{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The full python workflow for semasiological token-level clouds "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook walks you through all the steps, from setting up the code based on your corpus to getting token-level distance matrices. They can be based on individual lemmas (like [here](https://cloudspotting.marianamontes.me/)) or on groups of related lemmas (like [here](https://www.degruyter.com/document/doi/10.1515/9783110733945-021/html))."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Initial setup "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first step is to load some packages, including both `nephosem` and `semasioFlow`. Then we export functions directly from `semasioFlow` (although `ConfigLoader` is extracted from `nephosem`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import logging\n",
    "sys.path.append(\"../../nephosem/\") # my path to nephosem\n",
    "sys.path.append(\"../semasioFlow/\") # my path to semasioFlow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from semasioFlow import ConfigLoader\n",
    "from semasioFlow.load import loadVocab, loadMacro, loadColloc, loadFocRegisters\n",
    "from semasioFlow.sample import sampleTypes\n",
    "from semasioFlow.focmodels import createBow, createRel, createPath\n",
    "from semasioFlow.socmodels import targetPPMI, weightTokens, createSoc\n",
    "from semasioFlow.utils import plotPatterns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Configuration "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depending on what you need, you will have to set up some useful paths settings.\n",
    "I like to have at least the path to my project (`mydir`), an output path within (`mydir + \"output\"`) and a GitHub path for the datasets that I will use in the visualization. There is no real reason not to have everything together, except that I did not think of it at the moment. (Actually, there is: the GitHub stuff will be public and huge data would not be included. How much do we want to have public?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mydir = \"./\"\n",
    "output_path = f\"{mydir}/output/create-clouds/\"\n",
    "nephovis_path = f\"{mydir}/for-nephovis/\"\n",
    "logging.basicConfig(filename = f'{mydir}/testlog.log', level = logging.DEBUG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "necessary_subfolders = ['vocab', 'cws', 'registers', 'tokens']\n",
    "for sf in necessary_subfolders:\n",
    "    if not os.path.exists(output_path + sf):\n",
    "        os.makedirs(output_path + sf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The variables with paths is just meant to make it easier to manipulate filenames. The most important concrete step is to adapt the configuration file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "([^\\t]+)\\t([^\\t])[^\\t]*\\t([^\\t]+)\\t([^\\t]+)\\t([^\\t]+)\\t([^\\t]+)\n",
      "word,pos,lemma,id,head,deprel\n",
      "lemma/pos lemma/pos lemma/pos/fid/lid\n"
     ]
    }
   ],
   "source": [
    "conf = ConfigLoader()\n",
    "settings = conf.update_config('config.ini')\n",
    "settings['output-path'] = output_path\n",
    "\n",
    "corpus_name = 'Toy'\n",
    "print(settings['line-machine'])\n",
    "print(settings['global-columns'])\n",
    "print(settings['type'], settings['colloc'], settings['token'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Frequency lists"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The frequency lists are the first thing to create, but once you have them, you just load them. So what we are going to do here is define the filename where we *would* store the frequency list (in this case, where it is actually stored), and if it exists it loads it; if it doesn't, it creates and store it. After generating a full frequency list, we might want to [filter it](https://qlvl.github.io/nephosem/tutorials/vocab.html) and store different versions in the `vocab` folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".//output/create-clouds//vocab/Toy.nodefreq\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('the/D', 53),('boy/N', 25),('eat/V', 22) ... ('ten/C', 1),('ask/V', 1),('about/I', 1)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_name = f\"{output_path}/vocab/{corpus_name}.nodefreq\"\n",
    "print(full_name)\n",
    "full = loadVocab(full_name, settings)\n",
    "full"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Boolean token-level matrices\n",
    "\n",
    "Even though we first think of the type leven and only afterwards of the token level, with this workflow we don't really need to touch type level until after we obtain the boolean token-level matrices, that is, until we need to use PPMI values to select or weight the context words.\n",
    "\n",
    "As a first step, we need the type or list of types we want to run; for example `\"heet/adj\"` or `[\"vernietig/verb\", \"verniel/verb\"]`, and we subset the vocabulary for that query."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('girl/N', 21),('boy/N', 25)]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = full.subvocab([\"girl/N\", \"boy/N\"])\n",
    "type_name = \"child\"\n",
    "query"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could generate the tokens for all tokens (which in a real sample could be in the thousands), or create a random selection with a certain number and then only use those files. The output of `semasioFlow.sampleTypes()` includes a list of token IDs as well as the list of filenames that suffices to extract those tokens. We can then use the new list of filenames when we collect tokens, and the list of tokens to subset the resulting matrices. In addition, the optional argument `concordance` can take a filename to which a raw concordance based on the current settings can be stored (see [this tutorial](https://qlvl.github.io/nephosem/tutorials/concordance-from-tokens.html)).\n",
    "\n",
    "Of course, to keep the sample fixed it would be more useful to generate the list, store it and then retrieve it in future runs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "<strong>NOTE:</strong> \n",
    "By default, `semasioFlow.sampleTypes()` will only sample one token of each type per file. To override this, add `oneperfile = False`.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import os.path\n",
    "\n",
    "fnames = [settings['corpus-path'] + '/' + x for x in os.listdir(settings['corpus-path'])]\n",
    "tokenlist_fname = f\"{mydir}/filelist.json\"\n",
    "if os.path.exists(tokenlist_fname):\n",
    "    with open(tokenlist_fname, \"r\") as f:\n",
    "        tokenlist, fnameSample = json.load(f).values()\n",
    "else:\n",
    "    tokenlist, fnameSample = sampleTypes({'girl/N' : 20, 'boy/N' : 20}, fnames, settings, oneperfile = False)\n",
    "    with open(tokenlist_fname, \"w\") as f:\n",
    "        json.dump({\"tokenlist\" : tokenlist, \"fnames\" : fnameSample}, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tokenlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fnameSample)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Bag-of-words\n",
    "\n",
    "The code to generate one matrix is very straightforward, but what if we want to use different combinations of parameter settings to create multiple matrices?\n",
    "\n",
    "The code below assumes that the boolean BOW matrices may vary across three parameters:\n",
    "\n",
    "- **foc_win**: window size, which is set with numbers for let and right window. *This has the settings above for default*\n",
    "- **foc_pos**: part-of-speech filter, which will actually be set as a previously filtered list of context words. *By default, all context words are included.*\n",
    "- **bound**: the match for sentence boundaries and whether the models respond to them or not. *By default, sentence boundaries are ignored.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "nounverbs = [x for x in full.get_item_list() if x.rsplit(\"/\", 1)[1] in [\"N\", \"V\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "foc_win = [(3, 3), (5, 5), (5, 3)] # optional window sizes\n",
    "foc_pos = {\n",
    "    \"all\" : full[full.freq > 2].get_item_list(), # only frequency filter\n",
    "    \"nounverbs\" : nounverbs # only nouns and verbs\n",
    "}\n",
    "bound = { \"match\" : \"^</s>$\", \"values\" : [True, False]}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function below combines a number of necessary functions:\n",
    "\n",
    "- it creates a loop over the different combinations of parameter settings specified\n",
    "- it collects the tokens and computes and filters the corresponding matrices\n",
    "- it transforms the matrices in \"boolean\" integer matrices, with only 0's and 1's\n",
    "- it stores the matrices in their respective files\n",
    "- it records the combinations of parameter settings and which values are taken by each model\n",
    "- it records the context words captured by each model for each token\n",
    "- it returns both records to be stored wherever you want"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/6 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Scanning tokens of queries in corpus...\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.bound3-3all.tcmx.bool.pac\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 17%|█▋        | 1/6 [00:00<00:01,  3.35it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.bound3-3nounverbs.tcmx.bool.pac\n",
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Scanning tokens of queries in corpus...\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.nobound3-3all.tcmx.bool.pac\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 33%|███▎      | 2/6 [00:00<00:01,  3.44it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.nobound3-3nounverbs.tcmx.bool.pac\n",
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Scanning tokens of queries in corpus...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.bound5-5all.tcmx.bool.pac\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 50%|█████     | 3/6 [00:00<00:00,  3.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.bound5-5nounverbs.tcmx.bool.pac\n",
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Scanning tokens of queries in corpus...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.nobound5-5all.tcmx.bool.pac\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.nobound5-5nounverbs.tcmx.bool.pac\n",
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Scanning tokens of queries in corpus...\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.bound5-3all.tcmx.bool.pac\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 83%|████████▎ | 5/6 [00:01<00:00,  3.45it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.bound5-3nounverbs.tcmx.bool.pac\n",
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Scanning tokens of queries in corpus...\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.nobound5-3all.tcmx.bool.pac\n",
      "WARNING: 1 columns have not been found.\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 6/6 [00:01<00:00,  3.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.nobound5-3nounverbs.tcmx.bool.pac\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "bowdata = createBow(query, settings, type_name = type_name, fnames = fnameSample, tokenlist = tokenlist,\n",
    "        foc_win = foc_win, foc_pos = foc_pos, bound = bound)\n",
    "bowdata.to_csv(f\"{output_path}/registers/{type_name}.bow-models.tsv\", sep = \"\\t\", index_label = \"_model\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bound</th>\n",
       "      <th>foc_base</th>\n",
       "      <th>foc_pos</th>\n",
       "      <th>foc_win</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3nounverbs</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>3-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-3all</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-3nounverbs</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5all</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5nounverbs</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3all</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3nounverbs</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>3-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3all</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           bound foc_base    foc_pos foc_win\n",
       "child.bound3-3all           True      BOW        all     3-3\n",
       "child.bound3-3nounverbs     True      BOW  nounverbs     3-3\n",
       "child.bound5-3all           True      BOW        all     5-3\n",
       "child.bound5-3nounverbs     True      BOW  nounverbs     5-3\n",
       "child.bound5-5all           True      BOW        all     5-5\n",
       "child.bound5-5nounverbs     True      BOW  nounverbs     5-5\n",
       "child.nobound3-3all        False      BOW        all     3-3\n",
       "child.nobound3-3nounverbs  False      BOW  nounverbs     3-3\n",
       "child.nobound5-3all        False      BOW        all     5-3\n",
       "child.nobound5-3nounverbs  False      BOW  nounverbs     5-3\n",
       "child.nobound5-5all        False      BOW        all     5-5\n",
       "child.nobound5-5nounverbs  False      BOW  nounverbs     5-5"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bowdata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Lemmarel\n",
    "\n",
    "For dependency models we need specific templates and and patterns --- especially for LEMMAREL, they need to be tailored to the part-of-speech that you are looking into. Since I'm exemplifying with a verb, I will use those templates."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-danger\">\n",
    "\n",
    "<strong>IMPORTANT</strong><br>\n",
    "In order to identify different sentences, dependency models require the 'separator-line-machine' value.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "graphml_name = \"LEMMAREL\"\n",
    "templates_dir = f\"{mydir}/templates\"\n",
    "rel_macros = [\n",
    "    (\"LEMMAREL\", loadMacro(templates_dir, graphml_name, \"LEMMAREL\")) # list of templates -we only have one\n",
    "]\n",
    "settings['separator-line-machine'] = \"^</s>$\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Building dependency features...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5e15459d96af460e888885a18e96c389",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=11), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Building matrix...\n",
      "WARNING: 8 rows have not been found.\n",
      "WARNING: 45 columns have not been found.\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.LEMMAREL.tcmx.bool.pac\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LEMMAREL</th>\n",
       "      <th>foc_base</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL</th>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>LEMMAREL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                LEMMAREL  foc_base\n",
       "child.LEMMAREL  LEMMAREL  LEMMAREL"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reldata = createRel(query, settings, rel_macros, type_name = type_name,\n",
    "              fnames = fnameSample, tokenlist = tokenlist, foc_filter = full.get_item_list())\n",
    "reldata.to_csv(f\"{output_path}/registers/{type_name}.rel-models.tsv\", sep = \"\\t\", index_label = \"_model\")\n",
    "reldata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Lemmapath\n",
    "\n",
    "Like LEMMAREL, the LEMMAPATH models need 'separator-line-machine' to be properly set and the templates to be loaded.\n",
    "Unlike LEMMAREL, the templates are not cumulative: LEMMAPATH1 models only cover those with one step between target and context word, while LEMMAPATH2 covers those with two steps. We *could* make them cumulative, but this setup allows us to give them different weights in PATHweight models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "graphml_name = \"LEMMAPATH\"\n",
    "templates_dir = f\"{mydir}/templates\"\n",
    "# If there were multiple LEMMAPATH templates with increasing path length:\n",
    "# path_templates = [loadMacro(templates_dir, graphml_name, f\"LEMMAPATH{i}\") for i in [1, 2, 3]]\n",
    "# path_macros = [\n",
    "#     # First group includes templates with one and two steps, no weight\n",
    "#     (\"LEMMAPATH2\", [path_templates[0], path_templates[1]], None),\n",
    "#     # Second group includes templates with up to three steps, no weight\n",
    "#     (\"LEMMAPATH3\", [path_templates[0], path_templates[1], path_templates[2]], None),\n",
    "#     # Third group includes templates with up to three steps, with weight\n",
    "#     (\"LEMMAPATHweight\", [path_templates[0], path_templates[1], path_templates[2]], [1, 0.6, 0.3])\n",
    "# ]\n",
    "path_templates = [loadMacro(templates_dir, graphml_name, \"LEMMAPATH\")]\n",
    "path_macros = [(\"LEMMAPATH\", path_templates, None)]\n",
    "settings['separator-line-machine'] = \"^</s>$\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Not provide the temporary path!\n",
      "WARNING: Use the default tmp directory: '~/tmp'!\n",
      "Building dependency features...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dec142f9f8aa42f682c6d4d0ce4b6b24",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=11), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Building matrix...\n",
      "WARNING: 31 columns have not been found.\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child//child.LEMMAPATH.tcmx.bool.pac\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LEMMAPATH</th>\n",
       "      <th>foc_base</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>child.LEMMAPATH</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 LEMMAPATH   foc_base\n",
       "child.LEMMAPATH  LEMMAPATH  LEMMAPATH"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pathdata = createPath(query, settings, path_macros, type_name = type_name,\n",
    "          fnames = fnameSample, tokenlist = tokenlist, foc_filter = full.get_item_list())\n",
    "pathdata.to_csv(f\"{output_path}/registers/{type_name}.path-models.tsv\", sep = \"\\t\", index_label = \"_model\")\n",
    "pathdata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4 Weight or booleanize\n",
    "\n",
    "Once we have our boolean token-by-feature matrices, we can start combining them with type-level matrices: first to weight them and then to obtain second-order features. These functions will require us to specify the directory where we store our token matrices (in case we want different directories)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.1. Create/load collocation matrix\n",
    "First of all, we need to have a collocation matrix. The following function checks if the given filename exists and, if it doesn't, it creates the matrix from scratch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "freq_fname_CW4 = f\"{output_path}/{corpus_name}.bow.wcmx.pac\" # window size of 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[55, 55]  's/P  ,/,  a/D  about/I  about/R  all/P  an/D  ...\n",
       "'s/P      NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...\n",
       ",/,       NaN   1    2    NaN      NaN      NaN    NaN   ...\n",
       "a/D       NaN   3    NaN  NaN      NaN      NaN    NaN   ...\n",
       "about/I   NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...\n",
       "about/R   NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...\n",
       "all/P     NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...\n",
       "an/D      NaN   NaN  NaN  NaN      NaN      NaN    NaN   ...\n",
       "...       ...   ...  ...  ...      ...      ...    ...   ..."
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#settings['left-span'] = 4\n",
    "#settings['right-span = 4']\n",
    "freqMTX_CW4 = loadColloc(freq_fname_CW4, settings, row_vocab = full)\n",
    "freqMTX_CW4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Register PPMI values\n",
    "\n",
    "The function below subsets collocation matrices and calculates PMI values based on collocation matrices and frequencies based on vocabularies, to register the information in a dataframe. It returns a specific PPMI dataframe to use for weighting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6f6dc00e60de4fa988bbc1b5d78e6d04",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=77), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01507 sec\n",
      "************************************\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[2, 48]  's/P       ,/,         a/D         about/I     about/R     all/P      an/D       ...\n",
       "boy/N    NaN        NaN         NaN         NaN         NaN         0.8252069  0.6428853  ...\n",
       "girl/N   1.0567893  0.09170843  0.46900266  0.83364576  0.83364576  NaN        NaN        ..."
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppmi = targetPPMI(query.get_item_list(),\n",
    "           vocabs = {\"freq\" : full},\n",
    "          collocs = {\"4\" : freqMTX_CW4\n",
    "#                      , \"10\" : freqMTX_CW10 # it's possible to add info from other matrices\n",
    "                    },\n",
    "          type_name = type_name, output_dir = f\"{nephovis_path}/{type_name}/\",\n",
    "          main_matrix = \"4\" # matrix to base return matrix on\n",
    "                 )\n",
    "ppmi # it returns the PPMI values based on collocs[\"4\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pmi_4_boy/N</th>\n",
       "      <th>pmi_4_girl/N</th>\n",
       "      <th>raw_4_boy/N</th>\n",
       "      <th>raw_4_girl/N</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cw</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>'s/P</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.056789</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>,/,</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.091708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a/D</th>\n",
       "      <td>-0.455727</td>\n",
       "      <td>0.469003</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>about/I</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>about/R</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>all/P</th>\n",
       "      <td>0.825207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>an/D</th>\n",
       "      <td>0.642885</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>and/C</th>\n",
       "      <td>0.237420</td>\n",
       "      <td>-0.159606</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>apple/N</th>\n",
       "      <td>-0.621712</td>\n",
       "      <td>-0.207808</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>as/I</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ask/V</th>\n",
       "      <td>0.488735</td>\n",
       "      <td>0.497174</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>at/I</th>\n",
       "      <td>0.355203</td>\n",
       "      <td>0.363642</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>baby/N</th>\n",
       "      <td>0.036750</td>\n",
       "      <td>0.045188</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>be/V</th>\n",
       "      <td>0.201053</td>\n",
       "      <td>-0.889121</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>both/D</th>\n",
       "      <td>0.825207</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.360277</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>by/I</th>\n",
       "      <td>0.419742</td>\n",
       "      <td>-0.264967</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>do/V</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.056789</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>down/R</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.344471</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eat/V</th>\n",
       "      <td>-0.095518</td>\n",
       "      <td>0.200603</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>for/I</th>\n",
       "      <td>1.048350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N</th>\n",
       "      <td>-0.239504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>give/V</th>\n",
       "      <td>0.517722</td>\n",
       "      <td>0.303018</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>have/V</th>\n",
       "      <td>0.237420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>healthy/J</th>\n",
       "      <td>-0.273405</td>\n",
       "      <td>0.022716</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>her/P</th>\n",
       "      <td>1.336033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>him/P</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.344471</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>house/N</th>\n",
       "      <td>1.336033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>in/I</th>\n",
       "      <td>0.825207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>less/R</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>like/V</th>\n",
       "      <td>0.642885</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>look/V</th>\n",
       "      <td>0.509354</td>\n",
       "      <td>0.363642</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>love/V</th>\n",
       "      <td>1.336033</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>not/R</th>\n",
       "      <td>0.355203</td>\n",
       "      <td>0.363642</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>old/J</th>\n",
       "      <td>0.442215</td>\n",
       "      <td>0.045188</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>on/I</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>say/V</th>\n",
       "      <td>0.488735</td>\n",
       "      <td>0.497174</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>she/P</th>\n",
       "      <td>0.355203</td>\n",
       "      <td>0.363642</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>should/M</th>\n",
       "      <td>0.036750</td>\n",
       "      <td>0.045188</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sit/V</th>\n",
       "      <td>-0.050262</td>\n",
       "      <td>0.651324</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tasty/J</th>\n",
       "      <td>-0.455727</td>\n",
       "      <td>-0.447288</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ten/C</th>\n",
       "      <td>0.825207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ten/J</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.056789</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>that/I</th>\n",
       "      <td>0.355203</td>\n",
       "      <td>0.363642</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>that/W</th>\n",
       "      <td>0.355203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>the/D</th>\n",
       "      <td>0.337504</td>\n",
       "      <td>0.316955</td>\n",
       "      <td>35.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>this/D</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.833646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>to/T</th>\n",
       "      <td>0.132060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>very/R</th>\n",
       "      <td>0.825207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>what/W</th>\n",
       "      <td>0.132060</td>\n",
       "      <td>0.140499</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>which/W</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.497174</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>without/I</th>\n",
       "      <td>0.488735</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year/N</th>\n",
       "      <td>-0.273405</td>\n",
       "      <td>-0.264967</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           pmi_4_boy/N  pmi_4_girl/N  raw_4_boy/N  raw_4_girl/N  freq\n",
       "cw                                                                   \n",
       "'s/P               NaN      1.056789          NaN           1.0     1\n",
       ",/,                NaN      0.091708          NaN           2.0     3\n",
       "a/D          -0.455727      0.469003          2.0           5.0     6\n",
       "about/I            NaN      0.833646          NaN           1.0     1\n",
       "about/R            NaN      0.833646          NaN           1.0     1\n",
       "all/P         0.825207           NaN          1.0           NaN     1\n",
       "an/D          0.642885           NaN          2.0           NaN     3\n",
       "and/C         0.237420     -0.159606          3.0           2.0     5\n",
       "apple/N      -0.621712     -0.207808          4.0           6.0    21\n",
       "as/I               NaN      0.833646          NaN           1.0     1\n",
       "ask/V         0.488735      0.497174          1.0           1.0     1\n",
       "at/I          0.355203      0.363642          5.0           5.0     6\n",
       "baby/N        0.036750      0.045188          1.0           1.0     2\n",
       "be/V          0.201053     -0.889121          6.0           2.0    11\n",
       "both/D        0.825207      0.833646          1.0           1.0     1\n",
       "boy/N              NaN     -0.360277          NaN           8.0    25\n",
       "by/I          0.419742     -0.264967          2.0           1.0     3\n",
       "do/V               NaN      1.056789          NaN           1.0     1\n",
       "down/R             NaN      1.344471          NaN           1.0     1\n",
       "eat/V        -0.095518      0.200603          9.0          12.0    22\n",
       "for/I         1.048350           NaN          1.0           NaN     1\n",
       "girl/N       -0.239504           NaN          8.0           NaN    21\n",
       "give/V        0.517722      0.303018          5.0           4.0     6\n",
       "have/V        0.237420           NaN          1.0           NaN     2\n",
       "healthy/J    -0.273405      0.022716          3.0           4.0    10\n",
       "her/P         1.336033           NaN          1.0           NaN     1\n",
       "him/P              NaN      1.344471          NaN           1.0     1\n",
       "house/N       1.336033           NaN          1.0           NaN     1\n",
       "in/I          0.825207           NaN          1.0           NaN     1\n",
       "less/R             NaN      0.833646          NaN           1.0     1\n",
       "like/V        0.642885           NaN          1.0           NaN     1\n",
       "look/V        0.509354      0.363642          7.0           6.0     8\n",
       "love/V        1.336033           NaN          1.0           NaN     1\n",
       "not/R         0.355203      0.363642          1.0           1.0     2\n",
       "old/J         0.442215      0.045188          3.0           2.0     4\n",
       "on/I               NaN      0.833646          NaN           1.0     1\n",
       "say/V         0.488735      0.497174          1.0           1.0     1\n",
       "she/P         0.355203      0.363642          1.0           1.0     2\n",
       "should/M      0.036750      0.045188          1.0           1.0     2\n",
       "sit/V        -0.050262      0.651324          1.0           2.0     3\n",
       "tasty/J      -0.455727     -0.447288          1.0           1.0     5\n",
       "ten/C         0.825207           NaN          1.0           NaN     1\n",
       "ten/J              NaN      1.056789          NaN           1.0     1\n",
       "that/I        0.355203      0.363642          1.0           1.0     1\n",
       "that/W        0.355203           NaN          1.0           NaN     1\n",
       "the/D         0.337504      0.316955         35.0          34.0    53\n",
       "this/D             NaN      0.833646          NaN           1.0     1\n",
       "to/T          0.132060           NaN          1.0           NaN     2\n",
       "very/R        0.825207           NaN          1.0           NaN     1\n",
       "what/W        0.132060      0.140499          1.0           1.0     2\n",
       "which/W            NaN      0.497174          NaN           1.0     1\n",
       "without/I     0.488735           NaN          1.0           NaN     1\n",
       "year/N       -0.273405     -0.264967          1.0           1.0     3"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "with open(f\"{nephovis_path}/{type_name}/{type_name}.ppmi.tsv\", \"r\") as f:\n",
    "    pmidf = pd.read_csv(f, sep = \"\\t\", index_col = \"cw\")\n",
    "pmidf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Implement weighting on selection\n",
    "\n",
    "This step is performed on all the matrices created up to this moment. A useful thing to do first is to combine all the first-order register information we have from the different kinds of models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>bound</th>\n",
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       "      <th>LEMMAREL</th>\n",
       "      <th>LEMMAPATH</th>\n",
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       "      <th>child.bound3-3all</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
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       "      <td>True</td>\n",
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       "      <th>child.bound5-5all</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
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       "      <td>5-5</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.bound5-5nounverbs</th>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
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       "      <td>5-5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.nobound3-3all</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
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       "      <td>3-3</td>\n",
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       "      <th>child.nobound3-3nounverbs</th>\n",
       "      <td>False</td>\n",
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       "      <td>3-3</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.nobound5-3all</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs</th>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
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       "      <th>child.nobound5-5all</th>\n",
       "      <td>False</td>\n",
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       "      <td>5-5</td>\n",
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       "      <th>child.nobound5-5nounverbs</th>\n",
       "      <td>False</td>\n",
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       "      <td>5-5</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAREL</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAPATH</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           bound   foc_base    foc_pos foc_win  LEMMAREL  \\\n",
       "_model                                                                     \n",
       "child.bound3-3all           True        BOW        all     3-3       NaN   \n",
       "child.bound3-3nounverbs     True        BOW  nounverbs     3-3       NaN   \n",
       "child.bound5-3all           True        BOW        all     5-3       NaN   \n",
       "child.bound5-3nounverbs     True        BOW  nounverbs     5-3       NaN   \n",
       "child.bound5-5all           True        BOW        all     5-5       NaN   \n",
       "child.bound5-5nounverbs     True        BOW  nounverbs     5-5       NaN   \n",
       "child.nobound3-3all        False        BOW        all     3-3       NaN   \n",
       "child.nobound3-3nounverbs  False        BOW  nounverbs     3-3       NaN   \n",
       "child.nobound5-3all        False        BOW        all     5-3       NaN   \n",
       "child.nobound5-3nounverbs  False        BOW  nounverbs     5-3       NaN   \n",
       "child.nobound5-5all        False        BOW        all     5-5       NaN   \n",
       "child.nobound5-5nounverbs  False        BOW  nounverbs     5-5       NaN   \n",
       "child.LEMMAREL               NaN   LEMMAREL        NaN     NaN  LEMMAREL   \n",
       "child.LEMMAPATH              NaN  LEMMAPATH        NaN     NaN       NaN   \n",
       "\n",
       "                           LEMMAPATH  \n",
       "_model                                \n",
       "child.bound3-3all                NaN  \n",
       "child.bound3-3nounverbs          NaN  \n",
       "child.bound5-3all                NaN  \n",
       "child.bound5-3nounverbs          NaN  \n",
       "child.bound5-5all                NaN  \n",
       "child.bound5-5nounverbs          NaN  \n",
       "child.nobound3-3all              NaN  \n",
       "child.nobound3-3nounverbs        NaN  \n",
       "child.nobound5-3all              NaN  \n",
       "child.nobound5-3nounverbs        NaN  \n",
       "child.nobound5-5all              NaN  \n",
       "child.nobound5-5nounverbs        NaN  \n",
       "child.LEMMAREL                   NaN  \n",
       "child.LEMMAPATH            LEMMAPATH  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "registers = loadFocRegisters(f\"{output_path}/registers/\", type_name)\n",
    "registers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we have the registers, we can also set the values for our `PPMI` setting with the `weighting` dictionary. A value `None` indicates that no weighting is applied, while matrices as values (a boolean version for selection instead of weighting, for example) are used to weight the tokens."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from semasioFlow.utils import booleanize\n",
    "weighting = {\n",
    "    \"no\" : None, # no weighting\n",
    "    \"selection\" : booleanize(ppmi, include_negative=False), # select with ppmi\n",
    "    \"weight\" : ppmi # weight with ppmi\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.tcmx.weight.pac\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.tcmx.weight.pac\n"
     ]
    }
   ],
   "source": [
    "token_dir = f\"{output_path}/tokens/{type_name}\"\n",
    "weight_data = weightTokens(token_dir, weighting, registers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LEMMAPATH</th>\n",
       "      <th>LEMMAREL</th>\n",
       "      <th>bound</th>\n",
       "      <th>foc_base</th>\n",
       "      <th>foc_context_words</th>\n",
       "      <th>foc_pmi</th>\n",
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       "      <th>foc_win</th>\n",
       "      <th>tokens</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>child.LEMMAPATH.PPMIno</th>\n",
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       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIselection</th>\n",
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       "      <td>20</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIweight</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIno</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>child.LEMMAREL.PPMIweight</th>\n",
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       "      <td>LEMMAREL</td>\n",
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       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
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       "      <th>child.bound3-3all.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>40</td>\n",
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       "      <th>child.bound3-3all.PPMIweight</th>\n",
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       "      <td>16</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>child.bound3-3nounverbs.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>3-3</td>\n",
       "      <td>34</td>\n",
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       "    <tr>\n",
       "      <th>child.bound5-3all.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>19</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>child.bound5-3all.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-3nounverbs.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>16</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-3nounverbs.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-3nounverbs.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5all.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>20</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5all.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>selection</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5all.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5nounverbs.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>17</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5nounverbs.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound5-5nounverbs.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3all.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3all.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>selection</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3all.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3nounverbs.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>16</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>3-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3nounverbs.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>3-3</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound3-3nounverbs.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>3-3</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3all.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3all.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>selection</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3all.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>5-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>16</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>20</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>selection</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIno</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>17</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIselection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIweight</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         LEMMAPATH  LEMMAREL  bound  \\\n",
       "child.LEMMAPATH.PPMIno                   LEMMAPATH       NaN    NaN   \n",
       "child.LEMMAPATH.PPMIselection            LEMMAPATH       NaN    NaN   \n",
       "child.LEMMAPATH.PPMIweight               LEMMAPATH       NaN    NaN   \n",
       "child.LEMMAREL.PPMIno                          NaN  LEMMAREL    NaN   \n",
       "child.LEMMAREL.PPMIselection                   NaN  LEMMAREL    NaN   \n",
       "child.LEMMAREL.PPMIweight                      NaN  LEMMAREL    NaN   \n",
       "child.bound3-3all.PPMIno                       NaN       NaN   True   \n",
       "child.bound3-3all.PPMIselection                NaN       NaN   True   \n",
       "child.bound3-3all.PPMIweight                   NaN       NaN   True   \n",
       "child.bound3-3nounverbs.PPMIno                 NaN       NaN   True   \n",
       "child.bound3-3nounverbs.PPMIselection          NaN       NaN   True   \n",
       "child.bound3-3nounverbs.PPMIweight             NaN       NaN   True   \n",
       "child.bound5-3all.PPMIno                       NaN       NaN   True   \n",
       "child.bound5-3all.PPMIselection                NaN       NaN   True   \n",
       "child.bound5-3all.PPMIweight                   NaN       NaN   True   \n",
       "child.bound5-3nounverbs.PPMIno                 NaN       NaN   True   \n",
       "child.bound5-3nounverbs.PPMIselection          NaN       NaN   True   \n",
       "child.bound5-3nounverbs.PPMIweight             NaN       NaN   True   \n",
       "child.bound5-5all.PPMIno                       NaN       NaN   True   \n",
       "child.bound5-5all.PPMIselection                NaN       NaN   True   \n",
       "child.bound5-5all.PPMIweight                   NaN       NaN   True   \n",
       "child.bound5-5nounverbs.PPMIno                 NaN       NaN   True   \n",
       "child.bound5-5nounverbs.PPMIselection          NaN       NaN   True   \n",
       "child.bound5-5nounverbs.PPMIweight             NaN       NaN   True   \n",
       "child.nobound3-3all.PPMIno                     NaN       NaN  False   \n",
       "child.nobound3-3all.PPMIselection              NaN       NaN  False   \n",
       "child.nobound3-3all.PPMIweight                 NaN       NaN  False   \n",
       "child.nobound3-3nounverbs.PPMIno               NaN       NaN  False   \n",
       "child.nobound3-3nounverbs.PPMIselection        NaN       NaN  False   \n",
       "child.nobound3-3nounverbs.PPMIweight           NaN       NaN  False   \n",
       "child.nobound5-3all.PPMIno                     NaN       NaN  False   \n",
       "child.nobound5-3all.PPMIselection              NaN       NaN  False   \n",
       "child.nobound5-3all.PPMIweight                 NaN       NaN  False   \n",
       "child.nobound5-3nounverbs.PPMIno               NaN       NaN  False   \n",
       "child.nobound5-3nounverbs.PPMIselection        NaN       NaN  False   \n",
       "child.nobound5-3nounverbs.PPMIweight           NaN       NaN  False   \n",
       "child.nobound5-5all.PPMIno                     NaN       NaN  False   \n",
       "child.nobound5-5all.PPMIselection              NaN       NaN  False   \n",
       "child.nobound5-5all.PPMIweight                 NaN       NaN  False   \n",
       "child.nobound5-5nounverbs.PPMIno               NaN       NaN  False   \n",
       "child.nobound5-5nounverbs.PPMIselection        NaN       NaN  False   \n",
       "child.nobound5-5nounverbs.PPMIweight           NaN       NaN  False   \n",
       "\n",
       "                                          foc_base foc_context_words  \\\n",
       "child.LEMMAPATH.PPMIno                   LEMMAPATH                23   \n",
       "child.LEMMAPATH.PPMIselection            LEMMAPATH                20   \n",
       "child.LEMMAPATH.PPMIweight               LEMMAPATH                20   \n",
       "child.LEMMAREL.PPMIno                     LEMMAREL                10   \n",
       "child.LEMMAREL.PPMIselection              LEMMAREL                10   \n",
       "child.LEMMAREL.PPMIweight                 LEMMAREL                10   \n",
       "child.bound3-3all.PPMIno                       BOW                19   \n",
       "child.bound3-3all.PPMIselection                BOW                14   \n",
       "child.bound3-3all.PPMIweight                   BOW                14   \n",
       "child.bound3-3nounverbs.PPMIno                 BOW                16   \n",
       "child.bound3-3nounverbs.PPMIselection          BOW                12   \n",
       "child.bound3-3nounverbs.PPMIweight             BOW                12   \n",
       "child.bound5-3all.PPMIno                       BOW                19   \n",
       "child.bound5-3all.PPMIselection                BOW                14   \n",
       "child.bound5-3all.PPMIweight                   BOW                14   \n",
       "child.bound5-3nounverbs.PPMIno                 BOW                16   \n",
       "child.bound5-3nounverbs.PPMIselection          BOW                12   \n",
       "child.bound5-3nounverbs.PPMIweight             BOW                12   \n",
       "child.bound5-5all.PPMIno                       BOW                20   \n",
       "child.bound5-5all.PPMIselection                BOW                14   \n",
       "child.bound5-5all.PPMIweight                   BOW                14   \n",
       "child.bound5-5nounverbs.PPMIno                 BOW                17   \n",
       "child.bound5-5nounverbs.PPMIselection          BOW                12   \n",
       "child.bound5-5nounverbs.PPMIweight             BOW                12   \n",
       "child.nobound3-3all.PPMIno                     BOW                19   \n",
       "child.nobound3-3all.PPMIselection              BOW                14   \n",
       "child.nobound3-3all.PPMIweight                 BOW                14   \n",
       "child.nobound3-3nounverbs.PPMIno               BOW                16   \n",
       "child.nobound3-3nounverbs.PPMIselection        BOW                12   \n",
       "child.nobound3-3nounverbs.PPMIweight           BOW                12   \n",
       "child.nobound5-3all.PPMIno                     BOW                19   \n",
       "child.nobound5-3all.PPMIselection              BOW                14   \n",
       "child.nobound5-3all.PPMIweight                 BOW                14   \n",
       "child.nobound5-3nounverbs.PPMIno               BOW                16   \n",
       "child.nobound5-3nounverbs.PPMIselection        BOW                12   \n",
       "child.nobound5-3nounverbs.PPMIweight           BOW                12   \n",
       "child.nobound5-5all.PPMIno                     BOW                20   \n",
       "child.nobound5-5all.PPMIselection              BOW                14   \n",
       "child.nobound5-5all.PPMIweight                 BOW                14   \n",
       "child.nobound5-5nounverbs.PPMIno               BOW                17   \n",
       "child.nobound5-5nounverbs.PPMIselection        BOW                12   \n",
       "child.nobound5-5nounverbs.PPMIweight           BOW                12   \n",
       "\n",
       "                                           foc_pmi    foc_pos foc_win tokens  \n",
       "child.LEMMAPATH.PPMIno                          no        NaN     NaN     40  \n",
       "child.LEMMAPATH.PPMIselection            selection        NaN     NaN     40  \n",
       "child.LEMMAPATH.PPMIweight                  weight        NaN     NaN     40  \n",
       "child.LEMMAREL.PPMIno                           no        NaN     NaN     32  \n",
       "child.LEMMAREL.PPMIselection             selection        NaN     NaN     26  \n",
       "child.LEMMAREL.PPMIweight                   weight        NaN     NaN     26  \n",
       "child.bound3-3all.PPMIno                        no        all     3-3     40  \n",
       "child.bound3-3all.PPMIselection          selection        all     3-3     40  \n",
       "child.bound3-3all.PPMIweight                weight        all     3-3     40  \n",
       "child.bound3-3nounverbs.PPMIno                  no  nounverbs     3-3     40  \n",
       "child.bound3-3nounverbs.PPMIselection    selection  nounverbs     3-3     34  \n",
       "child.bound3-3nounverbs.PPMIweight          weight  nounverbs     3-3     34  \n",
       "child.bound5-3all.PPMIno                        no        all     5-3     40  \n",
       "child.bound5-3all.PPMIselection          selection        all     5-3     40  \n",
       "child.bound5-3all.PPMIweight                weight        all     5-3     40  \n",
       "child.bound5-3nounverbs.PPMIno                  no  nounverbs     5-3     40  \n",
       "child.bound5-3nounverbs.PPMIselection    selection  nounverbs     5-3     35  \n",
       "child.bound5-3nounverbs.PPMIweight          weight  nounverbs     5-3     35  \n",
       "child.bound5-5all.PPMIno                        no        all     5-5     40  \n",
       "child.bound5-5all.PPMIselection          selection        all     5-5     40  \n",
       "child.bound5-5all.PPMIweight                weight        all     5-5     40  \n",
       "child.bound5-5nounverbs.PPMIno                  no  nounverbs     5-5     40  \n",
       "child.bound5-5nounverbs.PPMIselection    selection  nounverbs     5-5     35  \n",
       "child.bound5-5nounverbs.PPMIweight          weight  nounverbs     5-5     35  \n",
       "child.nobound3-3all.PPMIno                      no        all     3-3     40  \n",
       "child.nobound3-3all.PPMIselection        selection        all     3-3     40  \n",
       "child.nobound3-3all.PPMIweight              weight        all     3-3     40  \n",
       "child.nobound3-3nounverbs.PPMIno                no  nounverbs     3-3     40  \n",
       "child.nobound3-3nounverbs.PPMIselection  selection  nounverbs     3-3     35  \n",
       "child.nobound3-3nounverbs.PPMIweight        weight  nounverbs     3-3     35  \n",
       "child.nobound5-3all.PPMIno                      no        all     5-3     40  \n",
       "child.nobound5-3all.PPMIselection        selection        all     5-3     40  \n",
       "child.nobound5-3all.PPMIweight              weight        all     5-3     40  \n",
       "child.nobound5-3nounverbs.PPMIno                no  nounverbs     5-3     40  \n",
       "child.nobound5-3nounverbs.PPMIselection  selection  nounverbs     5-3     36  \n",
       "child.nobound5-3nounverbs.PPMIweight        weight  nounverbs     5-3     36  \n",
       "child.nobound5-5all.PPMIno                      no        all     5-5     40  \n",
       "child.nobound5-5all.PPMIselection        selection        all     5-5     40  \n",
       "child.nobound5-5all.PPMIweight              weight        all     5-5     40  \n",
       "child.nobound5-5nounverbs.PPMIno                no  nounverbs     5-5     40  \n",
       "child.nobound5-5nounverbs.PPMIselection  selection  nounverbs     5-5     36  \n",
       "child.nobound5-5nounverbs.PPMIweight        weight  nounverbs     5-5     36  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# new model register\n",
    "weight_data[\"model_register\"]\n",
    "# weight_data[\"model_register\"].to_csv(f\"{output_path}/registers/{type_name}.focmodels.tsv\", sep = '\\t',\n",
    "# index_label = \"_model\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_count.child.LEMMAPATH.PPMIno</th>\n",
       "      <th>_count.child.LEMMAPATH.PPMIselection</th>\n",
       "      <th>_count.child.LEMMAPATH.PPMIweight</th>\n",
       "      <th>_count.child.LEMMAREL.PPMIno</th>\n",
       "      <th>_count.child.LEMMAREL.PPMIselection</th>\n",
       "      <th>_count.child.LEMMAREL.PPMIweight</th>\n",
       "      <th>_count.child.bound3-3all.PPMIno</th>\n",
       "      <th>_count.child.bound3-3all.PPMIselection</th>\n",
       "      <th>_count.child.bound3-3all.PPMIweight</th>\n",
       "      <th>_count.child.bound3-3nounverbs.PPMIno</th>\n",
       "      <th>...</th>\n",
       "      <th>_cws.child.nobound5-3all.PPMIweight</th>\n",
       "      <th>_cws.child.nobound5-3nounverbs.PPMIno</th>\n",
       "      <th>_cws.child.nobound5-3nounverbs.PPMIselection</th>\n",
       "      <th>_cws.child.nobound5-3nounverbs.PPMIweight</th>\n",
       "      <th>_cws.child.nobound5-5all.PPMIno</th>\n",
       "      <th>_cws.child.nobound5-5all.PPMIselection</th>\n",
       "      <th>_cws.child.nobound5-5all.PPMIweight</th>\n",
       "      <th>_cws.child.nobound5-5nounverbs.PPMIno</th>\n",
       "      <th>_cws.child.nobound5-5nounverbs.PPMIselection</th>\n",
       "      <th>_cws.child.nobound5-5nounverbs.PPMIweight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>girl/N;look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>at/I;girl/N;healthy/J;look/V;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>girl/N;look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>the/D;be/V</td>\n",
       "      <td>be/V;eat/V;like/V;year/N</td>\n",
       "      <td>like/V;be/V</td>\n",
       "      <td>like/V;be/V</td>\n",
       "      <td>an/D;apple/N;be/V;eat/V;tasty/J;the/D;year/N</td>\n",
       "      <td>an/D;the/D;be/V</td>\n",
       "      <td>an/D;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;eat/V;like/V;year/N</td>\n",
       "      <td>like/V;be/V</td>\n",
       "      <td>like/V;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.2/12</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>by/I;the/D</td>\n",
       "      <td>boy/N;eat/V</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>apple/N;boy/N;by/I;eat/V;food/N;healthy/J;the/D</td>\n",
       "      <td>by/I;the/D</td>\n",
       "      <td>by/I;the/D</td>\n",
       "      <td>apple/N;boy/N;eat/V;food/N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.2/8</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>by/I;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;boy/N;eat/V</td>\n",
       "      <td>be/V</td>\n",
       "      <td>be/V</td>\n",
       "      <td>apple/N;be/V;boy/N;by/I;eat/V;healthy/J;the/D</td>\n",
       "      <td>by/I;the/D;be/V</td>\n",
       "      <td>by/I;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;boy/N;eat/V</td>\n",
       "      <td>be/V</td>\n",
       "      <td>be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.3/18</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>and/C;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;eat/V;girl/N;have/V</td>\n",
       "      <td>have/V;be/V</td>\n",
       "      <td>have/V;be/V</td>\n",
       "      <td>a/D;and/C;apple/N;be/V;eat/V;girl/N;the/D</td>\n",
       "      <td>and/C;the/D;be/V</td>\n",
       "      <td>and/C;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;eat/V;girl/N;have/V</td>\n",
       "      <td>have/V;be/V</td>\n",
       "      <td>have/V;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.3/3</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>an/D;the/D</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>an/D;apple/N;eat/V;the/D</td>\n",
       "      <td>an/D;the/D</td>\n",
       "      <td>an/D;the/D</td>\n",
       "      <td>apple/N;eat/V</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.4/22</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>give/V;the/D</td>\n",
       "      <td>apple/N;baby/N;give/V;have/V</td>\n",
       "      <td>baby/N;give/V;have/V</td>\n",
       "      <td>baby/N;give/V;have/V</td>\n",
       "      <td>apple/N;give/V;the/D</td>\n",
       "      <td>give/V;the/D</td>\n",
       "      <td>give/V;the/D</td>\n",
       "      <td>apple/N;baby/N;give/V;have/V</td>\n",
       "      <td>baby/N;give/V;have/V</td>\n",
       "      <td>baby/N;give/V;have/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.4/3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>the/D</td>\n",
       "      <td>say/V</td>\n",
       "      <td>say/V</td>\n",
       "      <td>say/V</td>\n",
       "      <td>girl/N;the/D</td>\n",
       "      <td>the/D</td>\n",
       "      <td>the/D</td>\n",
       "      <td>girl/N;say/V</td>\n",
       "      <td>say/V</td>\n",
       "      <td>say/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.5/11</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;and/C;the/D</td>\n",
       "      <td>eat/V;look/V;sit/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>and/C;eat/V;look/V;sit/V;tasty/J;the/D</td>\n",
       "      <td>look/V;and/C;the/D</td>\n",
       "      <td>look/V;and/C;the/D</td>\n",
       "      <td>eat/V;look/V;sit/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.5/25</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>by/I;give/V;the/D;be/V</td>\n",
       "      <td>be/V;eat/V;give/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "      <td>be/V;by/I;eat/V;give/V;the/D</td>\n",
       "      <td>by/I;give/V;the/D;be/V</td>\n",
       "      <td>by/I;give/V;the/D;be/V</td>\n",
       "      <td>be/V;eat/V;give/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.5/3</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>and/C;the/D</td>\n",
       "      <td>eat/V;sit/V</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>and/C;eat/V;sit/V;the/D</td>\n",
       "      <td>and/C;the/D</td>\n",
       "      <td>and/C;the/D</td>\n",
       "      <td>eat/V;sit/V</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.6/14</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>the/D;be/V</td>\n",
       "      <td>apple/N;be/V</td>\n",
       "      <td>be/V</td>\n",
       "      <td>be/V</td>\n",
       "      <td>a/D;apple/N;be/V;girl/N;healthy/J;tasty/J;the/D</td>\n",
       "      <td>the/D;be/V</td>\n",
       "      <td>the/D;be/V</td>\n",
       "      <td>apple/N;be/V;girl/N</td>\n",
       "      <td>be/V</td>\n",
       "      <td>be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.6/3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>give/V;the/D</td>\n",
       "      <td>girl/N;give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>a/D;girl/N;give/V;tasty/J;the/D</td>\n",
       "      <td>give/V;the/D</td>\n",
       "      <td>give/V;the/D</td>\n",
       "      <td>girl/N;give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>give/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.7/14</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>the/D;be/V</td>\n",
       "      <td>apple/N;baby/N;be/V;girl/N;year/N</td>\n",
       "      <td>baby/N;be/V</td>\n",
       "      <td>baby/N;be/V</td>\n",
       "      <td>a/D;apple/N;be/V;girl/N;old/J;the/D;year/N</td>\n",
       "      <td>old/J;the/D;be/V</td>\n",
       "      <td>old/J;the/D;be/V</td>\n",
       "      <td>apple/N;baby/N;be/V;girl/N;year/N</td>\n",
       "      <td>baby/N;be/V</td>\n",
       "      <td>baby/N;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.7/22</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>old/J;the/D;be/V</td>\n",
       "      <td>ask/V;be/V;girl/N;year/N</td>\n",
       "      <td>ask/V;be/V</td>\n",
       "      <td>ask/V;be/V</td>\n",
       "      <td>be/V;eat/V;girl/N;old/J;the/D;year/N</td>\n",
       "      <td>old/J;the/D;be/V</td>\n",
       "      <td>old/J;the/D;be/V</td>\n",
       "      <td>ask/V;be/V;eat/V;girl/N;year/N</td>\n",
       "      <td>ask/V;be/V</td>\n",
       "      <td>ask/V;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.7/4</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>old/J;give/V;the/D</td>\n",
       "      <td>girl/N;give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>a/D;girl/N;give/V;old/J;the/D</td>\n",
       "      <td>old/J;give/V;the/D</td>\n",
       "      <td>old/J;give/V;the/D</td>\n",
       "      <td>baby/N;girl/N;give/V</td>\n",
       "      <td>baby/N;give/V</td>\n",
       "      <td>baby/N;give/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.8/11</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>apple/N;look/V;sit/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>apple/N;at/I;girl/N;look/V;sit/V;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>apple/N;girl/N;look/V;sit/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.8/22</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>and/C;the/D</td>\n",
       "      <td>apple/N;girl/N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>and/C;apple/N;eat/V;girl/N;the/D</td>\n",
       "      <td>and/C;the/D</td>\n",
       "      <td>and/C;the/D</td>\n",
       "      <td>apple/N;eat/V;girl/N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.9/18</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;old/J;at/I;the/D</td>\n",
       "      <td>girl/N;house/N;look/V</td>\n",
       "      <td>look/V;house/N</td>\n",
       "      <td>look/V;house/N</td>\n",
       "      <td>a/D;apple/N;at/I;be/V;girl/N;look/V;old/J;the/D</td>\n",
       "      <td>look/V;old/J;at/I;the/D;be/V</td>\n",
       "      <td>look/V;old/J;at/I;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;girl/N;house/N;look/V</td>\n",
       "      <td>look/V;house/N;be/V</td>\n",
       "      <td>look/V;house/N;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.9/28</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>be/V</td>\n",
       "      <td>apple/N;be/V;house/N</td>\n",
       "      <td>house/N;be/V</td>\n",
       "      <td>house/N;be/V</td>\n",
       "      <td>apple/N;be/V;healthy/J</td>\n",
       "      <td>be/V</td>\n",
       "      <td>be/V</td>\n",
       "      <td>apple/N;be/V;house/N</td>\n",
       "      <td>house/N;be/V</td>\n",
       "      <td>house/N;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.9/5</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>old/J;give/V;an/D;the/D;be/V</td>\n",
       "      <td>be/V;give/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "      <td>an/D;apple/N;be/V;give/V;old/J;the/D</td>\n",
       "      <td>old/J;give/V;an/D;the/D;be/V</td>\n",
       "      <td>old/J;give/V;an/D;the/D;be/V</td>\n",
       "      <td>apple/N;be/V;give/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "      <td>give/V;be/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.1/13</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;look/V;at/I;the/D</td>\n",
       "      <td>boy/N;eat/V;look/V</td>\n",
       "      <td>eat/V;look/V</td>\n",
       "      <td>eat/V;look/V</td>\n",
       "      <td>at/I;boy/N;eat/V;girl/N;look/V;the/D</td>\n",
       "      <td>eat/V;look/V;at/I;the/D</td>\n",
       "      <td>eat/V;look/V;at/I;the/D</td>\n",
       "      <td>boy/N;eat/V;girl/N;look/V</td>\n",
       "      <td>eat/V;look/V</td>\n",
       "      <td>eat/V;look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.1/20</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;healthy/J;the/D</td>\n",
       "      <td>eat/V;girl/N</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V;food/N;girl/N;healthy/J;the/D</td>\n",
       "      <td>eat/V;healthy/J;the/D</td>\n",
       "      <td>eat/V;healthy/J;the/D</td>\n",
       "      <td>eat/V;food/N;girl/N</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.1/3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;healthy/J;the/D</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>boy/N;healthy/J;look/V;the/D</td>\n",
       "      <td>look/V;healthy/J;the/D</td>\n",
       "      <td>look/V;healthy/J;the/D</td>\n",
       "      <td>boy/N;look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.11/19</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;give/V;the/D</td>\n",
       "      <td>apple/N;eat/V;give/V</td>\n",
       "      <td>eat/V;give/V</td>\n",
       "      <td>eat/V;give/V</td>\n",
       "      <td>,/,;apple/N;eat/V;give/V;the/D;year/N</td>\n",
       "      <td>eat/V;,/,;give/V;the/D</td>\n",
       "      <td>eat/V;,/,;give/V;the/D</td>\n",
       "      <td>apple/N;eat/V;give/V;year/N</td>\n",
       "      <td>eat/V;give/V</td>\n",
       "      <td>eat/V;give/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.11/28</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>a/D;look/V;,/,;at/I;the/D</td>\n",
       "      <td>look/V;year/N</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>,/,;a/D;at/I;boy/N;look/V;the/D;year/N</td>\n",
       "      <td>a/D;look/V;,/,;at/I;the/D</td>\n",
       "      <td>a/D;look/V;,/,;at/I;the/D</td>\n",
       "      <td>boy/N;look/V;year/N</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.11/3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>at/I;boy/N;look/V;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>boy/N;look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.2/29</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;,/,;the/D</td>\n",
       "      <td>be/V;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>,/,;be/V;by/I;eat/V;the/D</td>\n",
       "      <td>eat/V;,/,;the/D</td>\n",
       "      <td>eat/V;,/,;the/D</td>\n",
       "      <td>be/V;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.3/21</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;a/D;healthy/J;the/D</td>\n",
       "      <td>boy/N;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>a/D;and/C;boy/N;eat/V;healthy/J;tasty/J;the/D</td>\n",
       "      <td>eat/V;a/D;healthy/J;the/D</td>\n",
       "      <td>eat/V;a/D;healthy/J;the/D</td>\n",
       "      <td>boy/N;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.4/15</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>apple/N;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>apple/N;eat/V;the/D</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>apple/N;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.4/7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>boy/N;eat/V;say/V</td>\n",
       "      <td>eat/V;say/V</td>\n",
       "      <td>eat/V;say/V</td>\n",
       "      <td>apple/N;boy/N;eat/V;the/D</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>apple/N;boy/N;eat/V;say/V</td>\n",
       "      <td>eat/V;say/V</td>\n",
       "      <td>eat/V;say/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.5/19</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;look/V;give/V;the/D</td>\n",
       "      <td>be/V;eat/V;give/V;look/V</td>\n",
       "      <td>eat/V;look/V;give/V</td>\n",
       "      <td>eat/V;look/V;give/V</td>\n",
       "      <td>be/V;by/I;eat/V;give/V;look/V;tasty/J;the/D</td>\n",
       "      <td>eat/V;look/V;give/V;the/D</td>\n",
       "      <td>eat/V;look/V;give/V;the/D</td>\n",
       "      <td>be/V;eat/V;give/V;look/V</td>\n",
       "      <td>eat/V;look/V;give/V</td>\n",
       "      <td>eat/V;look/V;give/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.6/21</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;healthy/J;the/D</td>\n",
       "      <td>be/V;boy/N;do/V;eat/V</td>\n",
       "      <td>eat/V;do/V</td>\n",
       "      <td>eat/V;do/V</td>\n",
       "      <td>be/V;boy/N;eat/V;healthy/J;the/D</td>\n",
       "      <td>eat/V;healthy/J;the/D</td>\n",
       "      <td>eat/V;healthy/J;the/D</td>\n",
       "      <td>be/V;boy/N;do/V;eat/V</td>\n",
       "      <td>eat/V;do/V</td>\n",
       "      <td>eat/V;do/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.6/6</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>a/D;healthy/J;give/V;the/D</td>\n",
       "      <td>boy/N;give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>a/D;apple/N;boy/N;give/V;healthy/J;tasty/J;the/D</td>\n",
       "      <td>a/D;healthy/J;give/V;the/D</td>\n",
       "      <td>a/D;healthy/J;give/V;the/D</td>\n",
       "      <td>apple/N;boy/N;give/V</td>\n",
       "      <td>give/V</td>\n",
       "      <td>give/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.7/25</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;old/J;the/D</td>\n",
       "      <td>apple/N;ask/V;boy/N;eat/V</td>\n",
       "      <td>eat/V;ask/V</td>\n",
       "      <td>eat/V;ask/V</td>\n",
       "      <td>apple/N;boy/N;eat/V;old/J;the/D</td>\n",
       "      <td>eat/V;old/J;the/D</td>\n",
       "      <td>eat/V;old/J;the/D</td>\n",
       "      <td>apple/N;ask/V;boy/N;eat/V</td>\n",
       "      <td>eat/V;ask/V</td>\n",
       "      <td>eat/V;ask/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.7/7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>a/D;old/J;give/V;the/D</td>\n",
       "      <td>apple/N;baby/N;boy/N;give/V</td>\n",
       "      <td>baby/N;give/V</td>\n",
       "      <td>baby/N;give/V</td>\n",
       "      <td>a/D;apple/N;boy/N;give/V;old/J;the/D</td>\n",
       "      <td>a/D;old/J;give/V;the/D</td>\n",
       "      <td>a/D;old/J;give/V;the/D</td>\n",
       "      <td>apple/N;baby/N;boy/N;give/V</td>\n",
       "      <td>baby/N;give/V</td>\n",
       "      <td>baby/N;give/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.8/15</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>apple/N;boy/N;look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>apple/N;at/I;boy/N;look/V;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>look/V;at/I;the/D</td>\n",
       "      <td>apple/N;boy/N;look/V</td>\n",
       "      <td>look/V</td>\n",
       "      <td>look/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.8/25</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>apple/N;boy/N;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>and/C;apple/N;boy/N;eat/V;the/D</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>eat/V;the/D</td>\n",
       "      <td>apple/N;boy/N;eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "      <td>eat/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.8/3</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>sit/V;the/D</td>\n",
       "      <td>sit/V</td>\n",
       "      <td>sit/V</td>\n",
       "      <td>sit/V</td>\n",
       "      <td>apple/N;sit/V;the/D</td>\n",
       "      <td>sit/V;the/D</td>\n",
       "      <td>sit/V;the/D</td>\n",
       "      <td>apple/N;sit/V</td>\n",
       "      <td>sit/V</td>\n",
       "      <td>sit/V</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>a/D;look/V;old/J;at/I;give/V;the/D</td>\n",
       "      <td>apple/N;give/V;look/V</td>\n",
       "      <td>look/V;give/V</td>\n",
       "      <td>look/V;give/V</td>\n",
       "      <td>a/D;an/D;apple/N;at/I;boy/N;give/V;look/V;old/...</td>\n",
       "      <td>a/D;look/V;old/J;at/I;give/V;the/D</td>\n",
       "      <td>a/D;look/V;old/J;at/I;give/V;the/D</td>\n",
       "      <td>apple/N;boy/N;give/V;look/V</td>\n",
       "      <td>look/V;give/V</td>\n",
       "      <td>look/V;give/V</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 84 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            _count.child.LEMMAPATH.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                                 2   \n",
       "boy/N/StanfDepSents.12/12                               2   \n",
       "boy/N/StanfDepSents.2/12                                2   \n",
       "boy/N/StanfDepSents.2/8                                 2   \n",
       "boy/N/StanfDepSents.3/18                                4   \n",
       "boy/N/StanfDepSents.3/3                                 2   \n",
       "boy/N/StanfDepSents.4/22                                2   \n",
       "boy/N/StanfDepSents.4/3                                 2   \n",
       "boy/N/StanfDepSents.5/11                                2   \n",
       "boy/N/StanfDepSents.5/25                                2   \n",
       "boy/N/StanfDepSents.5/3                                 2   \n",
       "boy/N/StanfDepSents.6/14                                2   \n",
       "boy/N/StanfDepSents.6/3                                 2   \n",
       "boy/N/StanfDepSents.7/14                                2   \n",
       "boy/N/StanfDepSents.7/22                                2   \n",
       "boy/N/StanfDepSents.7/4                                 3   \n",
       "boy/N/StanfDepSents.8/11                                2   \n",
       "boy/N/StanfDepSents.8/22                                5   \n",
       "boy/N/StanfDepSents.9/18                                3   \n",
       "boy/N/StanfDepSents.9/28                                1   \n",
       "boy/N/StanfDepSents.9/5                                 4   \n",
       "girl/N/StanfDepSents.1/13                               2   \n",
       "girl/N/StanfDepSents.1/20                               2   \n",
       "girl/N/StanfDepSents.1/3                                2   \n",
       "girl/N/StanfDepSents.11/19                              2   \n",
       "girl/N/StanfDepSents.11/28                              2   \n",
       "girl/N/StanfDepSents.11/3                               2   \n",
       "girl/N/StanfDepSents.2/29                               2   \n",
       "girl/N/StanfDepSents.3/21                               2   \n",
       "girl/N/StanfDepSents.4/15                               2   \n",
       "girl/N/StanfDepSents.4/7                                2   \n",
       "girl/N/StanfDepSents.5/19                               2   \n",
       "girl/N/StanfDepSents.6/21                               2   \n",
       "girl/N/StanfDepSents.6/6                                2   \n",
       "girl/N/StanfDepSents.7/25                               2   \n",
       "girl/N/StanfDepSents.7/7                                2   \n",
       "girl/N/StanfDepSents.8/15                               3   \n",
       "girl/N/StanfDepSents.8/25                               2   \n",
       "girl/N/StanfDepSents.8/3                                2   \n",
       "girl/N/StanfDepSents.9/14                               3   \n",
       "\n",
       "                            _count.child.LEMMAPATH.PPMIselection  \\\n",
       "boy/N/StanfDepSents.1/9                                        2   \n",
       "boy/N/StanfDepSents.12/12                                      2   \n",
       "boy/N/StanfDepSents.2/12                                       1   \n",
       "boy/N/StanfDepSents.2/8                                        2   \n",
       "boy/N/StanfDepSents.3/18                                       2   \n",
       "boy/N/StanfDepSents.3/3                                        1   \n",
       "boy/N/StanfDepSents.4/22                                       2   \n",
       "boy/N/StanfDepSents.4/3                                        2   \n",
       "boy/N/StanfDepSents.5/11                                       1   \n",
       "boy/N/StanfDepSents.5/25                                       2   \n",
       "boy/N/StanfDepSents.5/3                                        1   \n",
       "boy/N/StanfDepSents.6/14                                       2   \n",
       "boy/N/StanfDepSents.6/3                                        2   \n",
       "boy/N/StanfDepSents.7/14                                       2   \n",
       "boy/N/StanfDepSents.7/22                                       2   \n",
       "boy/N/StanfDepSents.7/4                                        3   \n",
       "boy/N/StanfDepSents.8/11                                       2   \n",
       "boy/N/StanfDepSents.8/22                                       3   \n",
       "boy/N/StanfDepSents.9/18                                       2   \n",
       "boy/N/StanfDepSents.9/28                                       1   \n",
       "boy/N/StanfDepSents.9/5                                        4   \n",
       "girl/N/StanfDepSents.1/13                                      2   \n",
       "girl/N/StanfDepSents.1/20                                      2   \n",
       "girl/N/StanfDepSents.1/3                                       2   \n",
       "girl/N/StanfDepSents.11/19                                     2   \n",
       "girl/N/StanfDepSents.11/28                                     2   \n",
       "girl/N/StanfDepSents.11/3                                      2   \n",
       "girl/N/StanfDepSents.2/29                                      1   \n",
       "girl/N/StanfDepSents.3/21                                      1   \n",
       "girl/N/StanfDepSents.4/15                                      2   \n",
       "girl/N/StanfDepSents.4/7                                       2   \n",
       "girl/N/StanfDepSents.5/19                                      2   \n",
       "girl/N/StanfDepSents.6/21                                      2   \n",
       "girl/N/StanfDepSents.6/6                                       2   \n",
       "girl/N/StanfDepSents.7/25                                      2   \n",
       "girl/N/StanfDepSents.7/7                                       2   \n",
       "girl/N/StanfDepSents.8/15                                      2   \n",
       "girl/N/StanfDepSents.8/25                                      1   \n",
       "girl/N/StanfDepSents.8/3                                       2   \n",
       "girl/N/StanfDepSents.9/14                                      3   \n",
       "\n",
       "                            _count.child.LEMMAPATH.PPMIweight  \\\n",
       "boy/N/StanfDepSents.1/9                                     2   \n",
       "boy/N/StanfDepSents.12/12                                   2   \n",
       "boy/N/StanfDepSents.2/12                                    1   \n",
       "boy/N/StanfDepSents.2/8                                     2   \n",
       "boy/N/StanfDepSents.3/18                                    2   \n",
       "boy/N/StanfDepSents.3/3                                     1   \n",
       "boy/N/StanfDepSents.4/22                                    2   \n",
       "boy/N/StanfDepSents.4/3                                     2   \n",
       "boy/N/StanfDepSents.5/11                                    1   \n",
       "boy/N/StanfDepSents.5/25                                    2   \n",
       "boy/N/StanfDepSents.5/3                                     1   \n",
       "boy/N/StanfDepSents.6/14                                    2   \n",
       "boy/N/StanfDepSents.6/3                                     2   \n",
       "boy/N/StanfDepSents.7/14                                    2   \n",
       "boy/N/StanfDepSents.7/22                                    2   \n",
       "boy/N/StanfDepSents.7/4                                     3   \n",
       "boy/N/StanfDepSents.8/11                                    2   \n",
       "boy/N/StanfDepSents.8/22                                    3   \n",
       "boy/N/StanfDepSents.9/18                                    2   \n",
       "boy/N/StanfDepSents.9/28                                    1   \n",
       "boy/N/StanfDepSents.9/5                                     4   \n",
       "girl/N/StanfDepSents.1/13                                   2   \n",
       "girl/N/StanfDepSents.1/20                                   2   \n",
       "girl/N/StanfDepSents.1/3                                    2   \n",
       "girl/N/StanfDepSents.11/19                                  2   \n",
       "girl/N/StanfDepSents.11/28                                  2   \n",
       "girl/N/StanfDepSents.11/3                                   2   \n",
       "girl/N/StanfDepSents.2/29                                   1   \n",
       "girl/N/StanfDepSents.3/21                                   1   \n",
       "girl/N/StanfDepSents.4/15                                   2   \n",
       "girl/N/StanfDepSents.4/7                                    2   \n",
       "girl/N/StanfDepSents.5/19                                   2   \n",
       "girl/N/StanfDepSents.6/21                                   2   \n",
       "girl/N/StanfDepSents.6/6                                    2   \n",
       "girl/N/StanfDepSents.7/25                                   2   \n",
       "girl/N/StanfDepSents.7/7                                    2   \n",
       "girl/N/StanfDepSents.8/15                                   2   \n",
       "girl/N/StanfDepSents.8/25                                   1   \n",
       "girl/N/StanfDepSents.8/3                                    2   \n",
       "girl/N/StanfDepSents.9/14                                   3   \n",
       "\n",
       "                            _count.child.LEMMAREL.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                              1.0   \n",
       "boy/N/StanfDepSents.12/12                            1.0   \n",
       "boy/N/StanfDepSents.2/12                             1.0   \n",
       "boy/N/StanfDepSents.2/8                              NaN   \n",
       "boy/N/StanfDepSents.3/18                             1.0   \n",
       "boy/N/StanfDepSents.3/3                              1.0   \n",
       "boy/N/StanfDepSents.4/22                             1.0   \n",
       "boy/N/StanfDepSents.4/3                              1.0   \n",
       "boy/N/StanfDepSents.5/11                             1.0   \n",
       "boy/N/StanfDepSents.5/25                             NaN   \n",
       "boy/N/StanfDepSents.5/3                              1.0   \n",
       "boy/N/StanfDepSents.6/14                             1.0   \n",
       "boy/N/StanfDepSents.6/3                              1.0   \n",
       "boy/N/StanfDepSents.7/14                             1.0   \n",
       "boy/N/StanfDepSents.7/22                             1.0   \n",
       "boy/N/StanfDepSents.7/4                              1.0   \n",
       "boy/N/StanfDepSents.8/11                             1.0   \n",
       "boy/N/StanfDepSents.8/22                             1.0   \n",
       "boy/N/StanfDepSents.9/18                             1.0   \n",
       "boy/N/StanfDepSents.9/28                             1.0   \n",
       "boy/N/StanfDepSents.9/5                              1.0   \n",
       "girl/N/StanfDepSents.1/13                            1.0   \n",
       "girl/N/StanfDepSents.1/20                            1.0   \n",
       "girl/N/StanfDepSents.1/3                             1.0   \n",
       "girl/N/StanfDepSents.11/19                           1.0   \n",
       "girl/N/StanfDepSents.11/28                           1.0   \n",
       "girl/N/StanfDepSents.11/3                            1.0   \n",
       "girl/N/StanfDepSents.2/29                            NaN   \n",
       "girl/N/StanfDepSents.3/21                            NaN   \n",
       "girl/N/StanfDepSents.4/15                            1.0   \n",
       "girl/N/StanfDepSents.4/7                             1.0   \n",
       "girl/N/StanfDepSents.5/19                            1.0   \n",
       "girl/N/StanfDepSents.6/21                            1.0   \n",
       "girl/N/StanfDepSents.6/6                             NaN   \n",
       "girl/N/StanfDepSents.7/25                            1.0   \n",
       "girl/N/StanfDepSents.7/7                             NaN   \n",
       "girl/N/StanfDepSents.8/15                            NaN   \n",
       "girl/N/StanfDepSents.8/25                            NaN   \n",
       "girl/N/StanfDepSents.8/3                             1.0   \n",
       "girl/N/StanfDepSents.9/14                            1.0   \n",
       "\n",
       "                            _count.child.LEMMAREL.PPMIselection  \\\n",
       "boy/N/StanfDepSents.1/9                                     1.0   \n",
       "boy/N/StanfDepSents.12/12                                   1.0   \n",
       "boy/N/StanfDepSents.2/12                                    NaN   \n",
       "boy/N/StanfDepSents.2/8                                     NaN   \n",
       "boy/N/StanfDepSents.3/18                                    NaN   \n",
       "boy/N/StanfDepSents.3/3                                     NaN   \n",
       "boy/N/StanfDepSents.4/22                                    1.0   \n",
       "boy/N/StanfDepSents.4/3                                     1.0   \n",
       "boy/N/StanfDepSents.5/11                                    NaN   \n",
       "boy/N/StanfDepSents.5/25                                    NaN   \n",
       "boy/N/StanfDepSents.5/3                                     NaN   \n",
       "boy/N/StanfDepSents.6/14                                    1.0   \n",
       "boy/N/StanfDepSents.6/3                                     1.0   \n",
       "boy/N/StanfDepSents.7/14                                    1.0   \n",
       "boy/N/StanfDepSents.7/22                                    1.0   \n",
       "boy/N/StanfDepSents.7/4                                     1.0   \n",
       "boy/N/StanfDepSents.8/11                                    1.0   \n",
       "boy/N/StanfDepSents.8/22                                    NaN   \n",
       "boy/N/StanfDepSents.9/18                                    1.0   \n",
       "boy/N/StanfDepSents.9/28                                    1.0   \n",
       "boy/N/StanfDepSents.9/5                                     1.0   \n",
       "girl/N/StanfDepSents.1/13                                   1.0   \n",
       "girl/N/StanfDepSents.1/20                                   1.0   \n",
       "girl/N/StanfDepSents.1/3                                    1.0   \n",
       "girl/N/StanfDepSents.11/19                                  1.0   \n",
       "girl/N/StanfDepSents.11/28                                  1.0   \n",
       "girl/N/StanfDepSents.11/3                                   1.0   \n",
       "girl/N/StanfDepSents.2/29                                   NaN   \n",
       "girl/N/StanfDepSents.3/21                                   NaN   \n",
       "girl/N/StanfDepSents.4/15                                   1.0   \n",
       "girl/N/StanfDepSents.4/7                                    1.0   \n",
       "girl/N/StanfDepSents.5/19                                   1.0   \n",
       "girl/N/StanfDepSents.6/21                                   1.0   \n",
       "girl/N/StanfDepSents.6/6                                    NaN   \n",
       "girl/N/StanfDepSents.7/25                                   1.0   \n",
       "girl/N/StanfDepSents.7/7                                    NaN   \n",
       "girl/N/StanfDepSents.8/15                                   NaN   \n",
       "girl/N/StanfDepSents.8/25                                   NaN   \n",
       "girl/N/StanfDepSents.8/3                                    1.0   \n",
       "girl/N/StanfDepSents.9/14                                   1.0   \n",
       "\n",
       "                            _count.child.LEMMAREL.PPMIweight  \\\n",
       "boy/N/StanfDepSents.1/9                                  1.0   \n",
       "boy/N/StanfDepSents.12/12                                1.0   \n",
       "boy/N/StanfDepSents.2/12                                 NaN   \n",
       "boy/N/StanfDepSents.2/8                                  NaN   \n",
       "boy/N/StanfDepSents.3/18                                 NaN   \n",
       "boy/N/StanfDepSents.3/3                                  NaN   \n",
       "boy/N/StanfDepSents.4/22                                 1.0   \n",
       "boy/N/StanfDepSents.4/3                                  1.0   \n",
       "boy/N/StanfDepSents.5/11                                 NaN   \n",
       "boy/N/StanfDepSents.5/25                                 NaN   \n",
       "boy/N/StanfDepSents.5/3                                  NaN   \n",
       "boy/N/StanfDepSents.6/14                                 1.0   \n",
       "boy/N/StanfDepSents.6/3                                  1.0   \n",
       "boy/N/StanfDepSents.7/14                                 1.0   \n",
       "boy/N/StanfDepSents.7/22                                 1.0   \n",
       "boy/N/StanfDepSents.7/4                                  1.0   \n",
       "boy/N/StanfDepSents.8/11                                 1.0   \n",
       "boy/N/StanfDepSents.8/22                                 NaN   \n",
       "boy/N/StanfDepSents.9/18                                 1.0   \n",
       "boy/N/StanfDepSents.9/28                                 1.0   \n",
       "boy/N/StanfDepSents.9/5                                  1.0   \n",
       "girl/N/StanfDepSents.1/13                                1.0   \n",
       "girl/N/StanfDepSents.1/20                                1.0   \n",
       "girl/N/StanfDepSents.1/3                                 1.0   \n",
       "girl/N/StanfDepSents.11/19                               1.0   \n",
       "girl/N/StanfDepSents.11/28                               1.0   \n",
       "girl/N/StanfDepSents.11/3                                1.0   \n",
       "girl/N/StanfDepSents.2/29                                NaN   \n",
       "girl/N/StanfDepSents.3/21                                NaN   \n",
       "girl/N/StanfDepSents.4/15                                1.0   \n",
       "girl/N/StanfDepSents.4/7                                 1.0   \n",
       "girl/N/StanfDepSents.5/19                                1.0   \n",
       "girl/N/StanfDepSents.6/21                                1.0   \n",
       "girl/N/StanfDepSents.6/6                                 NaN   \n",
       "girl/N/StanfDepSents.7/25                                1.0   \n",
       "girl/N/StanfDepSents.7/7                                 NaN   \n",
       "girl/N/StanfDepSents.8/15                                NaN   \n",
       "girl/N/StanfDepSents.8/25                                NaN   \n",
       "girl/N/StanfDepSents.8/3                                 1.0   \n",
       "girl/N/StanfDepSents.9/14                                1.0   \n",
       "\n",
       "                            _count.child.bound3-3all.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                                   3   \n",
       "boy/N/StanfDepSents.12/12                                 2   \n",
       "boy/N/StanfDepSents.2/12                                  3   \n",
       "boy/N/StanfDepSents.2/8                                   3   \n",
       "boy/N/StanfDepSents.3/18                                  3   \n",
       "boy/N/StanfDepSents.3/3                                   3   \n",
       "boy/N/StanfDepSents.4/22                                  2   \n",
       "boy/N/StanfDepSents.4/3                                   1   \n",
       "boy/N/StanfDepSents.5/11                                  4   \n",
       "boy/N/StanfDepSents.5/25                                  3   \n",
       "boy/N/StanfDepSents.5/3                                   4   \n",
       "boy/N/StanfDepSents.6/14                                  3   \n",
       "boy/N/StanfDepSents.6/3                                   3   \n",
       "boy/N/StanfDepSents.7/14                                  3   \n",
       "boy/N/StanfDepSents.7/22                                  2   \n",
       "boy/N/StanfDepSents.7/4                                   4   \n",
       "boy/N/StanfDepSents.8/11                                  3   \n",
       "boy/N/StanfDepSents.8/22                                  3   \n",
       "boy/N/StanfDepSents.9/18                                  4   \n",
       "boy/N/StanfDepSents.9/28                                  2   \n",
       "boy/N/StanfDepSents.9/5                                   5   \n",
       "girl/N/StanfDepSents.1/13                                 4   \n",
       "girl/N/StanfDepSents.1/20                                 3   \n",
       "girl/N/StanfDepSents.1/3                                  3   \n",
       "girl/N/StanfDepSents.11/19                                3   \n",
       "girl/N/StanfDepSents.11/28                                6   \n",
       "girl/N/StanfDepSents.11/3                                 3   \n",
       "girl/N/StanfDepSents.2/29                                 3   \n",
       "girl/N/StanfDepSents.3/21                                 6   \n",
       "girl/N/StanfDepSents.4/15                                 3   \n",
       "girl/N/StanfDepSents.4/7                                  2   \n",
       "girl/N/StanfDepSents.5/19                                 4   \n",
       "girl/N/StanfDepSents.6/21                                 2   \n",
       "girl/N/StanfDepSents.6/6                                  6   \n",
       "girl/N/StanfDepSents.7/25                                 4   \n",
       "girl/N/StanfDepSents.7/7                                  5   \n",
       "girl/N/StanfDepSents.8/15                                 4   \n",
       "girl/N/StanfDepSents.8/25                                 5   \n",
       "girl/N/StanfDepSents.8/3                                  2   \n",
       "girl/N/StanfDepSents.9/14                                 5   \n",
       "\n",
       "                            _count.child.bound3-3all.PPMIselection  \\\n",
       "boy/N/StanfDepSents.1/9                                          3   \n",
       "boy/N/StanfDepSents.12/12                                        1   \n",
       "boy/N/StanfDepSents.2/12                                         1   \n",
       "boy/N/StanfDepSents.2/8                                          2   \n",
       "boy/N/StanfDepSents.3/18                                         2   \n",
       "boy/N/StanfDepSents.3/3                                          2   \n",
       "boy/N/StanfDepSents.4/22                                         2   \n",
       "boy/N/StanfDepSents.4/3                                          1   \n",
       "boy/N/StanfDepSents.5/11                                         2   \n",
       "boy/N/StanfDepSents.5/25                                         3   \n",
       "boy/N/StanfDepSents.5/3                                          2   \n",
       "boy/N/StanfDepSents.6/14                                         2   \n",
       "boy/N/StanfDepSents.6/3                                          2   \n",
       "boy/N/StanfDepSents.7/14                                         2   \n",
       "boy/N/StanfDepSents.7/22                                         1   \n",
       "boy/N/StanfDepSents.7/4                                          3   \n",
       "boy/N/StanfDepSents.8/11                                         3   \n",
       "boy/N/StanfDepSents.8/22                                         2   \n",
       "boy/N/StanfDepSents.9/18                                         3   \n",
       "boy/N/StanfDepSents.9/28                                         1   \n",
       "boy/N/StanfDepSents.9/5                                          5   \n",
       "girl/N/StanfDepSents.1/13                                        4   \n",
       "girl/N/StanfDepSents.1/20                                        3   \n",
       "girl/N/StanfDepSents.1/3                                         3   \n",
       "girl/N/StanfDepSents.11/19                                       2   \n",
       "girl/N/StanfDepSents.11/28                                       5   \n",
       "girl/N/StanfDepSents.11/3                                        3   \n",
       "girl/N/StanfDepSents.2/29                                        2   \n",
       "girl/N/StanfDepSents.3/21                                        4   \n",
       "girl/N/StanfDepSents.4/15                                        2   \n",
       "girl/N/StanfDepSents.4/7                                         2   \n",
       "girl/N/StanfDepSents.5/19                                        3   \n",
       "girl/N/StanfDepSents.6/21                                        2   \n",
       "girl/N/StanfDepSents.6/6                                         4   \n",
       "girl/N/StanfDepSents.7/25                                        2   \n",
       "girl/N/StanfDepSents.7/7                                         3   \n",
       "girl/N/StanfDepSents.8/15                                        3   \n",
       "girl/N/StanfDepSents.8/25                                        2   \n",
       "girl/N/StanfDepSents.8/3                                         2   \n",
       "girl/N/StanfDepSents.9/14                                        5   \n",
       "\n",
       "                            _count.child.bound3-3all.PPMIweight  \\\n",
       "boy/N/StanfDepSents.1/9                                       3   \n",
       "boy/N/StanfDepSents.12/12                                     1   \n",
       "boy/N/StanfDepSents.2/12                                      1   \n",
       "boy/N/StanfDepSents.2/8                                       2   \n",
       "boy/N/StanfDepSents.3/18                                      2   \n",
       "boy/N/StanfDepSents.3/3                                       2   \n",
       "boy/N/StanfDepSents.4/22                                      2   \n",
       "boy/N/StanfDepSents.4/3                                       1   \n",
       "boy/N/StanfDepSents.5/11                                      2   \n",
       "boy/N/StanfDepSents.5/25                                      3   \n",
       "boy/N/StanfDepSents.5/3                                       2   \n",
       "boy/N/StanfDepSents.6/14                                      2   \n",
       "boy/N/StanfDepSents.6/3                                       2   \n",
       "boy/N/StanfDepSents.7/14                                      2   \n",
       "boy/N/StanfDepSents.7/22                                      1   \n",
       "boy/N/StanfDepSents.7/4                                       3   \n",
       "boy/N/StanfDepSents.8/11                                      3   \n",
       "boy/N/StanfDepSents.8/22                                      2   \n",
       "boy/N/StanfDepSents.9/18                                      3   \n",
       "boy/N/StanfDepSents.9/28                                      1   \n",
       "boy/N/StanfDepSents.9/5                                       5   \n",
       "girl/N/StanfDepSents.1/13                                     4   \n",
       "girl/N/StanfDepSents.1/20                                     3   \n",
       "girl/N/StanfDepSents.1/3                                      3   \n",
       "girl/N/StanfDepSents.11/19                                    2   \n",
       "girl/N/StanfDepSents.11/28                                    5   \n",
       "girl/N/StanfDepSents.11/3                                     3   \n",
       "girl/N/StanfDepSents.2/29                                     2   \n",
       "girl/N/StanfDepSents.3/21                                     4   \n",
       "girl/N/StanfDepSents.4/15                                     2   \n",
       "girl/N/StanfDepSents.4/7                                      2   \n",
       "girl/N/StanfDepSents.5/19                                     3   \n",
       "girl/N/StanfDepSents.6/21                                     2   \n",
       "girl/N/StanfDepSents.6/6                                      4   \n",
       "girl/N/StanfDepSents.7/25                                     2   \n",
       "girl/N/StanfDepSents.7/7                                      3   \n",
       "girl/N/StanfDepSents.8/15                                     3   \n",
       "girl/N/StanfDepSents.8/25                                     2   \n",
       "girl/N/StanfDepSents.8/3                                      2   \n",
       "girl/N/StanfDepSents.9/14                                     5   \n",
       "\n",
       "                            _count.child.bound3-3nounverbs.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                                         1   \n",
       "boy/N/StanfDepSents.12/12                                       2   \n",
       "boy/N/StanfDepSents.2/12                                        1   \n",
       "boy/N/StanfDepSents.2/8                                         1   \n",
       "boy/N/StanfDepSents.3/18                                        1   \n",
       "boy/N/StanfDepSents.3/3                                         1   \n",
       "boy/N/StanfDepSents.4/22                                        3   \n",
       "boy/N/StanfDepSents.4/3                                         1   \n",
       "boy/N/StanfDepSents.5/11                                        2   \n",
       "boy/N/StanfDepSents.5/25                                        1   \n",
       "boy/N/StanfDepSents.5/3                                         2   \n",
       "boy/N/StanfDepSents.6/14                                        1   \n",
       "boy/N/StanfDepSents.6/3                                         2   \n",
       "boy/N/StanfDepSents.7/14                                        2   \n",
       "boy/N/StanfDepSents.7/22                                        2   \n",
       "boy/N/StanfDepSents.7/4                                         2   \n",
       "boy/N/StanfDepSents.8/11                                        1   \n",
       "boy/N/StanfDepSents.8/22                                        1   \n",
       "boy/N/StanfDepSents.9/18                                        2   \n",
       "boy/N/StanfDepSents.9/28                                        1   \n",
       "boy/N/StanfDepSents.9/5                                         2   \n",
       "girl/N/StanfDepSents.1/13                                       2   \n",
       "girl/N/StanfDepSents.1/20                                       1   \n",
       "girl/N/StanfDepSents.1/3                                        1   \n",
       "girl/N/StanfDepSents.11/19                                      2   \n",
       "girl/N/StanfDepSents.11/28                                      2   \n",
       "girl/N/StanfDepSents.11/3                                       1   \n",
       "girl/N/StanfDepSents.2/29                                       1   \n",
       "girl/N/StanfDepSents.3/21                                       2   \n",
       "girl/N/StanfDepSents.4/15                                       2   \n",
       "girl/N/StanfDepSents.4/7                                        2   \n",
       "girl/N/StanfDepSents.5/19                                       3   \n",
       "girl/N/StanfDepSents.6/21                                       2   \n",
       "girl/N/StanfDepSents.6/6                                        2   \n",
       "girl/N/StanfDepSents.7/25                                       4   \n",
       "girl/N/StanfDepSents.7/7                                        4   \n",
       "girl/N/StanfDepSents.8/15                                       2   \n",
       "girl/N/StanfDepSents.8/25                                       3   \n",
       "girl/N/StanfDepSents.8/3                                        1   \n",
       "girl/N/StanfDepSents.9/14                                       1   \n",
       "\n",
       "                                              ...                      \\\n",
       "boy/N/StanfDepSents.1/9                       ...                       \n",
       "boy/N/StanfDepSents.12/12                     ...                       \n",
       "boy/N/StanfDepSents.2/12                      ...                       \n",
       "boy/N/StanfDepSents.2/8                       ...                       \n",
       "boy/N/StanfDepSents.3/18                      ...                       \n",
       "boy/N/StanfDepSents.3/3                       ...                       \n",
       "boy/N/StanfDepSents.4/22                      ...                       \n",
       "boy/N/StanfDepSents.4/3                       ...                       \n",
       "boy/N/StanfDepSents.5/11                      ...                       \n",
       "boy/N/StanfDepSents.5/25                      ...                       \n",
       "boy/N/StanfDepSents.5/3                       ...                       \n",
       "boy/N/StanfDepSents.6/14                      ...                       \n",
       "boy/N/StanfDepSents.6/3                       ...                       \n",
       "boy/N/StanfDepSents.7/14                      ...                       \n",
       "boy/N/StanfDepSents.7/22                      ...                       \n",
       "boy/N/StanfDepSents.7/4                       ...                       \n",
       "boy/N/StanfDepSents.8/11                      ...                       \n",
       "boy/N/StanfDepSents.8/22                      ...                       \n",
       "boy/N/StanfDepSents.9/18                      ...                       \n",
       "boy/N/StanfDepSents.9/28                      ...                       \n",
       "boy/N/StanfDepSents.9/5                       ...                       \n",
       "girl/N/StanfDepSents.1/13                     ...                       \n",
       "girl/N/StanfDepSents.1/20                     ...                       \n",
       "girl/N/StanfDepSents.1/3                      ...                       \n",
       "girl/N/StanfDepSents.11/19                    ...                       \n",
       "girl/N/StanfDepSents.11/28                    ...                       \n",
       "girl/N/StanfDepSents.11/3                     ...                       \n",
       "girl/N/StanfDepSents.2/29                     ...                       \n",
       "girl/N/StanfDepSents.3/21                     ...                       \n",
       "girl/N/StanfDepSents.4/15                     ...                       \n",
       "girl/N/StanfDepSents.4/7                      ...                       \n",
       "girl/N/StanfDepSents.5/19                     ...                       \n",
       "girl/N/StanfDepSents.6/21                     ...                       \n",
       "girl/N/StanfDepSents.6/6                      ...                       \n",
       "girl/N/StanfDepSents.7/25                     ...                       \n",
       "girl/N/StanfDepSents.7/7                      ...                       \n",
       "girl/N/StanfDepSents.8/15                     ...                       \n",
       "girl/N/StanfDepSents.8/25                     ...                       \n",
       "girl/N/StanfDepSents.8/3                      ...                       \n",
       "girl/N/StanfDepSents.9/14                     ...                       \n",
       "\n",
       "                            _cws.child.nobound5-3all.PPMIweight  \\\n",
       "boy/N/StanfDepSents.1/9                       look/V;at/I;the/D   \n",
       "boy/N/StanfDepSents.12/12                            the/D;be/V   \n",
       "boy/N/StanfDepSents.2/12                             by/I;the/D   \n",
       "boy/N/StanfDepSents.2/8                         by/I;the/D;be/V   \n",
       "boy/N/StanfDepSents.3/18                       and/C;the/D;be/V   \n",
       "boy/N/StanfDepSents.3/3                              an/D;the/D   \n",
       "boy/N/StanfDepSents.4/22                           give/V;the/D   \n",
       "boy/N/StanfDepSents.4/3                                   the/D   \n",
       "boy/N/StanfDepSents.5/11                     look/V;and/C;the/D   \n",
       "boy/N/StanfDepSents.5/25                 by/I;give/V;the/D;be/V   \n",
       "boy/N/StanfDepSents.5/3                             and/C;the/D   \n",
       "boy/N/StanfDepSents.6/14                             the/D;be/V   \n",
       "boy/N/StanfDepSents.6/3                            give/V;the/D   \n",
       "boy/N/StanfDepSents.7/14                             the/D;be/V   \n",
       "boy/N/StanfDepSents.7/22                       old/J;the/D;be/V   \n",
       "boy/N/StanfDepSents.7/4                      old/J;give/V;the/D   \n",
       "boy/N/StanfDepSents.8/11                      look/V;at/I;the/D   \n",
       "boy/N/StanfDepSents.8/22                            and/C;the/D   \n",
       "boy/N/StanfDepSents.9/18                look/V;old/J;at/I;the/D   \n",
       "boy/N/StanfDepSents.9/28                                   be/V   \n",
       "boy/N/StanfDepSents.9/5            old/J;give/V;an/D;the/D;be/V   \n",
       "girl/N/StanfDepSents.1/13               eat/V;look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.1/20                 eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.1/3                 look/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.11/19                   eat/V;give/V;the/D   \n",
       "girl/N/StanfDepSents.11/28            a/D;look/V;,/,;at/I;the/D   \n",
       "girl/N/StanfDepSents.11/3                     look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.2/29                       eat/V;,/,;the/D   \n",
       "girl/N/StanfDepSents.3/21             eat/V;a/D;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.4/15                           eat/V;the/D   \n",
       "girl/N/StanfDepSents.4/7                            eat/V;the/D   \n",
       "girl/N/StanfDepSents.5/19             eat/V;look/V;give/V;the/D   \n",
       "girl/N/StanfDepSents.6/21                 eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.6/6             a/D;healthy/J;give/V;the/D   \n",
       "girl/N/StanfDepSents.7/25                     eat/V;old/J;the/D   \n",
       "girl/N/StanfDepSents.7/7                 a/D;old/J;give/V;the/D   \n",
       "girl/N/StanfDepSents.8/15                     look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.8/25                           eat/V;the/D   \n",
       "girl/N/StanfDepSents.8/3                            sit/V;the/D   \n",
       "girl/N/StanfDepSents.9/14    a/D;look/V;old/J;at/I;give/V;the/D   \n",
       "\n",
       "                            _cws.child.nobound5-3nounverbs.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                             girl/N;look/V   \n",
       "boy/N/StanfDepSents.12/12                be/V;eat/V;like/V;year/N   \n",
       "boy/N/StanfDepSents.2/12                              boy/N;eat/V   \n",
       "boy/N/StanfDepSents.2/8                  apple/N;be/V;boy/N;eat/V   \n",
       "boy/N/StanfDepSents.3/18         apple/N;be/V;eat/V;girl/N;have/V   \n",
       "boy/N/StanfDepSents.3/3                                     eat/V   \n",
       "boy/N/StanfDepSents.4/22             apple/N;baby/N;give/V;have/V   \n",
       "boy/N/StanfDepSents.4/3                                     say/V   \n",
       "boy/N/StanfDepSents.5/11                       eat/V;look/V;sit/V   \n",
       "boy/N/StanfDepSents.5/25                        be/V;eat/V;give/V   \n",
       "boy/N/StanfDepSents.5/3                               eat/V;sit/V   \n",
       "boy/N/StanfDepSents.6/14                             apple/N;be/V   \n",
       "boy/N/StanfDepSents.6/3                             girl/N;give/V   \n",
       "boy/N/StanfDepSents.7/14        apple/N;baby/N;be/V;girl/N;year/N   \n",
       "boy/N/StanfDepSents.7/22                 ask/V;be/V;girl/N;year/N   \n",
       "boy/N/StanfDepSents.7/4                             girl/N;give/V   \n",
       "boy/N/StanfDepSents.8/11                     apple/N;look/V;sit/V   \n",
       "boy/N/StanfDepSents.8/22                           apple/N;girl/N   \n",
       "boy/N/StanfDepSents.9/18                    girl/N;house/N;look/V   \n",
       "boy/N/StanfDepSents.9/28                     apple/N;be/V;house/N   \n",
       "boy/N/StanfDepSents.9/5                               be/V;give/V   \n",
       "girl/N/StanfDepSents.1/13                      boy/N;eat/V;look/V   \n",
       "girl/N/StanfDepSents.1/20                            eat/V;girl/N   \n",
       "girl/N/StanfDepSents.1/3                                   look/V   \n",
       "girl/N/StanfDepSents.11/19                   apple/N;eat/V;give/V   \n",
       "girl/N/StanfDepSents.11/28                          look/V;year/N   \n",
       "girl/N/StanfDepSents.11/3                                  look/V   \n",
       "girl/N/StanfDepSents.2/29                              be/V;eat/V   \n",
       "girl/N/StanfDepSents.3/21                             boy/N;eat/V   \n",
       "girl/N/StanfDepSents.4/15                           apple/N;eat/V   \n",
       "girl/N/StanfDepSents.4/7                        boy/N;eat/V;say/V   \n",
       "girl/N/StanfDepSents.5/19                be/V;eat/V;give/V;look/V   \n",
       "girl/N/StanfDepSents.6/21                   be/V;boy/N;do/V;eat/V   \n",
       "girl/N/StanfDepSents.6/6                             boy/N;give/V   \n",
       "girl/N/StanfDepSents.7/25               apple/N;ask/V;boy/N;eat/V   \n",
       "girl/N/StanfDepSents.7/7              apple/N;baby/N;boy/N;give/V   \n",
       "girl/N/StanfDepSents.8/15                    apple/N;boy/N;look/V   \n",
       "girl/N/StanfDepSents.8/25                     apple/N;boy/N;eat/V   \n",
       "girl/N/StanfDepSents.8/3                                    sit/V   \n",
       "girl/N/StanfDepSents.9/14                   apple/N;give/V;look/V   \n",
       "\n",
       "                            _cws.child.nobound5-3nounverbs.PPMIselection  \\\n",
       "boy/N/StanfDepSents.1/9                                           look/V   \n",
       "boy/N/StanfDepSents.12/12                                    like/V;be/V   \n",
       "boy/N/StanfDepSents.2/12                                             NaN   \n",
       "boy/N/StanfDepSents.2/8                                             be/V   \n",
       "boy/N/StanfDepSents.3/18                                     have/V;be/V   \n",
       "boy/N/StanfDepSents.3/3                                              NaN   \n",
       "boy/N/StanfDepSents.4/22                            baby/N;give/V;have/V   \n",
       "boy/N/StanfDepSents.4/3                                            say/V   \n",
       "boy/N/StanfDepSents.5/11                                          look/V   \n",
       "boy/N/StanfDepSents.5/25                                     give/V;be/V   \n",
       "boy/N/StanfDepSents.5/3                                              NaN   \n",
       "boy/N/StanfDepSents.6/14                                            be/V   \n",
       "boy/N/StanfDepSents.6/3                                           give/V   \n",
       "boy/N/StanfDepSents.7/14                                     baby/N;be/V   \n",
       "boy/N/StanfDepSents.7/22                                      ask/V;be/V   \n",
       "boy/N/StanfDepSents.7/4                                           give/V   \n",
       "boy/N/StanfDepSents.8/11                                          look/V   \n",
       "boy/N/StanfDepSents.8/22                                             NaN   \n",
       "boy/N/StanfDepSents.9/18                                  look/V;house/N   \n",
       "boy/N/StanfDepSents.9/28                                    house/N;be/V   \n",
       "boy/N/StanfDepSents.9/5                                      give/V;be/V   \n",
       "girl/N/StanfDepSents.1/13                                   eat/V;look/V   \n",
       "girl/N/StanfDepSents.1/20                                          eat/V   \n",
       "girl/N/StanfDepSents.1/3                                          look/V   \n",
       "girl/N/StanfDepSents.11/19                                  eat/V;give/V   \n",
       "girl/N/StanfDepSents.11/28                                        look/V   \n",
       "girl/N/StanfDepSents.11/3                                         look/V   \n",
       "girl/N/StanfDepSents.2/29                                          eat/V   \n",
       "girl/N/StanfDepSents.3/21                                          eat/V   \n",
       "girl/N/StanfDepSents.4/15                                          eat/V   \n",
       "girl/N/StanfDepSents.4/7                                     eat/V;say/V   \n",
       "girl/N/StanfDepSents.5/19                            eat/V;look/V;give/V   \n",
       "girl/N/StanfDepSents.6/21                                     eat/V;do/V   \n",
       "girl/N/StanfDepSents.6/6                                          give/V   \n",
       "girl/N/StanfDepSents.7/25                                    eat/V;ask/V   \n",
       "girl/N/StanfDepSents.7/7                                   baby/N;give/V   \n",
       "girl/N/StanfDepSents.8/15                                         look/V   \n",
       "girl/N/StanfDepSents.8/25                                          eat/V   \n",
       "girl/N/StanfDepSents.8/3                                           sit/V   \n",
       "girl/N/StanfDepSents.9/14                                  look/V;give/V   \n",
       "\n",
       "                            _cws.child.nobound5-3nounverbs.PPMIweight  \\\n",
       "boy/N/StanfDepSents.1/9                                        look/V   \n",
       "boy/N/StanfDepSents.12/12                                 like/V;be/V   \n",
       "boy/N/StanfDepSents.2/12                                          NaN   \n",
       "boy/N/StanfDepSents.2/8                                          be/V   \n",
       "boy/N/StanfDepSents.3/18                                  have/V;be/V   \n",
       "boy/N/StanfDepSents.3/3                                           NaN   \n",
       "boy/N/StanfDepSents.4/22                         baby/N;give/V;have/V   \n",
       "boy/N/StanfDepSents.4/3                                         say/V   \n",
       "boy/N/StanfDepSents.5/11                                       look/V   \n",
       "boy/N/StanfDepSents.5/25                                  give/V;be/V   \n",
       "boy/N/StanfDepSents.5/3                                           NaN   \n",
       "boy/N/StanfDepSents.6/14                                         be/V   \n",
       "boy/N/StanfDepSents.6/3                                        give/V   \n",
       "boy/N/StanfDepSents.7/14                                  baby/N;be/V   \n",
       "boy/N/StanfDepSents.7/22                                   ask/V;be/V   \n",
       "boy/N/StanfDepSents.7/4                                        give/V   \n",
       "boy/N/StanfDepSents.8/11                                       look/V   \n",
       "boy/N/StanfDepSents.8/22                                          NaN   \n",
       "boy/N/StanfDepSents.9/18                               look/V;house/N   \n",
       "boy/N/StanfDepSents.9/28                                 house/N;be/V   \n",
       "boy/N/StanfDepSents.9/5                                   give/V;be/V   \n",
       "girl/N/StanfDepSents.1/13                                eat/V;look/V   \n",
       "girl/N/StanfDepSents.1/20                                       eat/V   \n",
       "girl/N/StanfDepSents.1/3                                       look/V   \n",
       "girl/N/StanfDepSents.11/19                               eat/V;give/V   \n",
       "girl/N/StanfDepSents.11/28                                     look/V   \n",
       "girl/N/StanfDepSents.11/3                                      look/V   \n",
       "girl/N/StanfDepSents.2/29                                       eat/V   \n",
       "girl/N/StanfDepSents.3/21                                       eat/V   \n",
       "girl/N/StanfDepSents.4/15                                       eat/V   \n",
       "girl/N/StanfDepSents.4/7                                  eat/V;say/V   \n",
       "girl/N/StanfDepSents.5/19                         eat/V;look/V;give/V   \n",
       "girl/N/StanfDepSents.6/21                                  eat/V;do/V   \n",
       "girl/N/StanfDepSents.6/6                                       give/V   \n",
       "girl/N/StanfDepSents.7/25                                 eat/V;ask/V   \n",
       "girl/N/StanfDepSents.7/7                                baby/N;give/V   \n",
       "girl/N/StanfDepSents.8/15                                      look/V   \n",
       "girl/N/StanfDepSents.8/25                                       eat/V   \n",
       "girl/N/StanfDepSents.8/3                                        sit/V   \n",
       "girl/N/StanfDepSents.9/14                               look/V;give/V   \n",
       "\n",
       "                                              _cws.child.nobound5-5all.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                    at/I;girl/N;healthy/J;look/V;the/D   \n",
       "boy/N/StanfDepSents.12/12        an/D;apple/N;be/V;eat/V;tasty/J;the/D;year/N   \n",
       "boy/N/StanfDepSents.2/12      apple/N;boy/N;by/I;eat/V;food/N;healthy/J;the/D   \n",
       "boy/N/StanfDepSents.2/8         apple/N;be/V;boy/N;by/I;eat/V;healthy/J;the/D   \n",
       "boy/N/StanfDepSents.3/18            a/D;and/C;apple/N;be/V;eat/V;girl/N;the/D   \n",
       "boy/N/StanfDepSents.3/3                              an/D;apple/N;eat/V;the/D   \n",
       "boy/N/StanfDepSents.4/22                                 apple/N;give/V;the/D   \n",
       "boy/N/StanfDepSents.4/3                                          girl/N;the/D   \n",
       "boy/N/StanfDepSents.5/11               and/C;eat/V;look/V;sit/V;tasty/J;the/D   \n",
       "boy/N/StanfDepSents.5/25                         be/V;by/I;eat/V;give/V;the/D   \n",
       "boy/N/StanfDepSents.5/3                               and/C;eat/V;sit/V;the/D   \n",
       "boy/N/StanfDepSents.6/14      a/D;apple/N;be/V;girl/N;healthy/J;tasty/J;the/D   \n",
       "boy/N/StanfDepSents.6/3                       a/D;girl/N;give/V;tasty/J;the/D   \n",
       "boy/N/StanfDepSents.7/14           a/D;apple/N;be/V;girl/N;old/J;the/D;year/N   \n",
       "boy/N/StanfDepSents.7/22                 be/V;eat/V;girl/N;old/J;the/D;year/N   \n",
       "boy/N/StanfDepSents.7/4                         a/D;girl/N;give/V;old/J;the/D   \n",
       "boy/N/StanfDepSents.8/11               apple/N;at/I;girl/N;look/V;sit/V;the/D   \n",
       "boy/N/StanfDepSents.8/22                     and/C;apple/N;eat/V;girl/N;the/D   \n",
       "boy/N/StanfDepSents.9/18      a/D;apple/N;at/I;be/V;girl/N;look/V;old/J;the/D   \n",
       "boy/N/StanfDepSents.9/28                               apple/N;be/V;healthy/J   \n",
       "boy/N/StanfDepSents.9/5                  an/D;apple/N;be/V;give/V;old/J;the/D   \n",
       "girl/N/StanfDepSents.1/13                at/I;boy/N;eat/V;girl/N;look/V;the/D   \n",
       "girl/N/StanfDepSents.1/20                 eat/V;food/N;girl/N;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.1/3                         boy/N;healthy/J;look/V;the/D   \n",
       "girl/N/StanfDepSents.11/19              ,/,;apple/N;eat/V;give/V;the/D;year/N   \n",
       "girl/N/StanfDepSents.11/28             ,/,;a/D;at/I;boy/N;look/V;the/D;year/N   \n",
       "girl/N/StanfDepSents.11/3                             at/I;boy/N;look/V;the/D   \n",
       "girl/N/StanfDepSents.2/29                           ,/,;be/V;by/I;eat/V;the/D   \n",
       "girl/N/StanfDepSents.3/21       a/D;and/C;boy/N;eat/V;healthy/J;tasty/J;the/D   \n",
       "girl/N/StanfDepSents.4/15                                 apple/N;eat/V;the/D   \n",
       "girl/N/StanfDepSents.4/7                            apple/N;boy/N;eat/V;the/D   \n",
       "girl/N/StanfDepSents.5/19         be/V;by/I;eat/V;give/V;look/V;tasty/J;the/D   \n",
       "girl/N/StanfDepSents.6/21                    be/V;boy/N;eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.6/6     a/D;apple/N;boy/N;give/V;healthy/J;tasty/J;the/D   \n",
       "girl/N/StanfDepSents.7/25                     apple/N;boy/N;eat/V;old/J;the/D   \n",
       "girl/N/StanfDepSents.7/7                 a/D;apple/N;boy/N;give/V;old/J;the/D   \n",
       "girl/N/StanfDepSents.8/15                     apple/N;at/I;boy/N;look/V;the/D   \n",
       "girl/N/StanfDepSents.8/25                     and/C;apple/N;boy/N;eat/V;the/D   \n",
       "girl/N/StanfDepSents.8/3                                  apple/N;sit/V;the/D   \n",
       "girl/N/StanfDepSents.9/14   a/D;an/D;apple/N;at/I;boy/N;give/V;look/V;old/...   \n",
       "\n",
       "                            _cws.child.nobound5-5all.PPMIselection  \\\n",
       "boy/N/StanfDepSents.1/9                          look/V;at/I;the/D   \n",
       "boy/N/StanfDepSents.12/12                          an/D;the/D;be/V   \n",
       "boy/N/StanfDepSents.2/12                                by/I;the/D   \n",
       "boy/N/StanfDepSents.2/8                            by/I;the/D;be/V   \n",
       "boy/N/StanfDepSents.3/18                          and/C;the/D;be/V   \n",
       "boy/N/StanfDepSents.3/3                                 an/D;the/D   \n",
       "boy/N/StanfDepSents.4/22                              give/V;the/D   \n",
       "boy/N/StanfDepSents.4/3                                      the/D   \n",
       "boy/N/StanfDepSents.5/11                        look/V;and/C;the/D   \n",
       "boy/N/StanfDepSents.5/25                    by/I;give/V;the/D;be/V   \n",
       "boy/N/StanfDepSents.5/3                                and/C;the/D   \n",
       "boy/N/StanfDepSents.6/14                                the/D;be/V   \n",
       "boy/N/StanfDepSents.6/3                               give/V;the/D   \n",
       "boy/N/StanfDepSents.7/14                          old/J;the/D;be/V   \n",
       "boy/N/StanfDepSents.7/22                          old/J;the/D;be/V   \n",
       "boy/N/StanfDepSents.7/4                         old/J;give/V;the/D   \n",
       "boy/N/StanfDepSents.8/11                         look/V;at/I;the/D   \n",
       "boy/N/StanfDepSents.8/22                               and/C;the/D   \n",
       "boy/N/StanfDepSents.9/18              look/V;old/J;at/I;the/D;be/V   \n",
       "boy/N/StanfDepSents.9/28                                      be/V   \n",
       "boy/N/StanfDepSents.9/5               old/J;give/V;an/D;the/D;be/V   \n",
       "girl/N/StanfDepSents.1/13                  eat/V;look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.1/20                    eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.1/3                    look/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.11/19                  eat/V;,/,;give/V;the/D   \n",
       "girl/N/StanfDepSents.11/28               a/D;look/V;,/,;at/I;the/D   \n",
       "girl/N/StanfDepSents.11/3                        look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.2/29                          eat/V;,/,;the/D   \n",
       "girl/N/StanfDepSents.3/21                eat/V;a/D;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.4/15                              eat/V;the/D   \n",
       "girl/N/StanfDepSents.4/7                               eat/V;the/D   \n",
       "girl/N/StanfDepSents.5/19                eat/V;look/V;give/V;the/D   \n",
       "girl/N/StanfDepSents.6/21                    eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.6/6                a/D;healthy/J;give/V;the/D   \n",
       "girl/N/StanfDepSents.7/25                        eat/V;old/J;the/D   \n",
       "girl/N/StanfDepSents.7/7                    a/D;old/J;give/V;the/D   \n",
       "girl/N/StanfDepSents.8/15                        look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.8/25                              eat/V;the/D   \n",
       "girl/N/StanfDepSents.8/3                               sit/V;the/D   \n",
       "girl/N/StanfDepSents.9/14       a/D;look/V;old/J;at/I;give/V;the/D   \n",
       "\n",
       "                            _cws.child.nobound5-5all.PPMIweight  \\\n",
       "boy/N/StanfDepSents.1/9                       look/V;at/I;the/D   \n",
       "boy/N/StanfDepSents.12/12                       an/D;the/D;be/V   \n",
       "boy/N/StanfDepSents.2/12                             by/I;the/D   \n",
       "boy/N/StanfDepSents.2/8                         by/I;the/D;be/V   \n",
       "boy/N/StanfDepSents.3/18                       and/C;the/D;be/V   \n",
       "boy/N/StanfDepSents.3/3                              an/D;the/D   \n",
       "boy/N/StanfDepSents.4/22                           give/V;the/D   \n",
       "boy/N/StanfDepSents.4/3                                   the/D   \n",
       "boy/N/StanfDepSents.5/11                     look/V;and/C;the/D   \n",
       "boy/N/StanfDepSents.5/25                 by/I;give/V;the/D;be/V   \n",
       "boy/N/StanfDepSents.5/3                             and/C;the/D   \n",
       "boy/N/StanfDepSents.6/14                             the/D;be/V   \n",
       "boy/N/StanfDepSents.6/3                            give/V;the/D   \n",
       "boy/N/StanfDepSents.7/14                       old/J;the/D;be/V   \n",
       "boy/N/StanfDepSents.7/22                       old/J;the/D;be/V   \n",
       "boy/N/StanfDepSents.7/4                      old/J;give/V;the/D   \n",
       "boy/N/StanfDepSents.8/11                      look/V;at/I;the/D   \n",
       "boy/N/StanfDepSents.8/22                            and/C;the/D   \n",
       "boy/N/StanfDepSents.9/18           look/V;old/J;at/I;the/D;be/V   \n",
       "boy/N/StanfDepSents.9/28                                   be/V   \n",
       "boy/N/StanfDepSents.9/5            old/J;give/V;an/D;the/D;be/V   \n",
       "girl/N/StanfDepSents.1/13               eat/V;look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.1/20                 eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.1/3                 look/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.11/19               eat/V;,/,;give/V;the/D   \n",
       "girl/N/StanfDepSents.11/28            a/D;look/V;,/,;at/I;the/D   \n",
       "girl/N/StanfDepSents.11/3                     look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.2/29                       eat/V;,/,;the/D   \n",
       "girl/N/StanfDepSents.3/21             eat/V;a/D;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.4/15                           eat/V;the/D   \n",
       "girl/N/StanfDepSents.4/7                            eat/V;the/D   \n",
       "girl/N/StanfDepSents.5/19             eat/V;look/V;give/V;the/D   \n",
       "girl/N/StanfDepSents.6/21                 eat/V;healthy/J;the/D   \n",
       "girl/N/StanfDepSents.6/6             a/D;healthy/J;give/V;the/D   \n",
       "girl/N/StanfDepSents.7/25                     eat/V;old/J;the/D   \n",
       "girl/N/StanfDepSents.7/7                 a/D;old/J;give/V;the/D   \n",
       "girl/N/StanfDepSents.8/15                     look/V;at/I;the/D   \n",
       "girl/N/StanfDepSents.8/25                           eat/V;the/D   \n",
       "girl/N/StanfDepSents.8/3                            sit/V;the/D   \n",
       "girl/N/StanfDepSents.9/14    a/D;look/V;old/J;at/I;give/V;the/D   \n",
       "\n",
       "                            _cws.child.nobound5-5nounverbs.PPMIno  \\\n",
       "boy/N/StanfDepSents.1/9                             girl/N;look/V   \n",
       "boy/N/StanfDepSents.12/12        apple/N;be/V;eat/V;like/V;year/N   \n",
       "boy/N/StanfDepSents.2/12               apple/N;boy/N;eat/V;food/N   \n",
       "boy/N/StanfDepSents.2/8                  apple/N;be/V;boy/N;eat/V   \n",
       "boy/N/StanfDepSents.3/18         apple/N;be/V;eat/V;girl/N;have/V   \n",
       "boy/N/StanfDepSents.3/3                             apple/N;eat/V   \n",
       "boy/N/StanfDepSents.4/22             apple/N;baby/N;give/V;have/V   \n",
       "boy/N/StanfDepSents.4/3                              girl/N;say/V   \n",
       "boy/N/StanfDepSents.5/11                       eat/V;look/V;sit/V   \n",
       "boy/N/StanfDepSents.5/25                        be/V;eat/V;give/V   \n",
       "boy/N/StanfDepSents.5/3                               eat/V;sit/V   \n",
       "boy/N/StanfDepSents.6/14                      apple/N;be/V;girl/N   \n",
       "boy/N/StanfDepSents.6/3                             girl/N;give/V   \n",
       "boy/N/StanfDepSents.7/14        apple/N;baby/N;be/V;girl/N;year/N   \n",
       "boy/N/StanfDepSents.7/22           ask/V;be/V;eat/V;girl/N;year/N   \n",
       "boy/N/StanfDepSents.7/4                      baby/N;girl/N;give/V   \n",
       "boy/N/StanfDepSents.8/11              apple/N;girl/N;look/V;sit/V   \n",
       "boy/N/StanfDepSents.8/22                     apple/N;eat/V;girl/N   \n",
       "boy/N/StanfDepSents.9/18       apple/N;be/V;girl/N;house/N;look/V   \n",
       "boy/N/StanfDepSents.9/28                     apple/N;be/V;house/N   \n",
       "boy/N/StanfDepSents.9/5                       apple/N;be/V;give/V   \n",
       "girl/N/StanfDepSents.1/13               boy/N;eat/V;girl/N;look/V   \n",
       "girl/N/StanfDepSents.1/20                     eat/V;food/N;girl/N   \n",
       "girl/N/StanfDepSents.1/3                             boy/N;look/V   \n",
       "girl/N/StanfDepSents.11/19            apple/N;eat/V;give/V;year/N   \n",
       "girl/N/StanfDepSents.11/28                    boy/N;look/V;year/N   \n",
       "girl/N/StanfDepSents.11/3                            boy/N;look/V   \n",
       "girl/N/StanfDepSents.2/29                              be/V;eat/V   \n",
       "girl/N/StanfDepSents.3/21                             boy/N;eat/V   \n",
       "girl/N/StanfDepSents.4/15                           apple/N;eat/V   \n",
       "girl/N/StanfDepSents.4/7                apple/N;boy/N;eat/V;say/V   \n",
       "girl/N/StanfDepSents.5/19                be/V;eat/V;give/V;look/V   \n",
       "girl/N/StanfDepSents.6/21                   be/V;boy/N;do/V;eat/V   \n",
       "girl/N/StanfDepSents.6/6                     apple/N;boy/N;give/V   \n",
       "girl/N/StanfDepSents.7/25               apple/N;ask/V;boy/N;eat/V   \n",
       "girl/N/StanfDepSents.7/7              apple/N;baby/N;boy/N;give/V   \n",
       "girl/N/StanfDepSents.8/15                    apple/N;boy/N;look/V   \n",
       "girl/N/StanfDepSents.8/25                     apple/N;boy/N;eat/V   \n",
       "girl/N/StanfDepSents.8/3                            apple/N;sit/V   \n",
       "girl/N/StanfDepSents.9/14             apple/N;boy/N;give/V;look/V   \n",
       "\n",
       "                            _cws.child.nobound5-5nounverbs.PPMIselection  \\\n",
       "boy/N/StanfDepSents.1/9                                           look/V   \n",
       "boy/N/StanfDepSents.12/12                                    like/V;be/V   \n",
       "boy/N/StanfDepSents.2/12                                             NaN   \n",
       "boy/N/StanfDepSents.2/8                                             be/V   \n",
       "boy/N/StanfDepSents.3/18                                     have/V;be/V   \n",
       "boy/N/StanfDepSents.3/3                                              NaN   \n",
       "boy/N/StanfDepSents.4/22                            baby/N;give/V;have/V   \n",
       "boy/N/StanfDepSents.4/3                                            say/V   \n",
       "boy/N/StanfDepSents.5/11                                          look/V   \n",
       "boy/N/StanfDepSents.5/25                                     give/V;be/V   \n",
       "boy/N/StanfDepSents.5/3                                              NaN   \n",
       "boy/N/StanfDepSents.6/14                                            be/V   \n",
       "boy/N/StanfDepSents.6/3                                           give/V   \n",
       "boy/N/StanfDepSents.7/14                                     baby/N;be/V   \n",
       "boy/N/StanfDepSents.7/22                                      ask/V;be/V   \n",
       "boy/N/StanfDepSents.7/4                                    baby/N;give/V   \n",
       "boy/N/StanfDepSents.8/11                                          look/V   \n",
       "boy/N/StanfDepSents.8/22                                             NaN   \n",
       "boy/N/StanfDepSents.9/18                             look/V;house/N;be/V   \n",
       "boy/N/StanfDepSents.9/28                                    house/N;be/V   \n",
       "boy/N/StanfDepSents.9/5                                      give/V;be/V   \n",
       "girl/N/StanfDepSents.1/13                                   eat/V;look/V   \n",
       "girl/N/StanfDepSents.1/20                                          eat/V   \n",
       "girl/N/StanfDepSents.1/3                                          look/V   \n",
       "girl/N/StanfDepSents.11/19                                  eat/V;give/V   \n",
       "girl/N/StanfDepSents.11/28                                        look/V   \n",
       "girl/N/StanfDepSents.11/3                                         look/V   \n",
       "girl/N/StanfDepSents.2/29                                          eat/V   \n",
       "girl/N/StanfDepSents.3/21                                          eat/V   \n",
       "girl/N/StanfDepSents.4/15                                          eat/V   \n",
       "girl/N/StanfDepSents.4/7                                     eat/V;say/V   \n",
       "girl/N/StanfDepSents.5/19                            eat/V;look/V;give/V   \n",
       "girl/N/StanfDepSents.6/21                                     eat/V;do/V   \n",
       "girl/N/StanfDepSents.6/6                                          give/V   \n",
       "girl/N/StanfDepSents.7/25                                    eat/V;ask/V   \n",
       "girl/N/StanfDepSents.7/7                                   baby/N;give/V   \n",
       "girl/N/StanfDepSents.8/15                                         look/V   \n",
       "girl/N/StanfDepSents.8/25                                          eat/V   \n",
       "girl/N/StanfDepSents.8/3                                           sit/V   \n",
       "girl/N/StanfDepSents.9/14                                  look/V;give/V   \n",
       "\n",
       "                            _cws.child.nobound5-5nounverbs.PPMIweight  \n",
       "boy/N/StanfDepSents.1/9                                        look/V  \n",
       "boy/N/StanfDepSents.12/12                                 like/V;be/V  \n",
       "boy/N/StanfDepSents.2/12                                          NaN  \n",
       "boy/N/StanfDepSents.2/8                                          be/V  \n",
       "boy/N/StanfDepSents.3/18                                  have/V;be/V  \n",
       "boy/N/StanfDepSents.3/3                                           NaN  \n",
       "boy/N/StanfDepSents.4/22                         baby/N;give/V;have/V  \n",
       "boy/N/StanfDepSents.4/3                                         say/V  \n",
       "boy/N/StanfDepSents.5/11                                       look/V  \n",
       "boy/N/StanfDepSents.5/25                                  give/V;be/V  \n",
       "boy/N/StanfDepSents.5/3                                           NaN  \n",
       "boy/N/StanfDepSents.6/14                                         be/V  \n",
       "boy/N/StanfDepSents.6/3                                        give/V  \n",
       "boy/N/StanfDepSents.7/14                                  baby/N;be/V  \n",
       "boy/N/StanfDepSents.7/22                                   ask/V;be/V  \n",
       "boy/N/StanfDepSents.7/4                                 baby/N;give/V  \n",
       "boy/N/StanfDepSents.8/11                                       look/V  \n",
       "boy/N/StanfDepSents.8/22                                          NaN  \n",
       "boy/N/StanfDepSents.9/18                          look/V;house/N;be/V  \n",
       "boy/N/StanfDepSents.9/28                                 house/N;be/V  \n",
       "boy/N/StanfDepSents.9/5                                   give/V;be/V  \n",
       "girl/N/StanfDepSents.1/13                                eat/V;look/V  \n",
       "girl/N/StanfDepSents.1/20                                       eat/V  \n",
       "girl/N/StanfDepSents.1/3                                       look/V  \n",
       "girl/N/StanfDepSents.11/19                               eat/V;give/V  \n",
       "girl/N/StanfDepSents.11/28                                     look/V  \n",
       "girl/N/StanfDepSents.11/3                                      look/V  \n",
       "girl/N/StanfDepSents.2/29                                       eat/V  \n",
       "girl/N/StanfDepSents.3/21                                       eat/V  \n",
       "girl/N/StanfDepSents.4/15                                       eat/V  \n",
       "girl/N/StanfDepSents.4/7                                  eat/V;say/V  \n",
       "girl/N/StanfDepSents.5/19                         eat/V;look/V;give/V  \n",
       "girl/N/StanfDepSents.6/21                                  eat/V;do/V  \n",
       "girl/N/StanfDepSents.6/6                                       give/V  \n",
       "girl/N/StanfDepSents.7/25                                 eat/V;ask/V  \n",
       "girl/N/StanfDepSents.7/7                                baby/N;give/V  \n",
       "girl/N/StanfDepSents.8/15                                      look/V  \n",
       "girl/N/StanfDepSents.8/25                                       eat/V  \n",
       "girl/N/StanfDepSents.8/3                                        sit/V  \n",
       "girl/N/StanfDepSents.9/14                               look/V;give/V  \n",
       "\n",
       "[40 rows x 84 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# token_level register\n",
    "weight_data[\"token_register\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "weight_data[\"token_register\"].to_csv(f\"{nephovis_path}/{type_name}/{type_name}.variables.tsv\", sep = '\\t', index_label = \"_id\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5 Second-order dimensions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The final step to obtain our token-level vectors is to multiply the token-foc matrices for type-level matrices to obtain second-order vectors. We will loop over the models in the index of `weight_data[\"model_register\"]` and over second-order parameter settings to filter `freqMTX_CW4` and obtain different models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "soc_pos = {\n",
    "    \"all\" : full[full.freq > 2], # all possible dimensions\n",
    "    \"nv\" : full.subvocab(nounverbs) # only nouns and verbs\n",
    "}\n",
    "lengths = [\"FOC\", 10] # a number will take the most frequent; something else will take the FOC items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e88a0d819af24a2c9727a4ca6fa180a8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=173), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01494 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0008421 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d00c3ae2d5eb4c34a29574e621a35b11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=142), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01419 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003443 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "67b893dc40fd4403b9c014bac84ddec5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=122), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01451 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004005 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3c6235545f1e4355abcfe98109b8a568",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=118), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.014 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004139 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0fce18ad91454b5a822dd4b1f8c26782",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=87), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01402 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003409 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8af89323e88244859a183f4ce8412263",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=115), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.014 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002725 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7705c6bcf7194afa919db1a5894c7da8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=44), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01372 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002735 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bff41d09af884741834c140f027e9f43",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=95), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01429 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002871 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6d2cba6126f54952b2e8c94ac226f7d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=87), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01382 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002756 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "42f8910a52184dc184aeafa635fee492",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=115), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01377 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ab4e7a172aa047e3aabaf7d2e1409edb",
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       "version_minor": 0
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      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=44), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01377 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002804 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "HBox(children=(IntProgress(value=0, max=95), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01362 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002763 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b894a52b4095457b9d6e1f85c80cb89d",
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       "version_minor": 0
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      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=16), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01349 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003459 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "687cd9e09a844edc83dab005c5d5f1d0",
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       "version_minor": 0
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      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=54), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01366 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002432 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "516747e2fe7a42f09137d63b40e07035",
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       "version_minor": 0
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      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=17), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01372 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002666 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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       "version_minor": 0
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       "HBox(children=(IntProgress(value=0, max=45), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01385 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002439 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=16), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01328 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002365 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01374 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01487 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002985 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01528 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003293 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01517 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003436 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01514 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002854 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01388 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002503 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01415 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002589 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01429 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000283 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01443 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003333 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01382 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003645 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01481 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002685 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01405 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003028 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01438 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002913 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01409 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002704 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01399 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002589 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
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       "HBox(children=(IntProgress(value=0, max=105), HTML(value='')))"
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01425 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002675 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01404 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000258 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
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       "HBox(children=(IntProgress(value=0, max=39), HTML(value='')))"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01399 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002482 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01388 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002568 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
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       "HBox(children=(IntProgress(value=0, max=74), HTML(value='')))"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01426 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000283 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01403 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002627 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01392 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002763 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01417 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002916 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01368 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000257 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01387 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.014 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002863 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01423 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002837 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01434 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002458 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01424 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002489 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01385 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002589 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01384 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002451 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01454 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003071 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01403 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002849 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01367 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003464 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01426 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002737 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0137 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000258 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01385 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002732 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01382 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000246 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01357 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003359 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01416 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003211 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01374 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002675 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01368 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002589 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01378 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002677 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01362 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002778 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01353 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000258 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01357 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002711 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01983 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000638 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01583 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003812 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01385 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003104 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01468 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000411 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01454 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000387 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01374 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003073 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01406 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003247 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01387 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003138 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01459 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004056 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01444 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004435 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01461 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003569 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0146 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000308 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01454 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004134 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01414 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004332 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01466 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004258 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01373 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002682 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01411 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003271 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0144 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003004 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01419 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003037 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01431 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003641 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01439 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003188 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0138 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003436 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01398 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003068 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01425 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004435 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0144 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01367 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002458 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01429 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002596 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01485 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003014 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01444 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004439 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01398 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002608 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01418 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003374 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01365 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002751 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01426 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004215 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01462 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004749 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01443 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004103 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01442 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004051 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0143 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004137 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01425 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003734 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01414 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002923 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01423 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003095 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01545 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003495 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01467 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003078 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01434 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002689 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01395 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01402 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000303 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01434 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000375 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01461 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004246 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01445 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002921 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01458 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004594 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01388 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004416 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01403 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003662 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01423 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01393 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004101 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01416 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003831 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01404 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002923 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.014 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004227 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01378 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003235 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0143 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004218 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01434 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002985 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01432 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003104 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01442 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004361 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01416 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003979 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01404 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003238 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01421 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003929 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01392 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002837 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01412 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003159 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01493 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000376 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01404 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002992 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01402 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004101 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01387 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003057 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01414 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003326 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01418 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003924 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01406 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003374 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01412 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003881 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0144 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004048 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01393 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003459 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01434 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004034 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01401 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003109 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01417 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004241 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01467 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003197 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01419 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003269 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01458 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003638 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0142 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003717 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01439 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004082 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01418 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004315 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.0145 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003211 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01464 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01444 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003829 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01479 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003049 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01469 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003016 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01407 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003226 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.014 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002759 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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       "HBox(children=(IntProgress(value=0, max=92), HTML(value='')))"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01441 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003214 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
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       "HBox(children=(IntProgress(value=0, max=83), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01397 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000319 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
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    },
    {
     "data": {
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       "HBox(children=(IntProgress(value=0, max=105), HTML(value='')))"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01487 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004451 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
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       "HBox(children=(IntProgress(value=0, max=107), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01487 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003221 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01476 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003107 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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       "HBox(children=(IntProgress(value=0, max=17), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01405 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002704 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01443 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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       "HBox(children=(IntProgress(value=0, max=27), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01378 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004559 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "56f386f5daf94f1080f9b2dc048754d9",
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       "version_minor": 0
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       "HBox(children=(IntProgress(value=0, max=49), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01434 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002866 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_minor": 0
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       "HBox(children=(IntProgress(value=0, max=17), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01368 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002737 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
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       "version_minor": 0
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       "HBox(children=(IntProgress(value=0, max=62), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01433 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003326 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f85fb5ebb64845139155d2b4bfb20678",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=27), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01373 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002837 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.tcmx.soc.pac\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "394ca3d8b2dc412b8a6f2dfe9f90cf03",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=49), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_association\n",
      "  time      = 0.01407 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003114 sec\n",
      "************************************\n",
      "\n",
      "  Operation: addition 'token-feature weight matrix' X 'socc matrix'...\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.tcmx.soc.pac\n"
     ]
    }
   ],
   "source": [
    "socdata = createSoc(\n",
    "    token_dir,\n",
    "    registers = weight_data['model_register'],\n",
    "    soc_pos = soc_pos, lengths = lengths,\n",
    "    socMTX = freqMTX_CW4,\n",
    "    store_focdists = f\"{output_path}/cws/{type_name}/\") # create distance matrices for context words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LEMMAPATH</th>\n",
       "      <th>LEMMAREL</th>\n",
       "      <th>bound</th>\n",
       "      <th>foc_base</th>\n",
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       "      <th>foc_pmi</th>\n",
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       "      <th>foc_win</th>\n",
       "      <th>soc_length</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>40</td>\n",
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       "      <td>LEMMAPATH</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
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       "      <td>40</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>23</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
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       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>selection</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
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       "      <td>40</td>\n",
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       "      <th>child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAPATH</td>\n",
       "      <td>20</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>selection</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEMMAREL</td>\n",
       "      <td>10</td>\n",
       "      <td>weight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all.PPMIno.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>19</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>selection</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>selection</td>\n",
       "      <td>all</td>\n",
       "      <td>3-3</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
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       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
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       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
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       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
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       "      <td>10</td>\n",
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       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
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       "      <td>12</td>\n",
       "      <td>weight</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-3</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>20</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>20</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
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       "      <td>10</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>20</td>\n",
       "      <td>no</td>\n",
       "      <td>all</td>\n",
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       "      <td>FOC</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv</th>\n",
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       "      <th>child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <th>child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall</th>\n",
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       "      <th>child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>14</td>\n",
       "      <td>weight</td>\n",
       "      <td>all</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>17</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>17</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>17</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>17</td>\n",
       "      <td>no</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>selection</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>all</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>10</td>\n",
       "      <td>nv</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>all</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>BOW</td>\n",
       "      <td>12</td>\n",
       "      <td>weight</td>\n",
       "      <td>nounverbs</td>\n",
       "      <td>5-5</td>\n",
       "      <td>FOC</td>\n",
       "      <td>nv</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>168 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    LEMMAPATH  LEMMAREL  \\\n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall           LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv            LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall          LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv           LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall    LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv     LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall   LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv    LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall       LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv        LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall      LEMMAPATH       NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv       LEMMAPATH       NaN   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall                  NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv                   NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall                 NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv                  NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall           NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv            NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall          NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv           NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall              NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv               NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall             NaN  LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv              NaN  LEMMAREL   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSall               NaN       NaN   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv                NaN       NaN   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall              NaN       NaN   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv               NaN       NaN   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall        NaN       NaN   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv         NaN       NaN   \n",
       "...                                                       ...       ...   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...        NaN       NaN   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...        NaN       NaN   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...        NaN       NaN   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...        NaN       NaN   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....        NaN       NaN   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....        NaN       NaN   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall             NaN       NaN   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv              NaN       NaN   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall            NaN       NaN   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv             NaN       NaN   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...        NaN       NaN   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...        NaN       NaN   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...        NaN       NaN   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...        NaN       NaN   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall         NaN       NaN   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv          NaN       NaN   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall        NaN       NaN   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv         NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPO...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....        NaN       NaN   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....        NaN       NaN   \n",
       "\n",
       "                                                    bound   foc_base  \\\n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall             NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv              NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall            NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv             NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall      NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv       NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall     NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv      NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall         NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv          NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall        NaN  LEMMAPATH   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv         NaN  LEMMAPATH   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall              NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv               NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall             NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv              NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall       NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv        NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall      NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv       NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall          NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv           NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall         NaN   LEMMAREL   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv          NaN   LEMMAREL   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSall          True        BOW   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv           True        BOW   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall         True        BOW   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv          True        BOW   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall   True        BOW   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv    True        BOW   \n",
       "...                                                   ...        ...   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...  False        BOW   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...  False        BOW   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...  False        BOW   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...  False        BOW   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....  False        BOW   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....  False        BOW   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall       False        BOW   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv        False        BOW   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall      False        BOW   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv       False        BOW   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...  False        BOW   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...  False        BOW   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...  False        BOW   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...  False        BOW   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall   False        BOW   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv    False        BOW   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall  False        BOW   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv   False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPO...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....  False        BOW   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....  False        BOW   \n",
       "\n",
       "                                                   foc_context_words  \\\n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall                         23   \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv                          23   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall                        23   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv                         23   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall                  20   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv                   20   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall                 20   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv                  20   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall                     20   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv                      20   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall                    20   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv                     20   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall                          10   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv                           10   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall                         10   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv                          10   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall                   10   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv                    10   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall                  10   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv                   10   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall                      10   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv                       10   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall                     10   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv                      10   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSall                       19   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv                        19   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall                      19   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv                       19   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall                14   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv                 14   \n",
       "...                                                              ...   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...                12   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...                12   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...                12   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...                12   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....                12   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....                12   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall                     20   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv                      20   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall                    20   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv                     20   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...                14   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...                14   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...                14   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...                14   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall                 14   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv                  14   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall                14   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv                 14   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPO...                17   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv                17   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...                17   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...                17   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...                12   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...                12   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...                12   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...                12   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...                12   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...                12   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....                12   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....                12   \n",
       "\n",
       "                                                      foc_pmi    foc_pos  \\\n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall                  no        NaN   \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv                   no        NaN   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall                 no        NaN   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv                  no        NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall    selection        NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv     selection        NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall   selection        NaN   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv    selection        NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall          weight        NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv           weight        NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall         weight        NaN   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv          weight        NaN   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall                   no        NaN   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv                    no        NaN   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall                  no        NaN   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv                   no        NaN   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall     selection        NaN   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv      selection        NaN   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall    selection        NaN   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv     selection        NaN   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall           weight        NaN   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv            weight        NaN   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall          weight        NaN   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv           weight        NaN   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSall                no        all   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv                 no        all   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall               no        all   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv                no        all   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall  selection        all   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv   selection        all   \n",
       "...                                                       ...        ...   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...  selection  nounverbs   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...  selection  nounverbs   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...     weight  nounverbs   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...     weight  nounverbs   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....     weight  nounverbs   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....     weight  nounverbs   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall              no        all   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv               no        all   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall             no        all   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv              no        all   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...  selection        all   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...  selection        all   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...  selection        all   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...  selection        all   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall      weight        all   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv       weight        all   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall     weight        all   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv      weight        all   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPO...         no  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv         no  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...         no  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...         no  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...  selection  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...  selection  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...  selection  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...  selection  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...     weight  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...     weight  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....     weight  nounverbs   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....     weight  nounverbs   \n",
       "\n",
       "                                                   foc_win soc_length soc_pos  \\\n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall              NaN         10     all   \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv               NaN         10      nv   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall             NaN        FOC     all   \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv              NaN        FOC      nv   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall       NaN         10     all   \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv        NaN         10      nv   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall      NaN        FOC     all   \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv       NaN        FOC      nv   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall          NaN         10     all   \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv           NaN         10      nv   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall         NaN        FOC     all   \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv          NaN        FOC      nv   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall               NaN         10     all   \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv                NaN         10      nv   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall              NaN        FOC     all   \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv               NaN        FOC      nv   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall        NaN         10     all   \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv         NaN         10      nv   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall       NaN        FOC     all   \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv        NaN        FOC      nv   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall           NaN         10     all   \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv            NaN         10      nv   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall          NaN        FOC     all   \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv           NaN        FOC      nv   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSall            3-3         10     all   \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv             3-3         10      nv   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall           3-3        FOC     all   \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv            3-3        FOC      nv   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall     3-3         10     all   \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv      3-3         10      nv   \n",
       "...                                                    ...        ...     ...   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...     5-3        FOC     all   \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...     5-3        FOC      nv   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...     5-3         10     all   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...     5-3         10      nv   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....     5-3        FOC     all   \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....     5-3        FOC      nv   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall          5-5         10     all   \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv           5-5         10      nv   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall         5-5        FOC     all   \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv          5-5        FOC      nv   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...     5-5         10     all   \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...     5-5         10      nv   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...     5-5        FOC     all   \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...     5-5        FOC      nv   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall      5-5         10     all   \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv       5-5         10      nv   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall     5-5        FOC     all   \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv      5-5        FOC      nv   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPO...     5-5         10     all   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv     5-5         10      nv   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...     5-5        FOC     all   \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...     5-5        FOC      nv   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...     5-5         10     all   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...     5-5         10      nv   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...     5-5        FOC     all   \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...     5-5        FOC      nv   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...     5-5         10     all   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...     5-5         10      nv   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....     5-5        FOC     all   \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....     5-5        FOC      nv   \n",
       "\n",
       "                                                   tokens  \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall              40  \n",
       "child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv               40  \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall             40  \n",
       "child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv              40  \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall       40  \n",
       "child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv        40  \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall      40  \n",
       "child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv       40  \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall          40  \n",
       "child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv           40  \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall         40  \n",
       "child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv          40  \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall               32  \n",
       "child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv                32  \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall              32  \n",
       "child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv               32  \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall        26  \n",
       "child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv         26  \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall       26  \n",
       "child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv        26  \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall           26  \n",
       "child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv            26  \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall          26  \n",
       "child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv           26  \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSall            40  \n",
       "child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv             40  \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall           40  \n",
       "child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv            40  \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall     40  \n",
       "child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv      40  \n",
       "...                                                   ...  \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...     36  \n",
       "child.nobound5-3nounverbs.PPMIselection.LENGTHF...     36  \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...     36  \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTH10.S...     36  \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....     36  \n",
       "child.nobound5-3nounverbs.PPMIweight.LENGTHFOC....     36  \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall          40  \n",
       "child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv           40  \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall         40  \n",
       "child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv          40  \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...     40  \n",
       "child.nobound5-5all.PPMIselection.LENGTH10.SOCP...     40  \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...     40  \n",
       "child.nobound5-5all.PPMIselection.LENGTHFOC.SOC...     40  \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall      40  \n",
       "child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv       40  \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall     40  \n",
       "child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv      40  \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPO...     40  \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv     40  \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...     40  \n",
       "child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCP...     40  \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...     36  \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTH1...     36  \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...     36  \n",
       "child.nobound5-5nounverbs.PPMIselection.LENGTHF...     36  \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...     36  \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTH10.S...     36  \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....     36  \n",
       "child.nobound5-5nounverbs.PPMIweight.LENGTHFOC....     36  \n",
       "\n",
       "[168 rows x 11 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "socdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "socdata.to_csv(f\"{nephovis_path}/{type_name}/{type_name}.models.tsv\", sep = \"\\t\", index_label=\"_model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6 Cosine distances\n",
    "Once we have all the token-level vectors, as well as our registers,\n",
    "we can quickly compute and store their cosine distances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000612 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004447 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003285 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003374 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002944 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002861 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002871 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002854 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002887 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003104 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000298 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAPATH.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002873 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003633 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002754 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002789 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002759 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002666 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0004048 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002644 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002637 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002723 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002658 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002668 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.LEMMAREL.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000407 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000289 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002985 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002909 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002871 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003994 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000289 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002892 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002916 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002885 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002854 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002859 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002871 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002909 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002809 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002854 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002775 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002828 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002794 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002763 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002847 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002789 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002863 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000293 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002902 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002897 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000289 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002897 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002911 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002866 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002978 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003126 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003049 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002971 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002995 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002847 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002794 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002794 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002832 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002794 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000309 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002863 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002925 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002868 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002906 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002868 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002894 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002847 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003045 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003166 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002954 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003026 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002818 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002849 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002847 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002799 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002837 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002861 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.bound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002885 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002944 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002885 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002956 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002878 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002906 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002866 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002892 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000288 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002997 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002868 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002894 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002894 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002892 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002913 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002794 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002892 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000278 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002816 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002794 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002818 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002856 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound3-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002887 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002995 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003011 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002873 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002902 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002913 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002866 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002875 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002916 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0003128 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002894 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002928 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002892 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002882 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002823 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002811 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002811 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002842 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002804 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002818 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002804 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002816 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-3nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002861 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002849 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002909 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002873 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002861 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002875 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002887 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002856 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002885 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002856 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000289 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002851 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5all.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002875 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002875 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002832 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.000289 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIno.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002789 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002809 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002801 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002823 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIselection.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002816 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002782 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTH10.SOCPOSnv.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002809 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSall.ttmx.dist.pac\n",
      "\n",
      "************************************\n",
      "function    = compute_distance\n",
      "  time      = 0.0002835 sec\n",
      "************************************\n",
      "\n",
      "\n",
      "Saving matrix...\n",
      "Stored in file:\n",
      "  .//output/create-clouds//tokens/child/child.nobound5-5nounverbs.PPMIweight.LENGTHFOC.SOCPOSnv.ttmx.dist.pac\n"
     ]
    }
   ],
   "source": [
    "from nephosem import TypeTokenMatrix\n",
    "from nephosem.specutils.mxcalc import compute_distance\n",
    "\n",
    "input_suffix = \".tcmx.soc.pac\" #token by context matrix\n",
    "output_suffix = \".ttmx.dist.pac\" # token by token matrix\n",
    "for modelname in socdata.index:\n",
    "    input_name = f\"{token_dir}/{modelname}{input_suffix}\"\n",
    "    output_name = f\"{token_dir}/{modelname}{output_suffix}\"\n",
    "    compute_distance(TypeTokenMatrix.load(input_name)).save(output_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the rest, we go to R!\n",
    "\n",
    "The R code is in the processClouds notebook, which uses the [semcloud](https://montesmariana.github.io/semcloud) package."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bonus: context word detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from semasioFlow.contextwords import listContextwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 11/11 [00:00<00:00, 417.83it/s]\n"
     ]
    }
   ],
   "source": [
    "cws = listContextwords(type_name, tokenlist, fnameSample, settings, left_win=15, right_win = 15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>cw</th>\n",
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       "  <tbody>\n",
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       "      <th>boy/N/StanfDepSents.1/9/L0</th>\n",
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       "      <th>boy/N/StanfDepSents.1/9/L1</th>\n",
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       "      <td>&lt;s id=\"2\"&gt;</td>\n",
       "      <td>&lt;s id=\"2\"&gt;</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
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       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>&lt;s id=\"2\"&gt;</td>\n",
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       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/L2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>L2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/L3</th>\n",
       "      <td>healthy/J</td>\n",
       "      <td>acomp</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>healthy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>L3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>healthy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/L4</th>\n",
       "      <td>look/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>look</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>L4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
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       "      <td>child</td>\n",
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       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/L5</th>\n",
       "      <td>girl/N</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>girl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>L5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/L6</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>the</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D</td>\n",
       "      <td>L6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>The</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/L7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"1\"&gt;</td>\n",
       "      <td>8</td>\n",
       "      <td>&lt;s id=\"1\"&gt;</td>\n",
       "      <td>&lt;s id=\"1\"&gt;</td>\n",
       "      <td>&lt;s id=\"1\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"1\"&gt;</td>\n",
       "      <td>L7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>&lt;s id=\"1\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R0</th>\n",
       "      <td>look/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>look</td>\n",
       "      <td>look-&gt;nsubj:#T</td>\n",
       "      <td>V</td>\n",
       "      <td>R0</td>\n",
       "      <td>Cw-&gt;nsubj:#T</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>looks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R1</th>\n",
       "      <td>at/I</td>\n",
       "      <td>prep</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>at</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at]</td>\n",
       "      <td>I</td>\n",
       "      <td>R1</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R10</th>\n",
       "      <td>girl/N</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>girl</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>R10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R11</th>\n",
       "      <td>eat/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>eat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>R11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>eats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R12</th>\n",
       "      <td>less/R</td>\n",
       "      <td>advmod</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>less</td>\n",
       "      <td>NaN</td>\n",
       "      <td>R</td>\n",
       "      <td>R12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>less</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R13</th>\n",
       "      <td>healthy/J</td>\n",
       "      <td>amod</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>healthy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>R13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>healthy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R14</th>\n",
       "      <td>food/N</td>\n",
       "      <td>dobj</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>food</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>R14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R2</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>the</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:girl-&gt;det:the]</td>\n",
       "      <td>D</td>\n",
       "      <td>R2</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:girl-&gt;det:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R3</th>\n",
       "      <td>girl/N</td>\n",
       "      <td>pobj</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>girl</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:girl]</td>\n",
       "      <td>N</td>\n",
       "      <td>R3</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R4</th>\n",
       "      <td>as/I</td>\n",
       "      <td>mark</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>as</td>\n",
       "      <td>look-&gt;[nsubj:#T,advcl:eat-&gt;mark:as]</td>\n",
       "      <td>I</td>\n",
       "      <td>R4</td>\n",
       "      <td>look-&gt;[nsubj:#T,advcl:eat-&gt;mark:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>as</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R5</th>\n",
       "      <td>she/P</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>she</td>\n",
       "      <td>look-&gt;[nsubj:#T,advcl:eat-&gt;nsubj:she]</td>\n",
       "      <td>P</td>\n",
       "      <td>R5</td>\n",
       "      <td>look-&gt;[nsubj:#T,advcl:eat-&gt;nsubj:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>she</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R6</th>\n",
       "      <td>eat/V</td>\n",
       "      <td>advcl</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>eat</td>\n",
       "      <td>look-&gt;[nsubj:#T,advcl:eat]</td>\n",
       "      <td>V</td>\n",
       "      <td>R6</td>\n",
       "      <td>look-&gt;[nsubj:#T,advcl:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>eats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>8</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>R7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"3\"&gt;</td>\n",
       "      <td>9</td>\n",
       "      <td>&lt;s id=\"3\"&gt;</td>\n",
       "      <td>&lt;s id=\"3\"&gt;</td>\n",
       "      <td>&lt;s id=\"3\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"3\"&gt;</td>\n",
       "      <td>R8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>&lt;s id=\"3\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/R9</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>the</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D</td>\n",
       "      <td>R9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>The</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.1/9/target</th>\n",
       "      <td>boy/N</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>boy</td>\n",
       "      <td>#T</td>\n",
       "      <td>N</td>\n",
       "      <td>target</td>\n",
       "      <td>#T</td>\n",
       "      <td>True</td>\n",
       "      <td>target</td>\n",
       "      <td>0</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.1/9</td>\n",
       "      <td>boy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12/L0</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>the</td>\n",
       "      <td>#T-&gt;det:the</td>\n",
       "      <td>D</td>\n",
       "      <td>L0</td>\n",
       "      <td>#T-&gt;det:Cw</td>\n",
       "      <td>True</td>\n",
       "      <td>L</td>\n",
       "      <td>1</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.12/12</td>\n",
       "      <td>The</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12/L1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"35\"&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;s id=\"35\"&gt;</td>\n",
       "      <td>&lt;s id=\"35\"&gt;</td>\n",
       "      <td>&lt;s id=\"35\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"35\"&gt;</td>\n",
       "      <td>L1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.12/12</td>\n",
       "      <td>&lt;s id=\"35\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12/L10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"34\"&gt;</td>\n",
       "      <td>11</td>\n",
       "      <td>&lt;s id=\"34\"&gt;</td>\n",
       "      <td>&lt;s id=\"34\"&gt;</td>\n",
       "      <td>&lt;s id=\"34\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"34\"&gt;</td>\n",
       "      <td>L10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.12/12</td>\n",
       "      <td>&lt;s id=\"34\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12/L2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>L2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.12/12</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12/L3</th>\n",
       "      <td>tasty/J</td>\n",
       "      <td>acomp</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>tasty</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>L3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.12/12</td>\n",
       "      <td>tasty</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>boy/N/StanfDepSents.12/12/L4</th>\n",
       "      <td>be/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>be</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>L4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>boy/N/StanfDepSents.12/12</td>\n",
       "      <td>are</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.8/3/target</th>\n",
       "      <td>girl/N</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>girl</td>\n",
       "      <td>#T</td>\n",
       "      <td>N</td>\n",
       "      <td>target</td>\n",
       "      <td>#T</td>\n",
       "      <td>True</td>\n",
       "      <td>target</td>\n",
       "      <td>0</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.8/3</td>\n",
       "      <td>girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L0</th>\n",
       "      <td>old/J</td>\n",
       "      <td>amod</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>old</td>\n",
       "      <td>#T-&gt;amod:old</td>\n",
       "      <td>J</td>\n",
       "      <td>L0</td>\n",
       "      <td>#T-&gt;amod:Cw</td>\n",
       "      <td>True</td>\n",
       "      <td>L</td>\n",
       "      <td>1</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>older</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L1</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>the</td>\n",
       "      <td>#T-&gt;det:the</td>\n",
       "      <td>D</td>\n",
       "      <td>L1</td>\n",
       "      <td>#T-&gt;det:Cw</td>\n",
       "      <td>True</td>\n",
       "      <td>L</td>\n",
       "      <td>1</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>The</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L10</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>the</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D</td>\n",
       "      <td>L10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L11</th>\n",
       "      <td>all/P</td>\n",
       "      <td>predet</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>all</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P</td>\n",
       "      <td>L11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>All</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"25\"&gt;</td>\n",
       "      <td>13</td>\n",
       "      <td>&lt;s id=\"25\"&gt;</td>\n",
       "      <td>&lt;s id=\"25\"&gt;</td>\n",
       "      <td>&lt;s id=\"25\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"25\"&gt;</td>\n",
       "      <td>L12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>&lt;s id=\"25\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"26\"&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>&lt;s id=\"26\"&gt;</td>\n",
       "      <td>&lt;s id=\"26\"&gt;</td>\n",
       "      <td>&lt;s id=\"26\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"26\"&gt;</td>\n",
       "      <td>L2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>&lt;s id=\"26\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>L3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L4</th>\n",
       "      <td>apple/N</td>\n",
       "      <td>dobj</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>apple</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>L4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>apple</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L5</th>\n",
       "      <td>an/D</td>\n",
       "      <td>det</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>an</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D</td>\n",
       "      <td>L5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>an</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L6</th>\n",
       "      <td>give/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>give</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>L6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>given</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L7</th>\n",
       "      <td>be/V</td>\n",
       "      <td>auxpass</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>be</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>L7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>were</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L8</th>\n",
       "      <td>boy/N</td>\n",
       "      <td>nsubjpass</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>boy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>L8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>boys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/L9</th>\n",
       "      <td>old/J</td>\n",
       "      <td>amod</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>old</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>L9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>L</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>old</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R0</th>\n",
       "      <td>look/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>look</td>\n",
       "      <td>look-&gt;nsubj:#T</td>\n",
       "      <td>V</td>\n",
       "      <td>R0</td>\n",
       "      <td>Cw-&gt;nsubj:#T</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>looks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R1</th>\n",
       "      <td>at/I</td>\n",
       "      <td>prep</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>at</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at]</td>\n",
       "      <td>I</td>\n",
       "      <td>R1</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>at</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R10</th>\n",
       "      <td>be/V</td>\n",
       "      <td>ROOT</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>be</td>\n",
       "      <td>NaN</td>\n",
       "      <td>V</td>\n",
       "      <td>R10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>are</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R11</th>\n",
       "      <td>healthy/J</td>\n",
       "      <td>acomp</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>healthy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>R11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>healthy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R12</th>\n",
       "      <td>for/I</td>\n",
       "      <td>prep</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>for</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I</td>\n",
       "      <td>R12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>for</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R13</th>\n",
       "      <td>boy/N</td>\n",
       "      <td>pobj</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>boy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>R13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>boys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>15</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>R14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R2</th>\n",
       "      <td>a/D</td>\n",
       "      <td>det</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>a</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;det:a]</td>\n",
       "      <td>D</td>\n",
       "      <td>R2</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;det:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R3</th>\n",
       "      <td>boy/N</td>\n",
       "      <td>pobj</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>boy</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy]</td>\n",
       "      <td>N</td>\n",
       "      <td>R3</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>3</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>boy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R4</th>\n",
       "      <td>in/I</td>\n",
       "      <td>prep</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>in</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;prep:in]</td>\n",
       "      <td>I</td>\n",
       "      <td>R4</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;prep:Cw]</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>in</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R5</th>\n",
       "      <td>the/D</td>\n",
       "      <td>det</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>the</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;prep:in-&gt;po...</td>\n",
       "      <td>D</td>\n",
       "      <td>R5</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;prep:in-&gt;po...</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>6</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R6</th>\n",
       "      <td>house/N</td>\n",
       "      <td>pobj</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>house</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;prep:in-&gt;po...</td>\n",
       "      <td>N</td>\n",
       "      <td>R6</td>\n",
       "      <td>look-&gt;[nsubj:#T,prep:at-&gt;pobj:boy-&gt;prep:in-&gt;po...</td>\n",
       "      <td>True</td>\n",
       "      <td>R</td>\n",
       "      <td>5</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>house</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>8</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "      <td>R7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>&lt;/s&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"27\"&gt;</td>\n",
       "      <td>9</td>\n",
       "      <td>&lt;s id=\"27\"&gt;</td>\n",
       "      <td>&lt;s id=\"27\"&gt;</td>\n",
       "      <td>&lt;s id=\"27\"&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;s id=\"27\"&gt;</td>\n",
       "      <td>R8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>&lt;s id=\"27\"&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/R9</th>\n",
       "      <td>apple/N</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>apple</td>\n",
       "      <td>NaN</td>\n",
       "      <td>N</td>\n",
       "      <td>R9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>Apples</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>girl/N/StanfDepSents.9/14/target</th>\n",
       "      <td>girl/N</td>\n",
       "      <td>nsubj</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>girl</td>\n",
       "      <td>#T</td>\n",
       "      <td>N</td>\n",
       "      <td>target</td>\n",
       "      <td>#T</td>\n",
       "      <td>True</td>\n",
       "      <td>target</td>\n",
       "      <td>0</td>\n",
       "      <td>child</td>\n",
       "      <td>girl/N/StanfDepSents.9/14</td>\n",
       "      <td>girl</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>917 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         cw       deprel distance  \\\n",
       "boy/N/StanfDepSents.1/9/L0            the/D          det        1   \n",
       "boy/N/StanfDepSents.1/9/L1              NaN   <s id=\"2\">        2   \n",
       "boy/N/StanfDepSents.1/9/L2              NaN         </s>        3   \n",
       "boy/N/StanfDepSents.1/9/L3        healthy/J        acomp        4   \n",
       "boy/N/StanfDepSents.1/9/L4           look/V         ROOT        5   \n",
       "boy/N/StanfDepSents.1/9/L5           girl/N        nsubj        6   \n",
       "boy/N/StanfDepSents.1/9/L6            the/D          det        7   \n",
       "boy/N/StanfDepSents.1/9/L7              NaN   <s id=\"1\">        8   \n",
       "boy/N/StanfDepSents.1/9/R0           look/V         ROOT        1   \n",
       "boy/N/StanfDepSents.1/9/R1             at/I         prep        2   \n",
       "boy/N/StanfDepSents.1/9/R10          girl/N        nsubj       11   \n",
       "boy/N/StanfDepSents.1/9/R11           eat/V         ROOT       12   \n",
       "boy/N/StanfDepSents.1/9/R12          less/R       advmod       13   \n",
       "boy/N/StanfDepSents.1/9/R13       healthy/J         amod       14   \n",
       "boy/N/StanfDepSents.1/9/R14          food/N         dobj       15   \n",
       "boy/N/StanfDepSents.1/9/R2            the/D          det        3   \n",
       "boy/N/StanfDepSents.1/9/R3           girl/N         pobj        4   \n",
       "boy/N/StanfDepSents.1/9/R4             as/I         mark        5   \n",
       "boy/N/StanfDepSents.1/9/R5            she/P        nsubj        6   \n",
       "boy/N/StanfDepSents.1/9/R6            eat/V        advcl        7   \n",
       "boy/N/StanfDepSents.1/9/R7              NaN         </s>        8   \n",
       "boy/N/StanfDepSents.1/9/R8              NaN   <s id=\"3\">        9   \n",
       "boy/N/StanfDepSents.1/9/R9            the/D          det       10   \n",
       "boy/N/StanfDepSents.1/9/target        boy/N        nsubj        0   \n",
       "boy/N/StanfDepSents.12/12/L0          the/D          det        1   \n",
       "boy/N/StanfDepSents.12/12/L1            NaN  <s id=\"35\">        2   \n",
       "boy/N/StanfDepSents.12/12/L10           NaN  <s id=\"34\">       11   \n",
       "boy/N/StanfDepSents.12/12/L2            NaN         </s>        3   \n",
       "boy/N/StanfDepSents.12/12/L3        tasty/J        acomp        4   \n",
       "boy/N/StanfDepSents.12/12/L4           be/V         ROOT        5   \n",
       "...                                     ...          ...      ...   \n",
       "girl/N/StanfDepSents.8/3/target      girl/N        nsubj        0   \n",
       "girl/N/StanfDepSents.9/14/L0          old/J         amod        1   \n",
       "girl/N/StanfDepSents.9/14/L1          the/D          det        2   \n",
       "girl/N/StanfDepSents.9/14/L10         the/D          det       11   \n",
       "girl/N/StanfDepSents.9/14/L11         all/P       predet       12   \n",
       "girl/N/StanfDepSents.9/14/L12           NaN  <s id=\"25\">       13   \n",
       "girl/N/StanfDepSents.9/14/L2            NaN  <s id=\"26\">        3   \n",
       "girl/N/StanfDepSents.9/14/L3            NaN         </s>        4   \n",
       "girl/N/StanfDepSents.9/14/L4        apple/N         dobj        5   \n",
       "girl/N/StanfDepSents.9/14/L5           an/D          det        6   \n",
       "girl/N/StanfDepSents.9/14/L6         give/V         ROOT        7   \n",
       "girl/N/StanfDepSents.9/14/L7           be/V      auxpass        8   \n",
       "girl/N/StanfDepSents.9/14/L8          boy/N    nsubjpass        9   \n",
       "girl/N/StanfDepSents.9/14/L9          old/J         amod       10   \n",
       "girl/N/StanfDepSents.9/14/R0         look/V         ROOT        1   \n",
       "girl/N/StanfDepSents.9/14/R1           at/I         prep        2   \n",
       "girl/N/StanfDepSents.9/14/R10          be/V         ROOT       11   \n",
       "girl/N/StanfDepSents.9/14/R11     healthy/J        acomp       12   \n",
       "girl/N/StanfDepSents.9/14/R12         for/I         prep       13   \n",
       "girl/N/StanfDepSents.9/14/R13         boy/N         pobj       14   \n",
       "girl/N/StanfDepSents.9/14/R14           NaN         </s>       15   \n",
       "girl/N/StanfDepSents.9/14/R2            a/D          det        3   \n",
       "girl/N/StanfDepSents.9/14/R3          boy/N         pobj        4   \n",
       "girl/N/StanfDepSents.9/14/R4           in/I         prep        5   \n",
       "girl/N/StanfDepSents.9/14/R5          the/D          det        6   \n",
       "girl/N/StanfDepSents.9/14/R6        house/N         pobj        7   \n",
       "girl/N/StanfDepSents.9/14/R7            NaN         </s>        8   \n",
       "girl/N/StanfDepSents.9/14/R8            NaN  <s id=\"27\">        9   \n",
       "girl/N/StanfDepSents.9/14/R9        apple/N        nsubj       10   \n",
       "girl/N/StanfDepSents.9/14/target     girl/N        nsubj        0   \n",
       "\n",
       "                                         head           id        lemma  \\\n",
       "boy/N/StanfDepSents.1/9/L0                  2            1          the   \n",
       "boy/N/StanfDepSents.1/9/L1         <s id=\"2\">   <s id=\"2\">   <s id=\"2\">   \n",
       "boy/N/StanfDepSents.1/9/L2               </s>         </s>         </s>   \n",
       "boy/N/StanfDepSents.1/9/L3                  3            4      healthy   \n",
       "boy/N/StanfDepSents.1/9/L4                  0            3         look   \n",
       "boy/N/StanfDepSents.1/9/L5                  3            2         girl   \n",
       "boy/N/StanfDepSents.1/9/L6                  2            1          the   \n",
       "boy/N/StanfDepSents.1/9/L7         <s id=\"1\">   <s id=\"1\">   <s id=\"1\">   \n",
       "boy/N/StanfDepSents.1/9/R0                  0            3         look   \n",
       "boy/N/StanfDepSents.1/9/R1                  3            4           at   \n",
       "boy/N/StanfDepSents.1/9/R10                 3            2         girl   \n",
       "boy/N/StanfDepSents.1/9/R11                 0            3          eat   \n",
       "boy/N/StanfDepSents.1/9/R12                 5            4         less   \n",
       "boy/N/StanfDepSents.1/9/R13                 6            5      healthy   \n",
       "boy/N/StanfDepSents.1/9/R14                 3            6         food   \n",
       "boy/N/StanfDepSents.1/9/R2                  6            5          the   \n",
       "boy/N/StanfDepSents.1/9/R3                  4            6         girl   \n",
       "boy/N/StanfDepSents.1/9/R4                  9            7           as   \n",
       "boy/N/StanfDepSents.1/9/R5                  9            8          she   \n",
       "boy/N/StanfDepSents.1/9/R6                  3            9          eat   \n",
       "boy/N/StanfDepSents.1/9/R7               </s>         </s>         </s>   \n",
       "boy/N/StanfDepSents.1/9/R8         <s id=\"3\">   <s id=\"3\">   <s id=\"3\">   \n",
       "boy/N/StanfDepSents.1/9/R9                  2            1          the   \n",
       "boy/N/StanfDepSents.1/9/target              3            2          boy   \n",
       "boy/N/StanfDepSents.12/12/L0                2            1          the   \n",
       "boy/N/StanfDepSents.12/12/L1      <s id=\"35\">  <s id=\"35\">  <s id=\"35\">   \n",
       "boy/N/StanfDepSents.12/12/L10     <s id=\"34\">  <s id=\"34\">  <s id=\"34\">   \n",
       "boy/N/StanfDepSents.12/12/L2             </s>         </s>         </s>   \n",
       "boy/N/StanfDepSents.12/12/L3                6            7        tasty   \n",
       "boy/N/StanfDepSents.12/12/L4                0            6           be   \n",
       "...                                       ...          ...          ...   \n",
       "girl/N/StanfDepSents.8/3/target             3            2         girl   \n",
       "girl/N/StanfDepSents.9/14/L0                3            2          old   \n",
       "girl/N/StanfDepSents.9/14/L1                3            1          the   \n",
       "girl/N/StanfDepSents.9/14/L10               4            2          the   \n",
       "girl/N/StanfDepSents.9/14/L11               4            1          all   \n",
       "girl/N/StanfDepSents.9/14/L12     <s id=\"25\">  <s id=\"25\">  <s id=\"25\">   \n",
       "girl/N/StanfDepSents.9/14/L2      <s id=\"26\">  <s id=\"26\">  <s id=\"26\">   \n",
       "girl/N/StanfDepSents.9/14/L3             </s>         </s>         </s>   \n",
       "girl/N/StanfDepSents.9/14/L4                6            8        apple   \n",
       "girl/N/StanfDepSents.9/14/L5                8            7           an   \n",
       "girl/N/StanfDepSents.9/14/L6                0            6         give   \n",
       "girl/N/StanfDepSents.9/14/L7                6            5           be   \n",
       "girl/N/StanfDepSents.9/14/L8                6            4          boy   \n",
       "girl/N/StanfDepSents.9/14/L9                4            3          old   \n",
       "girl/N/StanfDepSents.9/14/R0                0            4         look   \n",
       "girl/N/StanfDepSents.9/14/R1                4            5           at   \n",
       "girl/N/StanfDepSents.9/14/R10               0            2           be   \n",
       "girl/N/StanfDepSents.9/14/R11               2            3      healthy   \n",
       "girl/N/StanfDepSents.9/14/R12               3            4          for   \n",
       "girl/N/StanfDepSents.9/14/R13               4            5          boy   \n",
       "girl/N/StanfDepSents.9/14/R14            </s>         </s>         </s>   \n",
       "girl/N/StanfDepSents.9/14/R2                7            6            a   \n",
       "girl/N/StanfDepSents.9/14/R3                5            7          boy   \n",
       "girl/N/StanfDepSents.9/14/R4                7            8           in   \n",
       "girl/N/StanfDepSents.9/14/R5               10            9          the   \n",
       "girl/N/StanfDepSents.9/14/R6                8           10        house   \n",
       "girl/N/StanfDepSents.9/14/R7             </s>         </s>         </s>   \n",
       "girl/N/StanfDepSents.9/14/R8      <s id=\"27\">  <s id=\"27\">  <s id=\"27\">   \n",
       "girl/N/StanfDepSents.9/14/R9                2            1        apple   \n",
       "girl/N/StanfDepSents.9/14/target            4            3         girl   \n",
       "\n",
       "                                                                               path  \\\n",
       "boy/N/StanfDepSents.1/9/L0                                              #T->det:the   \n",
       "boy/N/StanfDepSents.1/9/L1                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L2                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L3                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L4                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L5                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L6                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L7                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/R0                                           look->nsubj:#T   \n",
       "boy/N/StanfDepSents.1/9/R1                                 look->[nsubj:#T,prep:at]   \n",
       "boy/N/StanfDepSents.1/9/R10                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R11                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R12                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R13                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R14                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R2             look->[nsubj:#T,prep:at->pobj:girl->det:the]   \n",
       "boy/N/StanfDepSents.1/9/R3                      look->[nsubj:#T,prep:at->pobj:girl]   \n",
       "boy/N/StanfDepSents.1/9/R4                      look->[nsubj:#T,advcl:eat->mark:as]   \n",
       "boy/N/StanfDepSents.1/9/R5                    look->[nsubj:#T,advcl:eat->nsubj:she]   \n",
       "boy/N/StanfDepSents.1/9/R6                               look->[nsubj:#T,advcl:eat]   \n",
       "boy/N/StanfDepSents.1/9/R7                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/R8                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/R9                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/target                                                   #T   \n",
       "boy/N/StanfDepSents.12/12/L0                                            #T->det:the   \n",
       "boy/N/StanfDepSents.12/12/L1                                                    NaN   \n",
       "boy/N/StanfDepSents.12/12/L10                                                   NaN   \n",
       "boy/N/StanfDepSents.12/12/L2                                                    NaN   \n",
       "boy/N/StanfDepSents.12/12/L3                                                    NaN   \n",
       "boy/N/StanfDepSents.12/12/L4                                                    NaN   \n",
       "...                                                                             ...   \n",
       "girl/N/StanfDepSents.8/3/target                                                  #T   \n",
       "girl/N/StanfDepSents.9/14/L0                                           #T->amod:old   \n",
       "girl/N/StanfDepSents.9/14/L1                                            #T->det:the   \n",
       "girl/N/StanfDepSents.9/14/L10                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/L11                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/L12                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/L2                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L3                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L4                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L5                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L6                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L7                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L8                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L9                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/R0                                         look->nsubj:#T   \n",
       "girl/N/StanfDepSents.9/14/R1                               look->[nsubj:#T,prep:at]   \n",
       "girl/N/StanfDepSents.9/14/R10                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R11                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R12                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R13                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R14                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R2              look->[nsubj:#T,prep:at->pobj:boy->det:a]   \n",
       "girl/N/StanfDepSents.9/14/R3                     look->[nsubj:#T,prep:at->pobj:boy]   \n",
       "girl/N/StanfDepSents.9/14/R4            look->[nsubj:#T,prep:at->pobj:boy->prep:in]   \n",
       "girl/N/StanfDepSents.9/14/R5      look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...   \n",
       "girl/N/StanfDepSents.9/14/R6      look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...   \n",
       "girl/N/StanfDepSents.9/14/R7                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/R8                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/R9                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/target                                                 #T   \n",
       "\n",
       "                                          pos position  \\\n",
       "boy/N/StanfDepSents.1/9/L0                  D       L0   \n",
       "boy/N/StanfDepSents.1/9/L1         <s id=\"2\">       L1   \n",
       "boy/N/StanfDepSents.1/9/L2               </s>       L2   \n",
       "boy/N/StanfDepSents.1/9/L3                  J       L3   \n",
       "boy/N/StanfDepSents.1/9/L4                  V       L4   \n",
       "boy/N/StanfDepSents.1/9/L5                  N       L5   \n",
       "boy/N/StanfDepSents.1/9/L6                  D       L6   \n",
       "boy/N/StanfDepSents.1/9/L7         <s id=\"1\">       L7   \n",
       "boy/N/StanfDepSents.1/9/R0                  V       R0   \n",
       "boy/N/StanfDepSents.1/9/R1                  I       R1   \n",
       "boy/N/StanfDepSents.1/9/R10                 N      R10   \n",
       "boy/N/StanfDepSents.1/9/R11                 V      R11   \n",
       "boy/N/StanfDepSents.1/9/R12                 R      R12   \n",
       "boy/N/StanfDepSents.1/9/R13                 J      R13   \n",
       "boy/N/StanfDepSents.1/9/R14                 N      R14   \n",
       "boy/N/StanfDepSents.1/9/R2                  D       R2   \n",
       "boy/N/StanfDepSents.1/9/R3                  N       R3   \n",
       "boy/N/StanfDepSents.1/9/R4                  I       R4   \n",
       "boy/N/StanfDepSents.1/9/R5                  P       R5   \n",
       "boy/N/StanfDepSents.1/9/R6                  V       R6   \n",
       "boy/N/StanfDepSents.1/9/R7               </s>       R7   \n",
       "boy/N/StanfDepSents.1/9/R8         <s id=\"3\">       R8   \n",
       "boy/N/StanfDepSents.1/9/R9                  D       R9   \n",
       "boy/N/StanfDepSents.1/9/target              N   target   \n",
       "boy/N/StanfDepSents.12/12/L0                D       L0   \n",
       "boy/N/StanfDepSents.12/12/L1      <s id=\"35\">       L1   \n",
       "boy/N/StanfDepSents.12/12/L10     <s id=\"34\">      L10   \n",
       "boy/N/StanfDepSents.12/12/L2             </s>       L2   \n",
       "boy/N/StanfDepSents.12/12/L3                J       L3   \n",
       "boy/N/StanfDepSents.12/12/L4                V       L4   \n",
       "...                                       ...      ...   \n",
       "girl/N/StanfDepSents.8/3/target             N   target   \n",
       "girl/N/StanfDepSents.9/14/L0                J       L0   \n",
       "girl/N/StanfDepSents.9/14/L1                D       L1   \n",
       "girl/N/StanfDepSents.9/14/L10               D      L10   \n",
       "girl/N/StanfDepSents.9/14/L11               P      L11   \n",
       "girl/N/StanfDepSents.9/14/L12     <s id=\"25\">      L12   \n",
       "girl/N/StanfDepSents.9/14/L2      <s id=\"26\">       L2   \n",
       "girl/N/StanfDepSents.9/14/L3             </s>       L3   \n",
       "girl/N/StanfDepSents.9/14/L4                N       L4   \n",
       "girl/N/StanfDepSents.9/14/L5                D       L5   \n",
       "girl/N/StanfDepSents.9/14/L6                V       L6   \n",
       "girl/N/StanfDepSents.9/14/L7                V       L7   \n",
       "girl/N/StanfDepSents.9/14/L8                N       L8   \n",
       "girl/N/StanfDepSents.9/14/L9                J       L9   \n",
       "girl/N/StanfDepSents.9/14/R0                V       R0   \n",
       "girl/N/StanfDepSents.9/14/R1                I       R1   \n",
       "girl/N/StanfDepSents.9/14/R10               V      R10   \n",
       "girl/N/StanfDepSents.9/14/R11               J      R11   \n",
       "girl/N/StanfDepSents.9/14/R12               I      R12   \n",
       "girl/N/StanfDepSents.9/14/R13               N      R13   \n",
       "girl/N/StanfDepSents.9/14/R14            </s>      R14   \n",
       "girl/N/StanfDepSents.9/14/R2                D       R2   \n",
       "girl/N/StanfDepSents.9/14/R3                N       R3   \n",
       "girl/N/StanfDepSents.9/14/R4                I       R4   \n",
       "girl/N/StanfDepSents.9/14/R5                D       R5   \n",
       "girl/N/StanfDepSents.9/14/R6                N       R6   \n",
       "girl/N/StanfDepSents.9/14/R7             </s>       R7   \n",
       "girl/N/StanfDepSents.9/14/R8      <s id=\"27\">       R8   \n",
       "girl/N/StanfDepSents.9/14/R9                N       R9   \n",
       "girl/N/StanfDepSents.9/14/target            N   target   \n",
       "\n",
       "                                                                           rep_path  \\\n",
       "boy/N/StanfDepSents.1/9/L0                                               #T->det:Cw   \n",
       "boy/N/StanfDepSents.1/9/L1                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L2                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L3                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L4                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L5                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L6                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/L7                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/R0                                             Cw->nsubj:#T   \n",
       "boy/N/StanfDepSents.1/9/R1                                 look->[nsubj:#T,prep:Cw]   \n",
       "boy/N/StanfDepSents.1/9/R10                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R11                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R12                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R13                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R14                                                     NaN   \n",
       "boy/N/StanfDepSents.1/9/R2              look->[nsubj:#T,prep:at->pobj:girl->det:Cw]   \n",
       "boy/N/StanfDepSents.1/9/R3                        look->[nsubj:#T,prep:at->pobj:Cw]   \n",
       "boy/N/StanfDepSents.1/9/R4                      look->[nsubj:#T,advcl:eat->mark:Cw]   \n",
       "boy/N/StanfDepSents.1/9/R5                     look->[nsubj:#T,advcl:eat->nsubj:Cw]   \n",
       "boy/N/StanfDepSents.1/9/R6                                look->[nsubj:#T,advcl:Cw]   \n",
       "boy/N/StanfDepSents.1/9/R7                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/R8                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/R9                                                      NaN   \n",
       "boy/N/StanfDepSents.1/9/target                                                   #T   \n",
       "boy/N/StanfDepSents.12/12/L0                                             #T->det:Cw   \n",
       "boy/N/StanfDepSents.12/12/L1                                                    NaN   \n",
       "boy/N/StanfDepSents.12/12/L10                                                   NaN   \n",
       "boy/N/StanfDepSents.12/12/L2                                                    NaN   \n",
       "boy/N/StanfDepSents.12/12/L3                                                    NaN   \n",
       "boy/N/StanfDepSents.12/12/L4                                                    NaN   \n",
       "...                                                                             ...   \n",
       "girl/N/StanfDepSents.8/3/target                                                  #T   \n",
       "girl/N/StanfDepSents.9/14/L0                                            #T->amod:Cw   \n",
       "girl/N/StanfDepSents.9/14/L1                                             #T->det:Cw   \n",
       "girl/N/StanfDepSents.9/14/L10                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/L11                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/L12                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/L2                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L3                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L4                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L5                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L6                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L7                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L8                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/L9                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/R0                                           Cw->nsubj:#T   \n",
       "girl/N/StanfDepSents.9/14/R1                               look->[nsubj:#T,prep:Cw]   \n",
       "girl/N/StanfDepSents.9/14/R10                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R11                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R12                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R13                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R14                                                   NaN   \n",
       "girl/N/StanfDepSents.9/14/R2             look->[nsubj:#T,prep:at->pobj:boy->det:Cw]   \n",
       "girl/N/StanfDepSents.9/14/R3                      look->[nsubj:#T,prep:at->pobj:Cw]   \n",
       "girl/N/StanfDepSents.9/14/R4            look->[nsubj:#T,prep:at->pobj:boy->prep:Cw]   \n",
       "girl/N/StanfDepSents.9/14/R5      look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...   \n",
       "girl/N/StanfDepSents.9/14/R6      look->[nsubj:#T,prep:at->pobj:boy->prep:in->po...   \n",
       "girl/N/StanfDepSents.9/14/R7                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/R8                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/R9                                                    NaN   \n",
       "girl/N/StanfDepSents.9/14/target                                                 #T   \n",
       "\n",
       "                                 same_sentence    side steps target_lemma  \\\n",
       "boy/N/StanfDepSents.1/9/L0                True       L     1        child   \n",
       "boy/N/StanfDepSents.1/9/L1               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/L2               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/L3               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/L4               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/L5               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/L6               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/L7               False       L   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R0                True       R     1        child   \n",
       "boy/N/StanfDepSents.1/9/R1                True       R     2        child   \n",
       "boy/N/StanfDepSents.1/9/R10              False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R11              False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R12              False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R13              False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R14              False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R2                True       R     4        child   \n",
       "boy/N/StanfDepSents.1/9/R3                True       R     3        child   \n",
       "boy/N/StanfDepSents.1/9/R4                True       R     3        child   \n",
       "boy/N/StanfDepSents.1/9/R5                True       R     3        child   \n",
       "boy/N/StanfDepSents.1/9/R6                True       R     2        child   \n",
       "boy/N/StanfDepSents.1/9/R7               False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R8               False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/R9               False       R   NaN        child   \n",
       "boy/N/StanfDepSents.1/9/target            True  target     0        child   \n",
       "boy/N/StanfDepSents.12/12/L0              True       L     1        child   \n",
       "boy/N/StanfDepSents.12/12/L1             False       L   NaN        child   \n",
       "boy/N/StanfDepSents.12/12/L10            False       L   NaN        child   \n",
       "boy/N/StanfDepSents.12/12/L2             False       L   NaN        child   \n",
       "boy/N/StanfDepSents.12/12/L3             False       L   NaN        child   \n",
       "boy/N/StanfDepSents.12/12/L4             False       L   NaN        child   \n",
       "...                                        ...     ...   ...          ...   \n",
       "girl/N/StanfDepSents.8/3/target           True  target     0        child   \n",
       "girl/N/StanfDepSents.9/14/L0              True       L     1        child   \n",
       "girl/N/StanfDepSents.9/14/L1              True       L     1        child   \n",
       "girl/N/StanfDepSents.9/14/L10            False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L11            False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L12            False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L2             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L3             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L4             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L5             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L6             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L7             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L8             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/L9             False       L   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R0              True       R     1        child   \n",
       "girl/N/StanfDepSents.9/14/R1              True       R     2        child   \n",
       "girl/N/StanfDepSents.9/14/R10            False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R11            False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R12            False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R13            False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R14            False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R2              True       R     4        child   \n",
       "girl/N/StanfDepSents.9/14/R3              True       R     3        child   \n",
       "girl/N/StanfDepSents.9/14/R4              True       R     4        child   \n",
       "girl/N/StanfDepSents.9/14/R5              True       R     6        child   \n",
       "girl/N/StanfDepSents.9/14/R6              True       R     5        child   \n",
       "girl/N/StanfDepSents.9/14/R7             False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R8             False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/R9             False       R   NaN        child   \n",
       "girl/N/StanfDepSents.9/14/target          True  target     0        child   \n",
       "\n",
       "                                                   token_id         word  \n",
       "boy/N/StanfDepSents.1/9/L0          boy/N/StanfDepSents.1/9          The  \n",
       "boy/N/StanfDepSents.1/9/L1          boy/N/StanfDepSents.1/9   <s id=\"2\">  \n",
       "boy/N/StanfDepSents.1/9/L2          boy/N/StanfDepSents.1/9         </s>  \n",
       "boy/N/StanfDepSents.1/9/L3          boy/N/StanfDepSents.1/9      healthy  \n",
       "boy/N/StanfDepSents.1/9/L4          boy/N/StanfDepSents.1/9        looks  \n",
       "boy/N/StanfDepSents.1/9/L5          boy/N/StanfDepSents.1/9         girl  \n",
       "boy/N/StanfDepSents.1/9/L6          boy/N/StanfDepSents.1/9          The  \n",
       "boy/N/StanfDepSents.1/9/L7          boy/N/StanfDepSents.1/9   <s id=\"1\">  \n",
       "boy/N/StanfDepSents.1/9/R0          boy/N/StanfDepSents.1/9        looks  \n",
       "boy/N/StanfDepSents.1/9/R1          boy/N/StanfDepSents.1/9           at  \n",
       "boy/N/StanfDepSents.1/9/R10         boy/N/StanfDepSents.1/9         girl  \n",
       "boy/N/StanfDepSents.1/9/R11         boy/N/StanfDepSents.1/9         eats  \n",
       "boy/N/StanfDepSents.1/9/R12         boy/N/StanfDepSents.1/9         less  \n",
       "boy/N/StanfDepSents.1/9/R13         boy/N/StanfDepSents.1/9      healthy  \n",
       "boy/N/StanfDepSents.1/9/R14         boy/N/StanfDepSents.1/9         food  \n",
       "boy/N/StanfDepSents.1/9/R2          boy/N/StanfDepSents.1/9          the  \n",
       "boy/N/StanfDepSents.1/9/R3          boy/N/StanfDepSents.1/9         girl  \n",
       "boy/N/StanfDepSents.1/9/R4          boy/N/StanfDepSents.1/9           as  \n",
       "boy/N/StanfDepSents.1/9/R5          boy/N/StanfDepSents.1/9          she  \n",
       "boy/N/StanfDepSents.1/9/R6          boy/N/StanfDepSents.1/9         eats  \n",
       "boy/N/StanfDepSents.1/9/R7          boy/N/StanfDepSents.1/9         </s>  \n",
       "boy/N/StanfDepSents.1/9/R8          boy/N/StanfDepSents.1/9   <s id=\"3\">  \n",
       "boy/N/StanfDepSents.1/9/R9          boy/N/StanfDepSents.1/9          The  \n",
       "boy/N/StanfDepSents.1/9/target      boy/N/StanfDepSents.1/9          boy  \n",
       "boy/N/StanfDepSents.12/12/L0      boy/N/StanfDepSents.12/12          The  \n",
       "boy/N/StanfDepSents.12/12/L1      boy/N/StanfDepSents.12/12  <s id=\"35\">  \n",
       "boy/N/StanfDepSents.12/12/L10     boy/N/StanfDepSents.12/12  <s id=\"34\">  \n",
       "boy/N/StanfDepSents.12/12/L2      boy/N/StanfDepSents.12/12         </s>  \n",
       "boy/N/StanfDepSents.12/12/L3      boy/N/StanfDepSents.12/12        tasty  \n",
       "boy/N/StanfDepSents.12/12/L4      boy/N/StanfDepSents.12/12          are  \n",
       "...                                                     ...          ...  \n",
       "girl/N/StanfDepSents.8/3/target    girl/N/StanfDepSents.8/3         girl  \n",
       "girl/N/StanfDepSents.9/14/L0      girl/N/StanfDepSents.9/14        older  \n",
       "girl/N/StanfDepSents.9/14/L1      girl/N/StanfDepSents.9/14          The  \n",
       "girl/N/StanfDepSents.9/14/L10     girl/N/StanfDepSents.9/14          the  \n",
       "girl/N/StanfDepSents.9/14/L11     girl/N/StanfDepSents.9/14          All  \n",
       "girl/N/StanfDepSents.9/14/L12     girl/N/StanfDepSents.9/14  <s id=\"25\">  \n",
       "girl/N/StanfDepSents.9/14/L2      girl/N/StanfDepSents.9/14  <s id=\"26\">  \n",
       "girl/N/StanfDepSents.9/14/L3      girl/N/StanfDepSents.9/14         </s>  \n",
       "girl/N/StanfDepSents.9/14/L4      girl/N/StanfDepSents.9/14        apple  \n",
       "girl/N/StanfDepSents.9/14/L5      girl/N/StanfDepSents.9/14           an  \n",
       "girl/N/StanfDepSents.9/14/L6      girl/N/StanfDepSents.9/14        given  \n",
       "girl/N/StanfDepSents.9/14/L7      girl/N/StanfDepSents.9/14         were  \n",
       "girl/N/StanfDepSents.9/14/L8      girl/N/StanfDepSents.9/14         boys  \n",
       "girl/N/StanfDepSents.9/14/L9      girl/N/StanfDepSents.9/14          old  \n",
       "girl/N/StanfDepSents.9/14/R0      girl/N/StanfDepSents.9/14        looks  \n",
       "girl/N/StanfDepSents.9/14/R1      girl/N/StanfDepSents.9/14           at  \n",
       "girl/N/StanfDepSents.9/14/R10     girl/N/StanfDepSents.9/14          are  \n",
       "girl/N/StanfDepSents.9/14/R11     girl/N/StanfDepSents.9/14      healthy  \n",
       "girl/N/StanfDepSents.9/14/R12     girl/N/StanfDepSents.9/14          for  \n",
       "girl/N/StanfDepSents.9/14/R13     girl/N/StanfDepSents.9/14         boys  \n",
       "girl/N/StanfDepSents.9/14/R14     girl/N/StanfDepSents.9/14         </s>  \n",
       "girl/N/StanfDepSents.9/14/R2      girl/N/StanfDepSents.9/14            a  \n",
       "girl/N/StanfDepSents.9/14/R3      girl/N/StanfDepSents.9/14          boy  \n",
       "girl/N/StanfDepSents.9/14/R4      girl/N/StanfDepSents.9/14           in  \n",
       "girl/N/StanfDepSents.9/14/R5      girl/N/StanfDepSents.9/14          the  \n",
       "girl/N/StanfDepSents.9/14/R6      girl/N/StanfDepSents.9/14        house  \n",
       "girl/N/StanfDepSents.9/14/R7      girl/N/StanfDepSents.9/14         </s>  \n",
       "girl/N/StanfDepSents.9/14/R8      girl/N/StanfDepSents.9/14  <s id=\"27\">  \n",
       "girl/N/StanfDepSents.9/14/R9      girl/N/StanfDepSents.9/14       Apples  \n",
       "girl/N/StanfDepSents.9/14/target  girl/N/StanfDepSents.9/14         girl  \n",
       "\n",
       "[917 rows x 16 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cws"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "cw_fname = f\"{nephovis_path}/{type_name}/{type_name}.cws.detail.tsv\"\n",
    "cws.to_csv(cw_fname, sep = \"\\t\", index_label = \"cw_id\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this table, it is relatively straightforward to extract concordances and highlight the context words that match certain filters. Note that by default the left contexts are in reverse order."
   ]
  }
 ],
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