\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.35%)\" title=\"B-EVENT &rArr; I-PER\">\n",
       "                            -0.048\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.54%)\" title=\"B-EVENT &rArr; B-PRO\">\n",
       "                            -0.516\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.02%)\" title=\"B-EVENT &rArr; I-PRO\">\n",
       "                            -0.085\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-EVENT</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.06%)\" title=\"I-EVENT &rArr; O\">\n",
       "                            -2.009\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.80%)\" title=\"I-EVENT &rArr; B-DATE\">\n",
       "                            -0.114\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.41%)\" title=\"I-EVENT &rArr; I-DATE\">\n",
       "                            -0.042\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.84%)\" title=\"I-EVENT &rArr; B-EVENT\">\n",
       "                            -0.109\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 83.84%)\" title=\"I-EVENT &rArr; I-EVENT\">\n",
       "                            4.678\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.55%)\" title=\"I-EVENT &rArr; B-LOC\">\n",
       "                            0.149\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.10%)\" title=\"I-EVENT &rArr; I-LOC\">\n",
       "                            -0.076\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.65%)\" title=\"I-EVENT &rArr; B-ORG\">\n",
       "                            -0.718\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.21%)\" title=\"I-EVENT &rArr; I-ORG\">\n",
       "                            -0.063\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.94%)\" title=\"I-EVENT &rArr; B-PER\">\n",
       "                            -0.433\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.46%)\" title=\"I-EVENT &rArr; I-PER\">\n",
       "                            -0.036\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.20%)\" title=\"I-EVENT &rArr; B-PRO\">\n",
       "                            -0.383\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.16%)\" title=\"I-EVENT &rArr; I-PRO\">\n",
       "                            -0.069\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-LOC</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.43%)\" title=\"B-LOC &rArr; O\">\n",
       "                            -0.771\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.28%)\" title=\"B-LOC &rArr; B-DATE\">\n",
       "                            -0.055\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.40%)\" title=\"B-LOC &rArr; I-DATE\">\n",
       "                            -0.344\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.35%)\" title=\"B-LOC &rArr; B-EVENT\">\n",
       "                            1.041\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.32%)\" title=\"B-LOC &rArr; I-EVENT\">\n",
       "                            -0.36\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.05%)\" title=\"B-LOC &rArr; B-LOC\">\n",
       "                            1.122\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 86.37%)\" title=\"B-LOC &rArr; I-LOC\">\n",
       "                            3.667\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.26%)\" title=\"B-LOC &rArr; B-ORG\">\n",
       "                            -0.579\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.88%)\" title=\"B-LOC &rArr; I-ORG\">\n",
       "                            -1.168\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.39%)\" title=\"B-LOC &rArr; B-PER\">\n",
       "                            -1.596\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.50%)\" title=\"B-LOC &rArr; I-PER\">\n",
       "                            -0.324\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.87%)\" title=\"B-LOC &rArr; B-PRO\">\n",
       "                            -0.667\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.97%)\" title=\"B-LOC &rArr; I-PRO\">\n",
       "                            -0.427\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-LOC</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.67%)\" title=\"I-LOC &rArr; O\">\n",
       "                            -1.513\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.69%)\" title=\"I-LOC &rArr; B-DATE\">\n",
       "                            0.129\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.91%)\" title=\"I-LOC &rArr; I-DATE\">\n",
       "                            -0.252\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 96.38%)\" title=\"I-LOC &rArr; B-EVENT\">\n",
       "                            0.551\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.16%)\" title=\"I-LOC &rArr; I-EVENT\">\n",
       "                            -0.21\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.53%)\" title=\"I-LOC &rArr; B-LOC\">\n",
       "                            0.319\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 86.38%)\" title=\"I-LOC &rArr; I-LOC\">\n",
       "                            3.663\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.49%)\" title=\"I-LOC &rArr; B-ORG\">\n",
       "                            -1.007\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.63%)\" title=\"I-LOC &rArr; I-ORG\">\n",
       "                            -0.302\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.16%)\" title=\"I-LOC &rArr; B-PER\">\n",
       "                            -0.601\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.10%)\" title=\"I-LOC &rArr; I-PER\">\n",
       "                            -0.076\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.23%)\" title=\"I-LOC &rArr; B-PRO\">\n",
       "                            -0.586\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.90%)\" title=\"I-LOC &rArr; I-PRO\">\n",
       "                            -0.101\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-ORG</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.22%)\" title=\"B-ORG &rArr; O\">\n",
       "                            -0.062\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.50%)\" title=\"B-ORG &rArr; B-DATE\">\n",
       "                            0.325\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.22%)\" title=\"B-ORG &rArr; I-DATE\">\n",
       "                            -0.586\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.93%)\" title=\"B-ORG &rArr; B-EVENT\">\n",
       "                            -0.248\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.75%)\" title=\"B-ORG &rArr; I-EVENT\">\n",
       "                            -0.694\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.68%)\" title=\"B-ORG &rArr; B-LOC\">\n",
       "                            0.13\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.22%)\" title=\"B-ORG &rArr; I-LOC\">\n",
       "                            -0.586\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.09%)\" title=\"B-ORG &rArr; B-ORG\">\n",
       "                            -1.113\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 82.19%)\" title=\"B-ORG &rArr; I-ORG\">\n",
       "                            5.376\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.43%)\" title=\"B-ORG &rArr; B-PER\">\n",
       "                            -0.542\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.57%)\" title=\"B-ORG &rArr; I-PER\">\n",
       "                            -0.737\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.30%)\" title=\"B-ORG &rArr; B-PRO\">\n",
       "                            0.363\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.69%)\" title=\"B-ORG &rArr; I-PRO\">\n",
       "                            -1.506\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-ORG</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.61%)\" title=\"I-ORG &rArr; O\">\n",
       "                            -0.726\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.09%)\" title=\"I-ORG &rArr; B-DATE\">\n",
       "                            -0.221\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.81%)\" title=\"I-ORG &rArr; I-DATE\">\n",
       "                            -0.27\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.03%)\" title=\"I-ORG &rArr; B-EVENT\">\n",
       "                            -0.232\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.43%)\" title=\"I-ORG &rArr; I-EVENT\">\n",
       "                            -0.339\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.91%)\" title=\"I-ORG &rArr; B-LOC\">\n",
       "                            -0.252\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.57%)\" title=\"I-ORG &rArr; I-LOC\">\n",
       "                            -0.313\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.21%)\" title=\"I-ORG &rArr; B-ORG\">\n",
       "                            -0.38\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 81.80%)\" title=\"I-ORG &rArr; I-ORG\">\n",
       "                            5.543\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.46%)\" title=\"I-ORG &rArr; B-PER\">\n",
       "                            -1.014\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.20%)\" title=\"I-ORG &rArr; I-PER\">\n",
       "                            -0.382\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.57%)\" title=\"I-ORG &rArr; B-PRO\">\n",
       "                            -1.254\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.23%)\" title=\"I-ORG &rArr; I-PRO\">\n",
       "                            -0.584\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-PER</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.61%)\" title=\"B-PER &rArr; O\">\n",
       "                            -0.14\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.64%)\" title=\"B-PER &rArr; B-DATE\">\n",
       "                            -0.3\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.57%)\" title=\"B-PER &rArr; I-DATE\">\n",
       "                            -0.147\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.54%)\" title=\"B-PER &rArr; B-EVENT\">\n",
       "                            -0.15\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.16%)\" title=\"B-PER &rArr; I-EVENT\">\n",
       "                            -0.21\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.86%)\" title=\"B-PER &rArr; B-LOC\">\n",
       "                            -0.668\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.08%)\" title=\"B-PER &rArr; I-LOC\">\n",
       "                            -0.223\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.30%)\" title=\"B-PER &rArr; B-ORG\">\n",
       "                            -1.055\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.81%)\" title=\"B-PER &rArr; I-ORG\">\n",
       "                            -0.46\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 89.61%)\" title=\"B-PER &rArr; B-PER\">\n",
       "                            -2.489\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.00%)\" title=\"B-PER &rArr; I-PER\">\n",
       "                            6.343\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.72%)\" title=\"B-PER &rArr; B-PRO\">\n",
       "                            -1.211\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.53%)\" title=\"B-PER &rArr; I-PRO\">\n",
       "                            -0.32\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-PER</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.82%)\" title=\"I-PER &rArr; O\">\n",
       "                            -0.921\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.80%)\" title=\"I-PER &rArr; B-DATE\">\n",
       "                            -0.27\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.68%)\" title=\"I-PER &rArr; I-DATE\">\n",
       "                            -0.13\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.29%)\" title=\"I-PER &rArr; B-EVENT\">\n",
       "                            -0.189\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.96%)\" title=\"I-PER &rArr; I-EVENT\">\n",
       "                            -0.244\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.77%)\" title=\"I-PER &rArr; B-LOC\">\n",
       "                            -0.688\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.17%)\" title=\"I-PER &rArr; I-LOC\">\n",
       "                            -0.208\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.10%)\" title=\"I-PER &rArr; B-ORG\">\n",
       "                            -0.403\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.74%)\" title=\"I-PER &rArr; I-ORG\">\n",
       "                            -0.475\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.04%)\" title=\"I-PER &rArr; B-PER\">\n",
       "                            -1.701\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 85.61%)\" title=\"I-PER &rArr; I-PER\">\n",
       "                            3.964\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.59%)\" title=\"I-PER &rArr; B-PRO\">\n",
       "                            -0.979\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.11%)\" title=\"I-PER &rArr; I-PRO\">\n",
       "                            -0.4\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-PRO</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.86%)\" title=\"B-PRO &rArr; O\">\n",
       "                            -0.005\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.61%)\" title=\"B-PRO &rArr; B-DATE\">\n",
       "                            0.141\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.62%)\" title=\"B-PRO &rArr; I-DATE\">\n",
       "                            -0.302\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.45%)\" title=\"B-PRO &rArr; B-EVENT\">\n",
       "                            0.037\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.89%)\" title=\"B-PRO &rArr; I-EVENT\">\n",
       "                            -0.255\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.25%)\" title=\"B-PRO &rArr; B-LOC\">\n",
       "                            -0.373\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.88%)\" title=\"B-PRO &rArr; I-LOC\">\n",
       "                            -0.258\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.06%)\" title=\"B-PRO &rArr; B-ORG\">\n",
       "                            -1.118\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.77%)\" title=\"B-PRO &rArr; I-ORG\">\n",
       "                            -0.469\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.08%)\" title=\"B-PRO &rArr; B-PER\">\n",
       "                            -1.393\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.27%)\" title=\"B-PRO &rArr; I-PER\">\n",
       "                            -0.369\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.17%)\" title=\"B-PRO &rArr; B-PRO\">\n",
       "                            0.208\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.06%)\" title=\"B-PRO &rArr; I-PRO\">\n",
       "                            6.317\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-PRO</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.83%)\" title=\"I-PRO &rArr; O\">\n",
       "                            -0.676\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.90%)\" title=\"I-PRO &rArr; B-DATE\">\n",
       "                            -0.101\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.78%)\" title=\"I-PRO &rArr; I-DATE\">\n",
       "                            -0.467\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.92%)\" title=\"I-PRO &rArr; B-EVENT\">\n",
       "                            -0.251\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.91%)\" title=\"I-PRO &rArr; I-EVENT\">\n",
       "                            -0.252\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.54%)\" title=\"I-PRO &rArr; B-LOC\">\n",
       "                            -0.318\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.91%)\" title=\"I-PRO &rArr; I-LOC\">\n",
       "                            -0.252\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.19%)\" title=\"I-PRO &rArr; B-ORG\">\n",
       "                            -1.085\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.04%)\" title=\"I-PRO &rArr; I-ORG\">\n",
       "                            -0.414\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.33%)\" title=\"I-PRO &rArr; B-PER\">\n",
       "                            -1.047\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.57%)\" title=\"I-PRO &rArr; I-PER\">\n",
       "                            -0.312\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.74%)\" title=\"I-PRO &rArr; B-PRO\">\n",
       "                            -0.475\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.51%)\" title=\"I-PRO &rArr; I-PRO\">\n",
       "                            6.112\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "        \n",
       "    </tbody>\n",
       "</table>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "    \n",
       "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
       "            <tr>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=O\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-DATE\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-DATE\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-EVENT\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-EVENT\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-LOC\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-LOC\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-ORG\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-ORG\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-PER\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-PER\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-PRO\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-PRO\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "            </tr>\n",
       "            <tr>\n",
       "                \n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.887\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.NumType:Card\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.663\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:Adv\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.610\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:Punct\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.530\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PRON\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.483\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho:_\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.453\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADV\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.451\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.434\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:va\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.415\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:Pron\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.352\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ti\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.337\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:tu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.322\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:C\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.317\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:la\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.314\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:pa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.296\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:Adp\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.261\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ko\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.196\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.179\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:V\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.156\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:mi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.116\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.077\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:mu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.064\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:te\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.060\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PUNCT\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.047\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:so\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.043\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ki\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.042\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:sa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.990\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:su\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.986\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ku\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.979\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.65%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 110972 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.51%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 2236 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.005\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:tam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.017\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:tam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.928\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:Num\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.650\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.628\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:un\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.627\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():maaliskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.627\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:maaliskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.621\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.618\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:uun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.610\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:lok\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.603\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():kesäkuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.603\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:kesäkuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.552\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.472\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():marraskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.472\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:marraskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.428\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():syyskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.428\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:syyskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.392\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():huhtikuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.392\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:huhtikuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:vuosi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():vuosi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.375\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:huh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.357\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():elokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.357\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:elokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.353\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:hei\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.326\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:syy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.243\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.239\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:joulukuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.239\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():joulukuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.227\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:toukokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.227\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():toukokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.01%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 634 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 81 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.384\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:20\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.206\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:uta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.483\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:201\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.203\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:200\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.189\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:19\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.154\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.101\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():päivä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.101\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:päivä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.891\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Par\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.852\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:päi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.829\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:pä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.809\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():maaliskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.809\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:maaliskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.807\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:Num\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.775\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:ta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.775\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ai\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.767\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Ess\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.760\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:199\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.744\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.700\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:maa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.695\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:uun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.631\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:lok\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.608\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:aikana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.608\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form.lower():aikana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.606\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:tammikuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.606\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():tammikuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.589\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:202\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.587\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:aik\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.44%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 493 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.65%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 40 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.829\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.849\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:N\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.014\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:CES\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.985\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:CE\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.904\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:MWC\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.901\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:MW\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.239\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:9/1\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.239\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:9/\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.155\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:WWD\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.155\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:WW\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.128\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Bui\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.120\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Tr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.048\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:jen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.036\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Bu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.952\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():build#konferenssi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.952\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Build#konferenssi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.948\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Ine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.948\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:RSA\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.948\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:RS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.943\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:CES#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.943\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():ces#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.854\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.847\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:IF\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.847\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:IFA\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.847\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:IFA#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.847\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():ifa#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.838\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:le\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.826\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:TrustyCon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.826\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():trustycon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.797\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:9/11\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.797\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():9/11\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.784\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Tru\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.97%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 279 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 7 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:I/O\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:I/\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.900\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Con\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.804\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-t\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.800\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Co\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.774\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:sin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.665\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():i/o\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.665\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:I/O\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.524\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-k\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.509\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():conference\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.509\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Conference\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.505\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form.lower():i/o:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.505\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:I/O:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.498\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:O:n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.471\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:-me\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.467\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():messut\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.467\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:messut\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.463\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-m\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.451\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:-ti\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.438\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:I/O#tapahtuma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.438\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:I/O-tapahtuman\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.438\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form.lower():i/o-tapahtuman\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.438\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():i/o#tapahtuma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.435\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form.lower():kriisin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.435\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form:kriisin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.435\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:kriisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.435\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():kriisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.433\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:kri\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.432\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:kr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.419\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Abbr:Yes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 330 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 3 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.788\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Yh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.631\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Suo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.630\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Poh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.598\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():suomi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.555\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Yhd\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.546\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Ven\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.460\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.414\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Eur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.414\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Eu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.402\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.372\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:La\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.329\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Po\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.285\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Pii\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.273\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():kiina\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.264\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Maa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.198\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Kii\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.190\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():piilaakso\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.187\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():mars\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.187\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Mars\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.170\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ke\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.168\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Ete\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Intia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():intia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.130\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Kiina\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.108\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Suomi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.094\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Et\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.069\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Venäjä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.032\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.024\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ku\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.991\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ou\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.54%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 2088 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 84 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.017\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.819\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:kan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.705\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:hotelli\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.705\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():hotelli\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.683\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():francisco\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.683\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Francisco\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.681\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():amerikka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.655\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:City\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.655\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():city\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.655\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Cit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.654\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Ine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.648\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Ame\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.646\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ci\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.644\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.639\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Fra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.636\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():york\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.636\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:York\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.614\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:kansallis#puisto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.614\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():kansallis#puisto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.603\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.603\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:talo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.603\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():talo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.595\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Yor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.595\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:tal\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.592\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Fr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.577\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Veg\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.577\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():vegas\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.577\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Vegas\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.565\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:de\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.553\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:aa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.71%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 389 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 17 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.883\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:OP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.735\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Mic\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.719\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():apple\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.698\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Moz\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.679\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.514\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():samsung\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.427\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Jol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.421\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:NS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.417\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Xi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.404\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Rad\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.376\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.376\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():nokia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.364\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Samsung\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.326\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():rovio\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.303\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:kyber#turvallisuus#keskus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.303\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():kyber#turvallisuus#keskus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.303\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():microsoft\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.283\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Nokia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.270\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:CN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.240\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():digitoday\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.239\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:F-S\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.234\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Microsoft\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.210\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Syn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.203\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Son\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.189\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():sony\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.189\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:NY\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.184\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Sam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.182\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:EU\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.177\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():viestintä#virasto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.177\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:viestintä#virasto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.33%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 7846 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 551 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.477\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:kul\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.351\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ko\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.312\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:pol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.219\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:ku\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.217\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-y\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.205\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:val\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.162\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:iö\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.120\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:vie\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.097\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:hal\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.085\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:kon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.079\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:po\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.041\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:iön\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.040\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:pankki\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.040\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():pankki\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.025\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:tie\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.022\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:riö\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.021\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:poliisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.021\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():poliisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.020\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():hallitus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.020\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:hallitus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.005\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:sto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.965\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Tec\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.958\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Derivation:Vs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.958\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Tel\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.935\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Re\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.911\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:pa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.903\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Com\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.896\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:ava\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 3524 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.96%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 325 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.929\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.955\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Par\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.415\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Elo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.291\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Mc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.277\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Ste\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.184\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:ey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.183\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:yli#ruusi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.183\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():yli#ruusi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.146\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Jo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.088\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Kar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.068\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Aa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.068\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Yli\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.063\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Snowden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.063\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():snowden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.049\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Sno\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.046\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.006\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Sii\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.986\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:aavikko\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.986\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:im\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.980\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Mu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.968\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Obama\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.968\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():obama\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.966\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.963\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Wil\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.957\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:vin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():eich\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.955\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ei\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.943\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Mar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.942\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Eic\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.942\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Fra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.938\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Knu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.89%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 4069 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.35%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 242 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.989\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.851\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:ri\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.812\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Par\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.756\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:son\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.739\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():ryan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.735\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Derivation:Ja\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.653\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.646\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:in\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.642\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:er\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.628\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Mu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.619\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:nen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.589\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Mc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.588\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.584\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:an\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.563\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:en\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.546\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Fo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.525\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Ryan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.525\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:nin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.525\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Rya\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.523\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ry\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.517\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Ste\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.517\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Sa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.512\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Aa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.499\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:ey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.15%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 3320 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.12%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 218 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.503\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-3:]:ion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.578\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.582\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:In\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.588\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:ADJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.595\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Re\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.369\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.457\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:iP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Lum\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.853\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Yo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.834\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Jol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.608\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Mac\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.566\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Bin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.494\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:iT\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.492\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:ISS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.461\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Op\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.449\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:No\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.445\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Fl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.442\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Kit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.422\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Tor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.414\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Chr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.390\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:iTu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.365\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Ash\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.355\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Ap\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.347\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:IS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.325\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Wor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.323\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Fi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.312\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():iphone\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.301\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:androidi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.301\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():androidi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.262\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:XAg\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.262\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:XA\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.262\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Fa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.260\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Yut\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.257\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:iW\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.255\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:IP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.249\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Pla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.88%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 7397 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 397 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.958\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-p\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.285\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-s\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.168\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Pl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.990\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Sto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.986\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:8.\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.979\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Watch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.977\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:-ki\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.974\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Wa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.974\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:8.1\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.972\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():watch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.966\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Glass\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.966\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():glass\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.958\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:Gl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.941\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:10\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.940\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-l\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.936\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:hak\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.926\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:8\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.926\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma.lower():8\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.920\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-k\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.902\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-ä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.902\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:-äl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.901\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:2]:-a\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.900\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Pla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.896\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:Gla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.885\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[:3]:-el\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.880\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]:20\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.867\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        form[-2:]::n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.859\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        lemma:Interview\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.44%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 5533 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.24%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 648 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.888\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.952\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        xpos:A\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eli5.show_weights(crf, targets=sorted_for_ner(crf.classes_), top=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Context features\n",
    "\n",
    "When making a prediction for a word, the machine learning method only has access to the features defined for that word. The method doesn't automatically \"remember\" previous words it has seen or look at words occurring later in the sentence.\n",
    "\n",
    "However, we are not limited in this way and can directly represent the features of context words for the method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'+1:form': 'hintaluokan',\n",
      "  '+1:form.lower()': 'hintaluokan',\n",
      "  '+1:form[-2:]': 'an',\n",
      "  '+1:form[-3:]': 'kan',\n",
      "  '+1:form[:2]': 'hi',\n",
      "  '+1:form[:3]': 'hin',\n",
      "  '+1:lemma': 'hinta#luokka',\n",
      "  '+1:lemma.lower()': 'hinta#luokka',\n",
      "  '+1:morpho.Case': 'Gen',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:upos': 'NOUN',\n",
      "  '+1:xpos': 'N',\n",
      "  '0:form': 'Halvemman',\n",
      "  '0:form.lower()': 'halvemman',\n",
      "  '0:form[-2:]': 'an',\n",
      "  '0:form[-3:]': 'man',\n",
      "  '0:form[:2]': 'Ha',\n",
      "  '0:form[:3]': 'Hal',\n",
      "  '0:lemma': 'halpa',\n",
      "  '0:lemma.lower()': 'halpa',\n",
      "  '0:morpho.Case': 'Gen',\n",
      "  '0:morpho.Degree': 'Cmp',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:upos': 'ADJ',\n",
      "  '0:xpos': 'A'},\n",
      " {'+1:form': 'älypuhelimista',\n",
      "  '+1:form.lower()': 'älypuhelimista',\n",
      "  '+1:form[-2:]': 'ta',\n",
      "  '+1:form[-3:]': 'sta',\n",
      "  '+1:form[:2]': 'äl',\n",
      "  '+1:form[:3]': 'äly',\n",
      "  '+1:lemma': 'äly#puhelin',\n",
      "  '+1:lemma.lower()': 'äly#puhelin',\n",
      "  '+1:morpho.Case': 'Ela',\n",
      "  '+1:morpho.Number': 'Plur',\n",
      "  '+1:upos': 'NOUN',\n",
      "  '+1:xpos': 'N',\n",
      "  '-1:form': 'Halvemman',\n",
      "  '-1:form.lower()': 'halvemman',\n",
      "  '-1:form[-2:]': 'an',\n",
      "  '-1:form[-3:]': 'man',\n",
      "  '-1:form[:2]': 'Ha',\n",
      "  '-1:form[:3]': 'Hal',\n",
      "  '-1:lemma': 'halpa',\n",
      "  '-1:lemma.lower()': 'halpa',\n",
      "  '-1:morpho.Case': 'Gen',\n",
      "  '-1:morpho.Degree': 'Cmp',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:upos': 'ADJ',\n",
      "  '-1:xpos': 'A',\n",
      "  '0:form': 'hintaluokan',\n",
      "  '0:form.lower()': 'hintaluokan',\n",
      "  '0:form[-2:]': 'an',\n",
      "  '0:form[-3:]': 'kan',\n",
      "  '0:form[:2]': 'hi',\n",
      "  '0:form[:3]': 'hin',\n",
      "  '0:lemma': 'hinta#luokka',\n",
      "  '0:lemma.lower()': 'hinta#luokka',\n",
      "  '0:morpho.Case': 'Gen',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:upos': 'NOUN',\n",
      "  '0:xpos': 'N'},\n",
      " {'+1:form': 'Nokia',\n",
      "  '+1:form.lower()': 'nokia',\n",
      "  '+1:form[-2:]': 'ia',\n",
      "  '+1:form[-3:]': 'kia',\n",
      "  '+1:form[:2]': 'No',\n",
      "  '+1:form[:3]': 'Nok',\n",
      "  '+1:lemma': 'Nokia',\n",
      "  '+1:lemma.lower()': 'nokia',\n",
      "  '+1:morpho.Case': 'Nom',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:upos': 'PROPN',\n",
      "  '+1:xpos': 'N',\n",
      "  '-1:form': 'hintaluokan',\n",
      "  '-1:form.lower()': 'hintaluokan',\n",
      "  '-1:form[-2:]': 'an',\n",
      "  '-1:form[-3:]': 'kan',\n",
      "  '-1:form[:2]': 'hi',\n",
      "  '-1:form[:3]': 'hin',\n",
      "  '-1:lemma': 'hinta#luokka',\n",
      "  '-1:lemma.lower()': 'hinta#luokka',\n",
      "  '-1:morpho.Case': 'Gen',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:upos': 'NOUN',\n",
      "  '-1:xpos': 'N',\n",
      "  '0:form': 'älypuhelimista',\n",
      "  '0:form.lower()': 'älypuhelimista',\n",
      "  '0:form[-2:]': 'ta',\n",
      "  '0:form[-3:]': 'sta',\n",
      "  '0:form[:2]': 'äl',\n",
      "  '0:form[:3]': 'äly',\n",
      "  '0:lemma': 'äly#puhelin',\n",
      "  '0:lemma.lower()': 'äly#puhelin',\n",
      "  '0:morpho.Case': 'Ela',\n",
      "  '0:morpho.Number': 'Plur',\n",
      "  '0:upos': 'NOUN',\n",
      "  '0:xpos': 'N'},\n",
      " {'+1:form': 'Lumia',\n",
      "  '+1:form.lower()': 'lumia',\n",
      "  '+1:form[-2:]': 'ia',\n",
      "  '+1:form[-3:]': 'mia',\n",
      "  '+1:form[:2]': 'Lu',\n",
      "  '+1:form[:3]': 'Lum',\n",
      "  '+1:lemma': 'Lumia',\n",
      "  '+1:lemma.lower()': 'lumia',\n",
      "  '+1:morpho.Case': 'Nom',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:upos': 'PROPN',\n",
      "  '+1:xpos': 'N',\n",
      "  '-1:form': 'älypuhelimista',\n",
      "  '-1:form.lower()': 'älypuhelimista',\n",
      "  '-1:form[-2:]': 'ta',\n",
      "  '-1:form[-3:]': 'sta',\n",
      "  '-1:form[:2]': 'äl',\n",
      "  '-1:form[:3]': 'äly',\n",
      "  '-1:lemma': 'äly#puhelin',\n",
      "  '-1:lemma.lower()': 'äly#puhelin',\n",
      "  '-1:morpho.Case': 'Ela',\n",
      "  '-1:morpho.Number': 'Plur',\n",
      "  '-1:upos': 'NOUN',\n",
      "  '-1:xpos': 'N',\n",
      "  '0:form': 'Nokia',\n",
      "  '0:form.lower()': 'nokia',\n",
      "  '0:form[-2:]': 'ia',\n",
      "  '0:form[-3:]': 'kia',\n",
      "  '0:form[:2]': 'No',\n",
      "  '0:form[:3]': 'Nok',\n",
      "  '0:lemma': 'Nokia',\n",
      "  '0:lemma.lower()': 'nokia',\n",
      "  '0:morpho.Case': 'Nom',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:upos': 'PROPN',\n",
      "  '0:xpos': 'N'},\n",
      " {'+1:form': '520',\n",
      "  '+1:form.lower()': '520',\n",
      "  '+1:form[-2:]': '20',\n",
      "  '+1:form[-3:]': '520',\n",
      "  '+1:form[:2]': '52',\n",
      "  '+1:form[:3]': '520',\n",
      "  '+1:lemma': '520',\n",
      "  '+1:lemma.lower()': '520',\n",
      "  '+1:morpho.NumType': 'Card',\n",
      "  '+1:upos': 'NUM',\n",
      "  '+1:xpos': 'Num',\n",
      "  '-1:form': 'Nokia',\n",
      "  '-1:form.lower()': 'nokia',\n",
      "  '-1:form[-2:]': 'ia',\n",
      "  '-1:form[-3:]': 'kia',\n",
      "  '-1:form[:2]': 'No',\n",
      "  '-1:form[:3]': 'Nok',\n",
      "  '-1:lemma': 'Nokia',\n",
      "  '-1:lemma.lower()': 'nokia',\n",
      "  '-1:morpho.Case': 'Nom',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:upos': 'PROPN',\n",
      "  '-1:xpos': 'N',\n",
      "  '0:form': 'Lumia',\n",
      "  '0:form.lower()': 'lumia',\n",
      "  '0:form[-2:]': 'ia',\n",
      "  '0:form[-3:]': 'mia',\n",
      "  '0:form[:2]': 'Lu',\n",
      "  '0:form[:3]': 'Lum',\n",
      "  '0:lemma': 'Lumia',\n",
      "  '0:lemma.lower()': 'lumia',\n",
      "  '0:morpho.Case': 'Nom',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:upos': 'PROPN',\n",
      "  '0:xpos': 'N'},\n",
      " {'+1:form': 'on',\n",
      "  '+1:form.lower()': 'on',\n",
      "  '+1:form[-2:]': 'on',\n",
      "  '+1:form[-3:]': 'on',\n",
      "  '+1:form[:2]': 'on',\n",
      "  '+1:form[:3]': 'on',\n",
      "  '+1:lemma': 'olla',\n",
      "  '+1:lemma.lower()': 'olla',\n",
      "  '+1:morpho.Mood': 'Ind',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:morpho.Person': '3',\n",
      "  '+1:morpho.Tense': 'Pres',\n",
      "  '+1:morpho.VerbForm': 'Fin',\n",
      "  '+1:morpho.Voice': 'Act',\n",
      "  '+1:upos': 'AUX',\n",
      "  '+1:xpos': 'V',\n",
      "  '-1:form': 'Lumia',\n",
      "  '-1:form.lower()': 'lumia',\n",
      "  '-1:form[-2:]': 'ia',\n",
      "  '-1:form[-3:]': 'mia',\n",
      "  '-1:form[:2]': 'Lu',\n",
      "  '-1:form[:3]': 'Lum',\n",
      "  '-1:lemma': 'Lumia',\n",
      "  '-1:lemma.lower()': 'lumia',\n",
      "  '-1:morpho.Case': 'Nom',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:upos': 'PROPN',\n",
      "  '-1:xpos': 'N',\n",
      "  '0:form': '520',\n",
      "  '0:form.lower()': '520',\n",
      "  '0:form[-2:]': '20',\n",
      "  '0:form[-3:]': '520',\n",
      "  '0:form[:2]': '52',\n",
      "  '0:form[:3]': '520',\n",
      "  '0:lemma': '520',\n",
      "  '0:lemma.lower()': '520',\n",
      "  '0:morpho.NumType': 'Card',\n",
      "  '0:upos': 'NUM',\n",
      "  '0:xpos': 'Num'},\n",
      " {'+1:form': 'menestynyt',\n",
      "  '+1:form.lower()': 'menestynyt',\n",
      "  '+1:form[-2:]': 'yt',\n",
      "  '+1:form[-3:]': 'nyt',\n",
      "  '+1:form[:2]': 'me',\n",
      "  '+1:form[:3]': 'men',\n",
      "  '+1:lemma': 'menestyä',\n",
      "  '+1:lemma.lower()': 'menestyä',\n",
      "  '+1:morpho.Case': 'Nom',\n",
      "  '+1:morpho.Degree': 'Pos',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:morpho.PartForm': 'Past',\n",
      "  '+1:morpho.VerbForm': 'Part',\n",
      "  '+1:morpho.Voice': 'Act',\n",
      "  '+1:upos': 'VERB',\n",
      "  '+1:xpos': 'V',\n",
      "  '-1:form': '520',\n",
      "  '-1:form.lower()': '520',\n",
      "  '-1:form[-2:]': '20',\n",
      "  '-1:form[-3:]': '520',\n",
      "  '-1:form[:2]': '52',\n",
      "  '-1:form[:3]': '520',\n",
      "  '-1:lemma': '520',\n",
      "  '-1:lemma.lower()': '520',\n",
      "  '-1:morpho.NumType': 'Card',\n",
      "  '-1:upos': 'NUM',\n",
      "  '-1:xpos': 'Num',\n",
      "  '0:form': 'on',\n",
      "  '0:form.lower()': 'on',\n",
      "  '0:form[-2:]': 'on',\n",
      "  '0:form[-3:]': 'on',\n",
      "  '0:form[:2]': 'on',\n",
      "  '0:form[:3]': 'on',\n",
      "  '0:lemma': 'olla',\n",
      "  '0:lemma.lower()': 'olla',\n",
      "  '0:morpho.Mood': 'Ind',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:morpho.Person': '3',\n",
      "  '0:morpho.Tense': 'Pres',\n",
      "  '0:morpho.VerbForm': 'Fin',\n",
      "  '0:morpho.Voice': 'Act',\n",
      "  '0:upos': 'AUX',\n",
      "  '0:xpos': 'V'},\n",
      " {'+1:form': 'hyvin',\n",
      "  '+1:form.lower()': 'hyvin',\n",
      "  '+1:form[-2:]': 'in',\n",
      "  '+1:form[-3:]': 'vin',\n",
      "  '+1:form[:2]': 'hy',\n",
      "  '+1:form[:3]': 'hyv',\n",
      "  '+1:lemma': 'hyvin',\n",
      "  '+1:lemma.lower()': 'hyvin',\n",
      "  '+1:morpho': '_',\n",
      "  '+1:upos': 'ADV',\n",
      "  '+1:xpos': 'Adv',\n",
      "  '-1:form': 'on',\n",
      "  '-1:form.lower()': 'on',\n",
      "  '-1:form[-2:]': 'on',\n",
      "  '-1:form[-3:]': 'on',\n",
      "  '-1:form[:2]': 'on',\n",
      "  '-1:form[:3]': 'on',\n",
      "  '-1:lemma': 'olla',\n",
      "  '-1:lemma.lower()': 'olla',\n",
      "  '-1:morpho.Mood': 'Ind',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:morpho.Person': '3',\n",
      "  '-1:morpho.Tense': 'Pres',\n",
      "  '-1:morpho.VerbForm': 'Fin',\n",
      "  '-1:morpho.Voice': 'Act',\n",
      "  '-1:upos': 'AUX',\n",
      "  '-1:xpos': 'V',\n",
      "  '0:form': 'menestynyt',\n",
      "  '0:form.lower()': 'menestynyt',\n",
      "  '0:form[-2:]': 'yt',\n",
      "  '0:form[-3:]': 'nyt',\n",
      "  '0:form[:2]': 'me',\n",
      "  '0:form[:3]': 'men',\n",
      "  '0:lemma': 'menestyä',\n",
      "  '0:lemma.lower()': 'menestyä',\n",
      "  '0:morpho.Case': 'Nom',\n",
      "  '0:morpho.Degree': 'Pos',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:morpho.PartForm': 'Past',\n",
      "  '0:morpho.VerbForm': 'Part',\n",
      "  '0:morpho.Voice': 'Act',\n",
      "  '0:upos': 'VERB',\n",
      "  '0:xpos': 'V'},\n",
      " {'+1:form': ',',\n",
      "  '+1:form.lower()': ',',\n",
      "  '+1:form[-2:]': ',',\n",
      "  '+1:form[-3:]': ',',\n",
      "  '+1:form[:2]': ',',\n",
      "  '+1:form[:3]': ',',\n",
      "  '+1:lemma': ',',\n",
      "  '+1:lemma.lower()': ',',\n",
      "  '+1:morpho': '_',\n",
      "  '+1:upos': 'PUNCT',\n",
      "  '+1:xpos': 'Punct',\n",
      "  '-1:form': 'menestynyt',\n",
      "  '-1:form.lower()': 'menestynyt',\n",
      "  '-1:form[-2:]': 'yt',\n",
      "  '-1:form[-3:]': 'nyt',\n",
      "  '-1:form[:2]': 'me',\n",
      "  '-1:form[:3]': 'men',\n",
      "  '-1:lemma': 'menestyä',\n",
      "  '-1:lemma.lower()': 'menestyä',\n",
      "  '-1:morpho.Case': 'Nom',\n",
      "  '-1:morpho.Degree': 'Pos',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:morpho.PartForm': 'Past',\n",
      "  '-1:morpho.VerbForm': 'Part',\n",
      "  '-1:morpho.Voice': 'Act',\n",
      "  '-1:upos': 'VERB',\n",
      "  '-1:xpos': 'V',\n",
      "  '0:form': 'hyvin',\n",
      "  '0:form.lower()': 'hyvin',\n",
      "  '0:form[-2:]': 'in',\n",
      "  '0:form[-3:]': 'vin',\n",
      "  '0:form[:2]': 'hy',\n",
      "  '0:form[:3]': 'hyv',\n",
      "  '0:lemma': 'hyvin',\n",
      "  '0:lemma.lower()': 'hyvin',\n",
      "  '0:morpho': '_',\n",
      "  '0:upos': 'ADV',\n",
      "  '0:xpos': 'Adv'},\n",
      " {'+1:form': 'Ihamuotila',\n",
      "  '+1:form.lower()': 'ihamuotila',\n",
      "  '+1:form[-2:]': 'la',\n",
      "  '+1:form[-3:]': 'ila',\n",
      "  '+1:form[:2]': 'Ih',\n",
      "  '+1:form[:3]': 'Iha',\n",
      "  '+1:lemma': 'Ihamuotila',\n",
      "  '+1:lemma.lower()': 'ihamuotila',\n",
      "  '+1:morpho.Case': 'Nom',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:upos': 'PROPN',\n",
      "  '+1:xpos': 'N',\n",
      "  '-1:form': 'hyvin',\n",
      "  '-1:form.lower()': 'hyvin',\n",
      "  '-1:form[-2:]': 'in',\n",
      "  '-1:form[-3:]': 'vin',\n",
      "  '-1:form[:2]': 'hy',\n",
      "  '-1:form[:3]': 'hyv',\n",
      "  '-1:lemma': 'hyvin',\n",
      "  '-1:lemma.lower()': 'hyvin',\n",
      "  '-1:morpho': '_',\n",
      "  '-1:upos': 'ADV',\n",
      "  '-1:xpos': 'Adv',\n",
      "  '0:form': ',',\n",
      "  '0:form.lower()': ',',\n",
      "  '0:form[-2:]': ',',\n",
      "  '0:form[-3:]': ',',\n",
      "  '0:form[:2]': ',',\n",
      "  '0:form[:3]': ',',\n",
      "  '0:lemma': ',',\n",
      "  '0:lemma.lower()': ',',\n",
      "  '0:morpho': '_',\n",
      "  '0:upos': 'PUNCT',\n",
      "  '0:xpos': 'Punct'},\n",
      " {'+1:form': 'vahvisti',\n",
      "  '+1:form.lower()': 'vahvisti',\n",
      "  '+1:form[-2:]': 'ti',\n",
      "  '+1:form[-3:]': 'sti',\n",
      "  '+1:form[:2]': 'va',\n",
      "  '+1:form[:3]': 'vah',\n",
      "  '+1:lemma': 'vahvistaa',\n",
      "  '+1:lemma.lower()': 'vahvistaa',\n",
      "  '+1:morpho.Mood': 'Ind',\n",
      "  '+1:morpho.Number': 'Sing',\n",
      "  '+1:morpho.Person': '3',\n",
      "  '+1:morpho.Tense': 'Past',\n",
      "  '+1:morpho.VerbForm': 'Fin',\n",
      "  '+1:morpho.Voice': 'Act',\n",
      "  '+1:upos': 'VERB',\n",
      "  '+1:xpos': 'V',\n",
      "  '-1:form': ',',\n",
      "  '-1:form.lower()': ',',\n",
      "  '-1:form[-2:]': ',',\n",
      "  '-1:form[-3:]': ',',\n",
      "  '-1:form[:2]': ',',\n",
      "  '-1:form[:3]': ',',\n",
      "  '-1:lemma': ',',\n",
      "  '-1:lemma.lower()': ',',\n",
      "  '-1:morpho': '_',\n",
      "  '-1:upos': 'PUNCT',\n",
      "  '-1:xpos': 'Punct',\n",
      "  '0:form': 'Ihamuotila',\n",
      "  '0:form.lower()': 'ihamuotila',\n",
      "  '0:form[-2:]': 'la',\n",
      "  '0:form[-3:]': 'ila',\n",
      "  '0:form[:2]': 'Ih',\n",
      "  '0:form[:3]': 'Iha',\n",
      "  '0:lemma': 'Ihamuotila',\n",
      "  '0:lemma.lower()': 'ihamuotila',\n",
      "  '0:morpho.Case': 'Nom',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:upos': 'PROPN',\n",
      "  '0:xpos': 'N'},\n",
      " {'+1:form': '.',\n",
      "  '+1:form.lower()': '.',\n",
      "  '+1:form[-2:]': '.',\n",
      "  '+1:form[-3:]': '.',\n",
      "  '+1:form[:2]': '.',\n",
      "  '+1:form[:3]': '.',\n",
      "  '+1:lemma': '.',\n",
      "  '+1:lemma.lower()': '.',\n",
      "  '+1:morpho': '_',\n",
      "  '+1:upos': 'PUNCT',\n",
      "  '+1:xpos': 'Punct',\n",
      "  '-1:form': 'Ihamuotila',\n",
      "  '-1:form.lower()': 'ihamuotila',\n",
      "  '-1:form[-2:]': 'la',\n",
      "  '-1:form[-3:]': 'ila',\n",
      "  '-1:form[:2]': 'Ih',\n",
      "  '-1:form[:3]': 'Iha',\n",
      "  '-1:lemma': 'Ihamuotila',\n",
      "  '-1:lemma.lower()': 'ihamuotila',\n",
      "  '-1:morpho.Case': 'Nom',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:upos': 'PROPN',\n",
      "  '-1:xpos': 'N',\n",
      "  '0:form': 'vahvisti',\n",
      "  '0:form.lower()': 'vahvisti',\n",
      "  '0:form[-2:]': 'ti',\n",
      "  '0:form[-3:]': 'sti',\n",
      "  '0:form[:2]': 'va',\n",
      "  '0:form[:3]': 'vah',\n",
      "  '0:lemma': 'vahvistaa',\n",
      "  '0:lemma.lower()': 'vahvistaa',\n",
      "  '0:morpho.Mood': 'Ind',\n",
      "  '0:morpho.Number': 'Sing',\n",
      "  '0:morpho.Person': '3',\n",
      "  '0:morpho.Tense': 'Past',\n",
      "  '0:morpho.VerbForm': 'Fin',\n",
      "  '0:morpho.Voice': 'Act',\n",
      "  '0:upos': 'VERB',\n",
      "  '0:xpos': 'V'},\n",
      " {'-1:form': 'vahvisti',\n",
      "  '-1:form.lower()': 'vahvisti',\n",
      "  '-1:form[-2:]': 'ti',\n",
      "  '-1:form[-3:]': 'sti',\n",
      "  '-1:form[:2]': 'va',\n",
      "  '-1:form[:3]': 'vah',\n",
      "  '-1:lemma': 'vahvistaa',\n",
      "  '-1:lemma.lower()': 'vahvistaa',\n",
      "  '-1:morpho.Mood': 'Ind',\n",
      "  '-1:morpho.Number': 'Sing',\n",
      "  '-1:morpho.Person': '3',\n",
      "  '-1:morpho.Tense': 'Past',\n",
      "  '-1:morpho.VerbForm': 'Fin',\n",
      "  '-1:morpho.Voice': 'Act',\n",
      "  '-1:upos': 'VERB',\n",
      "  '-1:xpos': 'V',\n",
      "  '0:form': '.',\n",
      "  '0:form.lower()': '.',\n",
      "  '0:form[-2:]': '.',\n",
      "  '0:form[-3:]': '.',\n",
      "  '0:form[:2]': '.',\n",
      "  '0:form[:3]': '.',\n",
      "  '0:lemma': '.',\n",
      "  '0:lemma.lower()': '.',\n",
      "  '0:morpho': '_',\n",
      "  '0:upos': 'PUNCT',\n",
      "  '0:xpos': 'Punct'}]\n"
     ]
    }
   ],
   "source": [
    "def word_features(word, prefix=''):\n",
    "    features = {\n",
    "        prefix+'form': word.form,\n",
    "        prefix+'form.lower()': word.form.lower(),\n",
    "        prefix+'form[:2]': word.form[:2],\n",
    "        prefix+'form[:3]': word.form[:3],\n",
    "        prefix+'form[-2:]': word.form[-2:],\n",
    "        prefix+'form[-3:]': word.form[-3:],\n",
    "        prefix+'lemma': word.lemma,\n",
    "        prefix+'lemma.lower()': word.lemma.lower(),\n",
    "        prefix+'upos': word.upos,\n",
    "        prefix+'xpos': word.xpos,\n",
    "    }\n",
    "    if word.morpho == '_':\n",
    "        features[prefix+'morpho'] = '_'\n",
    "    else:\n",
    "        for attr, val in [m.split('=') for m in word.morpho.split('|')]:\n",
    "            features[prefix+'morpho.{}'.format(attr)] = val\n",
    "    return features\n",
    "\n",
    "\n",
    "def context_featurizer(sentence, idx):\n",
    "    features = word_features(sentence[idx], '0:')\n",
    "    if idx > 0:\n",
    "        features.update(word_features(sentence[idx-1], '-1:'))\n",
    "    if idx < len(sentence)-1:\n",
    "        features.update(word_features(sentence[idx+1], '+1:'))\n",
    "    return features\n",
    "\n",
    "train_x = [featurize_sentence(s, context_featurizer) for s in train_data]\n",
    "devel_x = [featurize_sentence(s, context_featurizer) for s in devel_data]\n",
    "test_x = [featurize_sentence(s, context_featurizer) for s in test_data]\n",
    "\n",
    "pretty_print(train_x[EXAMPLE_IDX])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 20s, sys: 187 ms, total: 2min 20s\n",
      "Wall time: 2min 20s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "crf = sklearn_crfsuite.CRF(all_possible_transitions=True)\n",
    "crf.fit(train_x, train_y)\n",
    "pred_y = crf.predict(devel_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       B-ORG       0.86      0.82      0.84       544\n",
      "       B-PER       0.93      0.84      0.89       185\n",
      "       I-PER       0.92      0.88      0.90        94\n",
      "       B-LOC       0.92      0.88      0.90       268\n",
      "      B-DATE       0.96      0.92      0.94        51\n",
      "       B-PRO       0.79      0.62      0.69       173\n",
      "       I-ORG       0.81      0.76      0.78       185\n",
      "      I-DATE       0.94      0.88      0.91        34\n",
      "       I-PRO       0.56      0.61      0.58        82\n",
      "     B-EVENT       0.00      0.00      0.00         2\n",
      "     I-EVENT       0.00      0.00      0.00         2\n",
      "       I-LOC       0.75      0.45      0.56        20\n",
      "\n",
      "   micro avg       0.86      0.80      0.83      1640\n",
      "   macro avg       0.70      0.64      0.67      1640\n",
      "weighted avg       0.86      0.80      0.82      1640\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/smp/.local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1143: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples.\n",
      "  'precision', 'predicted', average, warn_for)\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(devel_y, pred_y, labels=exclude_O))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "<table class=\"eli5-transition-features\" style=\"margin-bottom: 0.5em;\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <td>From \\ To</td>\n",
       "            \n",
       "                <th>O</th>\n",
       "            \n",
       "                <th>B-DATE</th>\n",
       "            \n",
       "                <th>I-DATE</th>\n",
       "            \n",
       "                <th>B-EVENT</th>\n",
       "            \n",
       "                <th>I-EVENT</th>\n",
       "            \n",
       "                <th>B-LOC</th>\n",
       "            \n",
       "                <th>I-LOC</th>\n",
       "            \n",
       "                <th>B-ORG</th>\n",
       "            \n",
       "                <th>I-ORG</th>\n",
       "            \n",
       "                <th>B-PER</th>\n",
       "            \n",
       "                <th>I-PER</th>\n",
       "            \n",
       "                <th>B-PRO</th>\n",
       "            \n",
       "                <th>I-PRO</th>\n",
       "            \n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        \n",
       "            \n",
       "                <tr>\n",
       "                    <th>O</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 86.36%)\" title=\"O &rArr; O\">\n",
       "                            2.944\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 90.95%)\" title=\"O &rArr; B-DATE\">\n",
       "                            1.638\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 89.17%)\" title=\"O &rArr; I-DATE\">\n",
       "                            -2.116\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.35%)\" title=\"O &rArr; B-EVENT\">\n",
       "                            0.835\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.45%)\" title=\"O &rArr; I-EVENT\">\n",
       "                            -1.031\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 91.75%)\" title=\"O &rArr; B-LOC\">\n",
       "                            1.434\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.28%)\" title=\"O &rArr; I-LOC\">\n",
       "                            -1.554\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.36%)\" title=\"O &rArr; B-ORG\">\n",
       "                            1.285\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 89.66%)\" title=\"O &rArr; I-ORG\">\n",
       "                            -1.98\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 92.22%)\" title=\"O &rArr; B-PER\">\n",
       "                            1.32\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 90.81%)\" title=\"O &rArr; I-PER\">\n",
       "                            -1.673\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 89.56%)\" title=\"O &rArr; B-PRO\">\n",
       "                            2.01\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 88.65%)\" title=\"O &rArr; I-PRO\">\n",
       "                            -2.264\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-DATE</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.99%)\" title=\"B-DATE &rArr; O\">\n",
       "                            -0.34\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.23%)\" title=\"B-DATE &rArr; B-DATE\">\n",
       "                            -0.861\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 87.72%)\" title=\"B-DATE &rArr; I-DATE\">\n",
       "                            2.533\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.77%)\" title=\"B-DATE &rArr; B-EVENT\">\n",
       "                            0.221\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.85%)\" title=\"B-DATE &rArr; I-EVENT\">\n",
       "                            -0.086\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.72%)\" title=\"B-DATE &rArr; B-LOC\">\n",
       "                            -0.1\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.94%)\" title=\"B-DATE &rArr; I-LOC\">\n",
       "                            -0.077\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.20%)\" title=\"B-DATE &rArr; B-ORG\">\n",
       "                            -0.051\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.95%)\" title=\"B-DATE &rArr; I-ORG\">\n",
       "                            -0.076\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.45%)\" title=\"B-DATE &rArr; B-PER\">\n",
       "                            -0.267\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.76%)\" title=\"B-DATE &rArr; I-PER\">\n",
       "                            -0.096\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.98%)\" title=\"B-DATE &rArr; B-PRO\">\n",
       "                            -0.513\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.15%)\" title=\"B-DATE &rArr; I-PRO\">\n",
       "                            -0.17\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-DATE</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.99%)\" title=\"I-DATE &rArr; O\">\n",
       "                            -0.513\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.42%)\" title=\"I-DATE &rArr; B-DATE\">\n",
       "                            -1.04\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 87.05%)\" title=\"I-DATE &rArr; I-DATE\">\n",
       "                            2.731\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.15%)\" title=\"I-DATE &rArr; B-EVENT\">\n",
       "                            -0.055\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.10%)\" title=\"I-DATE &rArr; I-EVENT\">\n",
       "                            -0.061\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.99%)\" title=\"I-DATE &rArr; B-LOC\">\n",
       "                            -0.191\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.29%)\" title=\"I-DATE &rArr; I-LOC\">\n",
       "                            -0.043\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.32%)\" title=\"I-DATE &rArr; B-ORG\">\n",
       "                            0.288\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.92%)\" title=\"I-DATE &rArr; I-ORG\">\n",
       "                            -0.079\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.41%)\" title=\"I-DATE &rArr; B-PER\">\n",
       "                            -0.033\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.41%)\" title=\"I-DATE &rArr; I-PER\">\n",
       "                            -0.033\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.98%)\" title=\"I-DATE &rArr; B-PRO\">\n",
       "                            -0.342\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.68%)\" title=\"I-DATE &rArr; I-PRO\">\n",
       "                            -0.235\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-EVENT</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.86%)\" title=\"B-EVENT &rArr; O\">\n",
       "                            -0.73\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.40%)\" title=\"B-EVENT &rArr; B-DATE\">\n",
       "                            -0.138\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.63%)\" title=\"B-EVENT &rArr; I-DATE\">\n",
       "                            -0.111\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.04%)\" title=\"B-EVENT &rArr; B-EVENT\">\n",
       "                            -0.066\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 88.27%)\" title=\"B-EVENT &rArr; I-EVENT\">\n",
       "                            2.373\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.49%)\" title=\"B-EVENT &rArr; B-LOC\">\n",
       "                            0.127\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.67%)\" title=\"B-EVENT &rArr; I-LOC\">\n",
       "                            -0.106\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.32%)\" title=\"B-EVENT &rArr; B-ORG\">\n",
       "                            -0.454\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.10%)\" title=\"B-EVENT &rArr; I-ORG\">\n",
       "                            -0.177\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.96%)\" title=\"B-EVENT &rArr; B-PER\">\n",
       "                            -0.195\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.41%)\" title=\"B-EVENT &rArr; I-PER\">\n",
       "                            -0.136\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.14%)\" title=\"B-EVENT &rArr; B-PRO\">\n",
       "                            -0.316\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.59%)\" title=\"B-EVENT &rArr; I-PRO\">\n",
       "                            -0.247\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-EVENT</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 92.41%)\" title=\"I-EVENT &rArr; O\">\n",
       "                            -1.274\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.50%)\" title=\"I-EVENT &rArr; B-DATE\">\n",
       "                            -0.126\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.23%)\" title=\"I-EVENT &rArr; I-DATE\">\n",
       "                            -0.049\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.44%)\" title=\"I-EVENT &rArr; B-EVENT\">\n",
       "                            -0.132\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 86.48%)\" title=\"I-EVENT &rArr; I-EVENT\">\n",
       "                            2.904\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.46%)\" title=\"I-EVENT &rArr; B-LOC\">\n",
       "                            -0.029\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.36%)\" title=\"I-EVENT &rArr; I-LOC\">\n",
       "                            -0.143\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.68%)\" title=\"I-EVENT &rArr; B-ORG\">\n",
       "                            -0.391\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.89%)\" title=\"I-EVENT &rArr; I-ORG\">\n",
       "                            -0.205\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.58%)\" title=\"I-EVENT &rArr; B-PER\">\n",
       "                            -0.116\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.51%)\" title=\"I-EVENT &rArr; I-PER\">\n",
       "                            -0.125\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.83%)\" title=\"I-EVENT &rArr; B-PRO\">\n",
       "                            -0.212\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.93%)\" title=\"I-EVENT &rArr; I-PRO\">\n",
       "                            -0.198\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-LOC</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.63%)\" title=\"B-LOC &rArr; O\">\n",
       "                            -0.111\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.36%)\" title=\"B-LOC &rArr; B-DATE\">\n",
       "                            -0.143\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.59%)\" title=\"B-LOC &rArr; I-DATE\">\n",
       "                            -0.247\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 96.38%)\" title=\"B-LOC &rArr; B-EVENT\">\n",
       "                            0.443\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.44%)\" title=\"B-LOC &rArr; I-EVENT\">\n",
       "                            -0.433\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.44%)\" title=\"B-LOC &rArr; B-LOC\">\n",
       "                            0.817\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 87.07%)\" title=\"B-LOC &rArr; I-LOC\">\n",
       "                            2.727\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.51%)\" title=\"B-LOC &rArr; B-ORG\">\n",
       "                            0.025\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 91.42%)\" title=\"B-LOC &rArr; I-ORG\">\n",
       "                            -1.518\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.25%)\" title=\"B-LOC &rArr; B-PER\">\n",
       "                            -0.464\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.47%)\" title=\"B-LOC &rArr; I-PER\">\n",
       "                            -0.609\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.29%)\" title=\"B-LOC &rArr; B-PRO\">\n",
       "                            -0.458\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.13%)\" title=\"B-LOC &rArr; I-PRO\">\n",
       "                            -0.486\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-LOC</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.73%)\" title=\"I-LOC &rArr; O\">\n",
       "                            -0.757\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.61%)\" title=\"I-LOC &rArr; B-DATE\">\n",
       "                            0.018\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.95%)\" title=\"I-LOC &rArr; I-DATE\">\n",
       "                            -0.075\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.52%)\" title=\"I-LOC &rArr; B-EVENT\">\n",
       "                            0.258\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.55%)\" title=\"I-LOC &rArr; I-EVENT\">\n",
       "                            -0.253\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.46%)\" title=\"I-LOC &rArr; B-LOC\">\n",
       "                            0.029\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 88.73%)\" title=\"I-LOC &rArr; I-LOC\">\n",
       "                            2.24\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.13%)\" title=\"I-LOC &rArr; B-ORG\">\n",
       "                            -0.487\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.60%)\" title=\"I-LOC &rArr; I-ORG\">\n",
       "                            -0.404\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.20%)\" title=\"I-LOC &rArr; B-PER\">\n",
       "                            -0.163\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.08%)\" title=\"I-LOC &rArr; I-PER\">\n",
       "                            -0.179\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.24%)\" title=\"I-LOC &rArr; B-PRO\">\n",
       "                            -0.3\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.94%)\" title=\"I-LOC &rArr; I-PRO\">\n",
       "                            -0.198\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-ORG</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.44%)\" title=\"B-ORG &rArr; O\">\n",
       "                            -0.03\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.64%)\" title=\"B-ORG &rArr; B-DATE\">\n",
       "                            0.109\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.20%)\" title=\"B-ORG &rArr; I-DATE\">\n",
       "                            -0.307\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.06%)\" title=\"B-ORG &rArr; B-EVENT\">\n",
       "                            -0.499\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.03%)\" title=\"B-ORG &rArr; I-EVENT\">\n",
       "                            -0.905\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.07%)\" title=\"B-ORG &rArr; B-LOC\">\n",
       "                            0.18\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.05%)\" title=\"B-ORG &rArr; I-LOC\">\n",
       "                            -0.691\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.17%)\" title=\"B-ORG &rArr; B-ORG\">\n",
       "                            -0.311\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 81.42%)\" title=\"B-ORG &rArr; I-ORG\">\n",
       "                            4.576\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.06%)\" title=\"B-ORG &rArr; B-PER\">\n",
       "                            0.897\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.17%)\" title=\"B-ORG &rArr; I-PER\">\n",
       "                            -1.094\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 94.75%)\" title=\"B-ORG &rArr; B-PRO\">\n",
       "                            0.753\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 88.71%)\" title=\"B-ORG &rArr; I-PRO\">\n",
       "                            -2.245\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-ORG</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.60%)\" title=\"I-ORG &rArr; O\">\n",
       "                            -0.784\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.82%)\" title=\"I-ORG &rArr; B-DATE\">\n",
       "                            -0.214\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.85%)\" title=\"I-ORG &rArr; I-DATE\">\n",
       "                            -0.21\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.49%)\" title=\"I-ORG &rArr; B-EVENT\">\n",
       "                            -0.262\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.28%)\" title=\"I-ORG &rArr; I-EVENT\">\n",
       "                            -0.46\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.25%)\" title=\"I-ORG &rArr; B-LOC\">\n",
       "                            -0.046\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.15%)\" title=\"I-ORG &rArr; I-LOC\">\n",
       "                            -0.483\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.39%)\" title=\"I-ORG &rArr; B-ORG\">\n",
       "                            0.035\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 82.23%)\" title=\"I-ORG &rArr; I-ORG\">\n",
       "                            4.293\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.64%)\" title=\"I-ORG &rArr; B-PER\">\n",
       "                            0.017\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.06%)\" title=\"I-ORG &rArr; I-PER\">\n",
       "                            -0.689\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.03%)\" title=\"I-ORG &rArr; B-PRO\">\n",
       "                            -0.695\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.39%)\" title=\"I-ORG &rArr; I-PRO\">\n",
       "                            -0.827\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-PER</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 99.07%)\" title=\"B-PER &rArr; O\">\n",
       "                            0.064\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.26%)\" title=\"B-PER &rArr; B-DATE\">\n",
       "                            -0.156\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.88%)\" title=\"B-PER &rArr; I-DATE\">\n",
       "                            -0.083\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.47%)\" title=\"B-PER &rArr; B-EVENT\">\n",
       "                            -0.13\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.74%)\" title=\"B-PER &rArr; I-EVENT\">\n",
       "                            -0.382\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.33%)\" title=\"B-PER &rArr; B-LOC\">\n",
       "                            -0.45\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.64%)\" title=\"B-PER &rArr; I-LOC\">\n",
       "                            -0.398\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.31%)\" title=\"B-PER &rArr; B-ORG\">\n",
       "                            -0.289\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.49%)\" title=\"B-PER &rArr; I-ORG\">\n",
       "                            -0.805\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.79%)\" title=\"B-PER &rArr; B-PER\">\n",
       "                            -0.956\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 81.45%)\" title=\"B-PER &rArr; I-PER\">\n",
       "                            4.564\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.02%)\" title=\"B-PER &rArr; B-PRO\">\n",
       "                            -0.698\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.05%)\" title=\"B-PER &rArr; I-PRO\">\n",
       "                            -0.691\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-PER</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.84%)\" title=\"I-PER &rArr; O\">\n",
       "                            -0.734\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.24%)\" title=\"I-PER &rArr; B-DATE\">\n",
       "                            -0.158\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.07%)\" title=\"I-PER &rArr; I-DATE\">\n",
       "                            -0.063\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.61%)\" title=\"I-PER &rArr; B-EVENT\">\n",
       "                            -0.112\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.27%)\" title=\"I-PER &rArr; I-EVENT\">\n",
       "                            -0.295\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.94%)\" title=\"I-PER &rArr; B-LOC\">\n",
       "                            -0.348\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.38%)\" title=\"I-PER &rArr; I-LOC\">\n",
       "                            -0.279\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 95.12%)\" title=\"I-PER &rArr; B-ORG\">\n",
       "                            0.678\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.43%)\" title=\"I-PER &rArr; I-ORG\">\n",
       "                            -0.617\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.53%)\" title=\"I-PER &rArr; B-PER\">\n",
       "                            -0.416\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 88.78%)\" title=\"I-PER &rArr; I-PER\">\n",
       "                            2.227\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.10%)\" title=\"I-PER &rArr; B-PRO\">\n",
       "                            -0.322\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.43%)\" title=\"I-PER &rArr; I-PRO\">\n",
       "                            -0.618\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>B-PRO</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 97.71%)\" title=\"B-PRO &rArr; O\">\n",
       "                            0.23\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 99.19%)\" title=\"B-PRO &rArr; B-DATE\">\n",
       "                            -0.052\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.60%)\" title=\"B-PRO &rArr; I-DATE\">\n",
       "                            -0.246\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.22%)\" title=\"B-PRO &rArr; B-EVENT\">\n",
       "                            -0.16\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.64%)\" title=\"B-PRO &rArr; I-EVENT\">\n",
       "                            -0.398\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.61%)\" title=\"B-PRO &rArr; B-LOC\">\n",
       "                            -0.583\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.45%)\" title=\"B-PRO &rArr; I-LOC\">\n",
       "                            -0.429\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.75%)\" title=\"B-PRO &rArr; B-ORG\">\n",
       "                            -0.753\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 94.61%)\" title=\"B-PRO &rArr; I-ORG\">\n",
       "                            -0.782\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.46%)\" title=\"B-PRO &rArr; B-PER\">\n",
       "                            -0.429\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.03%)\" title=\"B-PRO &rArr; I-PER\">\n",
       "                            -0.696\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 98.57%)\" title=\"B-PRO &rArr; B-PRO\">\n",
       "                            0.118\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.25%)\" title=\"B-PRO &rArr; I-PRO\">\n",
       "                            4.994\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "                <tr>\n",
       "                    <th>I-PRO</th>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 93.65%)\" title=\"I-PRO &rArr; O\">\n",
       "                            -0.987\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 98.47%)\" title=\"I-PRO &rArr; B-DATE\">\n",
       "                            -0.13\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.80%)\" title=\"I-PRO &rArr; I-DATE\">\n",
       "                            -0.37\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.15%)\" title=\"I-PRO &rArr; B-EVENT\">\n",
       "                            -0.315\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.86%)\" title=\"I-PRO &rArr; I-EVENT\">\n",
       "                            -0.36\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.97%)\" title=\"I-PRO &rArr; B-LOC\">\n",
       "                            -0.193\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.11%)\" title=\"I-PRO &rArr; I-LOC\">\n",
       "                            -0.321\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 96.20%)\" title=\"I-PRO &rArr; B-ORG\">\n",
       "                            -0.474\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.54%)\" title=\"I-PRO &rArr; I-ORG\">\n",
       "                            -0.595\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.23%)\" title=\"I-PRO &rArr; B-PER\">\n",
       "                            -0.302\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 95.70%)\" title=\"I-PRO &rArr; I-PER\">\n",
       "                            -0.566\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(0, 100.00%, 97.33%)\" title=\"I-PRO &rArr; B-PRO\">\n",
       "                            -0.286\n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"background-color: hsl(120, 100.00%, 80.00%)\" title=\"I-PRO &rArr; I-PRO\">\n",
       "                            5.084\n",
       "                        </td>\n",
       "                    \n",
       "                </tr>\n",
       "            \n",
       "        \n",
       "    </tbody>\n",
       "</table>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "    \n",
       "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
       "            <tr>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=O\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-DATE\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-DATE\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-EVENT\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-EVENT\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-LOC\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-LOC\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-ORG\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-ORG\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-PER\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-PER\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=B-PRO\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=I-PRO\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "            </tr>\n",
       "            <tr>\n",
       "                \n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.654\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho:_\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.339\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Adv\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.316\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:ADV\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.179\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:PRON\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.170\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:tu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.152\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:va\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.143\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Punct\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:PUNCT\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.112\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ko\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.074\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Pron\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.073\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:ADP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.047\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ti\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.008\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.987\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:la\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.977\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Adp\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.973\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:pa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.940\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:V\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.921\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:C\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.917\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.NumType:Card\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.914\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:te\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.882\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:mu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.831\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.814\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ku\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.752\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ha\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.684\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:vi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.655\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:sa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.654\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.637\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ki\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.74%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 331618 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 85.19%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 23743 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 85.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.728\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:tam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.687\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:tam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.581\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.554\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:un\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.37%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.535\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:uun\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.441\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:lok\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.429\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.380\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Num\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.372\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:maaliskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.372\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():maaliskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.329\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.307\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():huhtikuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.307\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:huhtikuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.253\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():kesäkuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.253\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:kesäkuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:marraskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():marraskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.204\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:huh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.159\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():syyskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.159\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:syyskuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.143\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:joulukuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():joulukuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.066\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:syy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.055\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:form[:2]:20\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.041\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:lo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.020\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:hei\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():elokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:elokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.007\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:toukokuu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.85%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 4597 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.40%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 781 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.072\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.225\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:xpos:Num\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.129\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.NumType:Ord\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.119\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:20\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.113\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:ADJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.051\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:uta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.791\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():vuosi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.791\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma:vuosi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.686\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.678\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:201\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.615\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Num\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.590\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ai\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.589\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Par\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.565\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:vuo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.565\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:vu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.533\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Ess\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.509\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():päivä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.509\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:päivä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.503\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form.lower():aikana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.503\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form:aikana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.491\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:aik\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.486\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:aika\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.486\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():aika\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.482\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:ana\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.474\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:19\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.452\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:ta\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.450\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.441\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:200\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.435\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.NumType:Card\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.36%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 2054 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.95%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 281 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.481\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.627\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:N\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.593\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:CES\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.588\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:CE\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.540\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:MWC\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.536\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:MW\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.866\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Bui\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.846\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:9/\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.846\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:9/1\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.836\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():ces#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.09%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.836\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:CES#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.823\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Bu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.818\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Tr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.809\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:jen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.739\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.739\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:WWD\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.739\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:WW\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.733\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():build#konferenssi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.733\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Build#konferenssi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.660\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():trustycon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.660\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:TrustyCon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.654\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:sin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.643\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Tru\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.617\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Ine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.607\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form.lower():build-konferenssin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.607\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form:Build-konferenssin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.605\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():mwc#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.605\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:MWC#messu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.583\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:RSA\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.583\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:RS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.07%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1091 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.98%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 120 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.594\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.747\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Number:Sing\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.885\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.872\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.436\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:-t\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.401\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Con\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Co\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.391\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:I/\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.391\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:I/O\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.373\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:Con\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Number:Sing\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:sin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.360\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Co\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.327\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:xpos:N\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.317\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:form[:2]:-t\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.301\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:-me\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.300\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:messut\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.300\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():messut\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.296\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Go\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.292\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:-m\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.290\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]:le\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.275\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:I/O\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.275\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():i/o\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.272\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:PUNCT\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.271\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form.lower():google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.271\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form:Google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.271\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:gle\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.267\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:xpos:Punct\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.265\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:201\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.263\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form:-messuilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.263\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form.lower():-messuilla\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.03%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1049 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.59%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 71 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.306\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Number:Sing\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.796\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Yh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.588\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.547\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Yhd\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.525\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():suomi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.506\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Poh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.483\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Suo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.474\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Ven\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.300\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Po\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.248\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Eu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.248\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Eur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.207\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():kiina\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.140\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Kii\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.127\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Suomi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.095\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:La\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.090\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Pii\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.082\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Kiina\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.075\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ke\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.064\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():piilaakso\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.010\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Intia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.010\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():intia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.005\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Venäjä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.966\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():pohjois#korea\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.963\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():mars\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.963\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Mars\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.956\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ve\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.950\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Ete\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.930\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Maa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.925\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Et\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.44%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 9105 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.29%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1633 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.945\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.044\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.708\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.673\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:xpos:A\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.632\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:ADJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.555\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:La\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.546\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Degree:Pos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.530\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:sen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.521\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:kan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.514\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Number:Sing\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.467\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Ine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.464\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.407\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Yo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.397\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Derivation:Lainen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.380\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form.lower():yosemiten\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.380\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form:Yosemiten\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.380\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:Yos\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.380\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():kansallis#puisto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.380\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:kansallis#puisto\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.366\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma:latinalainen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.366\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():latinalainen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.365\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:Lat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:San\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form.lower():san\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form:San\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():san\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.361\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma:San\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.358\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:ten\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.353\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form.lower():new\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.13%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1315 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.96%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 142 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.370\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:morpho.Person:3\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.397\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.709\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Mic\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.662\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:OP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.547\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Moz\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.539\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():apple\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.418\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.328\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:NS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.311\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():nokia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.296\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():samsung\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.235\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Nokia\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.233\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Sam\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.205\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:len\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.201\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Rad\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.174\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Son\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.168\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Sp\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.166\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():rovio\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.150\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:kyber#turvallisuus#keskus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.150\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():kyber#turvallisuus#keskus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.146\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Samsung\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.138\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Xi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.134\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Jol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.128\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():microsoft\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.111\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.105\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ne\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.100\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:EU\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.20%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.100\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Te\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.092\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:S#ryhmä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.092\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():s#ryhmä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.092\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:S-r\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.084\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:S-\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.31%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 26909 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 5236 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.754\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.777\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:pol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.736\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:kul\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.732\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:hallitus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.732\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():hallitus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.724\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:po\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.721\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ko\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.696\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():yhdysvallat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.696\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma:Yhdysvallat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.681\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:-y\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.680\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:Yhd\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.676\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Yh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.668\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Gen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.660\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:poliisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.660\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():poliisi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.648\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:hal\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.638\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]:an\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.617\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Derivation:Vs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.609\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:sin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.603\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:ku\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.559\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:val\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.557\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:form[:2]:pö\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.29%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 10454 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.42%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1474 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.543\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Mi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.567\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Par\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.580\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.692\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:V\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.737\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho:_\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.754\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Number:Plur\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.792\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]:le\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.830\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:len\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.147\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Elo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.087\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:ey\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.072\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Mc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.036\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Snowden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.036\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():snowden\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.032\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Sno\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.006\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Derivation:Ja\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.969\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Mu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.948\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():eich\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.938\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:yli#ruusi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.938\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():yli#ruusi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.929\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ei\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.927\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Eic\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.916\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Be\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.909\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ka\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.895\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():krebs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.895\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Krebs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.883\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.882\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Aa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.881\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Yli\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.880\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Kar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.77%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.879\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Ste\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.85%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.869\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Fra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.851\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Obama\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.851\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():obama\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.849\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:yn\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.99%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 11514 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.26%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 1483 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.814\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Ine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.089\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.138\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.975\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.865\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.813\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Jo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.740\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.90%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.487\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:in\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.466\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Ro\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.459\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:Mar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.447\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:An\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.427\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():ryan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.418\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]:ri\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.416\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Number:Sing\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.414\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Ma\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.395\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.392\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:xpos:N\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.390\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Mu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form.lower():&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.387\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():&quot;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.386\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Par\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.386\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Ra\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 7653 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.32%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 798 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.439\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.494\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]:en\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.499\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.561\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:xpos:N\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.996\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 82.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.235\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:iP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.931\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Lum\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.712\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Yo\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.555\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Jol\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.495\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Chr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Mac\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.373\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Fi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.368\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Op\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.356\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:ISS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.311\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Fl\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.275\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Tor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.06%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.270\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:IS\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.263\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.246\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:iT\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.242\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:No\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.188\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:IP\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.188\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Ash\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.65%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.182\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():iphone\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.175\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:lus\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.168\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Wor\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.160\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Bin\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.157\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Kit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:androidi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.145\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():androidi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.112\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:iPa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.108\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Ap\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.108\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:Fa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.106\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma:Android#käyttö#järjestelmä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.106\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:lemma.lower():android#käyttö#järjestelmä\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.105\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:Wat\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.17%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 20860 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 3247 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 86.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.467\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Nom\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.234\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:-p\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.834\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Derivation:Inen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.721\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:-s\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.704\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho:_\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.672\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:X\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.667\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.Case:Gen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.646\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.624\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:2]:Ap\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.624\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[:3]:App\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.612\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-2:]::n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.601\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.NumType:Card\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.591\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:Num\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.581\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:3]:hak\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.557\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:8.\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.555\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho.NumType:Card\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.555\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[:2]:-k\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.543\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma:Google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.41%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.543\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:form[-3:]:ota\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.535\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:lemma.lower():google\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.48%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 15034 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.28%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
       "                    <i>&hellip; 2611 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.28%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.558\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-3:]:nen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.560\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]::n\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.564\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        +1:upos:PROPN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.569\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:upos:ADJ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.576\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:morpho:_\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.580\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:form[-2:]:an\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.673\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        0:xpos:A\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.675\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:upos:NOUN\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.72%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.752\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Ine\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.812\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        -1:morpho.Case:Gen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "        \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eli5.show_weights(crf, targets=sorted_for_ner(crf.classes_), top=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's have a look at the output\n",
    "\n",
    "* Print sentences with named entities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kairossa on samalla #äänestä parittajaa-viestillä tuhrittu myös Abdul Fattah al-Sisin vaalimainoksia .\n",
      "NEs: <LOC>Kairossa</LOC>,<PER>Abdul Fattah al-Sisin</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Kenraali al-Sisin johtama sotilasjuntta kaappasi vallan vaaleissa voittaneelta presidentti Muhammed Mursilta ja Muslimiveljeskunnalta , julisti veljeskunnan rikollisjärjestöksi ja tukahdutti mielenosoitukset yli tuhannen ihmisen kuolemaan johtaneella väkivallalla .\n",
      "NEs: <PER>Muhammed Mursilta</PER>,<ORG>Muslimiveljeskunnalta</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Mursin islamistisen politiikan vastustajat näkevät al-Sisin pelastajana ja Egyptin tilanteen vakauttajana .\n",
      "NEs: <PER>Mursin</PER>,<LOC>Egyptin</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Ihmisoikeusjärjestöt raportoivat sotilashallituksen syyllistyvän laajoihin väärinkäytöksiin .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Viime viikolla al-Sisi nimitti maan puolustusministerin armeijan ylipäälliköksi ja ilmoitti samalla ryhtyvänsä ehdokkaaksi presidentin vaaleissa , jotka pidetään 26. ja 27. toukokuuta .\n",
      "NEs: <ORG>al-Sisi</ORG>,<DATE>26. ja 27. toukokuuta</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "Näin suomi googlasi vappuna — vainajia ja vipukirveitä\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Vappuna haetuimpien termien listalla oli pari yllätystä .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Googlen Suomen-trendinäkymä paljastaa , mitkä asiat kiinnostivat suomalaisia vappuna .\n",
      "NEs: <ORG>Googlen</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Näkymä esittää normihauista poikkeavia termejä , joita ei joka päivä esiinny .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Vapunaatolta Google antaa seitsemän suositun haun listan :\n",
      "NEs: <ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "1. Vappu 2. Vappu 2014 3. Bob Hoskins 4. Donald Sterling 5. Vipukirves 6. S-market 7. Real Madrid\n",
      "NEs: <PRO>Vappu 2. Vappu 2014 3. Bob Hoskins 4. Donald Sterling 5. Vipukirves 6. S-market 7. Real Madrid</PRO>\n",
      "------------------------------------------------------------------------------\n",
      "Kaksi ensimmäistä ovat melko itsestäänselviä .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Näyttelijä Bob Hoskinsin kuolema selittää kolmosen ja uutisointi NBA-koripallojoukkueen omistaja Donald Sterlingin elinikäisestä toimitsijakiellosta selittää nelosen .\n",
      "NEs: <PER>Bob Hoskinsin</PER>,<PER>Donald Sterlingin</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Vipukirves on erikoisempi hitti , joka selittyy kansainvälisellä huomiolla .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Suomalaisen Heikki Kärnän kirveen esittelyvideosta muodostui Youtube-hitti yli 3 miljoonalla katselulla , ja vimpain alkoi kiinnostaa ihmisiä .\n",
      "NEs: <ORG>Heikki Kärnän</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Vapunpäivänä Google kertoo kahden termin nousseen yli muiden : pizza onlinen sekä Ayrton Sennan .\n",
      "NEs: <ORG>Google</ORG>,<PRO>Ayrton Sennan</PRO>\n",
      "------------------------------------------------------------------------------\n",
      "Jälkimmäinen selittyy miehen kuoleman 20-vuotispäivällä .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Edellinen puolestaan kertonee suomalaisten vapunjälkeisistä tarpeista .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "\" Muutamia vaaratilanteita \" : Lenovo kutsuu akkuja\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Lenovo kutsuu takaisin kannettavien tietokoneiden akkuja tulipaloriskin vuoksi .\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Kiinalainen pc-valmistaja Lenovo käynnisti globaalin takaisinkutsun tiettyjen ThinkPad-tietokoneissa käytettyjen akkujen keräämiseksi pois käytöstä :\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Lenovo kutsui vapaaehtoisesti takaisin tietyn erän litiumioniakkuja .\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Nämä akut on valmistettu käytettäväksi kannettavissa ThinkPad-tietokoneissa , joita toimitettiin maailmanlaajuisesti lokakuun 2010 ja huhtikuun 2011 välisenä aikana .\n",
      "NEs: <DATE>lokakuun 2010</DATE>,<DATE>huhtikuun 2011 välisenä aikana</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "Lenovo tarjoutuu vaihtamaan takaisinkutsutut akut vaihtoakkuihin veloituksetta takuun tilasta riippumatta .\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Yhtiön tukitiedotteen mukaan tiedossa on \" muutamia vaaratilanteita \" , mutta sen enempää asiasta ei kerrota .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Yhdysvaltain Consumer Product Safety Commissionin mukaan kyse on tulipaloriskistä , ja tiedossa on kaksi tapausta , missä akusto ylikuumeni ja aiheutti vahinkoa tietokoneelle ja lähellä olleelle omaisuudelle .\n",
      "NEs: <ORG>Yhdysvaltain Consumer Product Safety Commissionin</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Henkilövahingoista ei ole kerrottu .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Kerättävien akkujen määrästä Lenovo ei sanonut mitään , mutta Pohjois-Amerikassa kyse on 37\\_400 akusta .\n",
      "NEs: <ORG>Lenovo</ORG>,<LOC>Pohjois-Amerikassa</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Yhtiö kehottaa voimakkaasti asianomaisia lopettamaan akun käyttämisen ja kytkemään tietokoneen verkkovirtaan , kunnes korvaava akku on toimitettu .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Lenovo tarjoaa automaattista ratkaisua sen selvittämiseksi , onko oma akku takaisinkutsun piirissä .\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Kun tukisivua katselee kannettavalla ThinkPad-tietokoneella , tulevat vaihtoakun tilaamista koskevat ohjeet näkyviin , jos koneen akku kuuluu takaisinkutsun piiriin .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Lenovo on myynyt kyseisiä akkuja uusissa kannettavissa tietokoneissa , erillisinä lisävarusteina ja vaihtoakkuina seuraavassa lueteltuihin malleihin .\n",
      "NEs: <ORG>Lenovo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "* ThinkPad T410- , T420- , T510- , W510- , X100E- , X120E- , X200- , X201- , X201s -sarjat * Edge 11- , Edge 13- ja Edge 14 -sarjat * Lisävarusteiden osanumerot 43R9255 , 51J0500 , 57Y4186 , 57Y4564 , 57Y4565 , 57Y4625 , 57Y4559 , 43R9254 , 0A36277\n",
      "NEs: <PRO>ThinkPad T410-</PRO>,<PRO>Edge 11-</PRO>,<PER>Edge 13-</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Mitä ihmettä TVkaistassa tapahtuu ?\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Konkurssipesäkään ei tiedä ylläpitäjää\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "TVkaistan konkurssipesä on sulkenut TVkaista.fi-osoitteen , mutta palvelun sivut ovat yhä pystyssä hollantilaisella palvelimella .\n",
      "NEs: <ORG>TVkaistan</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Yhtiön konkurssipesän hoitajakaan ei tiedä , kuka palvelua oikein pyörittää .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Tvkaista.fi-verkko-osoitteesta löytyy vain cgi-bin-hakemiston linkki .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "TVKaista Oy:n konkurssipesää hoitavan lakimiehen Heikki Aaltosen mukaan tvkaista.fi-osoite on suljettu hänen vaatimuksestaan .\n",
      "NEs: <PER>Heikki Aaltosen</PER>\n",
      "------------------------------------------------------------------------------\n",
      "– Kun tästä toiminnasta on syyte , niin velkojien kanssa tulimme siihen tulokseen , ettei konkurssipesä voi tällaista toimintaa millään tavoin ylläpitää , Aaltonen sanoo .\n",
      "NEs: <PER>Aaltonen</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Televisio-ohjelmien tallennuspalvelua tarjonnutta TVKaistaa syytetään muun muassa tekijänoikeusrikoksesta ja törkeästä petoksesta .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "– Konkurssipesälle tästä ei ollut mitään hyötyä , päinvastoin tuli riski korvausvaatimuksista .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Käytännössä Tvkiasta.fi-palvelun sivuille pääsee yhä ip-osoitteesta , joka viittaa Hollannissa sijaitsevaan palvelintilaa tarjoavaan yhtiöön .\n",
      "NEs: <LOC>Hollannissa</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Ip-osoite on todennäköisesti sama , kuin missä palvelu on toiminut aiemminkin , mutta tvkaista.fi-verkko-osoite ei enää vie palvelun sivuille .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Tvkaista.fi-pavelun ylläpitäjät ovat tänään julkaisseet lausunnon palvelun Facebook-sivuilla .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "– TVkaistan sivulla on tällä hetkellä ongelmia .\n",
      "NEs: <ORG>TVkaistan</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Olemme siitä tietoisia ja yritämme korjata tilanteen mahdollisimman pian .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Ilmoitamme täällä uudestaan , kun tilanne on korjaantunut .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Joidenkin Facebook-kommenttien perusteella Tvkaista.fi-sivusto kyllä näkyy ip-osoitteen kautta , mutta sivujen kautta ei pääse katsomaan tallennettuja ohjelmia .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Tvkaista.fi-osoitteen omistava TVKaista Oy asetettiin helmikuussa konkurssiin .\n",
      "NEs: <ORG>TVKaista Oy</ORG>,<DATE>helmikuussa</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "Hämmennystä lisää se , että helmikuun lopulla palvelun ylläpitäjät kiistivät TVKaista Oy:n olevan yhteydessä Tvkaista.fi-palveluun .\n",
      "NEs: <DATE>helmikuun</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "– TVkaista on täysin erillään eikä ole millään tavalla sidoksissa TVkaista Oy -nimiseen yritykseen , joka lehtitietojen mukaan on hiljattain haastettu konkurssiin , ylläpitäjät ilmoittivat Facebook-sivuilla .\n",
      "NEs: <ORG>TVkaista</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Aaltosen mukaan hän on saanut ylläpitäjiin yhteyden vain \" sangen huonosti toimivan sähköpostiviestittelyn \" kautta .\n",
      "NEs: <PER>Aaltosen</PER>\n",
      "------------------------------------------------------------------------------\n",
      "– Olen minä sieltä jotain tietoa saanut , Aaltonen sanoo .\n",
      "NEs: <PER>Aaltonen</PER>\n",
      "------------------------------------------------------------------------------\n",
      "– Mutta en esimerkiksi siitä , että kuka sitä pyörittää nykyään .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Tvkaista.fi-palvelun lopettamisesta kertoi ensimmäisenä Tietoviikko .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Zuckerberg visioi lennokkitaivaan — toiset näkevät kaikkivoivan isoveljen\n",
      "NEs: <PER>Zuckerberg</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Facebookin perustajan mielestä netti tuodaan kaikille lennokkien , satelliittien ja laserien avulla .\n",
      "NEs: <ORG>Facebookin</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Facebookin ykkösmies Mark Zuckerberg paljasti vähän lisää Facebookin johtamasta ja monen yhteistyökumppanin Internet.org-hankkeesta nettiyhteyksien tarjoamiseksi miljardeille ihmisille ympäri maailman .\n",
      "NEs: <ORG>Facebookin</ORG>,<PER>Mark Zuckerberg</PER>,<ORG>Facebookin</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Hän tuli vahvistaneeksi huhut miehittämättömien lennokkien käyttämisestä osana hanketta .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "– Tänään kerromme joitakin yksityiskohtia siitä työstä , mitä Facebookin Connectivity Lab tekee rakentaakseen lennokkeja , satelliitteja ja lasereita internetin toimittamiseksi kaikille , Zuckerberg kirjoitti blogissa torstaina .\n",
      "NEs: <ORG>Facebookin</ORG>,<ORG>Connectivity Lab</ORG>,<PER>Zuckerberg</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Nyt julkistettu Connectivity Lab keskittyy uuden teknologian keksimiseen .\n",
      "NEs: <ORG>Connectivity Lab</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Lähtökohtana on löytää sopivat ratkaisut erikokoisille yhteisöille .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Esimerkiksi esikaupunkialueilla voitaisiin käyttää aurinkovoimalla toimivia ja korkealla lentäviä lennokkeja , jotka pysyvät ilmassa jopa kuukausia .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Sen sijaan alueilla , joissa väestötiheys on pieni , ratkaisuksi voisivat sopia satelliitit .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Kaikissa ratkaisuissa on tarkoitus käyttää free-space optical communication -teknologiaa , eli nettiyhteys välitettäisiin infrapunalaserien avulla .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Facebook = Yhdysvallat ?\n",
      "NEs: <ORG>Facebook</ORG>,<LOC>Yhdysvallat</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Facebookin innostuksesta lennokkeihin saatiin vihiä maaliskuun alussa , kun yhtiön väitettiin olevan ostamassa lennokkeja kehittävän Titan Aerospacen .\n",
      "NEs: <ORG>Facebookin</ORG>,<DATE>maaliskuun</DATE>,<PER>Titan Aerospacen</PER>\n",
      "------------------------------------------------------------------------------\n",
      "Tätä kauppaa ei ole vahvistettu , mutta Zuckerberg kyllä mainitsi , että Internet.orgiin on liittynyt toisen lennokkifirman Ascentan avainhenkilöitä .\n",
      "NEs: <PER>Zuckerberg</PER>,<ORG>Internet.orgiin</ORG>,<PRO>Ascentan</PRO>\n",
      "------------------------------------------------------------------------------\n",
      "Lehtilähteiden mukaan Facebook olisi ostamassa tämän(kin) firman .\n",
      "NEs: <ORG>Facebook</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Blogikirjoituksen kommenttien perusteella Zuckerbergin visio voi monessa kolkassa maailmaa vaikuttaa enemmänkin Yhdysvaltain visiolta .\n",
      "NEs: <PER>Zuckerbergin</PER>,<ORG>Yhdysvaltain visiolta</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Tai pikemminkin juonelta vakoilla ja aiheuttaa pahaa lennokkien avulla .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "On tosin epäselvää , kuinka havaittavia Zuckerbergin suunnittelemat korkealla lentävät koneet ovat maasta käsin .\n",
      "NEs: <ORG>Zuckerbergin</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Jotkut ovat ehdottaneet lennokkien tilalle suuria ilmalaivoja , joilla nettiyhteyttä voitaisiin jakaa ( kenties ? ) vähemmän pelottelevasti .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Kommenteissa on myös tuotu esille , että sinisilmäinen Zuckerberg ei voi mahtihankkeellaan mitään sille , jos jokin valtio kuten Turkki vain yksinkertaisesti päättää kieltää kansalta pääsyn oleellisiin verkkopalveluihin .\n",
      "NEs: <PER>Zuckerberg</PER>,<LOC>Turkki</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Google täytti lähes kaikki suomalaiset tietopyynnöt\n",
      "NEs: <ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Suomen viranomaiset saivat lähes kaikki Googlelta pyytämänsä tiedot , selviää hakukoneyrityksen läpinäkyvyysraportista .\n",
      "NEs: <LOC>Suomen</LOC>,<ORG>Googlelta</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Googlen torstaina julkaiseman tietopyyntöraportin mukaan suomalaisviranomaiset hakivat vuoden 2013 toisella puoliskolla tietoja 13 käyttäjästä ja 48 tilistä .\n",
      "NEs: <ORG>Googlen</ORG>,<DATE>vuoden 2013</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "Google toimitti viranomaisille ainakin joitakin tietoja 92 prosentissa tapauksista .\n",
      "NEs: <ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Kaikissa pohjoismaissa viranomaiset olivat sangen pidättyviä tietojen luovutuspyynnöissään .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Eniten tietoja hakivat tanskalaiset , jotka halusivat tietää 58 käyttäjästä ja 65 tilistä .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Google toimitti tietoja 62 prosentissa tapauksista .\n",
      "NEs: <ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Norjan viranomaiset pyysivät tietoja 37 käyttäjästä ja 51 tilistä ja saivat niitä 73 prosentissa pyynnöistä .\n",
      "NEs: <LOC>Norjan</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Ruotsissa tietopyyntöjä oli vähemmän ja niihinkin Google suhtautui pidättyvästi .\n",
      "NEs: <LOC>Ruotsissa</LOC>,<ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "18 käyttäjään ja 19 tiliin kohdistuneesta pyynnöstä Google vastasi myöntävästi vain viisi kertaa .\n",
      "NEs: <ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Yahoon läpinäkyvyysraportissa ei näy Suomen lukuja .\n",
      "NEs: <ORG>Yahoon</ORG>,<LOC>Suomen</LOC>\n",
      "------------------------------------------------------------------------------\n",
      "Yahoo se ei raportoi maista , joissa sillä ei ole toimivaa yksikköä eikä maista , joista on tullut alle viisi tiedonluovutuspyyntöä .\n",
      "NEs: <ORG>Yahoo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Viranomaiset peruvat tietopyyntöjä jos kohteille kerrotaan\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Yahoo ja Google ovat julkaisseet tietoja viranomaisilta saamistaan tietojen luovutuspyynnöistä .\n",
      "NEs: <ORG>Yahoo</ORG>,<ORG>Google</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Yahoo , joka alkoi kertoa pyynnöistä niiden kohteille , raportoi luovutuspyyntöjen määrän laskeneen puoleen .\n",
      "NEs: <ORG>Yahoo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Yahoo ryhtyi heinäkuussa kertomaan tietopyyntöjen kohteille pyynnöistä .\n",
      "NEs: <ORG>Yahoo</ORG>,<DATE>heinäkuussa</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "Kun se kertoi tästä luovutuspyyntöjen esittäjille , viranomaiset usein peruivat pyyntönsä , New York Times kirjoitti .\n",
      "NEs: <ORG>New York Times</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Yahoo ei tietenkään voinut kertoa kansallisen turvallisuuden nimissä tehdyistä salaisista tietopyynnöistä niiden kohteeksi joutuneille .\n",
      "NEs: <ORG>Yahoo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Julkisuuteenkin se saa raportoida niistä vain hyvin epämääräisesti ja pitkällä viiveellä .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Yahoo sai poliisilta ja muilta lainvalvontaviranomaisilta viime vuoden toisella puoliskolla 17 maasta 21\\_400 tiedonluovutuspyyntöä , jotka koskivat 32\\_500 tiliä .\n",
      "NEs: <ORG>Yahoo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Niistä kolmannes tuli amerikkalaisviranomaisilta .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n",
      "Luvussa eivät kuitenkaan ole mukana kansallisen turvallisuuden nimissä lähetetyt pyynnöt tai ulkomaantiedustelua vahtivan tuomioistuimen FISA:n hyväksymät salaiset pyynnöt .\n",
      "NEs: <ORG>FISA:n</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Tällaisia salaisia pyyntöjä Yahoo sai vuoden 2013 ensimmäisellä puoliskolla 0 – 3000 kappaletta , jotka koskivat 30\\_000 – 33\\_000 tiliä .\n",
      "NEs: <ORG>Yahoo</ORG>,<DATE>vuoden 2013</DATE>\n",
      "------------------------------------------------------------------------------\n",
      "Viime vuoden kuuden ensimmäisen kuukauden aikana Yahoo sai viranomaisilta 29\\_700 tietopyyntöä , jotka koskivat 62\\_800 tiliä .\n",
      "NEs: <ORG>Yahoo</ORG>\n",
      "------------------------------------------------------------------------------\n",
      "Salaiset tietopyynnöt ovat mukana tässä luvussa .\n",
      "NEs: \n",
      "------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "def get_tagged(words, tags):\n",
    "    # Get tagged spans from sequences of words and BIO tags\n",
    "    tagged, current, current_type = [], [], None\n",
    "    for word, tag in zip(words, tags):\n",
    "        if tag[0] in 'OB' and current:    # current ends\n",
    "            tagged.append((' '.join(current), current_type))\n",
    "            current, current_type = [], None\n",
    "        if tag[0] == 'B':\n",
    "            current, current_type = [word], tag[2:]\n",
    "        elif tag[0] == 'I':\n",
    "            if not current:    # I without B, but nevermind\n",
    "                current, current_type = [word], tag[2:]\n",
    "            else:\n",
    "                current.append(word)\n",
    "                # TODO check that type agrees\n",
    "        else:\n",
    "            assert tag == 'O', 'unexpected tag {}'.format(tag)\n",
    "    if current:    # span open at sentence end\n",
    "        tagged.append((' '.join(current), current_type))\n",
    "    return tagged\n",
    "\n",
    "\n",
    "for sentence, predictions in islice(zip(devel_data, pred_y), 100):\n",
    "    words = [w.form for w in sentence]\n",
    "    tagged = get_tagged(words, predictions)\n",
    "    print(' '.join(words))\n",
    "    print('NEs: '+','.join('<{1}>{0}</{1}>'.format(text, type_) for text, type_ in tagged))\n",
    "    print('-'*78)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What are the most common names?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\tFacebook (ORG)\n",
      "23\tGoogle (ORG)\n",
      "22\tGooglen (ORG)\n",
      "19\tYhdysvallat (LOC)\n",
      "17\tYhdysvaltain (LOC)\n",
      "14\tZuckerberg (PER)\n",
      "13\tTurkin (LOC)\n",
      "12\tFacebookin (ORG)\n",
      "11\tKiinan (LOC)\n",
      "10\tTwitterin (PRO)\n",
      "10\tApplen (ORG)\n",
      "10\tComcastin (ORG)\n",
      "10\tPohjois-Korean (LOC)\n",
      "9\tTurkki (LOC)\n",
      "9\tTurkissa (LOC)\n",
      "9\tNSA:n (ORG)\n",
      "9\tApple (ORG)\n",
      "8\tLenovo (ORG)\n",
      "8\tSuomen (LOC)\n",
      "8\tYahoo (ORG)\n",
      "8\tTwitter (PRO)\n",
      "8\tSamsungin (ORG)\n",
      "8\tFBI (ORG)\n",
      "7\tMark Zuckerberg (PER)\n",
      "7\tYhdysvalloissa (LOC)\n",
      "7\tFacebookissa (PRO)\n",
      "7\tSuomessa (LOC)\n",
      "7\tValkoisen talon (ORG)\n",
      "6\tYhdysvaltoja (LOC)\n",
      "6\tKiina (LOC)\n",
      "6\tDotcom (PER)\n",
      "6\tFacebookin (PRO)\n",
      "6\tVenäjällä (LOC)\n",
      "6\tOP:n (ORG)\n",
      "6\tPohjois-Koreassa (LOC)\n",
      "5\tNSA (ORG)\n",
      "5\tFacebookista (PRO)\n",
      "5\tKaliforniassa (LOC)\n",
      "5\tVenäjän (LOC)\n",
      "5\tKiinassa (LOC)\n",
      "5\tSonyn (ORG)\n",
      "5\tSullivan (PER)\n",
      "5\tPohjois-Koreaa (LOC)\n",
      "5\tPohjois-Korea (LOC)\n",
      "4\tNSA:ta (ORG)\n",
      "4\tThe New York Times (ORG)\n",
      "4\tKarpin (PER)\n",
      "4\tKarppi (PER)\n",
      "4\tF-Securen (ORG)\n",
      "4\tGooglea (ORG)\n"
     ]
    }
   ],
   "source": [
    "tagged_count = Counter()\n",
    "for sentence, predictions in zip(devel_data, pred_y):\n",
    "    words = [w.form for w in sentence]\n",
    "    for text, type_ in get_tagged(words, predictions):\n",
    "        tagged_count[(text, type_)] += 1\n",
    "\n",
    "for (text, type_), count in tagged_count.most_common(50):\n",
    "\tprint('{}\\t{} ({})'.format(count, text, type_))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluate on other parts of the data\n",
    "\n",
    "Train a model and evaluate it on the following:\n",
    "\n",
    "* Development set\n",
    "* Test set\n",
    "* Additional test set wikipedia.test.conllu (Finnish only)\n",
    "* Training set\n",
    "\n",
    "Comment briefly on each result and how you interpret it.\n",
    "\n",
    "(Exercise)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Improve the model further\n",
    "\n",
    "There are many ways that we could still try to further improve the model, for example\n",
    "\n",
    "* Optimize hyperparameters, most importantly regularization parameters `c1` (L1) and `c2` (L2)\n",
    "* Dictionaties (aka gazetteers): does the word appear in lists of known names of people, cities, countries, etc.\n",
    "* Word shape features, e.g. \"Turku\" → \"Aaaaa\", \"NLP\" → \"AAA\", \"123\" → \"###\"\n",
    "* Adding a bias term\n",
    "\n",
    "(Exercise)"
   ]
  }
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