{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "<h1 id=\"tocheading\">Table of Contents</h1>\n",
    "<div id=\"toc\"></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": "$.getScript('https://kmahelona.github.io/ipython_notebook_goodies/ipython_notebook_toc.js')\n$('head').append('<style>table {font-family: \"Doulos SIL\"; font-size=5em;}')"
     },
     "execution_count": 2,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%javascript\n",
    "$.getScript('https://kmahelona.github.io/ipython_notebook_goodies/ipython_notebook_toc.js')\n",
    "$('head').append('<style>table {font-family: \"Doulos SIL\"; font-size=5em;}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
   ],
   "source": [
    "from IPython.display import display\n",
    "from IPython.display import HTML\n",
    "from IPython.display import Image\n",
    "\n",
    "import csv\n",
    "import collections\n",
    "import matplotlib\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
   ],
   "source": [
    "def get_inventories(aggregated, consonants):\n",
    "    with open(aggregated) as f:\n",
    "        aggregated_data = [i for i in csv.DictReader(f, delimiter='\\t')]\n",
    "\n",
    "    with open(consonants) as f:\n",
    "        segments = [segment for segment in csv.DictReader(f, delimiter='\\t')]\n",
    "\n",
    "    inventories = []\n",
    "    for inventory in aggregated_data:\n",
    "        inventory_consonants = int(inventory['Consonants'])\n",
    "        if inventory_consonants <= 14 and 'dialect' not in inventory['LanguageName']:\n",
    "            # Get rid of ugly language labels\n",
    "            lang_name = inventory['LanguageName']\n",
    "            \n",
    "            if 'Maxakali' in lang_name:\n",
    "                continue\n",
    "                \n",
    "            if lang_name.isupper() or lang_name.islower():\n",
    "                inventory['LanguageName'] = inventory['LanguageName'].title()\n",
    "\n",
    "            # Map the genus to actual language family name\n",
    "            try:\n",
    "                inventory['LanguageFamilyRoot'] = genus_to_family[inventory['LanguageFamilyGenus']]\n",
    "            except KeyError:\n",
    "                # If the language is unclassified, we'll have to skip it 😢\n",
    "                continue\n",
    "\n",
    "            inventory['Segments'] = []\n",
    "            for segment in segments:\n",
    "                if inventory['InventoryID'] == segment['InventoryID']:\n",
    "                    inventory['Segments'].append(segment['Phoneme'])\n",
    "\n",
    "            for key in ['Phonemes', 'Tones', 'Population', 'Trump', 'Country', 'Vowels']:\n",
    "                del inventory[key]\n",
    "\n",
    "            if inventory_consonants != len(inventory['Segments']):\n",
    "                print('Invalid inv: {}'.format(inventory))\n",
    "            else:\n",
    "                inventories.append(inventory)\n",
    "\n",
    "    else:\n",
    "        return inventories\n",
    "\n",
    "\n",
    "def get_features_dict(features_file, phonemes_file):\n",
    "    with open(phonemes_file) as f:\n",
    "        phonemes = [i for i in csv.DictReader(f, delimiter='\\t')]\n",
    "\n",
    "    phoneme_classes = {i['Phoneme']: i['CombinedClass'] for i in phonemes}\n",
    "    \n",
    "    with open(features_file) as f:\n",
    "        features = [i for i in csv.DictReader(f, delimiter='\\t')]\n",
    "\n",
    "    features_d = {}\n",
    "\n",
    "    # NOTE: if we need non-present features, disable deep copy\n",
    "    for segment in features:\n",
    "        # Only act on consonants\n",
    "        if segment['syllabic'] == '+':\n",
    "            continue\n",
    "        else:\n",
    "            segment_copy = {}\n",
    "            for feature in segment:\n",
    "                if segment[feature] == '0':\n",
    "                    segment_copy[feature] = None\n",
    "                elif segment[feature] == '+':\n",
    "                    segment_copy[feature] = True\n",
    "                elif segment[feature] == '-':\n",
    "                    segment_copy[feature] = False\n",
    "                elif segment[feature] == '+,-' or segment[feature] == '-,+':\n",
    "                    segment_copy[feature] = True\n",
    "                    segment_copy['complex'] = True\n",
    "            \n",
    "            try:\n",
    "                segment_copy['class'] = phoneme_classes[segment['segment']]\n",
    "            except KeyError:\n",
    "                segment_copy['class'] = 'c-d-c'\n",
    "            features_d[segment['segment']] = segment_copy\n",
    "    \n",
    "    else:\n",
    "        return features_d\n",
    "\n",
    "    \n",
    "def get_genus_map(family_file, genus_file):\n",
    "    # Initialise families and genera\n",
    "    with open(family_file) as f:\n",
    "        families = [i for i in csv.DictReader(f)]\n",
    "\n",
    "    with open(genus_file) as f:\n",
    "        genera = [i for i in csv.DictReader(f)]\n",
    "\n",
    "    # Map a genus to a family, since the source data provides an ID instead of a pretty name\n",
    "    families_map = {family['pk']: family['name'] for family in families}\n",
    "    genus_to_family = {genus['name']: families_map[genus['family_pk']] for genus in genera}\n",
    "    \n",
    "    return genus_to_family\n",
    "        \n",
    "    \n",
    "def is_voiced(segment):\n",
    "    return features_d[segment]['periodicGlottalSource']\n",
    "\n",
    "\n",
    "def is_plosive(segment):\n",
    "    is_consonantal = features_d[segment]['consonantal'] is True\n",
    "    is_not_sonorant = features_d[segment]['sonorant'] is False\n",
    "    is_not_continuant = features_d[segment]['continuant'] is False\n",
    "    is_not_strident = features_d[segment]['strident'] is None or features_d[segment]['strident'] is False\n",
    "    is_not_delayed_release = features_d[segment]['delayedRelease'] is None or features_d[segment]['delayedRelease'] is False\n",
    "    \n",
    "    return is_consonantal and is_not_sonorant and is_not_continuant and is_not_strident and is_not_delayed_release\n",
    "\n",
    "\n",
    "def is_affricate(segment):\n",
    "    is_consonantal = features_d[segment]['consonantal'] is True\n",
    "    is_not_sonorant = features_d[segment]['sonorant'] is False\n",
    "    is_not_continuant = features_d[segment]['continuant'] is False\n",
    "    is_strident = features_d[segment]['strident'] is True\n",
    "    \n",
    "    return is_consonantal and is_not_sonorant and is_not_continuant and is_strident\n",
    "\n",
    "\n",
    "def is_fricative(segment):\n",
    "    is_syllabic = features_d[segment]['syllabic'] is False\n",
    "    is_not_sonorant = features_d[segment]['sonorant'] is False\n",
    "    is_continuant = features_d[segment]['continuant'] is True\n",
    "    \n",
    "    return is_syllabic and is_not_sonorant and is_continuant\n",
    "\n",
    "\n",
    "def is_nasal(segment):\n",
    "    is_consonantal = features_d[segment]['consonantal'] is True\n",
    "    is_nasal = features_d[segment]['nasal'] is True\n",
    "    is_continuant = features_d[segment]['continuant'] is False\n",
    "    \n",
    "    return is_consonantal and is_nasal and is_continuant\n",
    "\n",
    "\n",
    "def is_liquid(segment):\n",
    "    is_consonantal = features_d[segment]['consonantal'] is True\n",
    "    is_continuant = features_d[segment]['continuant'] is True\n",
    "    is_sonorant = features_d[segment]['sonorant'] is True\n",
    "    is_not_strident = features_d[segment]['strident'] is False or features_d[segment]['strident'] is None \n",
    "    has_lateral_feature = features_d[segment]['lateral'] is not None\n",
    "    \n",
    "    return is_consonantal and is_continuant and is_not_strident and is_sonorant and has_lateral_feature\n",
    "\n",
    "\n",
    "def is_rothic(segment):\n",
    "    is_consonantal = features_d[segment]['consonantal'] is True\n",
    "    is_not_lateral = features_d[segment]['lateral'] is False\n",
    "    \n",
    "    return is_consonantal and is_liquid(segment) and is_not_lateral\n",
    "\n",
    "def sanity_checks():\n",
    "    plosives = 'p b t d ʈ ɖ c ɟ k ɡ q ɢ ʔ'.split()\n",
    "    fricatives = 'ɸ β f v θ ð s z ʃ ʒ ʂ ʐ ç ʝ x ɣ χ ʁ ħ ʕ h ɦ'.split()\n",
    "    laterals = 'l̪  l ɭ ʎ ʟ'.split()\n",
    "    nasals = ' m ɱ n̪ n ɳ ɲ ŋ ɴ'.split()\n",
    "    voiced = 'b d ɖ ɟ ɡ ɢ β v ð z ʒ ʐ ʝ ɣ ʁ ʕ'.split()\n",
    "    voiceless = 'p t ʈ c k q ʔ ɸ f θ s ʃ ʂ ç x χ'.split()\n",
    "    \n",
    "    for plosive in plosives:\n",
    "        assert is_plosive(plosive)\n",
    "        assert not is_affricate(plosive)\n",
    "        assert not is_nasal(plosive)\n",
    "        assert not is_liquid(plosive)\n",
    "    \n",
    "    for fricative in fricatives:\n",
    "        assert is_fricative(fricative)\n",
    "        assert not is_affricate(fricative)\n",
    "        assert not is_plosive(fricative)\n",
    "        assert not is_nasal(fricative)\n",
    "        assert not is_liquid(fricative)\n",
    "\n",
    "    for lateral in laterals:\n",
    "        assert is_liquid(lateral)\n",
    "    \n",
    "    for nasal in nasals:\n",
    "        assert is_nasal(nasal)\n",
    "        assert not is_fricative(nasal)\n",
    "        assert not is_affricate(nasal)\n",
    "        assert not is_plosive(nasal)\n",
    "        assert not is_liquid(nasal)\n",
    "    \n",
    "    assert not is_plosive('t̠ʃ') and is_affricate('t̠ʃ')\n",
    "    assert is_liquid('r')\n",
    "    assert is_rothic('r')\n",
    "    \n",
    "    for c in voiced:\n",
    "        assert is_voiced(c), c\n",
    "    \n",
    "    for c in voiceless:\n",
    "        assert not is_voiced(c), c\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
   ],
   "source": [
    "features_d = get_features_dict('phoible-segments-features.tsv', 'phoible-phonemes.tsv')\n",
    "genus_to_family = get_genus_map('family.csv', 'genus.csv')\n",
    "inventories = get_inventories('phoible-aggregated.tsv', 'phoible-consonants.tsv')\n",
    "\n",
    "# Make sure we won't make phonological errors 😉\n",
    "sanity_checks()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Here we'll filter out the inventories that are possibly duplicates. The criterion will be multiple occurences of an identifier made of the language code and the language name concatenated in lower case with stripped spaces. The inventory we'll keep is the one with a PHOIBLE or SAPHON inventory preferably."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
   ],
   "source": [
    "def get_canonical_name(inventory):\n",
    "    code = inventory['LanguageCode']\n",
    "    name = inventory['LanguageName']\n",
    "    name = name.replace(' ', '')\n",
    "    name = name.lower()\n",
    "    return '{}{}'.format(code, name)\n",
    "\n",
    "\n",
    "def filter_inventories(inventories):\n",
    "    codes = [get_canonical_name(i) for i in inventories]\n",
    "    dupes = [item for item, count in collections.Counter(codes).items() if count > 1]\n",
    "    dupe_sources = {}\n",
    "\n",
    "    for code in dupes:\n",
    "        for inventory in inventories:\n",
    "            inventory_id = get_canonical_name(inventory)\n",
    "            if inventory_id == code:\n",
    "                try:\n",
    "                    dupe_sources[inventory_id].append(inventory['Source'])\n",
    "                except KeyError:\n",
    "                    dupe_sources[inventory_id] = [inventory['Source']]\n",
    "\n",
    "    filtered_inventories = []\n",
    "    for inventory in inventories:\n",
    "        inventory_id = get_canonical_name(inventory)\n",
    "\n",
    "        if inventory_id in dupes:\n",
    "            source = inventory['Source']\n",
    "            if source != 'PH' and 'PH' in dupe_sources[inventory_id]:\n",
    "                continue\n",
    "            elif source != 'SAPHON' and 'SAPHON' in dupe_sources[inventory_id]:\n",
    "                continue\n",
    "            elif source != 'UPSID' and 'UPSID' in dupe_sources[inventory_id]:\n",
    "                continue\n",
    "            else:\n",
    "                filtered_inventories.append(inventory)\n",
    "        else:\n",
    "            filtered_inventories.append(inventory)\n",
    "\n",
    "    return filtered_inventories\n",
    "\n",
    "\n",
    "inventories = filter_inventories(inventories)[:160]\n",
    "# aleatori: inventories = random.sample(inventories, 160)\n",
    "inventories.sort(key=lambda k: k['LanguageFamilyRoot']+k['LanguageFamilyGenus'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Família, genus, llengua i segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Número de llengües: 160\n",
      "Mitjana de fonemes per llengua 12.00625\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table><tr><td><b>Familia</b></td><td><b>Genus</b></td><td><b>Area</b></td><td><b>Llengua</b></td><td><b>#</b></td><td><b>Segments</b></td></tr><tr><td>Ainu</td><td>Ainu</td><td>Asia</td><td>Ainu</td><td>11</td><td>h  j  k  m  n  p  s  t  t̠ʃ  w  ɾ</font></td></tr><tr><td>Algic</td><td>Algonquian</td><td>America</td><td>Shawnee</td><td>13</td><td>j  k  kː  l  m  n  p  t  t̠ʃ  w  ʃ  ʔ  θ</font></td></tr><tr><td>Algic</td><td>Algonquian</td><td>America</td><td>Blackfoot</td><td>13</td><td>h  j  k  l  m  n  p  s  t̠ʃ  t̪  w  x  ʔ</font></td></tr><tr><td>Arauan</td><td>Arauan</td><td>America</td><td>Jamamadí</td><td>12</td><td>b  d  h  k  m  n  s  t  w  ɟ  ɸ  ɾ</font></td></tr><tr><td>Australian</td><td>Northern Daly</td><td>Pacific</td><td>Malakmalak</td><td>14</td><td>j  k  l  l̠  m  n  n̠  p  r  t  t̠  w  ŋ  ɹ</font></td></tr><tr><td>Australian</td><td>Pama-Nyungan</td><td>Pacific</td><td>Bandjalang</td><td>12</td><td>b  d  d̠ʒ  j  l  m  n  n̠  r  w  ŋ  ɡ</font></td></tr><tr><td>Australian</td><td>Pama-Nyungan</td><td>Pacific</td><td>Dyirbal</td><td>13</td><td>b  d  j  l  m  n  r  w  ŋ  ɟ  ɡ  ɲ  ɻ</font></td></tr><tr><td>Australian</td><td>Pama-Nyungan</td><td>Pacific</td><td>Gugu-Yalandyi</td><td>13</td><td>*R̪  c  j  k  l̪  m  n̪  p  t̪  w  ŋ  ɲ  ɻ</font></td></tr><tr><td>Australian</td><td>Pama-Nyungan</td><td>Pacific</td><td>Wik-Munkan</td><td>13</td><td>j  k  l  m  n  n̠  p  r  t  t̠  w  ŋ  ʔ</font></td></tr><tr><td>Australian</td><td>Pama-Nyungan</td><td>Pacific</td><td>Yidiny</td><td>13</td><td>b  d  j  l  m  n  r  w  ŋ  ɟ  ɡ  ɲ  ɻ</font></td></tr><tr><td>Australian</td><td>Tiwian</td><td>Pacific</td><td>Tiwi</td><td>14</td><td>j  k  l  m  n  n̪  p  t  t̪  w  ŋ  ɣ  ɻ  ɾ</font></td></tr><tr><td>Austronesian</td><td>Central Malayo-Polynesian</td><td>Asia</td><td>Tetun</td><td>14</td><td>b  d̪  f  h  k  l̪  m  n̪  p  r̪  s̪  t̪  w  ʔ</font></td></tr><tr><td>Austronesian</td><td>Central Malayo-Polynesian</td><td>Asia</td><td>Southern Nuautl</td><td>12</td><td>h  j  k  l  m  n  p  r  s  t  w  ʔ</font></td></tr><tr><td>Austronesian</td><td>Central Malayo-Polynesian</td><td>Asia</td><td>Selaru</td><td>14</td><td>b  d  f  h  j  k  l  m  n  r  s  t  w  ʔ</font></td></tr><tr><td>Austronesian</td><td>Central Malayo-Polynesian</td><td>Asia</td><td>Leti</td><td>10</td><td>d  k  l  m  n  p  r  s  t  β</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Maori</td><td>10</td><td>f  h  k  m  n  p  t  w  ŋ  ɾ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>America</td><td>Hawaiian</td><td>8</td><td>h  k  l̪  m  n̪  p  w  ʔ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Pohnpeian</td><td>14</td><td>j  k  l̪  m  mʷ  n̪  p  pʷ  r  s  t̪  w  ŋ  ʈʂ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Roro</td><td>9</td><td>b  h  k  m  n̪  p  t̪  ɾ̪  ʔ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Tigak</td><td>12</td><td>b  k  m  n  p  r  s  t  ŋ  ɡ  ɮ  β</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Manam</td><td>13</td><td>b  d  k  l  m  n  p  s  t  z  ŋ  ɡ  ɾ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Seimat</td><td>11</td><td>h  k  l  m  n  p  s  t̪  w  x  ŋ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Tongan; Tonga</td><td>12</td><td>f  h  k  m  n̪  p  s  t̪  v  ŋ  ɺ  ʔ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Tinputz</td><td>12</td><td>h  j  k  l  m  n  p  s  t  w  ʔ  β</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>Bariai</td><td>12</td><td>b  d  k  l  m  n  p  r  s  t  ŋ  ɡ</font></td></tr><tr><td>Austronesian</td><td>Oceanic</td><td>Pacific</td><td>North Marquesan</td><td>12</td><td>f  h  k  m  n  p  r  s  t  v  ç  ʔ</font></td></tr><tr><td>Austronesian</td><td>Palauan</td><td>Pacific</td><td>Palauan</td><td>10</td><td>b  d̪  k  l  m  r  s  t̪  ŋ  ʔ</font></td></tr><tr><td>Austronesian</td><td>South Halmahera - West New Guinea</td><td>Asia</td><td>Irarutu</td><td>12</td><td>k  m  mb  n̪  n̪d̪  s̪  t̪  w  ŋɡ  ɸ  ɾ̪  ʝ</font></td></tr><tr><td>Austronesian</td><td>South Halmahera - West New Guinea</td><td>Asia</td><td>Biak</td><td>14</td><td>b  d  f  j  k  l  m  n  p  r  s  t  w  β</font></td></tr><tr><td>Baining-Taulil</td><td>Baining</td><td>Pacific</td><td>Baining</td><td>14</td><td>k  l  m  mb  n  nd  p  s  t  w  ŋ  ŋɡ  ɣ  ɾ</font></td></tr><tr><td>Barbacoan</td><td>Barbacoan</td><td>America</td><td>Awa Pit</td><td>14</td><td>j  k  l  m  n  p  s  t̪  w  z  ŋ  ɬ  ʃ  ʒ</font></td></tr><tr><td>Border</td><td>Border</td><td>Pacific</td><td>Waris</td><td>13</td><td>*R̪  j  k  l̪  mb  n̪d̪  p  s̪  t̪  w  x  ŋɡ  β</font></td></tr><tr><td>Border</td><td>Border</td><td>Pacific</td><td>Imonda</td><td>13</td><td>b  d  f  h  k  l  m  n  p  r  s  t  ɡ</font></td></tr><tr><td>Border</td><td>Border</td><td>Pacific</td><td>Amanab</td><td>14</td><td>b  f  h  j  k  m  n  p  r  s  t  w  ŋ  ɡ</font></td></tr><tr><td>Cacua-Nukak</td><td>Cacua-Nukak</td><td>America</td><td>Cacua</td><td>12</td><td>h  k  l  m  n  p  t  t̠ʃ  w  ŋ  ʍ  ʔ</font></td></tr><tr><td>Cacua-Nukak</td><td>Cacua-Nukak</td><td>America</td><td>Nukak</td><td>12</td><td>b  c  d  h  k  p  t  w  ɟ  ɡ  ɾ  ʔ</font></td></tr><tr><td>Cahuapanan</td><td>Cahuapanan</td><td>America</td><td>Shawi</td><td>14</td><td>h  j  k  m  n  p  s  t  t̠ʃ  w  ɾ  ʃ  ʔ  β</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Akawaio</td><td>13</td><td>*R̪  b  d̪  j  k  m  n̪  p  s̪  t̪  w  z̪  ɡ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Akurio</td><td>10</td><td>j  k  m  n  p  t  t̠ʃ  w  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Apalaí</td><td>12</td><td>j  k  m  n  p  s  t  w  z  ɾ  ʃ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Arára, Pará</td><td>11</td><td>j  k  l  m  n  p  t  t̠ʃ  w  ŋ  ɾ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Carijona</td><td>14</td><td>b  d  d̠ʒ  h  k  m  n  s  t  t̠ʃ  w  ɡ  ɲ  ɾ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Ikpeng</td><td>12</td><td>j  k  l  m  n  p  t  t̠ʃ  w  ŋ  ɡ  ɾ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Ingarikó</td><td>10</td><td>j  k  m  n  p  s  t  w  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Kaxuiâna</td><td>12</td><td>h  j  k  m  n  p  s  t  t̠ʃ  w  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Kuikúro-Kalapálo</td><td>14</td><td>dʲ  h  k  l  m  n  p  s  t  ts  w  ŋ  ɣ  ɲ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Macushi</td><td>10</td><td>j  k  m  n  p  s  t  w  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Mapoyo</td><td>12</td><td>h  j  k  m  n  p  s  t  w  ɲ  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Yekwana</td><td>12</td><td>h  j  k  m  n  s  t  t̠ʃ  w  ɲ  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Pémono</td><td>12</td><td>h  j  k  m  n  p  s  t  w  ɲ  ɾ  ʔ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Trió</td><td>10</td><td>h  j  k  m  n  p  s  t  w  ɾ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Waiwai</td><td>14</td><td>h  j  k  m  n  s  t  t̠ʃ  w  ɲ  ɸ  ɺ  ɾ  ʃ</font></td></tr><tr><td>Cariban</td><td>Cariban</td><td>America</td><td>Yabarana</td><td>11</td><td>h  j  k  m  n  p  s  t  w  ɲ  ɾ</font></td></tr><tr><td>Chapacura-Wanham</td><td>Chapacura-Wanham</td><td>America</td><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>14</td><td>h  hʷ  k  kʷ  m  mˀ  n  nˀ  p  t̠ʃ  t̺  w  ɾ  ʔ</font></td></tr><tr><td>Chapacura-Wanham</td><td>Chapacura-Wanham</td><td>America</td><td>Oro Win</td><td>12</td><td>j  k  m  n  p  s  t  t̪ʙ  w  ɾ  ʔ  β</font></td></tr><tr><td>Chibchan</td><td>Motilon</td><td>America</td><td>Barí</td><td>10</td><td>b  d  h  k  m  n  r  s  t  ɲ</font></td></tr><tr><td>Chiquito</td><td>Chiquito</td><td>America</td><td>Bésɨro</td><td>14</td><td>c  k  m  n  p  s  t  t̠ʃ  ɲ  ɾ  ʂ  ʃ  ʔ  β</font></td></tr><tr><td>East Bougainville</td><td>East Bougainville</td><td>Pacific</td><td>Nasioi</td><td>8</td><td>b  k  m  n̪  p  t̪  ɾ̪  ʔ</font></td></tr><tr><td>East Strickland</td><td>East Strickland</td><td>Pacific</td><td>Samo</td><td>12</td><td>b  d  f  h  j  k  l  m  s  t  w  ɡ</font></td></tr><tr><td>Eastern Sudanic</td><td>Nilotic</td><td>Africa</td><td>Sebei</td><td>14</td><td>c  j  k  l̪  m  n̪  p  r̪  s̪  t̪  w  ŋ  ɲ  ɾ̪</font></td></tr><tr><td>Eastern Sudanic</td><td>Nilotic</td><td>Africa</td><td>Sabaot</td><td>13</td><td>b  j  k  l  m  n  r  s  t  t̠ʃ  w  ŋ  ɲ</font></td></tr><tr><td>Eastern Sudanic</td><td>Nilotic</td><td>Africa</td><td>Endo</td><td>13</td><td>c  j  k  l  m  n  p  r  s  t  w  ŋ  ɲ</font></td></tr><tr><td>Eastern Sudanic</td><td>Nilotic</td><td>Africa</td><td>Nandi</td><td>13</td><td>c  j  k  l  m  n  p  s  t  w  ŋ  ɲ  ɾ</font></td></tr><tr><td>Eastern Sudanic</td><td>Nilotic</td><td>Africa</td><td>Kipsigis</td><td>14</td><td>h  kʰ  l  m  n  p  r  s  tʰ  t̠ʃ  w  ç  ŋ  ɲ</font></td></tr><tr><td>Eleman</td><td>Eleman Proper</td><td>Pacific</td><td>Taoripi</td><td>8</td><td>f  h  k  l̪  m  p  s̪  t̪</font></td></tr><tr><td>Iroquoian</td><td>Northern Iroquoian</td><td>America</td><td>Oneida</td><td>10</td><td>h  j  k  l  n  s  t  t̠ʃ  ɰ  ʔ</font></td></tr><tr><td>Iroquoian</td><td>Northern Iroquoian</td><td>America</td><td>Seneca</td><td>11</td><td>b  d̪z̪  h  j  k  m  n̪  s̪  t̪  w  ʔ</font></td></tr><tr><td>Iroquoian</td><td>Northern Iroquoian</td><td>America</td><td>Huron</td><td>11</td><td>h  j  k  n  r  s  t  w  x  ʔ  θ</font></td></tr><tr><td>Iroquoian</td><td>Southern Iroquoian</td><td>America</td><td>Cherokee</td><td>11</td><td>d  dz  h  j  l  m  n  w  ɡ  ʃ  ʔ</font></td></tr><tr><td>Jabutí</td><td>Jabutí</td><td>America</td><td>Arikapú</td><td>11</td><td>h  j  k  m  n  p  t  t̠ʃ  w  ɾ  ʔ</font></td></tr><tr><td>Jabutí</td><td>Jabutí</td><td>America</td><td>Jabutí</td><td>14</td><td>bz  d̠ʒ  h  j  k  m  n  p  ps  t  t̠ʃ  w  ɾ  β</font></td></tr><tr><td>Jivaroan</td><td>Jivaroan</td><td>America</td><td>Aguaruna</td><td>12</td><td>h  k  m  n  p  s  t  ts  t̠ʃ  ɾ  ʃ  ʔ</font></td></tr><tr><td>Jivaroan</td><td>Jivaroan</td><td>America</td><td>Shuar</td><td>13</td><td>h  j  k  m  n  p  s  t  ts  t̠ʃ  w  ɾ  ʃ</font></td></tr><tr><td>Katukinan</td><td>Katukinan</td><td>America</td><td>Katukína</td><td>12</td><td>b  d  d̠ʒ  h  k  l  m  n  p  t  t̠ʃ  ɲ</font></td></tr><tr><td>Kiwaian</td><td>Kiwaian</td><td>Pacific</td><td>Southern Kiwai</td><td>12</td><td>*R̪  b  d̪  k  m  n̪  p  s̪  t̪  w  ɡ  ʔ</font></td></tr><tr><td>Kuot</td><td>Kuot</td><td>Pacific</td><td>Kuot</td><td>13</td><td>b  d  f  k  l  m  n  p  r  s  t  ŋ  ɡ</font></td></tr><tr><td>Macro-Ge</td><td>Bororo</td><td>America</td><td>Bororo</td><td>13</td><td>*R̪  b  d̠ʒ  d̪  j  k  m  n̪  p  t̠ʃ  t̪  w  ɡ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Apinaye</td><td>13</td><td>k  mb  nd  p  s̪  t  t̠ʃ  v  ŋɡ  ɲɟ  ɽ  ʒ  ʔ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Canela</td><td>13</td><td>h  j  k  m  n  p  t  t̠ʃ  w  ŋ  ɲ  ɾ  ʔ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Gavião do Pará</td><td>11</td><td>h  j  k  kʰ  m  n  p  t  t̠ʃ  w  ɾ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Krahô</td><td>12</td><td>h  j  k  kʰ  l  m  n  p  t  ts  w  ŋ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Krinkati-Timbira</td><td>11</td><td>h  j  k  kʰ  m  n  p  t  t̠ʃ  w  ɾ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Panará</td><td>11</td><td>h  j  k  m  n  p  s  t  w  ɾ  ʔ</font></td></tr><tr><td>Macro-Ge</td><td>Ge-Kaingang</td><td>America</td><td>Suyá</td><td>13</td><td>d̠ʒ  k  m  n  p  s  t  t̠ʃ  w  ŋ  ɣ  ɲ  ɾ</font></td></tr><tr><td>Macro-Ge</td><td>Karajá</td><td>America</td><td>Karajá</td><td>9</td><td>b  d  h  k  l  w  ɗ  ɾ  θ</font></td></tr><tr><td>Macro-Ge</td><td>Maxakalí</td><td>America</td><td>Maxakali</td><td>10</td><td>h  k  mb  nd  n̠d̠ʒ  p  t  t̠ʃ  ŋɡ  ʔ</font></td></tr><tr><td>Macro-Ge</td><td>Rikbaktsa</td><td>America</td><td>Rikbaktsa</td><td>14</td><td>b  d  h  j  k  m  n  p  t  t̠ʃ  w  ɽ  ɾ  ʃ</font></td></tr><tr><td>Mixe-Zoque</td><td>Mixe-Zoque</td><td>America</td><td>Mixe</td><td>14</td><td>d̪  j  k  m  n  p  s̪  ts͇  t̪  v  ɡ  ʃ  ʒ  ʔ</font></td></tr><tr><td>Mura</td><td>Mura</td><td>America</td><td>Piraha</td><td>8</td><td>b  h  k  p  s̪  t̪  ɡ  ʔ</font></td></tr><tr><td>Muskogean</td><td>Muskogean</td><td>America</td><td>Alabama</td><td>14</td><td>b  h  j  k  l̪  m  n̪  p  s  t̠ʃ  t̪  w  ɬ̪  ɸ</font></td></tr><tr><td>Nambikuaran</td><td>Nambikuaran</td><td>America</td><td>Sabane</td><td>13</td><td>h  j  k  l  m  n  p  s  t  w  ɓ  ɗ  ʔ</font></td></tr><tr><td>Niger-Congo</td><td>Bantoid</td><td>Africa</td><td>Nɔmaa (NɔmaáNdɛ́)</td><td>14</td><td>c  f  h  j  k  l  m  n  p  s  t  w  ŋ  ɲ</font></td></tr><tr><td>Niger-Congo</td><td>Bantoid</td><td>Africa</td><td>Kikamba</td><td>13</td><td>j  k  l  m  n  s  t  w  ð  ŋ  ɥ  ɲ  β</font></td></tr><tr><td>Niger-Congo</td><td>Cross River</td><td>Africa</td><td>Efik</td><td>13</td><td>b  d  f  j  k  kp  m  n  s  t  w  ŋ  ɲ</font></td></tr><tr><td>Niger-Congo</td><td>Gur</td><td>Africa</td><td>Biali</td><td>14</td><td>b  d  f  h  j  k  l  m  n  p  s  t  w  ɾ</font></td></tr><tr><td>Niger-Congo</td><td>Gur</td><td>Africa</td><td>Waama</td><td>13</td><td>b  c  d  f  j  k  kp  m  n  p  s  t  w</font></td></tr><tr><td>Niger-Congo</td><td>Gur</td><td>Africa</td><td>Nateni</td><td>13</td><td>b  c  d  f  h  j  k  kp  p  s  t  w  ɟ</font></td></tr><tr><td>Niger-Congo</td><td>Kru</td><td>Africa</td><td>Klao</td><td>11</td><td>b  cç  d̪  f  kp  p  s̪  t̪  w  ɟʝ  ɡb</font></td></tr><tr><td>Nimboran</td><td>Nimboran</td><td>Asia</td><td>Nimboran</td><td>12</td><td>*R̪  b  d̪  h  k  m  n̪  p  s̪  t̪  ŋ  ɡ</font></td></tr><tr><td>Panoan</td><td>Panoan</td><td>America</td><td>Amahuaca</td><td>14</td><td>h  j  k  m  n̪  p  s̪  t̠ʃ  t̪  w  x  ɾ̪  ʔ  θ</font></td></tr><tr><td>Panoan</td><td>Panoan</td><td>America</td><td>Shanenawa</td><td>14</td><td>f  h  j  k  m  n  p  s  t  ts  t̠ʃ  w  ɾ  ʂ</font></td></tr><tr><td>Puinave</td><td>Puinave</td><td>America</td><td>Puinave</td><td>8</td><td>h  k  m  n  p  s  t  ʔ</font></td></tr><tr><td>Senagi</td><td>Senagi</td><td>Asia</td><td>Dera</td><td>11</td><td>b  d̪  j  k  m  n̪  p  t̪  w  ŋ  ɡ</font></td></tr><tr><td>Sentani</td><td>Sentani</td><td>Asia</td><td>Sentani</td><td>10</td><td>d̪  f  h  j  k  m  n̪  p  t̪  w</font></td></tr><tr><td>Sepik</td><td>Ram</td><td>Pacific</td><td>Awtuw</td><td>11</td><td>d  j  kʰ  l  m  n  pʰ  tʰ  w  ŋ  ɾ</font></td></tr><tr><td>Sepik</td><td>Upper Sepik</td><td>Pacific</td><td>Iwam</td><td>11</td><td>*R  h  j  k  m  n  p  s  t  w  ŋ</font></td></tr><tr><td>Sepik</td><td>Upper Sepik</td><td>Pacific</td><td>Abau</td><td>9</td><td>h  j  k  m  n  p  s  w  ɾ</font></td></tr><tr><td>Sepik</td><td>Yellow River</td><td>Pacific</td><td>Namia</td><td>9</td><td>j  k  l  m  n  p  r  t  w</font></td></tr><tr><td>Sino-Tibetan</td><td>Chinese</td><td>Asia</td><td>Fuzhou</td><td>14</td><td>k  kʰ  l̪  m  n̪  p  pʰ  s̪  t̪  t̪s̪  t̪s̪ʰ  t̪ʰ  x  ŋ</font></td></tr><tr><td>Sino-Tibetan</td><td>Kuki-Chin</td><td>Asia</td><td>Ao</td><td>14</td><td>cç  j  k  l  m  n  p  s  t  w  z  ŋ  ɭ͓  ʔ</font></td></tr><tr><td>Siouan</td><td>Siouan</td><td>America</td><td>Biloxi</td><td>12</td><td>c  d  h  j  k  m  n  p  s  t  w  x</font></td></tr><tr><td>Siouan</td><td>Siouan</td><td>America</td><td>Crow</td><td>10</td><td>h  k  p  s̪  t̠ʃ  t̪  w  x  ɹ  ʃ</font></td></tr><tr><td>Skou</td><td>Krisa</td><td>Pacific</td><td>Isaka</td><td>9</td><td>b  d  j  k  p  s  t  w  ɸ</font></td></tr><tr><td>Skou</td><td>Western Skou</td><td>Pacific</td><td>Vanimo</td><td>12</td><td>b  d  d̠  l  m  n  n̠  p  s  t  ɦ  β</font></td></tr><tr><td>Skou</td><td>Western Skou</td><td>Asia</td><td>Skou</td><td>13</td><td>b  f  h  j  k  l  m  n  p  r  t  w  ɟ</font></td></tr><tr><td>Taushiro</td><td>Taushiro</td><td>America</td><td>Taushiro</td><td>12</td><td>h  j  k  kʷ  n  t  t̠ʃ  w  x  ɲ  ɾ  ʔ</font></td></tr><tr><td>Teberan-Pawaian</td><td>Teberan</td><td>Pacific</td><td>Dadibi</td><td>13</td><td>h  j  k  kʰ  m  n  p  pʰ  s  t  tʰ  w  ɾ</font></td></tr><tr><td>Torricelli</td><td>Wapei-Palei</td><td>Pacific</td><td>Yil</td><td>12</td><td>j  k  l  m  n  p  r  s  t  w  ŋ  ɡ</font></td></tr><tr><td>Torricelli</td><td>Wapei-Palei</td><td>Pacific</td><td>Ningil</td><td>14</td><td>j  k  l  m  n  p  r  s  t  w  ŋ  ɡ  ɸ  ʔ</font></td></tr><tr><td>Torricelli</td><td>Wapei-Palei</td><td>Pacific</td><td>Au</td><td>10</td><td>j  k  m  n  p  s  t  w  ɣ  ɾ</font></td></tr><tr><td>Trans-New Guinea</td><td>Angan</td><td>Pacific</td><td>Angaatiha</td><td>12</td><td>j  k  m  n  p  t  t̠ʃ  w  ŋ  ɲ  ɺ  ʔ</font></td></tr><tr><td>Trans-New Guinea</td><td>Asmat-Kamoro</td><td>Asia</td><td>Asmat</td><td>11</td><td>f  k  m  n  p  s  t  t̠ʃ  w  ɾ  ʝ</font></td></tr><tr><td>Trans-New Guinea</td><td>Binanderean</td><td>Pacific</td><td>Suena</td><td>13</td><td>b  d̪  d̪z̪  j  k  m  n̪  p  s̪  t̪  w  ɡ  ɾ̪</font></td></tr><tr><td>Trans-New Guinea</td><td>Binanderean</td><td>Pacific</td><td>Orokaiva</td><td>12</td><td>b  d  dz  h  k  m  n  p  s  t  ŋ  ɡ</font></td></tr><tr><td>Trans-New Guinea</td><td>Binanderean</td><td>Pacific</td><td>Baruga</td><td>14</td><td>b  d  d̠ʒ  j  k  m  n  s  t  ɡ  ɣ  ɸ  ɾ  β</font></td></tr><tr><td>Trans-New Guinea</td><td>Binanderean</td><td>Pacific</td><td>Binandere</td><td>11</td><td>b  d  j  k  m  n  p  t  ɡ  ɾ  β</font></td></tr><tr><td>Trans-New Guinea</td><td>Chimbu</td><td>Pacific</td><td>Chuave</td><td>12</td><td>b  d  f  j  k  m  n  s  t  w  ɡ  ɾ</font></td></tr><tr><td>Trans-New Guinea</td><td>Chimbu</td><td>Pacific</td><td>Golin</td><td>13</td><td>b  d  j  k  l  m  n  p  r  s  t  w  ɡ</font></td></tr><tr><td>Trans-New Guinea</td><td>Dani</td><td>Asia</td><td>Dani</td><td>12</td><td>h  j  k  kʷ  l̪  m  n̪  p  s̪  t̪  w  ʔ</font></td></tr><tr><td>Trans-New Guinea</td><td>Eastern Highlands</td><td>Pacific</td><td>Auyana</td><td>11</td><td>j  k  m  mː  n  nː  p  t  w  ɾ  ʔ</font></td></tr><tr><td>Trans-New Guinea</td><td>Eastern Highlands</td><td>Pacific</td><td>Gadsup</td><td>9</td><td>d  j  k  m  n̪  p  t  ʔ  β</font></td></tr><tr><td>Trans-New Guinea</td><td>Eastern Highlands</td><td>Pacific</td><td>Yagaria</td><td>14</td><td>b  d  h  j  k  m  n  p  s  t  v  ɡ  ʔ  ʟ</font></td></tr><tr><td>Trans-New Guinea</td><td>Eastern Highlands</td><td>Pacific</td><td>Binumarien</td><td>11</td><td>j  k  m  n  p  r  s  t  w  ɸ  ʔ</font></td></tr><tr><td>Trans-New Guinea</td><td>Fasu</td><td>Pacific</td><td>Fasu</td><td>11</td><td>h  j  k  m  n  p  s  t  w  ɸ  ɾ</font></td></tr><tr><td>Trans-New Guinea</td><td>Finisterre-Huon</td><td>Pacific</td><td>Wantoat</td><td>14</td><td>k  kʷ  m  mb  n̪  n̪d̪  n̪z̪  p  s̪  t̪  ŋ  ŋɡ  ŋɡʷ  ŋʷ</font></td></tr><tr><td>Trans-New Guinea</td><td>Finisterre-Huon</td><td>Pacific</td><td>Nankina</td><td>14</td><td>b  d  dz  j  k  m  n  p  t  ts  w  ŋ  ɡ  β</font></td></tr><tr><td>Trans-New Guinea</td><td>Koiarian</td><td>Pacific</td><td>Koiari</td><td>11</td><td>b  d  f  h  k  m  n  t  ð  ɡ  ɾ</font></td></tr><tr><td>Trans-New Guinea</td><td>Madang</td><td>Pacific</td><td>Usan</td><td>14</td><td>b  d  j  m  mb  n  nd  p  s  t  w  ŋɡ  ɡ  ʔ</font></td></tr><tr><td>Trans-New Guinea</td><td>Madang</td><td>Pacific</td><td>Ngomba</td><td>9</td><td>bv  d  dz  j  k  p  t  w  ɡ</font></td></tr><tr><td>Trans-New Guinea</td><td>Ok</td><td>Pacific</td><td>Mianmin</td><td>13</td><td>b  d  f  h  j  k  m  n  s  t  w  ŋ  ɡ</font></td></tr><tr><td>Trans-New Guinea</td><td>Ok</td><td>Pacific</td><td>Faiwol</td><td>12</td><td>b  d  f  j  k  l  m  n  s  t  w  ɡ</font></td></tr><tr><td>Trans-New Guinea</td><td>Wissel Lakes-Kemandoga</td><td>Asia</td><td>Ekari</td><td>10</td><td>b  d  j  k  m  n  p  t  w  ɡˡ</font></td></tr><tr><td>Tucanoan</td><td>Tucanoan</td><td>America</td><td>Barasano</td><td>11</td><td>b  d  h  j  k  p  s  t  w  ɡ  ɾ</font></td></tr><tr><td>Tucanoan</td><td>Tucanoan</td><td>America</td><td>Cubeo</td><td>11</td><td>b  d  d̠  k  p  t  t̠ʃ  x  ð  ɺ̪  β</font></td></tr><tr><td>Tupian</td><td>Arikem</td><td>America</td><td>Karitiana; Karitiâna</td><td>11</td><td>h  k  m  n  p  s  t  w  ŋ  ɲ  ɾ</font></td></tr><tr><td>Tupian</td><td>Tupi-Guaraní</td><td>America</td><td>Ache</td><td>11</td><td>d̠ʒ  k  m  mb  n̪d̪  p  t̠ʃ  t̪  ŋɡ  ɺ̪  β</font></td></tr><tr><td>Tupian</td><td>Tupi-Guaraní</td><td>America</td><td>Guajajara</td><td>14</td><td>h  k  kʷ  m  n  p  ts  t̪  w  z  ŋ  ŋʷ  ɾ  ʔ</font></td></tr><tr><td>Tupian</td><td>Tupi-Guaraní</td><td>America</td><td>Kaiabi</td><td>14</td><td>j  k  kʷ  m  n  p  s  t  w  ŋ  ɡ  ɸ  ɾ  ʔ</font></td></tr><tr><td>Tupian</td><td>Tupi-Guaraní</td><td>America</td><td>Kokama-Kokamilla</td><td>11</td><td>j  k  m  n  p  t  ts  t̠ʃ  w  x  ɾ</font></td></tr><tr><td>Uto-Aztecan</td><td>Numic</td><td>America</td><td>Comanche</td><td>12</td><td>h  j  k  kʷ  m  n  p  s  t̪  t̪s̪  w  ʔ</font></td></tr><tr><td>Uto-Aztecan</td><td>Numic</td><td>America</td><td>Northern Paiute</td><td>14</td><td>h  j  k  kʷ  m  n  p  s  t  ts  t̠ʃ  w  ŋ  ʔ</font></td></tr><tr><td>Uto-Aztecan</td><td>Tarahumaran</td><td>America</td><td>Warihio</td><td>12</td><td>h  j  k  m  n  p  s  t  t̠ʃ  w  ɾ  ʔ</font></td></tr><tr><td>Waorani</td><td>Waorani</td><td>America</td><td>Auca</td><td>11</td><td>b  d  k  m  n  p  t  w  ŋ  ɡ  ɲ</font></td></tr><tr><td>Waorani</td><td>Waorani</td><td>America</td><td>Waorani</td><td>12</td><td>b  d  j  k  m  n  p  t  w  ŋ  ɡ  ɲ</font></td></tr><tr><td>West Bougainville</td><td>West Bougainville</td><td>Pacific</td><td>Rotokas</td><td>6</td><td>k  p  t  ɡ  β  ᴅ</font></td></tr><tr><td>Yanomam</td><td>Yanomam</td><td>America</td><td>Shiriana</td><td>13</td><td>h  j  k  m  n̪  p  s̪  t̠ʃ  t̪  t̪ʰ  w  ɾ̪  ʃ</font></td></tr><tr><td>Yanomam</td><td>Yanomam</td><td>America</td><td>Sanuma; Sanumá</td><td>11</td><td>h  k  l  m  n  p  s  t  ts  tʰ  w</font></td></tr><tr><td>Yareban</td><td>Yareban</td><td>Pacific</td><td>Yareba</td><td>13</td><td>b  d  dz  j  k  m  n  s  t  w  ɡ  ɸ  ɾ</font></td></tr><tr><td>Yawa</td><td>Yawa</td><td>Asia</td><td>Yawa</td><td>14</td><td>b  d  d̠ʒ  j  k  m  n  nʲ  p  s  sʲ  t  w  ɾ</font></td></tr><tr><td>Zaparoan</td><td>Zaparoan</td><td>America</td><td>Arabela</td><td>11</td><td>h  j  k  m  n̪  p  r̪  s̪  t̪  w  ʃ</font></td></tr></table>"
      ]
     },
     "execution_count": 7,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "html_table = ['<table>']\n",
    "\n",
    "total_segments = 0\n",
    "# Build the header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Familia', 'Genus', 'Area', 'Llengua', '#', 'Segments']:\n",
    "    html_table.append('<td><b>{}</b></td>'.format(header))\n",
    "else:\n",
    "    html_table.append('</tr>')\n",
    "\n",
    "# Add the actual payload\n",
    "for inventory in inventories:\n",
    "    html_table.append('<tr>')\n",
    "    for attribute in ['LanguageFamilyRoot', 'LanguageFamilyGenus', 'Area', 'LanguageName']: \n",
    "        html_table.append('<td>{}</td>'.format(inventory[attribute]))\n",
    "    else:\n",
    "        html_table.append('<td>{}</td>'.format(len(inventory['Segments'])))\n",
    "        total_segments += len(inventory['Segments'])\n",
    "        html_table.append('<td>')\n",
    "        html_table.append('  '.join(sorted(inventory['Segments'])))\n",
    "        html_table.append('</font></td>')\n",
    "        html_table.append('</tr>')\n",
    "\n",
    "else:\n",
    "    html_table.append('</table>')\n",
    "\n",
    "    \n",
    "print('Número de llengües: {}'.format(len(inventories)))\n",
    "print('Mitjana de fonemes per llengua {}'.format(total_segments / len(inventories)))\n",
    "# Construct the table and display it\n",
    "html_table = ''.join(html_table)\n",
    "html_table = HTML(html_table)\n",
    "display(html_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
   ],
   "source": [
    "inventories.sort(key=lambda k: k['LanguageName'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Sistemes secundaris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>Sistema secundari</td><tr><td>Awtu</td><td> Aspiració</td><tr><td>Auyana</td><td> Allargament</td><tr><td>Comanche</td><td> Labialització</td><tr><td>Dadibi</td><td> Aspiració</td><tr><td>Dani</td><td> Labialització</td><tr><td>Ekari</td><td> Alliberament Lateral</td><tr><td>Fuzhou</td><td> Aspiració</td><tr><td>Gaviao Do Para</td><td> Aspiració</td><tr><td>Guajajara</td><td> Labialització</td><tr><td>Kayabi</td><td> Labialització</td><tr><td>Kitsijis</td><td> Aspiració</td><tr><td>Karajo</td><td> Aspiració</td><tr><td>Krinkati-Tinbira</td><td> Aspiració</td><tr><td>Kuikura-Kalapalo</td><td> Palatalització</td><tr><td>Northern Paiute</td><td> Labialització</td><tr><td>Pompeian</td><td> Labialització</td><tr><td>Sanuma</td><td> Aspiració</td><tr><td>Shawnee</td><td> Llargada</td><tr><td>Shirihana</td><td> Aspiració</td><tr><td>Wantoat</td><td> Labialització</td><tr><td>Wariwari</td><td> Labialització / Glotalitzacio</td><tr><td>Yawa</td><td> Palatalització</td></table></font>"
      ]
     },
     "execution_count": 9,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Labialitzacio: 8 5.00%\n",
      "Aspiracio: 9 5.62%\n",
      "Palatalitzacio: 2 1.25%\n",
      "Duracio: 1 0.62%\n",
      "Glotalitzacio: 1 0.62%\n",
      "Alliberament lateral: 1 0.62%\n"
     ]
    }
   ],
   "source": [
    "sistemes_secundaris = [\n",
    "'Awtu, Aspiració',\n",
    "'Auyana, Allargament',\n",
    "'Comanche, Labialització',\n",
    "'Dadibi, Aspiració',\n",
    "'Dani, Labialització',\n",
    "'ekari, Alliberament lateral',\n",
    "'fuzhou, Aspiració',\n",
    "'gaviao do para, Aspiració',\n",
    "'guajajara, Labialització',\n",
    "'kayabi, Labialització',\n",
    "'kitsijis, Aspiració',\n",
    "'karajo, Aspiració',\n",
    "'krinkati-tinbira, Aspiració',\n",
    "'kuikura-kalapalo, Palatalització',\n",
    "'northern paiute, Labialització',\n",
    "'pompeian, Labialització',\n",
    "'sanuma, Aspiració',\n",
    "'shawnee, Llargada',\n",
    "'shirihana, Aspiració',\n",
    "'wantoat, Labialització',\n",
    "'wariwari, Labialització / Glotalitzacio',\n",
    "'yawa, Palatalització']\n",
    "\n",
    "langs_with_aspiration = 0\n",
    "langs_with_labialitzation = 0\n",
    "langs_with_palatalitzation = 0\n",
    "langs_with_glotalization = 0\n",
    "langs_with_duration = 0\n",
    "langs_with_lateralrelease = 0\n",
    "\n",
    "html_table = ['<table>']\n",
    "html_table.append('<tr><td>Llengua</td><td>Sistema secundari</td>')\n",
    "\n",
    "for s in sistemes_secundaris:\n",
    "    if 'Labialització' in s:\n",
    "        langs_with_labialitzation += 1\n",
    "    if 'Aspiració' in s:\n",
    "        langs_with_aspiration += 1\n",
    "    if 'Palatalitzaci' in s:\n",
    "        langs_with_palatalitzation += 1\n",
    "    if 'Llargada' in s:\n",
    "        langs_with_duration += 1\n",
    "    if 'Glotalitzacio' in s:\n",
    "        langs_with_glotalization += 1\n",
    "    if 'Alliberament' in s:\n",
    "        langs_with_lateralrelease += 1\n",
    "\n",
    "    html_table.append('<tr>')\n",
    "    for attr in s.split(','):\n",
    "        html_table.append('<td>{}</td>'.format(attr.title()))\n",
    "    \n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "\n",
    "print('Labialitzacio: {} {:.2%}'.format(langs_with_labialitzation, langs_with_labialitzation / len(inventories)))\n",
    "print('Aspiracio: {} {:.2%}'.format(langs_with_aspiration, langs_with_aspiration / len(inventories)))\n",
    "print('Palatalitzacio: {} {:.2%}'.format(langs_with_palatalitzation, langs_with_palatalitzation / len(inventories)))\n",
    "print('Duracio: {} {:.2%}'.format(langs_with_duration, langs_with_duration / len(inventories)))\n",
    "print('Glotalitzacio: {} {:.2%}'.format(langs_with_glotalization, langs_with_glotalization / len(inventories)))\n",
    "print('Alliberament lateral: {} {:.2%}'.format(langs_with_lateralrelease, langs_with_lateralrelease / len(inventories)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Presència de fonemes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Fonema</td><td>Ocurrències</td><td>Percentatge</td></tr><tr><td>k</td><td>151</td><td>94.38%</td></tr><tr><td>m</td><td>143</td><td>89.38%</td></tr><tr><td>p</td><td>132</td><td>82.50%</td></tr><tr><td>w</td><td>125</td><td>78.12%</td></tr><tr><td>n</td><td>117</td><td>73.12%</td></tr><tr><td>t</td><td>114</td><td>71.25%</td></tr><tr><td>j</td><td>108</td><td>67.50%</td></tr><tr><td>s</td><td>88</td><td>55.00%</td></tr><tr><td>h</td><td>82</td><td>51.25%</td></tr><tr><td>b</td><td>59</td><td>36.88%</td></tr><tr><td>ɾ</td><td>59</td><td>36.88%</td></tr><tr><td>ʔ</td><td>58</td><td>36.25%</td></tr><tr><td>ŋ</td><td>53</td><td>33.12%</td></tr><tr><td>l</td><td>49</td><td>30.63%</td></tr><tr><td>d</td><td>47</td><td>29.38%</td></tr><tr><td>t̠ʃ</td><td>43</td><td>26.88%</td></tr><tr><td>ɡ</td><td>42</td><td>26.25%</td></tr><tr><td>t̪</td><td>37</td><td>23.12%</td></tr><tr><td>r</td><td>28</td><td>17.50%</td></tr><tr><td>ɲ</td><td>28</td><td>17.50%</td></tr><tr><td>n̪</td><td>26</td><td>16.25%</td></tr><tr><td>f</td><td>25</td><td>15.62%</td></tr><tr><td>s̪</td><td>21</td><td>13.12%</td></tr><tr><td>β</td><td>18</td><td>11.25%</td></tr><tr><td>ʃ</td><td>14</td><td>8.75%</td></tr><tr><td>d̪</td><td>11</td><td>6.88%</td></tr><tr><td>x</td><td>11</td><td>6.88%</td></tr><tr><td>ɸ</td><td>11</td><td>6.88%</td></tr><tr><td>c</td><td>10</td><td>6.25%</td></tr><tr><td>l̪</td><td>10</td><td>6.25%</td></tr><tr><td>ts</td><td>10</td><td>6.25%</td></tr><tr><td>d̠ʒ</td><td>9</td><td>5.62%</td></tr><tr><td>kʷ</td><td>8</td><td>5.00%</td></tr><tr><td>mb</td><td>8</td><td>5.00%</td></tr><tr><td>ŋɡ</td><td>8</td><td>5.00%</td></tr><tr><td>kʰ</td><td>7</td><td>4.38%</td></tr><tr><td>ɾ̪</td><td>7</td><td>4.38%</td></tr><tr><td>*R̪</td><td>6</td><td>3.75%</td></tr><tr><td>ɟ</td><td>6</td><td>3.75%</td></tr><tr><td>ɣ</td><td>6</td><td>3.75%</td></tr><tr><td>dz</td><td>5</td><td>3.12%</td></tr><tr><td>v</td><td>5</td><td>3.12%</td></tr><tr><td>z</td><td>5</td><td>3.12%</td></tr><tr><td>kp</td><td>4</td><td>2.50%</td></tr><tr><td>nd</td><td>4</td><td>2.50%</td></tr><tr><td>n̠</td><td>4</td><td>2.50%</td></tr><tr><td>n̪d̪</td><td>4</td><td>2.50%</td></tr><tr><td>tʰ</td><td>4</td><td>2.50%</td></tr><tr><td>ɻ</td><td>4</td><td>2.50%</td></tr><tr><td>θ</td><td>4</td><td>2.50%</td></tr><tr><td>pʰ</td><td>3</td><td>1.88%</td></tr><tr><td>r̪</td><td>3</td><td>1.88%</td></tr><tr><td>ð</td><td>3</td><td>1.88%</td></tr><tr><td>ɺ</td><td>3</td><td>1.88%</td></tr><tr><td>ʒ</td><td>3</td><td>1.88%</td></tr><tr><td>cç</td><td>2</td><td>1.25%</td></tr><tr><td>d̠</td><td>2</td><td>1.25%</td></tr><tr><td>d̪z̪</td><td>2</td><td>1.25%</td></tr><tr><td>t̠</td><td>2</td><td>1.25%</td></tr><tr><td>t̪s̪</td><td>2</td><td>1.25%</td></tr><tr><td>t̪ʰ</td><td>2</td><td>1.25%</td></tr><tr><td>ç</td><td>2</td><td>1.25%</td></tr><tr><td>ŋʷ</td><td>2</td><td>1.25%</td></tr><tr><td>ɗ</td><td>2</td><td>1.25%</td></tr><tr><td>ɹ</td><td>2</td><td>1.25%</td></tr><tr><td>ɺ̪</td><td>2</td><td>1.25%</td></tr><tr><td>ɽ</td><td>2</td><td>1.25%</td></tr><tr><td>ʂ</td><td>2</td><td>1.25%</td></tr><tr><td>ʝ</td><td>2</td><td>1.25%</td></tr><tr><td>*R</td><td>1</td><td>0.62%</td></tr><tr><td>bv</td><td>1</td><td>0.62%</td></tr><tr><td>bz</td><td>1</td><td>0.62%</td></tr><tr><td>dʲ</td><td>1</td><td>0.62%</td></tr><tr><td>hʷ</td><td>1</td><td>0.62%</td></tr><tr><td>kː</td><td>1</td><td>0.62%</td></tr><tr><td>l̠</td><td>1</td><td>0.62%</td></tr><tr><td>mʷ</td><td>1</td><td>0.62%</td></tr><tr><td>mˀ</td><td>1</td><td>0.62%</td></tr><tr><td>mː</td><td>1</td><td>0.62%</td></tr><tr><td>nʲ</td><td>1</td><td>0.62%</td></tr><tr><td>nˀ</td><td>1</td><td>0.62%</td></tr><tr><td>nː</td><td>1</td><td>0.62%</td></tr><tr><td>n̠d̠ʒ</td><td>1</td><td>0.62%</td></tr><tr><td>n̪z̪</td><td>1</td><td>0.62%</td></tr><tr><td>ps</td><td>1</td><td>0.62%</td></tr><tr><td>pʷ</td><td>1</td><td>0.62%</td></tr><tr><td>sʲ</td><td>1</td><td>0.62%</td></tr><tr><td>ts͇</td><td>1</td><td>0.62%</td></tr><tr><td>t̪s̪ʰ</td><td>1</td><td>0.62%</td></tr><tr><td>t̪ʙ</td><td>1</td><td>0.62%</td></tr><tr><td>t̺</td><td>1</td><td>0.62%</td></tr><tr><td>z̪</td><td>1</td><td>0.62%</td></tr><tr><td>ŋɡʷ</td><td>1</td><td>0.62%</td></tr><tr><td>ɓ</td><td>1</td><td>0.62%</td></tr><tr><td>ɟʝ</td><td>1</td><td>0.62%</td></tr><tr><td>ɡb</td><td>1</td><td>0.62%</td></tr><tr><td>ɡˡ</td><td>1</td><td>0.62%</td></tr><tr><td>ɥ</td><td>1</td><td>0.62%</td></tr><tr><td>ɦ</td><td>1</td><td>0.62%</td></tr><tr><td>ɬ</td><td>1</td><td>0.62%</td></tr><tr><td>ɬ̪</td><td>1</td><td>0.62%</td></tr><tr><td>ɭ͓</td><td>1</td><td>0.62%</td></tr><tr><td>ɮ</td><td>1</td><td>0.62%</td></tr><tr><td>ɰ</td><td>1</td><td>0.62%</td></tr><tr><td>ɲɟ</td><td>1</td><td>0.62%</td></tr><tr><td>ʈʂ</td><td>1</td><td>0.62%</td></tr><tr><td>ʍ</td><td>1</td><td>0.62%</td></tr><tr><td>ʟ</td><td>1</td><td>0.62%</td></tr><tr><td>ᴅ</td><td>1</td><td>0.62%</td></tr></table></font>"
      ]
     },
     "execution_count": 10,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_consonants = []\n",
    "for inventory in inventories:\n",
    "    for consonant in inventory['Segments']:\n",
    "        all_consonants.append(consonant)\n",
    "\n",
    "all_consonants = sorted(all_consonants)\n",
    "all_consonants_count = []\n",
    "counted = []\n",
    "for consonant in all_consonants:\n",
    "    if consonant not in counted:\n",
    "        counted.append(consonant)\n",
    "        count = all_consonants.count(consonant)\n",
    "        all_consonants_count.append([consonant, count,\n",
    "                                     '{:.2%}'.format(count / len(inventories))])\n",
    "\n",
    "all_consonants_count.sort(key=lambda f: f[1], reverse=True)\n",
    "all_consonants_uniq = [c[0] for c in all_consonants_count]\n",
    "\n",
    "html_table = ['<table>']\n",
    "html_table.append('<tr><td>Fonema</td><td>Ocurrències</td><td>Percentatge</td></tr>')\n",
    "\n",
    "for consonant in all_consonants_count:\n",
    "    html_table.append('<tr>')\n",
    "    for attribute in consonant:\n",
    "        html_table.append('<td>{}</td>'.format(attribute))\n",
    "    \n",
    "    html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "109\n"
     ]
    }
   ],
   "source": [
    "print(len(all_consonants_uniq))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "* hem de mirar obstruents, quantes d'elles són sordes i sonores\n",
    "* de les obstruents quantes oclusives i sordes i sonores\n",
    "* presència d'africades i les seves qualitats\n",
    "* nasals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Obstruents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<font face=\"Doulos SIL\" size=4em><table><tr><td>Llengua</td><td>obstruents sonores</td><td>obstruents sordes</td><td>total (sonores + sordes)</td><tr><td>Abau</td><td></td><td>h k p s</td><td>4 (0 + 4)</td></tr><tr><td>Ache</td><td>β d̠ʒ</td><td>t̠ʃ k p t̪</td><td>6 (2 + 4)</td></tr><tr><td>Aguaruna</td><td></td><td>ʃ h k ts p s t t̠ʃ ʔ</td><td>9 (0 + 9)</td></tr><tr><td>Ainu</td><td></td><td>h k p s t̠ʃ t</td><td>6 (0 + 6)</td></tr><tr><td>Akawaio</td><td>d̪ z̪ ɡ b</td><td>s̪ k p t̪</td><td>8 (4 + 4)</td></tr><tr><td>Akurio</td><td></td><td>ʔ t̠ʃ k p t</td><td>5 (0 + 5)</td></tr><tr><td>Alabama</td><td>b</td><td>k ɬ̪ p s t̪ h ɸ t̠ʃ</td><td>9 (1 + 8)</td></tr><tr><td>Amahuaca</td><td></td><td>ʔ s̪ t̠ʃ θ h k p t̪ x</td><td>9 (0 + 9)</td></tr><tr><td>Amanab</td><td>ɡ b</td><td>h k f p s t</td><td>8 (2 + 6)</td></tr><tr><td>Angaatiha</td><td></td><td>ʔ k p t̠ʃ t</td><td>5 (0 + 5)</td></tr><tr><td>Ao</td><td>ɭ͓ z</td><td>cç k p s t ʔ</td><td>8 (2 + 6)</td></tr><tr><td>Apalaí</td><td>z</td><td>ʃ k p s t ʔ</td><td>7 (1 + 6)</td></tr><tr><td>Apinaye</td><td>ʒ v</td><td>ʔ s̪ k p t̠ʃ t</td><td>8 (2 + 6)</td></tr><tr><td>Arabela</td><td></td><td>ʃ s̪ h k p t̪</td><td>6 (0 + 6)</td></tr><tr><td>Arára, Pará</td><td></td><td>k p t̠ʃ t</td><td>4 (0 + 4)</td></tr><tr><td>Arikapú</td><td></td><td>t̠ʃ h k p t ʔ</td><td>6 (0 + 6)</td></tr><tr><td>Asmat</td><td>ʝ</td><td>f k p s t̠ʃ t</td><td>7 (1 + 6)</td></tr><tr><td>Au</td><td>ɣ</td><td>k p s t</td><td>5 (1 + 4)</td></tr><tr><td>Auca</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Auyana</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Awa Pit</td><td>ʒ z</td><td>ʃ ɬ k p s t̪</td><td>8 (2 + 6)</td></tr><tr><td>Awtuw</td><td>d</td><td>pʰ tʰ kʰ</td><td>4 (1 + 3)</td></tr><tr><td>Baining</td><td>ɣ</td><td>k p s t</td><td>5 (1 + 4)</td></tr><tr><td>Bandjalang</td><td>ɡ b d d̠ʒ</td><td></td><td>4 (4 + 0)</td></tr><tr><td>Barasano</td><td>ɡ b d</td><td>k p s t h</td><td>8 (3 + 5)</td></tr><tr><td>Bariai</td><td>ɡ b d</td><td>k p s t</td><td>7 (3 + 4)</td></tr><tr><td>Barí</td><td>b d</td><td>h k s t</td><td>6 (2 + 4)</td></tr><tr><td>Baruga</td><td>β d̠ʒ ɡ ɣ b d</td><td>k s t ɸ</td><td>10 (6 + 4)</td></tr><tr><td>Bésɨro</td><td>β</td><td>ʃ ʂ t̠ʃ c k p s t ʔ</td><td>10 (1 + 9)</td></tr><tr><td>Biak</td><td>β b d</td><td>f k p s t</td><td>8 (3 + 5)</td></tr><tr><td>Biali</td><td>b d</td><td>k f p s t h</td><td>8 (2 + 6)</td></tr><tr><td>Biloxi</td><td>d</td><td>c p h k s t x</td><td>8 (1 + 7)</td></tr><tr><td>Binandere</td><td>β ɡ b d</td><td>k p t</td><td>7 (4 + 3)</td></tr><tr><td>Binumarien</td><td></td><td>k t p s ʔ ɸ</td><td>6 (0 + 6)</td></tr><tr><td>Blackfoot</td><td></td><td>ʔ t̪ t̠ʃ h k p s x</td><td>8 (0 + 8)</td></tr><tr><td>Bororo</td><td>ɡ b d̪ d̠ʒ</td><td>p t̪ t̠ʃ k</td><td>8 (4 + 4)</td></tr><tr><td>Cacua</td><td></td><td>ʍ ʔ k p t̠ʃ t h</td><td>7 (0 + 7)</td></tr><tr><td>Canela</td><td></td><td>ʔ t̠ʃ h k p t</td><td>6 (0 + 6)</td></tr><tr><td>Carijona</td><td>d̠ʒ ɡ b d</td><td>t̠ʃ h k s t</td><td>9 (4 + 5)</td></tr><tr><td>Cherokee</td><td>ɡ d dz</td><td>ʃ h ʔ</td><td>6 (3 + 3)</td></tr><tr><td>Chuave</td><td>ɡ b d</td><td>f k s t</td><td>7 (3 + 4)</td></tr><tr><td>Comanche</td><td></td><td>h k p s t̪ ʔ kʷ t̪s̪</td><td>8 (0 + 8)</td></tr><tr><td>Crow</td><td></td><td>ʃ s̪ t̠ʃ t̪ h k p x</td><td>8 (0 + 8)</td></tr><tr><td>Cubeo</td><td>d̠ β b d ð</td><td>p x k t̠ʃ t</td><td>10 (5 + 5)</td></tr><tr><td>Dadibi</td><td></td><td>kʰ pʰ h k tʰ p s t</td><td>8 (0 + 8)</td></tr><tr><td>Dani</td><td></td><td>ʔ s̪ kʷ h k p t̪</td><td>7 (0 + 7)</td></tr><tr><td>Dera</td><td>ɡ b d̪</td><td>k p t̪</td><td>6 (3 + 3)</td></tr><tr><td>Dyirbal</td><td>ɡ b ɟ d</td><td></td><td>4 (4 + 0)</td></tr><tr><td>Efik</td><td>b d</td><td>f k s kp t</td><td>7 (2 + 5)</td></tr><tr><td>Ekari</td><td>ɡˡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Endo</td><td></td><td>c k p s t</td><td>5 (0 + 5)</td></tr><tr><td>Faiwol</td><td>ɡ b d</td><td>f k s t</td><td>7 (3 + 4)</td></tr><tr><td>Fasu</td><td></td><td>ɸ h k p s t</td><td>6 (0 + 6)</td></tr><tr><td>Fuzhou</td><td></td><td>s̪ kʰ t̪ t̪ʰ t̪s̪ pʰ k p x t̪s̪ʰ</td><td>10 (0 + 10)</td></tr><tr><td>Gadsup</td><td>d β</td><td>k t p ʔ</td><td>6 (2 + 4)</td></tr><tr><td>Gavião do Pará</td><td></td><td>kʰ t̠ʃ h k p t</td><td>6 (0 + 6)</td></tr><tr><td>Golin</td><td>ɡ b d</td><td>k p s t</td><td>7 (3 + 4)</td></tr><tr><td>Guajajara</td><td>z</td><td>ʔ ts kʷ t̪ h k p</td><td>8 (1 + 7)</td></tr><tr><td>Gugu-Yalandyi</td><td></td><td>c k p t̪</td><td>4 (0 + 4)</td></tr><tr><td>Hawaiian</td><td></td><td>k p ʔ h</td><td>4 (0 + 4)</td></tr><tr><td>Huron</td><td></td><td>h k s x ʔ θ t</td><td>7 (0 + 7)</td></tr><tr><td>Ikpeng</td><td>ɡ</td><td>k p t t̠ʃ</td><td>5 (1 + 4)</td></tr><tr><td>Imonda</td><td>ɡ b d</td><td>f h k p s t</td><td>9 (3 + 6)</td></tr><tr><td>Ingarikó</td><td></td><td>k p s t ʔ</td><td>5 (0 + 5)</td></tr><tr><td>Irarutu</td><td>ʝ</td><td>k s̪ t̪ ɸ</td><td>5 (1 + 4)</td></tr><tr><td>Isaka</td><td>b d</td><td>k p s t ɸ</td><td>7 (2 + 5)</td></tr><tr><td>Iwam</td><td></td><td>h p s t k</td><td>5 (0 + 5)</td></tr><tr><td>Jabutí</td><td>β d̠ʒ bz</td><td>ps t̠ʃ h k p t</td><td>9 (3 + 6)</td></tr><tr><td>Jamamadí</td><td>b d ɟ</td><td>h k s t ɸ</td><td>8 (3 + 5)</td></tr><tr><td>Kaiabi</td><td>ɡ</td><td>ʔ kʷ k p s t ɸ</td><td>8 (1 + 7)</td></tr><tr><td>Karajá</td><td>ɗ b d</td><td>θ h k</td><td>6 (3 + 3)</td></tr><tr><td>Karitiana; Karitiâna</td><td></td><td>k p s t h</td><td>5 (0 + 5)</td></tr><tr><td>Katukína</td><td>b d d̠ʒ</td><td>h k p t̠ʃ t</td><td>8 (3 + 5)</td></tr><tr><td>Kaxuiâna</td><td></td><td>h k p s t t̠ʃ ʔ</td><td>7 (0 + 7)</td></tr><tr><td>Kikamba</td><td>β ð</td><td>k s t</td><td>5 (2 + 3)</td></tr><tr><td>Kipsigis</td><td></td><td>tʰ kʰ t̠ʃ ç h p s</td><td>7 (0 + 7)</td></tr><tr><td>Klao</td><td>ɡb d̪ ɟʝ b</td><td>cç s̪ t̪ f p kp</td><td>10 (4 + 6)</td></tr><tr><td>Koiari</td><td>ɡ b d ð</td><td>f h k t</td><td>8 (4 + 4)</td></tr><tr><td>Kokama-Kokamilla</td><td></td><td>k ts p x t̠ʃ t</td><td>6 (0 + 6)</td></tr><tr><td>Krahô</td><td></td><td>ts kʰ h k p t</td><td>6 (0 + 6)</td></tr><tr><td>Krinkati-Timbira</td><td></td><td>kʰ t̠ʃ h k p t</td><td>6 (0 + 6)</td></tr><tr><td>Kuikúro-Kalapálo</td><td>dʲ ɣ</td><td>ts h k p s t</td><td>8 (2 + 6)</td></tr><tr><td>Kuot</td><td>ɡ b d</td><td>f k p s t</td><td>8 (3 + 5)</td></tr><tr><td>Leti</td><td>β d</td><td>k p s t</td><td>6 (2 + 4)</td></tr><tr><td>Macushi</td><td></td><td>ʔ k p s t</td><td>5 (0 + 5)</td></tr><tr><td>Malakmalak</td><td></td><td>k p t t̠</td><td>4 (0 + 4)</td></tr><tr><td>Manam</td><td>ɡ b d z</td><td>p k s t</td><td>8 (4 + 4)</td></tr><tr><td>Maori</td><td></td><td>f h k p t</td><td>5 (0 + 5)</td></tr><tr><td>Mapoyo</td><td></td><td>h k p s t ʔ</td><td>6 (0 + 6)</td></tr><tr><td>Maxakali</td><td></td><td>k p t̠ʃ t h ʔ</td><td>6 (0 + 6)</td></tr><tr><td>Mianmin</td><td>ɡ b d</td><td>f h k s t</td><td>8 (3 + 5)</td></tr><tr><td>Mixe</td><td>d̪ ʒ ɡ v</td><td>ʃ ts͇ ʔ s̪ k p t̪</td><td>11 (4 + 7)</td></tr><tr><td>Namia</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Nandi</td><td></td><td>c k p s t</td><td>5 (0 + 5)</td></tr><tr><td>Nankina</td><td>ɡ b d β dz</td><td>k ts p t</td><td>9 (5 + 4)</td></tr><tr><td>Nasioi</td><td>b</td><td>p k t̪ ʔ</td><td>5 (1 + 4)</td></tr><tr><td>Nateni</td><td>ɟ b d</td><td>c f h k p s kp t</td><td>11 (3 + 8)</td></tr><tr><td>Ngomba</td><td>ɡ bv dz d</td><td>k p t</td><td>7 (4 + 3)</td></tr><tr><td>Nimboran</td><td>ɡ b d̪</td><td>s̪ k p t̪ h</td><td>8 (3 + 5)</td></tr><tr><td>Ningil</td><td>ɡ</td><td>ʔ k p s t ɸ</td><td>7 (1 + 6)</td></tr><tr><td>North Marquesan</td><td>v</td><td>ʔ ç f h k p s t</td><td>9 (1 + 8)</td></tr><tr><td>Northern Paiute</td><td></td><td>ʔ ts kʷ t̠ʃ h p s t k</td><td>9 (0 + 9)</td></tr><tr><td>Nukak</td><td>ɟ ɡ b d</td><td>ʔ c h k p t</td><td>10 (4 + 6)</td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td></td><td>c f k p s t h</td><td>7 (0 + 7)</td></tr><tr><td>Oneida</td><td></td><td>ʔ h k s t̠ʃ t</td><td>6 (0 + 6)</td></tr><tr><td>Oro Win</td><td>β</td><td>k p s t ʔ</td><td>6 (1 + 5)</td></tr><tr><td>Orokaiva</td><td>ɡ b d dz</td><td>h k p s t</td><td>9 (4 + 5)</td></tr><tr><td>Palauan</td><td>d̪ b</td><td>ʔ t̪ k s</td><td>6 (2 + 4)</td></tr><tr><td>Panará</td><td></td><td>h k p s t ʔ</td><td>6 (0 + 6)</td></tr><tr><td>Pémono</td><td></td><td>h p s t k ʔ</td><td>6 (0 + 6)</td></tr><tr><td>Piraha</td><td>ɡ b</td><td>s̪ k p t̪ ʔ h</td><td>8 (2 + 6)</td></tr><tr><td>Pohnpeian</td><td></td><td>pʷ k p s t̪ ʈʂ</td><td>6 (0 + 6)</td></tr><tr><td>Puinave</td><td></td><td>h k p s ʔ t</td><td>6 (0 + 6)</td></tr><tr><td>Rikbaktsa</td><td>b d</td><td>ʃ t̠ʃ h k p t</td><td>8 (2 + 6)</td></tr><tr><td>Roro</td><td>b</td><td>h k p t̪ ʔ</td><td>6 (1 + 5)</td></tr><tr><td>Rotokas</td><td>ɡ β</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Sabane</td><td>ɗ ɓ</td><td>k s p h ʔ t</td><td>8 (2 + 6)</td></tr><tr><td>Sabaot</td><td>b</td><td>k s t̠ʃ t</td><td>5 (1 + 4)</td></tr><tr><td>Samo</td><td>ɡ b d</td><td>f h k s t</td><td>8 (3 + 5)</td></tr><tr><td>Sanuma; Sanumá</td><td></td><td>tʰ ts h k p s t</td><td>7 (0 + 7)</td></tr><tr><td>Sebei</td><td></td><td>s̪ c p t̪ k</td><td>5 (0 + 5)</td></tr><tr><td>Seimat</td><td></td><td>t̪ h k p s x</td><td>6 (0 + 6)</td></tr><tr><td>Selaru</td><td>b d</td><td>f k s t h ʔ</td><td>8 (2 + 6)</td></tr><tr><td>Seneca</td><td>b d̪z̪</td><td>h k s̪ t̪ ʔ</td><td>7 (2 + 5)</td></tr><tr><td>Sentani</td><td>d̪</td><td>f h k p t̪</td><td>6 (1 + 5)</td></tr><tr><td>Shanenawa</td><td></td><td>ʂ f h k ts p s t̠ʃ t</td><td>9 (0 + 9)</td></tr><tr><td>Shawi</td><td>β</td><td>ʃ h k p s ʔ t̠ʃ t</td><td>9 (1 + 8)</td></tr><tr><td>Shawnee</td><td></td><td>ʃ p k kː t̠ʃ t θ ʔ</td><td>8 (0 + 8)</td></tr><tr><td>Shiriana</td><td></td><td>ʃ s̪ t̠ʃ t̪ʰ h k p t̪</td><td>8 (0 + 8)</td></tr><tr><td>Shuar</td><td></td><td>ʃ ts t̠ʃ k p s t h</td><td>8 (0 + 8)</td></tr><tr><td>Skou</td><td>ɟ b</td><td>f h k p t</td><td>7 (2 + 5)</td></tr><tr><td>Southern Kiwai</td><td>ɡ b d̪</td><td>s̪ k p t̪ ʔ</td><td>8 (3 + 5)</td></tr><tr><td>Southern Nuautl</td><td></td><td>h k p s t ʔ</td><td>6 (0 + 6)</td></tr><tr><td>Suena</td><td>ɡ b d̪ d̪z̪</td><td>s̪ k p t̪</td><td>8 (4 + 4)</td></tr><tr><td>Suyá</td><td>d̠ʒ ɣ</td><td>t̠ʃ k p s t</td><td>7 (2 + 5)</td></tr><tr><td>Taoripi</td><td></td><td>f k p t̪ h s̪</td><td>6 (0 + 6)</td></tr><tr><td>Taushiro</td><td></td><td>h k kʷ ʔ x t̠ʃ t</td><td>7 (0 + 7)</td></tr><tr><td>Tetun</td><td>b d̪</td><td>s̪ k f p t̪ ʔ h</td><td>9 (2 + 7)</td></tr><tr><td>Tigak</td><td>ɡ b ɮ β</td><td>p k s t</td><td>8 (4 + 4)</td></tr><tr><td>Tinputz</td><td>β</td><td>ʔ h k p s t</td><td>7 (1 + 6)</td></tr><tr><td>Tiwi</td><td>ɣ</td><td>k p t̪ t</td><td>5 (1 + 4)</td></tr><tr><td>Tongan; Tonga</td><td>v</td><td>f h k p s t̪ ʔ</td><td>8 (1 + 7)</td></tr><tr><td>Trió</td><td></td><td>h k p s t</td><td>5 (0 + 5)</td></tr><tr><td>Usan</td><td>ɡ b d</td><td>p s t ʔ</td><td>7 (3 + 4)</td></tr><tr><td>Vanimo</td><td>d̠ β b d ɦ</td><td>p s t</td><td>8 (5 + 3)</td></tr><tr><td>Waama</td><td>b d</td><td>c k f p s kp t</td><td>9 (2 + 7)</td></tr><tr><td>Waiwai</td><td></td><td>ʃ h k s t ɸ t̠ʃ</td><td>7 (0 + 7)</td></tr><tr><td>Wantoat</td><td></td><td>t̪ s̪ kʷ k p</td><td>5 (0 + 5)</td></tr><tr><td>Waorani</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td></td><td>t̺ h k hʷ p kʷ ʔ t̠ʃ</td><td>8 (0 + 8)</td></tr><tr><td>Warihio</td><td></td><td>ʔ h k p s t̠ʃ t</td><td>7 (0 + 7)</td></tr><tr><td>Waris</td><td>β</td><td>s̪ k p t̪ x</td><td>6 (1 + 5)</td></tr><tr><td>Wik-Munkan</td><td></td><td>p t k t̠ ʔ</td><td>5 (0 + 5)</td></tr><tr><td>Yabarana</td><td></td><td>h k p s t</td><td>5 (0 + 5)</td></tr><tr><td>Yagaria</td><td>ɡ b d v</td><td>h k p s t ʔ</td><td>10 (4 + 6)</td></tr><tr><td>Yareba</td><td>ɡ b d dz</td><td>k s t ɸ</td><td>8 (4 + 4)</td></tr><tr><td>Yawa</td><td>b d d̠ʒ</td><td>sʲ k p s t</td><td>8 (3 + 5)</td></tr><tr><td>Yekwana</td><td></td><td>ʔ t̠ʃ h k s t</td><td>6 (0 + 6)</td></tr><tr><td>Yidiny</td><td>ɡ b d ɟ</td><td></td><td>4 (4 + 0)</td></tr><tr><td>Yil</td><td>ɡ</td><td>k p s t</td><td>5 (1 + 4)</td></tr></table></font>"
      ]
     },
     "execution_count": 12,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langs_with_obstruents = []\n",
    "for inventory in inventories:\n",
    "    obstruents_voiced = []\n",
    "    obstruents_voiceless = []\n",
    "\n",
    "    for segment in inventory['Segments']:\n",
    "        if features_d[segment]['sonorant'] is False:\n",
    "            if is_voiced(segment):\n",
    "                obstruents_voiced.append(segment)\n",
    "            else:\n",
    "                obstruents_voiceless.append(segment)\n",
    "\n",
    "    else:\n",
    "        langs_with_obstruents.append({inventory['LanguageName']: [obstruents_voiced, obstruents_voiceless]})\n",
    "\n",
    "html_table = ['<font face=\"Doulos SIL\" size=4em><table>']\n",
    "html_table.append('<tr><td>Llengua</td><td>obstruents sonores</td><td>obstruents sordes</td><td>total (sonores + sordes)</td>')\n",
    "for lang in langs_with_obstruents:\n",
    "    for inv in lang:\n",
    "        voiced_inv = lang[inv][0]\n",
    "        voiceless_inv = lang[inv][1]\n",
    "        joined_inv = list(voiced_inv + voiceless_inv)\n",
    "        \n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        html_table.append('<td>{}</td>'.format(' '.join(voiced_inv)))\n",
    "        html_table.append('<td>{}</td>'.format(' '.join(voiceless_inv)))\n",
    "        html_table.append('<td>{}</td>'.format(\"{} ({} + {})\".format(len(joined_inv),\n",
    "                                                                     len(voiced_inv),\n",
    "                                                                     len(voiceless_inv))))\n",
    "\n",
    "        #for item in sorted(lang[inv]):\n",
    "        #    html_table.append('<td>{}</td>'.format(item))\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Oclusives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>plosives sonores</td><td>plosives sordes</td><td>total (sonores + sordes)</td><tr><td>Abau</td><td></td><td>k p</td><td>2 (0 + 2)</td></tr><tr><td>Ache</td><td></td><td>k p t̪</td><td>3 (0 + 3)</td></tr><tr><td>Aguaruna</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Ainu</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Akawaio</td><td>d̪ ɡ b</td><td>k p t̪</td><td>6 (3 + 3)</td></tr><tr><td>Akurio</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Alabama</td><td>b</td><td>k p t̪</td><td>4 (1 + 3)</td></tr><tr><td>Amahuaca</td><td></td><td>ʔ k p t̪</td><td>4 (0 + 4)</td></tr><tr><td>Amanab</td><td>ɡ b</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Angaatiha</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Ao</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Apalaí</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Apinaye</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Arabela</td><td></td><td>k p t̪</td><td>3 (0 + 3)</td></tr><tr><td>Arára, Pará</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Arikapú</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Asmat</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Au</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Auca</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Auyana</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Awa Pit</td><td></td><td>k p t̪</td><td>3 (0 + 3)</td></tr><tr><td>Awtuw</td><td>d</td><td>pʰ tʰ kʰ</td><td>4 (1 + 3)</td></tr><tr><td>Baining</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Bandjalang</td><td>ɡ b d</td><td></td><td>3 (3 + 0)</td></tr><tr><td>Barasano</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Bariai</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Barí</td><td>b d</td><td>k t</td><td>4 (2 + 2)</td></tr><tr><td>Baruga</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Bésɨro</td><td></td><td>c k p t ʔ</td><td>5 (0 + 5)</td></tr><tr><td>Biak</td><td>b d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Biali</td><td>b d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Biloxi</td><td>d</td><td>c p k t</td><td>5 (1 + 4)</td></tr><tr><td>Binandere</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Binumarien</td><td></td><td>k t p ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Blackfoot</td><td></td><td>ʔ t̪ k p</td><td>4 (0 + 4)</td></tr><tr><td>Bororo</td><td>ɡ b d̪</td><td>p t̪ k</td><td>6 (3 + 3)</td></tr><tr><td>Cacua</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Canela</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Carijona</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Cherokee</td><td>ɡ d</td><td>ʔ</td><td>3 (2 + 1)</td></tr><tr><td>Chuave</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Comanche</td><td></td><td>k p t̪ ʔ kʷ</td><td>5 (0 + 5)</td></tr><tr><td>Crow</td><td></td><td>t̪ k p</td><td>3 (0 + 3)</td></tr><tr><td>Cubeo</td><td>d̠ b d</td><td>p k t</td><td>6 (3 + 3)</td></tr><tr><td>Dadibi</td><td></td><td>kʰ pʰ k tʰ p t</td><td>6 (0 + 6)</td></tr><tr><td>Dani</td><td></td><td>ʔ kʷ k p t̪</td><td>5 (0 + 5)</td></tr><tr><td>Dera</td><td>ɡ b d̪</td><td>k p t̪</td><td>6 (3 + 3)</td></tr><tr><td>Dyirbal</td><td>ɡ b ɟ d</td><td></td><td>4 (4 + 0)</td></tr><tr><td>Efik</td><td>b d</td><td>k kp t</td><td>5 (2 + 3)</td></tr><tr><td>Ekari</td><td>ɡˡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Endo</td><td></td><td>c k p t</td><td>4 (0 + 4)</td></tr><tr><td>Faiwol</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Fasu</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Fuzhou</td><td></td><td>kʰ t̪ t̪ʰ pʰ k p</td><td>6 (0 + 6)</td></tr><tr><td>Gadsup</td><td>d</td><td>k t p ʔ</td><td>5 (1 + 4)</td></tr><tr><td>Gavião do Pará</td><td></td><td>kʰ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Golin</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Guajajara</td><td></td><td>ʔ kʷ t̪ k p</td><td>5 (0 + 5)</td></tr><tr><td>Gugu-Yalandyi</td><td></td><td>c k p t̪</td><td>4 (0 + 4)</td></tr><tr><td>Hawaiian</td><td></td><td>k p ʔ</td><td>3 (0 + 3)</td></tr><tr><td>Huron</td><td></td><td>k ʔ t</td><td>3 (0 + 3)</td></tr><tr><td>Ikpeng</td><td>ɡ</td><td>k p t</td><td>4 (1 + 3)</td></tr><tr><td>Imonda</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Ingarikó</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Irarutu</td><td></td><td>k t̪</td><td>2 (0 + 2)</td></tr><tr><td>Isaka</td><td>b d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Iwam</td><td></td><td>p t k</td><td>3 (0 + 3)</td></tr><tr><td>Jabutí</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Jamamadí</td><td>b d ɟ</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Kaiabi</td><td>ɡ</td><td>ʔ kʷ k p t</td><td>6 (1 + 5)</td></tr><tr><td>Karajá</td><td>ɗ b d</td><td>k</td><td>4 (3 + 1)</td></tr><tr><td>Karitiana; Karitiâna</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Katukína</td><td>b d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Kaxuiâna</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Kikamba</td><td></td><td>k t</td><td>2 (0 + 2)</td></tr><tr><td>Kipsigis</td><td></td><td>tʰ kʰ p</td><td>3 (0 + 3)</td></tr><tr><td>Klao</td><td>ɡb d̪ b</td><td>t̪ p kp</td><td>6 (3 + 3)</td></tr><tr><td>Koiari</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Kokama-Kokamilla</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Krahô</td><td></td><td>kʰ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Krinkati-Timbira</td><td></td><td>kʰ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Kuikúro-Kalapálo</td><td>dʲ</td><td>k p t</td><td>4 (1 + 3)</td></tr><tr><td>Kuot</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Leti</td><td>d</td><td>k p t</td><td>4 (1 + 3)</td></tr><tr><td>Macushi</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Malakmalak</td><td></td><td>k p t t̠</td><td>4 (0 + 4)</td></tr><tr><td>Manam</td><td>ɡ b d</td><td>p k t</td><td>6 (3 + 3)</td></tr><tr><td>Maori</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Mapoyo</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Maxakali</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Mianmin</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Mixe</td><td>d̪ ɡ</td><td>ʔ k p t̪</td><td>6 (2 + 4)</td></tr><tr><td>Namia</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Nandi</td><td></td><td>c k p t</td><td>4 (0 + 4)</td></tr><tr><td>Nankina</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Nasioi</td><td>b</td><td>p k t̪ ʔ</td><td>5 (1 + 4)</td></tr><tr><td>Nateni</td><td>ɟ b d</td><td>c k p kp t</td><td>8 (3 + 5)</td></tr><tr><td>Ngomba</td><td>ɡ d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Nimboran</td><td>ɡ b d̪</td><td>k p t̪</td><td>6 (3 + 3)</td></tr><tr><td>Ningil</td><td>ɡ</td><td>ʔ k p t</td><td>5 (1 + 4)</td></tr><tr><td>North Marquesan</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Northern Paiute</td><td></td><td>ʔ kʷ p t k</td><td>5 (0 + 5)</td></tr><tr><td>Nukak</td><td>ɟ ɡ b d</td><td>ʔ c k p t</td><td>9 (4 + 5)</td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td></td><td>c k p t</td><td>4 (0 + 4)</td></tr><tr><td>Oneida</td><td></td><td>ʔ k t</td><td>3 (0 + 3)</td></tr><tr><td>Oro Win</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Orokaiva</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Palauan</td><td>d̪ b</td><td>ʔ t̪ k</td><td>5 (2 + 3)</td></tr><tr><td>Panará</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Pémono</td><td></td><td>p t k ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Piraha</td><td>ɡ b</td><td>k p t̪ ʔ</td><td>6 (2 + 4)</td></tr><tr><td>Pohnpeian</td><td></td><td>pʷ k p t̪</td><td>4 (0 + 4)</td></tr><tr><td>Puinave</td><td></td><td>k p ʔ t</td><td>4 (0 + 4)</td></tr><tr><td>Rikbaktsa</td><td>b d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Roro</td><td>b</td><td>k p t̪ ʔ</td><td>5 (1 + 4)</td></tr><tr><td>Rotokas</td><td>ɡ</td><td>k p t</td><td>4 (1 + 3)</td></tr><tr><td>Sabane</td><td>ɗ ɓ</td><td>k p ʔ t</td><td>6 (2 + 4)</td></tr><tr><td>Sabaot</td><td>b</td><td>k t</td><td>3 (1 + 2)</td></tr><tr><td>Samo</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Sanuma; Sanumá</td><td></td><td>tʰ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Sebei</td><td></td><td>c p t̪ k</td><td>4 (0 + 4)</td></tr><tr><td>Seimat</td><td></td><td>t̪ k p</td><td>3 (0 + 3)</td></tr><tr><td>Selaru</td><td>b d</td><td>k t ʔ</td><td>5 (2 + 3)</td></tr><tr><td>Seneca</td><td>b</td><td>k t̪ ʔ</td><td>4 (1 + 3)</td></tr><tr><td>Sentani</td><td>d̪</td><td>k p t̪</td><td>4 (1 + 3)</td></tr><tr><td>Shanenawa</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Shawi</td><td></td><td>k p ʔ t</td><td>4 (0 + 4)</td></tr><tr><td>Shawnee</td><td></td><td>p k kː t ʔ</td><td>5 (0 + 5)</td></tr><tr><td>Shiriana</td><td></td><td>t̪ʰ k p t̪</td><td>4 (0 + 4)</td></tr><tr><td>Shuar</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Skou</td><td>ɟ b</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Southern Kiwai</td><td>ɡ b d̪</td><td>k p t̪ ʔ</td><td>7 (3 + 4)</td></tr><tr><td>Southern Nuautl</td><td></td><td>k p t ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Suena</td><td>ɡ b d̪</td><td>k p t̪</td><td>6 (3 + 3)</td></tr><tr><td>Suyá</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Taoripi</td><td></td><td>k p t̪</td><td>3 (0 + 3)</td></tr><tr><td>Taushiro</td><td></td><td>k kʷ ʔ t</td><td>4 (0 + 4)</td></tr><tr><td>Tetun</td><td>b d̪</td><td>k p t̪ ʔ</td><td>6 (2 + 4)</td></tr><tr><td>Tigak</td><td>ɡ b</td><td>p k t</td><td>5 (2 + 3)</td></tr><tr><td>Tinputz</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Tiwi</td><td></td><td>k p t̪ t</td><td>4 (0 + 4)</td></tr><tr><td>Tongan; Tonga</td><td></td><td>k p t̪ ʔ</td><td>4 (0 + 4)</td></tr><tr><td>Trió</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Usan</td><td>ɡ b d</td><td>p t ʔ</td><td>6 (3 + 3)</td></tr><tr><td>Vanimo</td><td>d̠ b d</td><td>p t</td><td>5 (3 + 2)</td></tr><tr><td>Waama</td><td>b d</td><td>c k p kp t</td><td>7 (2 + 5)</td></tr><tr><td>Waiwai</td><td></td><td>k t</td><td>2 (0 + 2)</td></tr><tr><td>Wantoat</td><td></td><td>t̪ kʷ k p</td><td>4 (0 + 4)</td></tr><tr><td>Waorani</td><td>ɡ b d</td><td>k p t</td><td>6 (3 + 3)</td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td></td><td>t̺ k p kʷ ʔ</td><td>5 (0 + 5)</td></tr><tr><td>Warihio</td><td></td><td>ʔ k p t</td><td>4 (0 + 4)</td></tr><tr><td>Waris</td><td></td><td>k p t̪</td><td>3 (0 + 3)</td></tr><tr><td>Wik-Munkan</td><td></td><td>p t k t̠ ʔ</td><td>5 (0 + 5)</td></tr><tr><td>Yabarana</td><td></td><td>k p t</td><td>3 (0 + 3)</td></tr><tr><td>Yagaria</td><td>ɡ b d</td><td>k p t ʔ</td><td>7 (3 + 4)</td></tr><tr><td>Yareba</td><td>ɡ b d</td><td>k t</td><td>5 (3 + 2)</td></tr><tr><td>Yawa</td><td>b d</td><td>k p t</td><td>5 (2 + 3)</td></tr><tr><td>Yekwana</td><td></td><td>ʔ k t</td><td>3 (0 + 3)</td></tr><tr><td>Yidiny</td><td>ɡ b d ɟ</td><td></td><td>4 (4 + 0)</td></tr><tr><td>Yil</td><td>ɡ</td><td>k p t</td><td>4 (1 + 3)</td></tr></table></font>"
      ]
     },
     "execution_count": 13,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "El nombre d’oclusives sordes és normalment major o igual al d’oclusives sonores: 77.50% (124 / 160)\n"
     ]
    }
   ],
   "source": [
    "langs_with_plosives = []\n",
    "more_voiceless_plosives = 0\n",
    "for inventory in inventories:\n",
    "    plosives_voiced = []\n",
    "    plosives_voiceless = []\n",
    "\n",
    "    for segment in inventory['Segments']:\n",
    "        if is_plosive(segment):\n",
    "            if is_voiced(segment):\n",
    "                plosives_voiced.append(segment)\n",
    "            else:\n",
    "                plosives_voiceless.append(segment)\n",
    "\n",
    "    else:\n",
    "        langs_with_plosives.append({inventory['LanguageName']: [plosives_voiced, plosives_voiceless]})\n",
    "\n",
    "html_table = ['<table>']\n",
    "html_table.append('<tr><td>Llengua</td><td>plosives sonores</td><td>plosives sordes</td><td>total (sonores + sordes)</td>')\n",
    "for lang in langs_with_plosives:\n",
    "    for inv in lang:\n",
    "        voiced_inv = lang[inv][0]\n",
    "        voiceless_inv = lang[inv][1]\n",
    "        joined_inv = list(voiced_inv + voiceless_inv)\n",
    "        \n",
    "        if len(voiceless_inv) > len(voiced_inv):\n",
    "            more_voiceless_plosives += 1\n",
    "        \n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        html_table.append('<td>{}</td>'.format(' '.join(voiced_inv)))\n",
    "        html_table.append('<td>{}</td>'.format(' '.join(voiceless_inv)))\n",
    "        html_table.append('<td>{}</td>'.format(\"{} ({} + {})\".format(len(joined_inv),\n",
    "                                                                     len(voiced_inv),\n",
    "                                                                     len(voiceless_inv))))\n",
    "\n",
    "        #for item in sorted(lang[inv]):\n",
    "        #    html_table.append('<td>{}</td>'.format(item))\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "\n",
    "print('El nombre d’oclusives sordes és normalment major o igual al d’oclusives sonores: {:.2%} ({} / {})'.format(more_voiceless_plosives / len(langs_with_plosives),\n",
    "                                           more_voiceless_plosives, len(langs_with_plosives)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Fricatives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<font face=\"Doulos SIL\" size=4em><table><tr><td>Llengua</td><td>fricatives sonores</td><td>fricatives sordes</td><td>total (sonores + sordes)</td><tr><td>Abau</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Ache</td><td>β</td><td></td><td>1 (1 + 0)</td></tr><tr><td>Aguaruna</td><td></td><td>ʃ h s</td><td>3 (0 + 3)</td></tr><tr><td>Ainu</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Akawaio</td><td>z̪</td><td>s̪</td><td>2 (1 + 1)</td></tr><tr><td>Akurio</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Alabama</td><td></td><td>ɬ̪ s h ɸ</td><td>4 (0 + 4)</td></tr><tr><td>Amahuaca</td><td></td><td>s̪ θ h x</td><td>4 (0 + 4)</td></tr><tr><td>Amanab</td><td></td><td>h f s</td><td>3 (0 + 3)</td></tr><tr><td>Angaatiha</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Ao</td><td>ɭ͓ z</td><td>s</td><td>3 (2 + 1)</td></tr><tr><td>Apalaí</td><td>z</td><td>ʃ s</td><td>3 (1 + 2)</td></tr><tr><td>Apinaye</td><td>ʒ v</td><td>s̪</td><td>3 (2 + 1)</td></tr><tr><td>Arabela</td><td></td><td>ʃ s̪ h</td><td>3 (0 + 3)</td></tr><tr><td>Arára, Pará</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Arikapú</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Asmat</td><td>ʝ</td><td>f s</td><td>3 (1 + 2)</td></tr><tr><td>Au</td><td>ɣ</td><td>s</td><td>2 (1 + 1)</td></tr><tr><td>Auca</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Auyana</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Awa Pit</td><td>ʒ z</td><td>ʃ ɬ s</td><td>5 (2 + 3)</td></tr><tr><td>Awtuw</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Baining</td><td>ɣ</td><td>s</td><td>2 (1 + 1)</td></tr><tr><td>Bandjalang</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Barasano</td><td></td><td>s h</td><td>2 (0 + 2)</td></tr><tr><td>Bariai</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Barí</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Baruga</td><td>β ɣ</td><td>s ɸ</td><td>4 (2 + 2)</td></tr><tr><td>Bésɨro</td><td>β</td><td>ʃ ʂ s</td><td>4 (1 + 3)</td></tr><tr><td>Biak</td><td>β</td><td>f s</td><td>3 (1 + 2)</td></tr><tr><td>Biali</td><td></td><td>f s h</td><td>3 (0 + 3)</td></tr><tr><td>Biloxi</td><td></td><td>h s x</td><td>3 (0 + 3)</td></tr><tr><td>Binandere</td><td>β</td><td></td><td>1 (1 + 0)</td></tr><tr><td>Binumarien</td><td></td><td>s ɸ</td><td>2 (0 + 2)</td></tr><tr><td>Blackfoot</td><td></td><td>h s x</td><td>3 (0 + 3)</td></tr><tr><td>Bororo</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Cacua</td><td></td><td>ʍ h</td><td>2 (0 + 2)</td></tr><tr><td>Canela</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Carijona</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Cherokee</td><td></td><td>ʃ h</td><td>2 (0 + 2)</td></tr><tr><td>Chuave</td><td></td><td>f s</td><td>2 (0 + 2)</td></tr><tr><td>Comanche</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Crow</td><td></td><td>ʃ s̪ h x</td><td>4 (0 + 4)</td></tr><tr><td>Cubeo</td><td>β ð</td><td>x</td><td>3 (2 + 1)</td></tr><tr><td>Dadibi</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Dani</td><td></td><td>s̪ h</td><td>2 (0 + 2)</td></tr><tr><td>Dera</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Dyirbal</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Efik</td><td></td><td>f s</td><td>2 (0 + 2)</td></tr><tr><td>Ekari</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Endo</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Faiwol</td><td></td><td>f s</td><td>2 (0 + 2)</td></tr><tr><td>Fasu</td><td></td><td>ɸ h s</td><td>3 (0 + 3)</td></tr><tr><td>Fuzhou</td><td></td><td>s̪ x</td><td>2 (0 + 2)</td></tr><tr><td>Gadsup</td><td>β</td><td></td><td>1 (1 + 0)</td></tr><tr><td>Gavião do Pará</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Golin</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Guajajara</td><td>z</td><td>h</td><td>2 (1 + 1)</td></tr><tr><td>Gugu-Yalandyi</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Hawaiian</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Huron</td><td></td><td>h s x θ</td><td>4 (0 + 4)</td></tr><tr><td>Ikpeng</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Imonda</td><td></td><td>f h s</td><td>3 (0 + 3)</td></tr><tr><td>Ingarikó</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Irarutu</td><td>ʝ</td><td>s̪ ɸ</td><td>3 (1 + 2)</td></tr><tr><td>Isaka</td><td></td><td>s ɸ</td><td>2 (0 + 2)</td></tr><tr><td>Iwam</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Jabutí</td><td>β bz</td><td>ps h</td><td>4 (2 + 2)</td></tr><tr><td>Jamamadí</td><td></td><td>h s ɸ</td><td>3 (0 + 3)</td></tr><tr><td>Kaiabi</td><td></td><td>s ɸ</td><td>2 (0 + 2)</td></tr><tr><td>Karajá</td><td></td><td>θ h</td><td>2 (0 + 2)</td></tr><tr><td>Karitiana; Karitiâna</td><td></td><td>s h</td><td>2 (0 + 2)</td></tr><tr><td>Katukína</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Kaxuiâna</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Kikamba</td><td>β ð</td><td>s</td><td>3 (2 + 1)</td></tr><tr><td>Kipsigis</td><td></td><td>ç h s</td><td>3 (0 + 3)</td></tr><tr><td>Klao</td><td></td><td>s̪ f</td><td>2 (0 + 2)</td></tr><tr><td>Koiari</td><td>ð</td><td>f h</td><td>3 (1 + 2)</td></tr><tr><td>Kokama-Kokamilla</td><td></td><td>x</td><td>1 (0 + 1)</td></tr><tr><td>Krahô</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Krinkati-Timbira</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Kuikúro-Kalapálo</td><td>ɣ</td><td>h s</td><td>3 (1 + 2)</td></tr><tr><td>Kuot</td><td></td><td>f s</td><td>2 (0 + 2)</td></tr><tr><td>Leti</td><td>β</td><td>s</td><td>2 (1 + 1)</td></tr><tr><td>Macushi</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Malakmalak</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Manam</td><td>z</td><td>s</td><td>2 (1 + 1)</td></tr><tr><td>Maori</td><td></td><td>f h</td><td>2 (0 + 2)</td></tr><tr><td>Mapoyo</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Maxakali</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Mianmin</td><td></td><td>f h s</td><td>3 (0 + 3)</td></tr><tr><td>Mixe</td><td>ʒ v</td><td>ʃ s̪</td><td>4 (2 + 2)</td></tr><tr><td>Namia</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Nandi</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Nankina</td><td>β</td><td></td><td>1 (1 + 0)</td></tr><tr><td>Nasioi</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Nateni</td><td></td><td>f h s</td><td>3 (0 + 3)</td></tr><tr><td>Ngomba</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Nimboran</td><td></td><td>s̪ h</td><td>2 (0 + 2)</td></tr><tr><td>Ningil</td><td></td><td>s ɸ</td><td>2 (0 + 2)</td></tr><tr><td>North Marquesan</td><td>v</td><td>ç f h s</td><td>5 (1 + 4)</td></tr><tr><td>Northern Paiute</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Nukak</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td></td><td>f s h</td><td>3 (0 + 3)</td></tr><tr><td>Oneida</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Oro Win</td><td>β</td><td>s</td><td>2 (1 + 1)</td></tr><tr><td>Orokaiva</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Palauan</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Panará</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Pémono</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Piraha</td><td></td><td>s̪ h</td><td>2 (0 + 2)</td></tr><tr><td>Pohnpeian</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Puinave</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Rikbaktsa</td><td></td><td>ʃ h</td><td>2 (0 + 2)</td></tr><tr><td>Roro</td><td></td><td>h</td><td>1 (0 + 1)</td></tr><tr><td>Rotokas</td><td>β</td><td></td><td>1 (1 + 0)</td></tr><tr><td>Sabane</td><td></td><td>s h</td><td>2 (0 + 2)</td></tr><tr><td>Sabaot</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Samo</td><td></td><td>f h s</td><td>3 (0 + 3)</td></tr><tr><td>Sanuma; Sanumá</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Sebei</td><td></td><td>s̪</td><td>1 (0 + 1)</td></tr><tr><td>Seimat</td><td></td><td>h s x</td><td>3 (0 + 3)</td></tr><tr><td>Selaru</td><td></td><td>f s h</td><td>3 (0 + 3)</td></tr><tr><td>Seneca</td><td></td><td>h s̪</td><td>2 (0 + 2)</td></tr><tr><td>Sentani</td><td></td><td>f h</td><td>2 (0 + 2)</td></tr><tr><td>Shanenawa</td><td></td><td>ʂ f h s</td><td>4 (0 + 4)</td></tr><tr><td>Shawi</td><td>β</td><td>ʃ h s</td><td>4 (1 + 3)</td></tr><tr><td>Shawnee</td><td></td><td>ʃ θ</td><td>2 (0 + 2)</td></tr><tr><td>Shiriana</td><td></td><td>ʃ s̪ h</td><td>3 (0 + 3)</td></tr><tr><td>Shuar</td><td></td><td>ʃ s h</td><td>3 (0 + 3)</td></tr><tr><td>Skou</td><td></td><td>f h</td><td>2 (0 + 2)</td></tr><tr><td>Southern Kiwai</td><td></td><td>s̪</td><td>1 (0 + 1)</td></tr><tr><td>Southern Nuautl</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Suena</td><td></td><td>s̪</td><td>1 (0 + 1)</td></tr><tr><td>Suyá</td><td>ɣ</td><td>s</td><td>2 (1 + 1)</td></tr><tr><td>Taoripi</td><td></td><td>f h s̪</td><td>3 (0 + 3)</td></tr><tr><td>Taushiro</td><td></td><td>h x</td><td>2 (0 + 2)</td></tr><tr><td>Tetun</td><td></td><td>s̪ f h</td><td>3 (0 + 3)</td></tr><tr><td>Tigak</td><td>ɮ β</td><td>s</td><td>3 (2 + 1)</td></tr><tr><td>Tinputz</td><td>β</td><td>h s</td><td>3 (1 + 2)</td></tr><tr><td>Tiwi</td><td>ɣ</td><td></td><td>1 (1 + 0)</td></tr><tr><td>Tongan; Tonga</td><td>v</td><td>f h s</td><td>4 (1 + 3)</td></tr><tr><td>Trió</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Usan</td><td></td><td>s</td><td>1 (0 + 1)</td></tr><tr><td>Vanimo</td><td>β ɦ</td><td>s</td><td>3 (2 + 1)</td></tr><tr><td>Waama</td><td></td><td>f s</td><td>2 (0 + 2)</td></tr><tr><td>Waiwai</td><td></td><td>ʃ h s ɸ</td><td>4 (0 + 4)</td></tr><tr><td>Wantoat</td><td></td><td>s̪</td><td>1 (0 + 1)</td></tr><tr><td>Waorani</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td></td><td>h hʷ</td><td>2 (0 + 2)</td></tr><tr><td>Warihio</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Waris</td><td>β</td><td>s̪ x</td><td>3 (1 + 2)</td></tr><tr><td>Wik-Munkan</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Yabarana</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Yagaria</td><td>v</td><td>h s</td><td>3 (1 + 2)</td></tr><tr><td>Yareba</td><td></td><td>s ɸ</td><td>2 (0 + 2)</td></tr><tr><td>Yawa</td><td></td><td>sʲ s</td><td>2 (0 + 2)</td></tr><tr><td>Yekwana</td><td></td><td>h s</td><td>2 (0 + 2)</td></tr><tr><td>Yidiny</td><td></td><td></td><td>0 (0 + 0)</td></tr><tr><td>Yil</td><td></td><td>s</td><td>1 (0 + 1)</td></tr></table></font>"
      ]
     },
     "execution_count": 14,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langs_with_fricatives = []\n",
    "for inventory in inventories:\n",
    "    fricatives_voiced = []\n",
    "    fricatives_voiceless = []\n",
    "\n",
    "    for segment in inventory['Segments']:\n",
    "        if is_fricative(segment):\n",
    "            if is_voiced(segment):\n",
    "                fricatives_voiced.append(segment)\n",
    "            else:\n",
    "                fricatives_voiceless.append(segment)\n",
    "\n",
    "    else:\n",
    "        langs_with_fricatives.append({inventory['LanguageName']: [fricatives_voiced, fricatives_voiceless]})\n",
    "\n",
    "html_table = ['<font face=\"Doulos SIL\" size=4em><table>']\n",
    "html_table.append('<tr><td>Llengua</td><td>fricatives sonores</td><td>fricatives sordes</td><td>total (sonores + sordes)</td>')\n",
    "for lang in langs_with_fricatives:\n",
    "    for inv in lang:\n",
    "        voiced_inv = lang[inv][0]\n",
    "        voiceless_inv = lang[inv][1]\n",
    "        joined_inv = list(voiced_inv + voiceless_inv)\n",
    "        \n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        html_table.append('<td>{}</td>'.format(' '.join(voiced_inv)))\n",
    "        html_table.append('<td>{}</td>'.format(' '.join(voiceless_inv)))\n",
    "        html_table.append('<td>{}</td>'.format(\"{} ({} + {})\".format(len(joined_inv),\n",
    "                                                                     len(voiced_inv),\n",
    "                                                                     len(voiceless_inv))))\n",
    "\n",
    "        #for item in sorted(lang[inv]):\n",
    "        #    html_table.append('<td>{}</td>'.format(item))\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Nasals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<font face=\"Doulos SIL\" size=4em><table><tr><td>Llengua</td><td>no. de nasals</td><td colspan=0>Nasals</td></tr><tr><td>Abau</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Ache</td><td>4</td><td>m</td><td>mb</td><td>n̪d̪</td><td>ŋɡ</td></tr><tr><td>Aguaruna</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Ainu</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Akawaio</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Akurio</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Alabama</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Amahuaca</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Amanab</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Angaatiha</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Ao</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Apalaí</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Apinaye</td><td>4</td><td>mb</td><td>nd</td><td>ŋɡ</td><td>ɲɟ</td></tr><tr><td>Arabela</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Arára, Pará</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Arikapú</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Asmat</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Au</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Auca</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Auyana</td><td>4</td><td>m</td><td>mː</td><td>n</td><td>nː</td></tr><tr><td>Awa Pit</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Awtuw</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Baining</td><td>6</td><td>m</td><td>mb</td><td>n</td><td>nd</td><td>ŋ</td><td>ŋɡ</td></tr><tr><td>Bandjalang</td><td>4</td><td>m</td><td>n</td><td>n̠</td><td>ŋ</td></tr><tr><td>Barasano</td><td>0</td></tr><tr><td>Bariai</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Barí</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Baruga</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Bésɨro</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Biak</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Biali</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Biloxi</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Binandere</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Binumarien</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Blackfoot</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Bororo</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Cacua</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Canela</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Carijona</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Cherokee</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Chuave</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Comanche</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Crow</td><td>0</td></tr><tr><td>Cubeo</td><td>0</td></tr><tr><td>Dadibi</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Dani</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Dera</td><td>3</td><td>m</td><td>n̪</td><td>ŋ</td></tr><tr><td>Dyirbal</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Efik</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Ekari</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Endo</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Faiwol</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Fasu</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Fuzhou</td><td>3</td><td>m</td><td>n̪</td><td>ŋ</td></tr><tr><td>Gadsup</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Gavião do Pará</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Golin</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Guajajara</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ŋʷ</td></tr><tr><td>Gugu-Yalandyi</td><td>4</td><td>m</td><td>n̪</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Hawaiian</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Huron</td><td>1</td><td>n</td></tr><tr><td>Ikpeng</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Imonda</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Ingarikó</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Irarutu</td><td>5</td><td>m</td><td>mb</td><td>n̪</td><td>n̪d̪</td><td>ŋɡ</td></tr><tr><td>Isaka</td><td>0</td></tr><tr><td>Iwam</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Jabutí</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Jamamadí</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Kaiabi</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Karajá</td><td>0</td></tr><tr><td>Karitiana; Karitiâna</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Katukína</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Kaxuiâna</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Kikamba</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Kipsigis</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Klao</td><td>0</td></tr><tr><td>Koiari</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Kokama-Kokamilla</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Krahô</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Krinkati-Timbira</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Kuikúro-Kalapálo</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Kuot</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Leti</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Macushi</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Malakmalak</td><td>4</td><td>m</td><td>n</td><td>n̠</td><td>ŋ</td></tr><tr><td>Manam</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Maori</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Mapoyo</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Maxakali</td><td>4</td><td>mb</td><td>nd</td><td>n̠d̠ʒ</td><td>ŋɡ</td></tr><tr><td>Mianmin</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Mixe</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Namia</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Nandi</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Nankina</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Nasioi</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Nateni</td><td>0</td></tr><tr><td>Ngomba</td><td>0</td></tr><tr><td>Nimboran</td><td>3</td><td>m</td><td>n̪</td><td>ŋ</td></tr><tr><td>Ningil</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>North Marquesan</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Northern Paiute</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Nukak</td><td>0</td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Oneida</td><td>1</td><td>n</td></tr><tr><td>Oro Win</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Orokaiva</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Palauan</td><td>2</td><td>m</td><td>ŋ</td></tr><tr><td>Panará</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Pémono</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Piraha</td><td>0</td></tr><tr><td>Pohnpeian</td><td>4</td><td>m</td><td>mʷ</td><td>n̪</td><td>ŋ</td></tr><tr><td>Puinave</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Rikbaktsa</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Roro</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Rotokas</td><td>0</td></tr><tr><td>Sabane</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Sabaot</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Samo</td><td>1</td><td>m</td></tr><tr><td>Sanuma; Sanumá</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Sebei</td><td>4</td><td>m</td><td>n̪</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Seimat</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Selaru</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Seneca</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Sentani</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Shanenawa</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Shawi</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Shawnee</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Shiriana</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Shuar</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Skou</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Southern Kiwai</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Southern Nuautl</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Suena</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Suyá</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Taoripi</td><td>1</td><td>m</td></tr><tr><td>Taushiro</td><td>2</td><td>n</td><td>ɲ</td></tr><tr><td>Tetun</td><td>2</td><td>m</td><td>n̪</td></tr><tr><td>Tigak</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr><tr><td>Tinputz</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Tiwi</td><td>4</td><td>m</td><td>n</td><td>n̪</td><td>ŋ</td></tr><tr><td>Tongan; Tonga</td><td>3</td><td>m</td><td>n̪</td><td>ŋ</td></tr><tr><td>Trió</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Usan</td><td>5</td><td>m</td><td>mb</td><td>n</td><td>nd</td><td>ŋɡ</td></tr><tr><td>Vanimo</td><td>3</td><td>m</td><td>n</td><td>n̠</td></tr><tr><td>Waama</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Waiwai</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Wantoat</td><td>8</td><td>m</td><td>mb</td><td>n̪</td><td>n̪d̪</td><td>ŋ</td><td>ŋɡ</td><td>ŋɡʷ</td><td>ŋʷ</td></tr><tr><td>Waorani</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>4</td><td>m</td><td>mˀ</td><td>n</td><td>nˀ</td></tr><tr><td>Warihio</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Waris</td><td>3</td><td>mb</td><td>n̪d̪</td><td>ŋɡ</td></tr><tr><td>Wik-Munkan</td><td>4</td><td>m</td><td>n</td><td>n̠</td><td>ŋ</td></tr><tr><td>Yabarana</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Yagaria</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Yareba</td><td>2</td><td>m</td><td>n</td></tr><tr><td>Yawa</td><td>3</td><td>m</td><td>n</td><td>nʲ</td></tr><tr><td>Yekwana</td><td>3</td><td>m</td><td>n</td><td>ɲ</td></tr><tr><td>Yidiny</td><td>4</td><td>m</td><td>n</td><td>ŋ</td><td>ɲ</td></tr><tr><td>Yil</td><td>3</td><td>m</td><td>n</td><td>ŋ</td></tr></table></font>"
      ]
     },
     "execution_count": 15,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langs_with_nasals = []\n",
    "for inventory in inventories:\n",
    "    nasals = []\n",
    "    for segment in inventory['Segments']:\n",
    "        try:\n",
    "            if is_nasal(segment):\n",
    "                nasals.append(segment)\n",
    "        except KeyError:\n",
    "            pass\n",
    "    else:\n",
    "        langs_with_nasals.append({inventory['LanguageName']: sorted(nasals)})\n",
    "\n",
    "html_table = ['<font face=\"Doulos SIL\" size=4em><table>']\n",
    "html_table.append('<tr><td>Llengua</td><td>no. de nasals</td><td colspan=0>Nasals</td></tr>')\n",
    "for lang in langs_with_nasals:\n",
    "    for inv in sorted(lang):\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        html_table.append('<td>{}</td>'.format(len(lang[inv])))\n",
    "        for item in sorted(lang[inv]):\n",
    "            html_table.append('<td>{}</td>'.format(item))\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Líquides\n",
    "\n",
    "Codi per comprovar els universals\n",
    "\n",
    " * Gairebé totes les llengües tenen almenys una líquida. \n",
    " * Les lengües amb dues o més líquides generalment tenen una lateral i el\n",
    "contrast lateral/no lateral. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<font face=\"Doulos SIL\" size=4em><table><tr><td>Llengua</td><td>Numero de liquides</td><td colspan=0>Liquides</td></tr><tr><td>Abau</td><td>1</td><td>ɾ</td></tr><tr><td>Ache</td><td>1</td><td>ɺ̪</td></tr><tr><td>Aguaruna</td><td>1</td><td>ɾ</td></tr><tr><td>Ainu</td><td>1</td><td>ɾ</td></tr><tr><td>Akawaio</td><td>1</td><td>*R̪</td></tr><tr><td>Akurio</td><td>1</td><td>ɾ</td></tr><tr><td>Alabama</td><td>1</td><td>l̪</td></tr><tr><td>Amahuaca</td><td>1</td><td>ɾ̪</td></tr><tr><td>Amanab</td><td>1</td><td>r</td></tr><tr><td>Angaatiha</td><td>1</td><td>ɺ</td></tr><tr><td>Ao</td><td>1</td><td>l</td></tr><tr><td>Apalaí</td><td>1</td><td>ɾ</td></tr><tr><td>Apinaye</td><td>1</td><td>ɽ</td></tr><tr><td>Arabela</td><td>1</td><td>r̪</td></tr><tr><td>Arára, Pará</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Arikapú</td><td>1</td><td>ɾ</td></tr><tr><td>Asmat</td><td>1</td><td>ɾ</td></tr><tr><td>Au</td><td>1</td><td>ɾ</td></tr><tr><td>Auca</td><td>0</td></tr><tr><td>Auyana</td><td>1</td><td>ɾ</td></tr><tr><td>Awa Pit</td><td>1</td><td>l</td></tr><tr><td>Awtuw</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Baining</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Bandjalang</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Barasano</td><td>1</td><td>ɾ</td></tr><tr><td>Bariai</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Barí</td><td>1</td><td>r</td></tr><tr><td>Baruga</td><td>1</td><td>ɾ</td></tr><tr><td>Bésɨro</td><td>1</td><td>ɾ</td></tr><tr><td>Biak</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Biali</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Biloxi</td><td>0</td></tr><tr><td>Binandere</td><td>1</td><td>ɾ</td></tr><tr><td>Binumarien</td><td>1</td><td>r</td></tr><tr><td>Blackfoot</td><td>1</td><td>l</td></tr><tr><td>Bororo</td><td>1</td><td>*R̪</td></tr><tr><td>Cacua</td><td>1</td><td>l</td></tr><tr><td>Canela</td><td>1</td><td>ɾ</td></tr><tr><td>Carijona</td><td>1</td><td>ɾ</td></tr><tr><td>Cherokee</td><td>1</td><td>l</td></tr><tr><td>Chuave</td><td>1</td><td>ɾ</td></tr><tr><td>Comanche</td><td>0</td></tr><tr><td>Crow</td><td>0</td></tr><tr><td>Cubeo</td><td>1</td><td>ɺ̪</td></tr><tr><td>Dadibi</td><td>1</td><td>ɾ</td></tr><tr><td>Dani</td><td>1</td><td>l̪</td></tr><tr><td>Dera</td><td>0</td></tr><tr><td>Dyirbal</td><td>3</td><td>l</td><td>r</td><td>ɻ</td></tr><tr><td>Efik</td><td>0</td></tr><tr><td>Ekari</td><td>0</td></tr><tr><td>Endo</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Faiwol</td><td>1</td><td>l</td></tr><tr><td>Fasu</td><td>1</td><td>ɾ</td></tr><tr><td>Fuzhou</td><td>1</td><td>l̪</td></tr><tr><td>Gadsup</td><td>0</td></tr><tr><td>Gavião do Pará</td><td>1</td><td>ɾ</td></tr><tr><td>Golin</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Guajajara</td><td>1</td><td>ɾ</td></tr><tr><td>Gugu-Yalandyi</td><td>3</td><td>*R̪</td><td>l̪</td><td>ɻ</td></tr><tr><td>Hawaiian</td><td>1</td><td>l̪</td></tr><tr><td>Huron</td><td>1</td><td>r</td></tr><tr><td>Ikpeng</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Imonda</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Ingarikó</td><td>1</td><td>ɾ</td></tr><tr><td>Irarutu</td><td>1</td><td>ɾ̪</td></tr><tr><td>Isaka</td><td>0</td></tr><tr><td>Iwam</td><td>1</td><td>*R</td></tr><tr><td>Jabutí</td><td>1</td><td>ɾ</td></tr><tr><td>Jamamadí</td><td>1</td><td>ɾ</td></tr><tr><td>Kaiabi</td><td>1</td><td>ɾ</td></tr><tr><td>Karajá</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Karitiana; Karitiâna</td><td>1</td><td>ɾ</td></tr><tr><td>Katukína</td><td>1</td><td>l</td></tr><tr><td>Kaxuiâna</td><td>1</td><td>ɾ</td></tr><tr><td>Kikamba</td><td>1</td><td>l</td></tr><tr><td>Kipsigis</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Klao</td><td>0</td></tr><tr><td>Koiari</td><td>1</td><td>ɾ</td></tr><tr><td>Kokama-Kokamilla</td><td>1</td><td>ɾ</td></tr><tr><td>Krahô</td><td>1</td><td>l</td></tr><tr><td>Krinkati-Timbira</td><td>1</td><td>ɾ</td></tr><tr><td>Kuikúro-Kalapálo</td><td>1</td><td>l</td></tr><tr><td>Kuot</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Leti</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Macushi</td><td>1</td><td>ɾ</td></tr><tr><td>Malakmalak</td><td>3</td><td>l</td><td>l̠</td><td>r</td></tr><tr><td>Manam</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Maori</td><td>1</td><td>ɾ</td></tr><tr><td>Mapoyo</td><td>1</td><td>ɾ</td></tr><tr><td>Maxakali</td><td>0</td></tr><tr><td>Mianmin</td><td>0</td></tr><tr><td>Mixe</td><td>0</td></tr><tr><td>Namia</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Nandi</td><td>2</td><td>l</td><td>ɾ</td></tr><tr><td>Nankina</td><td>0</td></tr><tr><td>Nasioi</td><td>1</td><td>ɾ̪</td></tr><tr><td>Nateni</td><td>0</td></tr><tr><td>Ngomba</td><td>0</td></tr><tr><td>Nimboran</td><td>1</td><td>*R̪</td></tr><tr><td>Ningil</td><td>2</td><td>l</td><td>r</td></tr><tr><td>North Marquesan</td><td>1</td><td>r</td></tr><tr><td>Northern Paiute</td><td>0</td></tr><tr><td>Nukak</td><td>1</td><td>ɾ</td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>1</td><td>l</td></tr><tr><td>Oneida</td><td>1</td><td>l</td></tr><tr><td>Oro Win</td><td>2</td><td>t̪ʙ</td><td>ɾ</td></tr><tr><td>Orokaiva</td><td>0</td></tr><tr><td>Palauan</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Panará</td><td>1</td><td>ɾ</td></tr><tr><td>Pémono</td><td>1</td><td>ɾ</td></tr><tr><td>Piraha</td><td>0</td></tr><tr><td>Pohnpeian</td><td>2</td><td>l̪</td><td>r</td></tr><tr><td>Puinave</td><td>0</td></tr><tr><td>Rikbaktsa</td><td>2</td><td>ɽ</td><td>ɾ</td></tr><tr><td>Roro</td><td>1</td><td>ɾ̪</td></tr><tr><td>Rotokas</td><td>1</td><td>ᴅ</td></tr><tr><td>Sabane</td><td>1</td><td>l</td></tr><tr><td>Sabaot</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Samo</td><td>1</td><td>l</td></tr><tr><td>Sanuma; Sanumá</td><td>1</td><td>l</td></tr><tr><td>Sebei</td><td>3</td><td>l̪</td><td>r̪</td><td>ɾ̪</td></tr><tr><td>Seimat</td><td>1</td><td>l</td></tr><tr><td>Selaru</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Seneca</td><td>0</td></tr><tr><td>Sentani</td><td>0</td></tr><tr><td>Shanenawa</td><td>1</td><td>ɾ</td></tr><tr><td>Shawi</td><td>1</td><td>ɾ</td></tr><tr><td>Shawnee</td><td>1</td><td>l</td></tr><tr><td>Shiriana</td><td>1</td><td>ɾ̪</td></tr><tr><td>Shuar</td><td>1</td><td>ɾ</td></tr><tr><td>Skou</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Southern Kiwai</td><td>1</td><td>*R̪</td></tr><tr><td>Southern Nuautl</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Suena</td><td>1</td><td>ɾ̪</td></tr><tr><td>Suyá</td><td>1</td><td>ɾ</td></tr><tr><td>Taoripi</td><td>1</td><td>l̪</td></tr><tr><td>Taushiro</td><td>1</td><td>ɾ</td></tr><tr><td>Tetun</td><td>2</td><td>l̪</td><td>r̪</td></tr><tr><td>Tigak</td><td>1</td><td>r</td></tr><tr><td>Tinputz</td><td>1</td><td>l</td></tr><tr><td>Tiwi</td><td>3</td><td>l</td><td>ɻ</td><td>ɾ</td></tr><tr><td>Tongan; Tonga</td><td>1</td><td>ɺ</td></tr><tr><td>Trió</td><td>1</td><td>ɾ</td></tr><tr><td>Usan</td><td>0</td></tr><tr><td>Vanimo</td><td>1</td><td>l</td></tr><tr><td>Waama</td><td>0</td></tr><tr><td>Waiwai</td><td>2</td><td>ɺ</td><td>ɾ</td></tr><tr><td>Wantoat</td><td>0</td></tr><tr><td>Waorani</td><td>0</td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>1</td><td>ɾ</td></tr><tr><td>Warihio</td><td>1</td><td>ɾ</td></tr><tr><td>Waris</td><td>2</td><td>*R̪</td><td>l̪</td></tr><tr><td>Wik-Munkan</td><td>2</td><td>l</td><td>r</td></tr><tr><td>Yabarana</td><td>1</td><td>ɾ</td></tr><tr><td>Yagaria</td><td>1</td><td>ʟ</td></tr><tr><td>Yareba</td><td>1</td><td>ɾ</td></tr><tr><td>Yawa</td><td>1</td><td>ɾ</td></tr><tr><td>Yekwana</td><td>1</td><td>ɾ</td></tr><tr><td>Yidiny</td><td>3</td><td>l</td><td>r</td><td>ɻ</td></tr><tr><td>Yil</td><td>2</td><td>l</td><td>r</td></tr></table></font>"
      ]
     },
     "execution_count": 16,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tenen almenys, una líquida: 83.750000% (134 / 160)\n",
      "Les lengües amb dues o més líquides generalment tenen una lateral i lateralitat contrastiva 94.74% (36 / 38)\n"
     ]
    }
   ],
   "source": [
    "langs_with_liquides = []\n",
    "at_least_one_liquid = 0\n",
    "at_least_two_liquid = 0\n",
    "has_laterality_contrast = 0\n",
    "for inventory in inventories:\n",
    "    liquides = []\n",
    "    laterality = []\n",
    "    for segment in inventory['Segments']:\n",
    "        try:\n",
    "            if is_liquid(segment):\n",
    "                laterality.append(features_d[segment]['lateral'])\n",
    "                liquides.append(segment)\n",
    "        except KeyError:\n",
    "            pass\n",
    "        \n",
    "    else:\n",
    "        if len(liquides) >= 1:\n",
    "            at_least_one_liquid += 1\n",
    "        \n",
    "        if len(liquides) >= 2:\n",
    "            at_least_two_liquid += 1\n",
    "            if laterality.count(True) > 0 and laterality.count(False) > 0:\n",
    "                has_laterality_contrast += 1\n",
    "            \n",
    "        langs_with_liquides.append({inventory['LanguageName']: sorted(liquides)})\n",
    "\n",
    "html_table = ['<font face=\"Doulos SIL\" size=4em><table>']\n",
    "html_table.append('<tr><td>Llengua</td><td>Numero de liquides</td><td colspan=0>Liquides</td></tr>')\n",
    "for lang in langs_with_liquides:\n",
    "    for inv in sorted(lang):\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        html_table.append('<td>{}</td>'.format(len(lang[inv])))\n",
    "        for item in sorted(lang[inv]):\n",
    "            html_table.append('<td>{}</td>'.format(item))\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "\n",
    "print(\"Tenen almenys, una líquida: {:2%} ({} / {})\".format(at_least_one_liquid / len(inventories),\n",
    "                                                         at_least_one_liquid,\n",
    "                                                         len(inventories)))\n",
    "\n",
    "print('{} {} {:.2%} ({} / {})'.format('Les lengües amb dues o més líquides generalment',\n",
    "                                      'tenen una lateral i lateralitat contrastiva',\n",
    "                                       has_laterality_contrast / at_least_two_liquid,\n",
    "                                       has_laterality_contrast, at_least_two_liquid))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Comprovació dels universals de jerarquies\n",
    "========================\n",
    "\n",
    "## Totes les consonants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>Alveolars</td><td>Labials</td><td>Velars</td><td>Palatals</td><td>Jerarquia (a &gt; l &gt; v  &gt; p)</td><tr><tr><td>Abau</td><td>3 [ n s ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ache</td><td>5 [ d̠ʒ t̠ʃ ɺ̪ n̪d̪ t̪ ]</td><td>4 [ β mb m p ]</td><td>2 [ ŋɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Aguaruna</td><td>7 [ ʃ ɾ ts s t n t̠ʃ ]</td><td>2 [ m p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ainu</td><td>5 [ n s t̠ʃ t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akawaio</td><td>6 [ d̪ *R̪ s̪ z̪ n̪ t̪ ]</td><td>4 [ b m p w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akurio</td><td>4 [ t̠ʃ n t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Alabama</td><td>6 [ n̪ l̪ ɬ̪ s t̪ t̠ʃ ]</td><td>5 [ b m p w ɸ ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amahuaca</td><td>6 [ s̪ t̠ʃ ɾ̪ θ n̪ t̪ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amanab</td><td>4 [ n s r t ]</td><td>5 [ b f m p w ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Angaatiha</td><td>4 [ n t̠ʃ t ɺ ]</td><td>3 [ m p w ]</td><td>3 [ ɲ ŋ k ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Ao</td><td>6 [ l s n t ɭ͓ z ]</td><td>3 [ w m p ]</td><td>3 [ cç k ŋ ]</td><td>1 [ cç ]</td><td>si<td></tr><tr><td>Apalaí</td><td>6 [ ʃ n s t z ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apinaye</td><td>6 [ ʒ nd s̪ t̠ʃ t ɽ ]</td><td>3 [ mb p v ]</td><td>3 [ ɲɟ ŋɡ k ]</td><td>1 [ ɲɟ ]</td><td>si<td></tr><tr><td>Arabela</td><td>5 [ ʃ s̪ n̪ t̪ r̪ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arára, Pará</td><td>5 [ l n ɾ t̠ʃ t ]</td><td>3 [ m p w ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arikapú</td><td>4 [ t̠ʃ n t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Asmat</td><td>5 [ n s t̠ʃ t ɾ ]</td><td>4 [ f m p w ]</td><td>1 [ k ]</td><td>1 [ ʝ ]</td><td>si<td></tr><tr><td>Au</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Auca</td><td>3 [ d n t ]</td><td>4 [ b m p w ]</td><td>4 [ ŋ ɲ ɡ k ]</td><td>1 [ ɲ ]</td><td>no<td></tr><tr><td>Auyana</td><td>4 [ n t nː ɾ ]</td><td>4 [ m p w mː ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awa Pit</td><td>8 [ ʃ ɬ ʒ l n s t̪ z ]</td><td>3 [ m p w ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awtuw</td><td>5 [ d l tʰ n ɾ ]</td><td>3 [ pʰ m w ]</td><td>2 [ ŋ kʰ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baining</td><td>6 [ nd l n s t ɾ ]</td><td>4 [ mb m p w ]</td><td>3 [ ŋɡ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bandjalang</td><td>6 [ d n̠ l n r d̠ʒ ]</td><td>3 [ b m w ]</td><td>2 [ ɡ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barasano</td><td>4 [ d s t ɾ ]</td><td>3 [ b p w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bariai</td><td>6 [ d l n s r t ]</td><td>3 [ b m p ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barí</td><td>5 [ d n s r t ]</td><td>2 [ b m ]</td><td>2 [ ɲ k ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Baruga</td><td>6 [ d̠ʒ d n s t ɾ ]</td><td>4 [ β b m ɸ ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bésɨro</td><td>7 [ ʃ ʂ t̠ʃ n s t ɾ ]</td><td>3 [ β m p ]</td><td>3 [ c k ɲ ]</td><td>2 [ c ɲ ]</td><td>si<td></tr><tr><td>Biak</td><td>6 [ d l n s r t ]</td><td>6 [ β b f m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biali</td><td>6 [ d l n s t ɾ ]</td><td>5 [ b f m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biloxi</td><td>4 [ d n s t ]</td><td>3 [ p m w ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>si<td></tr><tr><td>Binandere</td><td>4 [ d n t ɾ ]</td><td>4 [ β b m p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Binumarien</td><td>4 [ t s r n ]</td><td>4 [ m p w ɸ ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Blackfoot</td><td>5 [ t̪ t̠ʃ l n s ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bororo</td><td>6 [ n̪ d̪ *R̪ t̪ d̠ʒ t̠ʃ ]</td><td>4 [ b m p w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cacua</td><td>4 [ l n t̠ʃ t ]</td><td>4 [ ʍ m p w ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Canela</td><td>4 [ t̠ʃ n t ɾ ]</td><td>3 [ m p w ]</td><td>3 [ ŋ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Carijona</td><td>7 [ d̠ʒ t̠ʃ d n s t ɾ ]</td><td>3 [ b m w ]</td><td>3 [ ɡ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Cherokee</td><td>5 [ ʃ d l n dz ]</td><td>2 [ m w ]</td><td>1 [ ɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Chuave</td><td>5 [ d n s t ɾ ]</td><td>4 [ b f m w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Comanche</td><td>4 [ n s t̪ t̪s̪ ]</td><td>4 [ m p w kʷ ]</td><td>2 [ k kʷ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Crow</td><td>5 [ ʃ s̪ t̠ʃ t̪ ɹ ]</td><td>2 [ p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cubeo</td><td>6 [ d̠ ɺ̪ d ð t̠ʃ t ]</td><td>3 [ p β b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dadibi</td><td>5 [ tʰ n s t ɾ ]</td><td>4 [ pʰ m p w ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dani</td><td>4 [ s̪ n̪ l̪ t̪ ]</td><td>4 [ m kʷ p w ]</td><td>2 [ kʷ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dera</td><td>3 [ n̪ d̪ t̪ ]</td><td>4 [ b m p w ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Dyirbal</td><td>5 [ l n r ɻ d ]</td><td>3 [ b m w ]</td><td>4 [ ɡ ŋ ɲ ɟ ]</td><td>2 [ ɲ ɟ ]</td><td>no<td></tr><tr><td>Efik</td><td>4 [ d n s t ]</td><td>5 [ b f m kp w ]</td><td>4 [ ɲ k kp ŋ ]</td><td>1 [ ɲ ]</td><td>no<td></tr><tr><td>Ekari</td><td>3 [ d n t ]</td><td>4 [ b m p w ]</td><td>2 [ ɡˡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Endo</td><td>5 [ r l n s t ]</td><td>3 [ m p w ]</td><td>4 [ ŋ c k ɲ ]</td><td>2 [ c ɲ ]</td><td>no<td></tr><tr><td>Faiwol</td><td>5 [ d l n s t ]</td><td>4 [ b f m w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fasu</td><td>4 [ n s t ɾ ]</td><td>4 [ ɸ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fuzhou</td><td>7 [ l̪ s̪ t̪ n̪ t̪ʰ t̪s̪ t̪s̪ʰ ]</td><td>3 [ pʰ m p ]</td><td>3 [ kʰ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gadsup</td><td>3 [ n̪ d t ]</td><td>3 [ m p β ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gavião do Pará</td><td>4 [ t̠ʃ n t ɾ ]</td><td>3 [ m p w ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Golin</td><td>6 [ d l n s r t ]</td><td>4 [ m b p w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Guajajara</td><td>5 [ ts t̪ n z ɾ ]</td><td>5 [ ŋʷ kʷ m p w ]</td><td>4 [ ŋʷ kʷ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gugu-Yalandyi</td><td>5 [ n̪ l̪ *R̪ t̪ ɻ ]</td><td>3 [ m p w ]</td><td>4 [ c k ɲ ŋ ]</td><td>2 [ c ɲ ]</td><td>no<td></tr><tr><td>Hawaiian</td><td>2 [ n̪ l̪ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Huron</td><td>5 [ n s r θ t ]</td><td>1 [ w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ikpeng</td><td>5 [ l n t t̠ʃ ɾ ]</td><td>3 [ w m p ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Imonda</td><td>6 [ d l n s r t ]</td><td>4 [ b f m p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ingarikó</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Irarutu</td><td>5 [ n̪d̪ n̪ s̪ ɾ̪ t̪ ]</td><td>4 [ mb m w ɸ ]</td><td>2 [ k ŋɡ ]</td><td>1 [ ʝ ]</td><td>si<td></tr><tr><td>Isaka</td><td>3 [ d s t ]</td><td>4 [ b p w ɸ ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Iwam</td><td>4 [ *R n s t ]</td><td>3 [ m p w ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jabutí</td><td>7 [ ps d̠ʒ t̠ʃ bz n t ɾ ]</td><td>6 [ ps β bz m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jamamadí</td><td>5 [ d n s t ɾ ]</td><td>4 [ b m w ɸ ]</td><td>2 [ k ɟ ]</td><td>1 [ ɟ ]</td><td>si<td></tr><tr><td>Kaiabi</td><td>4 [ n s t ɾ ]</td><td>5 [ kʷ m p w ɸ ]</td><td>4 [ kʷ ŋ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Karajá</td><td>5 [ θ ɗ d l ɾ ]</td><td>2 [ b w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Karitiana; Karitiâna</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>3 [ ŋ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Katukína</td><td>6 [ d l n d̠ʒ t̠ʃ t ]</td><td>3 [ b m p ]</td><td>2 [ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Kaxuiâna</td><td>5 [ n s t ɾ t̠ʃ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kikamba</td><td>5 [ l n ð s t ]</td><td>4 [ β ɥ m w ]</td><td>3 [ ŋ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Kipsigis</td><td>6 [ tʰ t̠ʃ r l n s ]</td><td>3 [ m p w ]</td><td>3 [ kʰ ŋ ɲ ]</td><td>2 [ ç ɲ ]</td><td>si<td></tr><tr><td>Klao</td><td>3 [ d̪ s̪ t̪ ]</td><td>6 [ ɡb b f p kp w ]</td><td>4 [ ɡb cç ɟʝ kp ]</td><td>2 [ cç ɟʝ ]</td><td>no<td></tr><tr><td>Koiari</td><td>5 [ d n ð t ɾ ]</td><td>3 [ b f m ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kokama-Kokamilla</td><td>5 [ ts n ɾ t̠ʃ t ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Krahô</td><td>4 [ ts l n t ]</td><td>3 [ m p w ]</td><td>3 [ kʰ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Krinkati-Timbira</td><td>4 [ t̠ʃ n t ɾ ]</td><td>3 [ m p w ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kuikúro-Kalapálo</td><td>5 [ ts l n s t ]</td><td>3 [ m p w ]</td><td>4 [ dʲ ŋ k ɲ ]</td><td>2 [ dʲ ɲ ]</td><td>no<td></tr><tr><td>Kuot</td><td>6 [ d l n s t r ]</td><td>4 [ b f m p ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Leti</td><td>6 [ d l n s r t ]</td><td>3 [ β m p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Macushi</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Malakmalak</td><td>8 [ l̠ n̠ l n r t ɹ t̠ ]</td><td>3 [ m p w ]</td><td>2 [ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Manam</td><td>7 [ d l n s t z ɾ ]</td><td>3 [ b p m ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Maori</td><td>3 [ n t ɾ ]</td><td>4 [ f m p w ]</td><td>2 [ k ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Mapoyo</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>2 [ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Maxakali</td><td>4 [ nd t̠ʃ t n̠d̠ʒ ]</td><td>2 [ mb p ]</td><td>2 [ ŋɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mianmin</td><td>4 [ d n s t ]</td><td>4 [ b f m w ]</td><td>3 [ ŋ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mixe</td><td>7 [ ʃ d̪ ts͇ ʒ s̪ n t̪ ]</td><td>3 [ m p v ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Namia</td><td>4 [ l n r t ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nandi</td><td>5 [ l n s t ɾ ]</td><td>3 [ m p w ]</td><td>4 [ ŋ c k ɲ ]</td><td>2 [ c ɲ ]</td><td>no<td></tr><tr><td>Nankina</td><td>5 [ d ts n dz t ]</td><td>5 [ b m p β w ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nasioi</td><td>3 [ n̪ ɾ̪ t̪ ]</td><td>3 [ b p m ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nateni</td><td>3 [ d s t ]</td><td>5 [ b f p kp w ]</td><td>4 [ c ɟ k kp ]</td><td>2 [ c ɟ ]</td><td>no<td></tr><tr><td>Ngomba</td><td>3 [ dz d t ]</td><td>3 [ bv p w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nimboran</td><td>5 [ n̪ d̪ s̪ *R̪ t̪ ]</td><td>3 [ b m p ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ningil</td><td>5 [ l n s r t ]</td><td>4 [ m p w ɸ ]</td><td>3 [ ŋ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>North Marquesan</td><td>4 [ n s r t ]</td><td>4 [ f m p v ]</td><td>1 [ k ]</td><td>1 [ ç ]</td><td>si<td></tr><tr><td>Northern Paiute</td><td>5 [ ts t̠ʃ n s t ]</td><td>4 [ kʷ m p w ]</td><td>3 [ kʷ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nukak</td><td>3 [ d t ɾ ]</td><td>3 [ b p w ]</td><td>4 [ ɟ ɡ c k ]</td><td>2 [ ɟ c ]</td><td>no<td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>4 [ l n s t ]</td><td>4 [ f m p w ]</td><td>4 [ ŋ c k ɲ ]</td><td>2 [ c ɲ ]</td><td>si<td></tr><tr><td>Oneida</td><td>5 [ l n s t̠ʃ t ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Oro Win</td><td>5 [ n s t t̪ʙ ɾ ]</td><td>5 [ m p β w t̪ʙ ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Orokaiva</td><td>5 [ d n s dz t ]</td><td>3 [ b m p ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Palauan</td><td>5 [ d̪ t̪ l s r ]</td><td>2 [ b m ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Panará</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pémono</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>2 [ ɲ k ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Piraha</td><td>2 [ s̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pohnpeian</td><td>6 [ n̪ l̪ s r t̪ ʈʂ ]</td><td>5 [ pʷ m mʷ p w ]</td><td>2 [ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Puinave</td><td>3 [ n s t ]</td><td>2 [ m p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Rikbaktsa</td><td>7 [ ʃ t̠ʃ d n t ɽ ɾ ]</td><td>4 [ b m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Roro</td><td>3 [ n̪ ɾ̪ t̪ ]</td><td>3 [ b m p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Rotokas</td><td>2 [ ᴅ t ]</td><td>2 [ p β ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sabane</td><td>5 [ ɗ l s n t ]</td><td>4 [ m p ɓ w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sabaot</td><td>6 [ r l n s t̠ʃ t ]</td><td>3 [ b m w ]</td><td>3 [ ŋ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Samo</td><td>4 [ d l s t ]</td><td>4 [ b f m w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sanuma; Sanumá</td><td>6 [ tʰ ts l n s t ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sebei</td><td>6 [ l̪ s̪ n̪ ɾ̪ t̪ r̪ ]</td><td>3 [ m p w ]</td><td>4 [ ŋ c ɲ k ]</td><td>2 [ c ɲ ]</td><td>no<td></tr><tr><td>Seimat</td><td>4 [ t̪ l n s ]</td><td>3 [ m p w ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Selaru</td><td>6 [ d l n s r t ]</td><td>4 [ b f m w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Seneca</td><td>4 [ n̪ s̪ t̪ d̪z̪ ]</td><td>3 [ b w m ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sentani</td><td>3 [ n̪ d̪ t̪ ]</td><td>4 [ f m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Shanenawa</td><td>7 [ ʂ ts n s t̠ʃ t ɾ ]</td><td>4 [ f m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawi</td><td>6 [ ʃ n s ɾ t̠ʃ t ]</td><td>4 [ w m p β ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawnee</td><td>6 [ ʃ l t̠ʃ t θ n ]</td><td>3 [ p m w ]</td><td>2 [ k kː ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shiriana</td><td>7 [ ʃ s̪ t̠ʃ t̪ʰ ɾ̪ n̪ t̪ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shuar</td><td>7 [ ʃ ts t̠ʃ n s t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Skou</td><td>4 [ l n r t ]</td><td>5 [ b f m p w ]</td><td>2 [ ɟ k ]</td><td>1 [ ɟ ]</td><td>no<td></tr><tr><td>Southern Kiwai</td><td>5 [ n̪ d̪ s̪ *R̪ t̪ ]</td><td>4 [ b m p w ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Nuautl</td><td>5 [ l n s r t ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suena</td><td>6 [ d̪ s̪ n̪ ɾ̪ t̪ d̪z̪ ]</td><td>4 [ b w m p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suyá</td><td>6 [ d̠ʒ t̠ʃ n s t ɾ ]</td><td>3 [ m p w ]</td><td>3 [ ŋ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Taoripi</td><td>3 [ l̪ t̪ s̪ ]</td><td>3 [ f m p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Taushiro</td><td>4 [ ɾ n t̠ʃ t ]</td><td>2 [ kʷ w ]</td><td>3 [ k ɲ kʷ ]</td><td>1 [ ɲ ]</td><td>no<td></tr><tr><td>Tetun</td><td>6 [ n̪ d̪ s̪ l̪ t̪ r̪ ]</td><td>5 [ b m f p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tigak</td><td>5 [ ɮ s t n r ]</td><td>4 [ b p m β ]</td><td>3 [ ɡ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tinputz</td><td>4 [ l n s t ]</td><td>4 [ β m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tiwi</td><td>7 [ n̪ n t̪ t ɻ ɾ l ]</td><td>3 [ m p w ]</td><td>2 [ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tongan; Tonga</td><td>4 [ n̪ s t̪ ɺ ]</td><td>4 [ f m p v ]</td><td>2 [ k ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Trió</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Usan</td><td>5 [ d nd n s t ]</td><td>5 [ b mb m p w ]</td><td>2 [ ɡ ŋɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Vanimo</td><td>7 [ d̠ d n̠ l n s t ]</td><td>4 [ β b m p ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waama</td><td>4 [ d n s t ]</td><td>6 [ b f m p kp w ]</td><td>3 [ c k kp ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Waiwai</td><td>7 [ ʃ n s t ɺ t̠ʃ ɾ ]</td><td>3 [ m w ɸ ]</td><td>2 [ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Wantoat</td><td>5 [ n̪z̪ t̪ s̪ n̪ n̪d̪ ]</td><td>6 [ ŋʷ kʷ ŋɡʷ mb m p ]</td><td>6 [ ŋʷ kʷ ŋɡʷ ŋɡ ŋ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Waorani</td><td>3 [ d n t ]</td><td>4 [ b m p w ]</td><td>4 [ ŋ ɡ k ɲ ]</td><td>1 [ ɲ ]</td><td>no<td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>5 [ t̺ nˀ n t̠ʃ ɾ ]</td><td>6 [ mˀ m hʷ p kʷ w ]</td><td>2 [ k kʷ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Warihio</td><td>5 [ n s t̠ʃ t ɾ ]</td><td>3 [ m p w ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waris</td><td>5 [ *R̪ s̪ n̪d̪ l̪ t̪ ]</td><td>4 [ β mb p w ]</td><td>2 [ ŋɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wik-Munkan</td><td>6 [ n̠ l n r t t̠ ]</td><td>3 [ m p w ]</td><td>2 [ ŋ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yabarana</td><td>4 [ n s t ɾ ]</td><td>3 [ m p w ]</td><td>2 [ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Yagaria</td><td>4 [ d n s t ]</td><td>4 [ b m p v ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yareba</td><td>6 [ d n s dz t ɾ ]</td><td>4 [ b m w ɸ ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yawa</td><td>6 [ d n d̠ʒ s ɾ t ]</td><td>4 [ b m p w ]</td><td>2 [ k nʲ ]</td><td>2 [ sʲ nʲ ]</td><td>si<td></tr><tr><td>Yekwana</td><td>5 [ t̠ʃ n s t ɾ ]</td><td>2 [ m w ]</td><td>2 [ k ɲ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Yidiny</td><td>5 [ d l n r ɻ ]</td><td>3 [ b m w ]</td><td>4 [ ɡ ŋ ɲ ɟ ]</td><td>2 [ ɲ ɟ ]</td><td>no<td></tr><tr><td>Yil</td><td>5 [ l n s r t ]</td><td>3 [ m p w ]</td><td>3 [ ŋ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr></table></font>"
      ]
     },
     "execution_count": 17,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langs_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    labials = [segment for segment in inventory['Segments'] if features_d[segment]['labial']]\n",
    "    subsystems.append(labials)\n",
    "\n",
    "    velars = [segment for segment in inventory['Segments'] if features_d[segment]['dorsal'] and features_d[segment]['high'] and not features_d[segment]['continuant']]\n",
    "    subsystems.append(velars)\n",
    "\n",
    "    palatals = [segment for segment in inventory['Segments'] if features_d[segment]['coronal'] is True and features_d[segment]['dorsal'] is True]\n",
    "    subsystems.append(palatals)\n",
    "    \n",
    "    langs_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'Alveolars', 'Labials', 'Velars',\n",
    "               'Palatals', 'Jerarquia (a &gt; l &gt; v  &gt; p)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "# Add contents\n",
    "for lang in langs_hierarchy:\n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0 and  len(lang[inv][3]) == 0:\n",
    "            continue\n",
    "\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "        \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "\n",
    "    else:\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Oclusives"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Jerarquia de les oclusives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>Oclusives alveolars</td><td>Oclusives labials</td><td>Oclusives Velars</td><td>Oclusives Palatals</td><td>Jerarquia oclusives (a &gt; l &gt; v  &gt; p)</td><tr><tr><td>Abau</td><td>0 [  ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Ache</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Aguaruna</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ainu</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akawaio</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akurio</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Alabama</td><td>1 [ t̪ ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Amahuaca</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amanab</td><td>1 [ t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Angaatiha</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ao</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apalaí</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apinaye</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arabela</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arára, Pará</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arikapú</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Asmat</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Au</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Auca</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Auyana</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awa Pit</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awtuw</td><td>2 [ d tʰ ]</td><td>1 [ pʰ ]</td><td>1 [ kʰ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baining</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bandjalang</td><td>1 [ d ]</td><td>1 [ b ]</td><td>1 [ ɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barasano</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bariai</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barí</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baruga</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Bésɨro</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Biak</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biali</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biloxi</td><td>2 [ d t ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Binandere</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Binumarien</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Blackfoot</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bororo</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cacua</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Canela</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Carijona</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Cherokee</td><td>1 [ d ]</td><td>0 [  ]</td><td>1 [ ɡ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Chuave</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Comanche</td><td>1 [ t̪ ]</td><td>2 [ p kʷ ]</td><td>2 [ k kʷ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Crow</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cubeo</td><td>3 [ d̠ d t ]</td><td>2 [ p b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dadibi</td><td>2 [ tʰ t ]</td><td>2 [ pʰ p ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dani</td><td>1 [ t̪ ]</td><td>2 [ kʷ p ]</td><td>2 [ kʷ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Dera</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dyirbal</td><td>1 [ d ]</td><td>1 [ b ]</td><td>2 [ ɡ ɟ ]</td><td>1 [ ɟ ]</td><td>no<td></tr><tr><td>Efik</td><td>2 [ d t ]</td><td>2 [ b kp ]</td><td>2 [ k kp ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ekari</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡˡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Endo</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Faiwol</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Fasu</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fuzhou</td><td>2 [ t̪ t̪ʰ ]</td><td>2 [ pʰ p ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gadsup</td><td>2 [ d t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gavião do Pará</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Golin</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Guajajara</td><td>1 [ t̪ ]</td><td>2 [ kʷ p ]</td><td>2 [ kʷ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Gugu-Yalandyi</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Hawaiian</td><td>0 [  ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Huron</td><td>1 [ t ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Ikpeng</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Imonda</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ingarikó</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Irarutu</td><td>1 [ t̪ ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Isaka</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Iwam</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jabutí</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jamamadí</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ k ɟ ]</td><td>1 [ ɟ ]</td><td>no<td></tr><tr><td>Kaiabi</td><td>1 [ t ]</td><td>2 [ kʷ p ]</td><td>3 [ kʷ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Karajá</td><td>2 [ ɗ d ]</td><td>1 [ b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Karitiana; Karitiâna</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Katukína</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kaxuiâna</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kikamba</td><td>1 [ t ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Kipsigis</td><td>1 [ tʰ ]</td><td>1 [ p ]</td><td>1 [ kʰ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Klao</td><td>2 [ d̪ t̪ ]</td><td>4 [ ɡb b p kp ]</td><td>2 [ ɡb kp ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Koiari</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Kokama-Kokamilla</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Krahô</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Krinkati-Timbira</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ kʰ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Kuikúro-Kalapálo</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ dʲ k ]</td><td>1 [ dʲ ]</td><td>no<td></tr><tr><td>Kuot</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Leti</td><td>2 [ d t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Macushi</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Malakmalak</td><td>2 [ t t̠ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Manam</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Maori</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mapoyo</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Maxakali</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mianmin</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Mixe</td><td>2 [ d̪ t̪ ]</td><td>1 [ p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Namia</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nandi</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Nankina</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nasioi</td><td>1 [ t̪ ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Nateni</td><td>2 [ d t ]</td><td>3 [ b p kp ]</td><td>4 [ c ɟ k kp ]</td><td>2 [ c ɟ ]</td><td>no<td></tr><tr><td>Ngomba</td><td>2 [ d t ]</td><td>1 [ p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Nimboran</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ningil</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>North Marquesan</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Northern Paiute</td><td>1 [ t ]</td><td>2 [ kʷ p ]</td><td>2 [ kʷ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Nukak</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>4 [ ɟ ɡ c k ]</td><td>2 [ ɟ c ]</td><td>no<td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Oneida</td><td>1 [ t ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Oro Win</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Orokaiva</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Palauan</td><td>2 [ d̪ t̪ ]</td><td>1 [ b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Panará</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pémono</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Piraha</td><td>1 [ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Pohnpeian</td><td>1 [ t̪ ]</td><td>2 [ pʷ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Puinave</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Rikbaktsa</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Roro</td><td>1 [ t̪ ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Rotokas</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Sabane</td><td>2 [ ɗ t ]</td><td>2 [ p ɓ ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sabaot</td><td>1 [ t ]</td><td>1 [ b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Samo</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Sanuma; Sanumá</td><td>2 [ tʰ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sebei</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>2 [ c k ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Seimat</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Selaru</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Seneca</td><td>1 [ t̪ ]</td><td>1 [ b ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sentani</td><td>2 [ d̪ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shanenawa</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawi</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawnee</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ k kː ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Shiriana</td><td>2 [ t̪ʰ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shuar</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Skou</td><td>1 [ t ]</td><td>2 [ b p ]</td><td>2 [ ɟ k ]</td><td>1 [ ɟ ]</td><td>no<td></tr><tr><td>Southern Kiwai</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Nuautl</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suena</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suyá</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Taoripi</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Taushiro</td><td>1 [ t ]</td><td>1 [ kʷ ]</td><td>2 [ k kʷ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Tetun</td><td>2 [ d̪ t̪ ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tigak</td><td>1 [ t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Tinputz</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tiwi</td><td>2 [ t̪ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tongan; Tonga</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Trió</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Usan</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ ɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Vanimo</td><td>3 [ d̠ d t ]</td><td>2 [ b p ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waama</td><td>2 [ d t ]</td><td>3 [ b p kp ]</td><td>3 [ c k kp ]</td><td>1 [ c ]</td><td>no<td></tr><tr><td>Waiwai</td><td>1 [ t ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Wantoat</td><td>1 [ t̪ ]</td><td>2 [ kʷ p ]</td><td>2 [ kʷ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Waorani</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>1 [ t̺ ]</td><td>2 [ p kʷ ]</td><td>2 [ k kʷ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Warihio</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waris</td><td>1 [ t̪ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wik-Munkan</td><td>2 [ t t̠ ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yabarana</td><td>1 [ t ]</td><td>1 [ p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yagaria</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yareba</td><td>2 [ d t ]</td><td>1 [ b ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Yawa</td><td>2 [ d t ]</td><td>2 [ b p ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yekwana</td><td>1 [ t ]</td><td>0 [  ]</td><td>1 [ k ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Yidiny</td><td>1 [ d ]</td><td>1 [ b ]</td><td>2 [ ɡ ɟ ]</td><td>1 [ ɟ ]</td><td>no<td></tr><tr><td>Yil</td><td>1 [ t ]</td><td>1 [ p ]</td><td>2 [ ɡ k ]</td><td>0 [  ]</td><td>no<td></tr></table></font>"
      ]
     },
     "execution_count": 18,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Followers: 63.75% (102 / 160)\n"
     ]
    }
   ],
   "source": [
    "langs_plosive_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if is_plosive(segment) and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    labials = [segment for segment in inventory['Segments'] if is_plosive(segment) and features_d[segment]['labial']]\n",
    "    subsystems.append(labials)\n",
    "\n",
    "    velars = [segment for segment in inventory['Segments'] if is_plosive(segment) and features_d[segment]['dorsal'] and features_d[segment]['high'] and not features_d[segment]['continuant']]\n",
    "    subsystems.append(velars)\n",
    "\n",
    "    palatals = [segment for segment in inventory['Segments'] if is_plosive(segment) and features_d[segment]['coronal'] is True and features_d[segment]['dorsal'] is True]\n",
    "    subsystems.append(palatals)\n",
    "    \n",
    "    langs_plosive_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'Oclusives alveolars', 'Oclusives labials', 'Oclusives Velars',\n",
    "               'Oclusives Palatals', 'Jerarquia oclusives (a &gt; l &gt; v  &gt; p)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "# Add contents\n",
    "followers = 0\n",
    "\n",
    "for lang in langs_plosive_hierarchy:\n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0 and  len(lang[inv][3]) == 0:\n",
    "            continue\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "        \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        if follows_hierarchy:\n",
    "            followers +=1 \n",
    "            \n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "\n",
    "    else:\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "print('Followers: {:.2%} ({} / {})'.format(followers / len(inventories), followers, len(inventories)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Jerarquia de les africades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>Africades palatals</td><td>Africades dentoalveolars</td><td>Africades Velars</td><td>Africades labials</td><td>Africades (p &gt; d &gt; v  &gt; l)</td><tr></tr><tr><td>Ache</td><td>2 [ d̠ʒ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Aguaruna</td><td>1 [ t̠ʃ ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ainu</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Akurio</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Alabama</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amahuaca</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Angaatiha</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Apinaye</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Arára, Pará</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arikapú</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Asmat</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr></tr><tr><td>Bandjalang</td><td>1 [ d̠ʒ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Baruga</td><td>1 [ d̠ʒ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bésɨro</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr><tr><td>Blackfoot</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bororo</td><td>2 [ d̠ʒ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cacua</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Canela</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Carijona</td><td>2 [ d̠ʒ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cherokee</td><td>0 [  ]</td><td>1 [ dz ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr><tr><td>Comanche</td><td>0 [  ]</td><td>1 [ t̪s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Crow</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cubeo</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr></tr></tr></tr></tr><tr><td>Fuzhou</td><td>0 [  ]</td><td>2 [ t̪s̪ t̪s̪ʰ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr><tr><td>Gavião do Pará</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Guajajara</td><td>0 [  ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr></tr><tr><td>Ikpeng</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr><tr><td>Jabutí</td><td>2 [ d̠ʒ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr><tr><td>Katukína</td><td>2 [ d̠ʒ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kaxuiâna</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kipsigis</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Kokama-Kokamilla</td><td>1 [ t̠ʃ ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Krahô</td><td>0 [  ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Krinkati-Timbira</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kuikúro-Kalapálo</td><td>0 [  ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr></tr></tr></tr></tr></tr><tr><td>Maxakali</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Mixe</td><td>0 [  ]</td><td>1 [ ts͇ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr><tr><td>Nankina</td><td>0 [  ]</td><td>2 [ ts dz ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr><tr><td>Ngomba</td><td>0 [  ]</td><td>1 [ dz ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr></tr><tr><td>Northern Paiute</td><td>1 [ t̠ʃ ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Oneida</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Orokaiva</td><td>0 [  ]</td><td>1 [ dz ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr></tr></tr><tr><td>Pohnpeian</td><td>1 [ ʈʂ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Rikbaktsa</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Sabaot</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Sanuma; Sanumá</td><td>0 [  ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr></tr></tr><tr><td>Seneca</td><td>0 [  ]</td><td>1 [ d̪z̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr><tr><td>Shanenawa</td><td>1 [ t̠ʃ ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawi</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawnee</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shiriana</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shuar</td><td>1 [ t̠ʃ ]</td><td>1 [ ts ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Suena</td><td>0 [  ]</td><td>1 [ d̪z̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Suyá</td><td>2 [ d̠ʒ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Taushiro</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr></tr></tr></tr></tr><tr><td>Waiwai</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Warihio</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr><tr><td>Yareba</td><td>0 [  ]</td><td>1 [ dz ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Yawa</td><td>1 [ d̠ʒ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yekwana</td><td>1 [ t̠ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></table></font>"
      ]
     },
     "execution_count": 19,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Followers: 77.05% (47 / 61)\n"
     ]
    }
   ],
   "source": [
    "langs_affricate_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "    \n",
    "    palatals = [segment for segment in inventory['Segments'] if is_affricate(segment) and not features_d[segment]['anterior'] and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(palatals)\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if is_affricate(segment) and features_d[segment]['anterior'] and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    labials = [segment for segment in inventory['Segments'] if is_affricate(segment) and features_d[segment]['labial']]\n",
    "    subsystems.append(labials)\n",
    "\n",
    "    velars = [segment for segment in inventory['Segments'] if is_affricate(segment) and features_d[segment]['dorsal'] and features_d[segment]['high'] and not features_d[segment]['continuant']]\n",
    "    subsystems.append(velars)\n",
    "    \n",
    "    langs_affricate_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'Africades palatals', 'Africades dentoalveolars', 'Africades Velars',\n",
    "               'Africades labials', 'Africades (p &gt; d &gt; v  &gt; l)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "# Add contents\n",
    "followers = 0\n",
    "candidates = 0\n",
    "for lang in langs_affricate_hierarchy:\n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0 and  len(lang[inv][3]) == 0:\n",
    "            continue\n",
    "        else:\n",
    "            candidates += 1\n",
    "            \n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "            \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        if follows_hierarchy:\n",
    "            followers +=1\n",
    "            \n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "\n",
    "    else:\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "print('Followers: {:.2%} ({} / {})'.format(followers / candidates, followers, candidates))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Jerarquia de les fricatives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>fricatives alveolars</td><td>fricatives labials</td><td>fricatives palatals</td><td>fricatives velars</td><td>Jerarquia fricatives (a &gt; l &gt; p  &gt; v)</td><tr><tr><td>Abau</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ache</td><td>0 [  ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Aguaruna</td><td>2 [ ʃ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ainu</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akawaio</td><td>2 [ s̪ z̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Alabama</td><td>2 [ ɬ̪ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amahuaca</td><td>2 [ s̪ θ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amanab</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Ao</td><td>3 [ s ɭ͓ z ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apalaí</td><td>3 [ ʃ s z ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apinaye</td><td>2 [ ʒ s̪ ]</td><td>1 [ v ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arabela</td><td>2 [ ʃ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Asmat</td><td>1 [ s ]</td><td>1 [ f ]</td><td>1 [ ʝ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Au</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Awa Pit</td><td>5 [ ʃ ɬ ʒ s z ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Baining</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Barasano</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bariai</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barí</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baruga</td><td>1 [ s ]</td><td>2 [ β ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Bésɨro</td><td>3 [ ʃ ʂ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biak</td><td>1 [ s ]</td><td>2 [ β f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Biali</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biloxi</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Binandere</td><td>0 [  ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Binumarien</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Blackfoot</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Cacua</td><td>0 [  ]</td><td>1 [ ʍ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr><tr><td>Carijona</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cherokee</td><td>1 [ ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Chuave</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Comanche</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Crow</td><td>2 [ ʃ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cubeo</td><td>1 [ ð ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dadibi</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dani</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Efik</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Endo</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Faiwol</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fasu</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fuzhou</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gadsup</td><td>0 [  ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr><tr><td>Golin</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Guajajara</td><td>1 [ z ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Huron</td><td>2 [ s θ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Imonda</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ingarikó</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Irarutu</td><td>1 [ s̪ ]</td><td>1 [ ɸ ]</td><td>1 [ ʝ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Isaka</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Iwam</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jabutí</td><td>2 [ ps bz ]</td><td>3 [ ps β bz ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Jamamadí</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kaiabi</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Karajá</td><td>1 [ θ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Karitiana; Karitiâna</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kaxuiâna</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kikamba</td><td>2 [ ð s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kipsigis</td><td>1 [ s ]</td><td>0 [  ]</td><td>1 [ ç ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Klao</td><td>1 [ s̪ ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Koiari</td><td>1 [ ð ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Kuikúro-Kalapálo</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kuot</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Leti</td><td>1 [ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Macushi</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Manam</td><td>2 [ s z ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Maori</td><td>0 [  ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Mapoyo</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Mianmin</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mixe</td><td>3 [ ʃ ʒ s̪ ]</td><td>1 [ v ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Nandi</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nankina</td><td>0 [  ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr></tr><tr><td>Nateni</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Nimboran</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ningil</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>North Marquesan</td><td>1 [ s ]</td><td>2 [ f v ]</td><td>1 [ ç ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Northern Paiute</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Oneida</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Oro Win</td><td>1 [ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Orokaiva</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Palauan</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Panará</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pémono</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Piraha</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pohnpeian</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Puinave</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Rikbaktsa</td><td>1 [ ʃ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Rotokas</td><td>0 [  ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Sabane</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sabaot</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Samo</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sanuma; Sanumá</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sebei</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Seimat</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Selaru</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Seneca</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sentani</td><td>0 [  ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Shanenawa</td><td>2 [ ʂ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawi</td><td>2 [ ʃ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawnee</td><td>2 [ ʃ θ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shiriana</td><td>2 [ ʃ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shuar</td><td>2 [ ʃ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Skou</td><td>0 [  ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Southern Kiwai</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Nuautl</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suena</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suyá</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Taoripi</td><td>1 [ s̪ ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Tetun</td><td>1 [ s̪ ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tigak</td><td>2 [ ɮ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tinputz</td><td>1 [ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Tongan; Tonga</td><td>1 [ s ]</td><td>2 [ f v ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Trió</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Usan</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Vanimo</td><td>1 [ s ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waama</td><td>1 [ s ]</td><td>1 [ f ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waiwai</td><td>2 [ ʃ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wantoat</td><td>1 [ s̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>0 [  ]</td><td>1 [ hʷ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Warihio</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waris</td><td>1 [ s̪ ]</td><td>1 [ β ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Yabarana</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yagaria</td><td>1 [ s ]</td><td>1 [ v ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yareba</td><td>1 [ s ]</td><td>1 [ ɸ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yawa</td><td>1 [ s ]</td><td>0 [  ]</td><td>1 [ sʲ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Yekwana</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Yil</td><td>1 [ s ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></table></font>"
      ]
     },
     "execution_count": 20,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Followers: 68.75% (110 / 160)\n"
     ]
    }
   ],
   "source": [
    "langs_fricative_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if is_fricative(segment) and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    labials = [segment for segment in inventory['Segments'] if is_fricative(segment) and features_d[segment]['labial']]\n",
    "    subsystems.append(labials)\n",
    "    \n",
    "    palatals = [segment for segment in inventory['Segments'] if is_fricative(segment) and features_d[segment]['coronal'] is True and features_d[segment]['dorsal'] is True]\n",
    "    subsystems.append(palatals)\n",
    "\n",
    "    velars = [segment for segment in inventory['Segments'] if is_fricative(segment) and features_d[segment]['dorsal'] and features_d[segment]['high'] and not features_d[segment]['continuant']]\n",
    "    subsystems.append(velars)\n",
    "    \n",
    "    langs_fricative_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'fricatives alveolars', 'fricatives labials', 'fricatives palatals',\n",
    "               'fricatives velars', 'Jerarquia fricatives (a &gt; l &gt; p  &gt; v)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "# Add contents\n",
    "followers = 0\n",
    "for lang in langs_fricative_hierarchy:\n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0 and  len(lang[inv][3]) == 0:\n",
    "            continue\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "        \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        \n",
    "        if follows_hierarchy:\n",
    "            followers += 1\n",
    "            \n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "\n",
    "    else:\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "print('Followers: {:.2%} ({} / {})'.format(followers / len(inventories), followers, len(inventories)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Jerarquia de les nasals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>nasals alveolars</td><td>nasals labials</td><td>nasals velars</td><td>nasals palatals</td><td>Jerarquia nasals (a &gt; l &gt; p  &gt; v)</td><tr><tr><td>Abau</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ache</td><td>1 [ n̪d̪ ]</td><td>2 [ mb m ]</td><td>1 [ ŋɡ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Aguaruna</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ainu</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akawaio</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akurio</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Alabama</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amahuaca</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amanab</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Angaatiha</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Ao</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apalaí</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apinaye</td><td>1 [ nd ]</td><td>1 [ mb ]</td><td>1 [ ŋɡ ]</td><td>1 [ ɲɟ ]</td><td>si<td></tr><tr><td>Arabela</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arára, Pará</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arikapú</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Asmat</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Au</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Auca</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Auyana</td><td>2 [ n nː ]</td><td>2 [ m mː ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awa Pit</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awtuw</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baining</td><td>2 [ nd n ]</td><td>2 [ mb m ]</td><td>2 [ ŋɡ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bandjalang</td><td>2 [ n̠ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Bariai</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barí</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Baruga</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bésɨro</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Biak</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biali</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biloxi</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Binandere</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Binumarien</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Blackfoot</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bororo</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Cacua</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Canela</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Carijona</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Cherokee</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Chuave</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Comanche</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Dadibi</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dani</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dera</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Dyirbal</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Efik</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Ekari</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Endo</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Faiwol</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fasu</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Fuzhou</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gadsup</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gavião do Pará</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Golin</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Guajajara</td><td>1 [ n ]</td><td>2 [ ŋʷ m ]</td><td>2 [ ŋʷ ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Gugu-Yalandyi</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Hawaiian</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Huron</td><td>1 [ n ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ikpeng</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Imonda</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ingarikó</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Irarutu</td><td>2 [ n̪d̪ n̪ ]</td><td>2 [ mb m ]</td><td>1 [ ŋɡ ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Iwam</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jabutí</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jamamadí</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kaiabi</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Karitiana; Karitiâna</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Katukína</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Kaxuiâna</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kikamba</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Kipsigis</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr></tr><tr><td>Koiari</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kokama-Kokamilla</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Krahô</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Krinkati-Timbira</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kuikúro-Kalapálo</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Kuot</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Leti</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Macushi</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Malakmalak</td><td>2 [ n̠ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Manam</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Maori</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mapoyo</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Maxakali</td><td>2 [ nd n̠d̠ʒ ]</td><td>1 [ mb ]</td><td>1 [ ŋɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mianmin</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mixe</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Namia</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nandi</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Nankina</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nasioi</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Nimboran</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ningil</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>North Marquesan</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Northern Paiute</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Oneida</td><td>1 [ n ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Oro Win</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Orokaiva</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Palauan</td><td>0 [  ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Panará</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pémono</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr></tr><tr><td>Pohnpeian</td><td>1 [ n̪ ]</td><td>2 [ m mʷ ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Puinave</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Rikbaktsa</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Roro</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Sabane</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sabaot</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Samo</td><td>0 [  ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Sanuma; Sanumá</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sebei</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Seimat</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Selaru</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Seneca</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sentani</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shanenawa</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawi</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawnee</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shiriana</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shuar</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Skou</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Kiwai</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Nuautl</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suena</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suyá</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Taoripi</td><td>0 [  ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Taushiro</td><td>1 [ n ]</td><td>0 [  ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Tetun</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tigak</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tinputz</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tiwi</td><td>2 [ n̪ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tongan; Tonga</td><td>1 [ n̪ ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Trió</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Usan</td><td>2 [ nd n ]</td><td>2 [ mb m ]</td><td>1 [ ŋɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Vanimo</td><td>2 [ n̠ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waama</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waiwai</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Wantoat</td><td>2 [ n̪ n̪d̪ ]</td><td>4 [ ŋʷ ŋɡʷ mb m ]</td><td>4 [ ŋʷ ŋɡʷ ŋɡ ŋ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Waorani</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>2 [ nˀ n ]</td><td>2 [ mˀ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Warihio</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waris</td><td>1 [ n̪d̪ ]</td><td>1 [ mb ]</td><td>1 [ ŋɡ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wik-Munkan</td><td>2 [ n̠ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yabarana</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Yagaria</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yareba</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yawa</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ nʲ ]</td><td>si<td></tr><tr><td>Yekwana</td><td>1 [ n ]</td><td>1 [ m ]</td><td>0 [  ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Yidiny</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>1 [ ɲ ]</td><td>si<td></tr><tr><td>Yil</td><td>1 [ n ]</td><td>1 [ m ]</td><td>1 [ ŋ ]</td><td>0 [  ]</td><td>si<td></tr></table></font>"
      ]
     },
     "execution_count": 21,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Followers: 95.62% (153 / 160)\n"
     ]
    }
   ],
   "source": [
    "# • Nasals:  Dento-alveolar > Labial > Velar > Palatal > Retroflexa.\n",
    "langs_nasal_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if is_nasal(segment) and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    labials = [segment for segment in inventory['Segments'] if is_nasal(segment) and features_d[segment]['labial']]\n",
    "    subsystems.append(labials)\n",
    "    \n",
    "    velars = [segment for segment in inventory['Segments'] if is_nasal(segment) and features_d[segment]['dorsal'] and features_d[segment]['high'] and not features_d[segment]['continuant'] and features_d[segment]['coronal'] is False ]\n",
    "    subsystems.append(velars)\n",
    "    \n",
    "    palatals = [segment for segment in inventory['Segments'] if is_nasal(segment) and features_d[segment]['coronal'] is True and features_d[segment]['coronal'] is True and features_d[segment]['dorsal'] is True]\n",
    "    subsystems.append(palatals)\n",
    "    \n",
    "    langs_nasal_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'nasals alveolars', 'nasals labials', 'nasals velars',\n",
    "               'nasals palatals', 'Jerarquia nasals (a &gt; l &gt; p  &gt; v)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "candidates = 0\n",
    "followers = 0\n",
    "# Add contents\n",
    "for lang in langs_nasal_hierarchy:\n",
    "    candidates += 1\n",
    "    \n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0 and  len(lang[inv][3]) == 0:\n",
    "            continue\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "        \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "        \n",
    "\n",
    "    else:\n",
    "        if follows_hierarchy:\n",
    "            followers += 1\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "print('Followers: {:.2%} ({} / {})'.format(followers / candidates, followers, candidates))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Comprovació de més universals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Presència o absència de /p t k/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Llengües amb /p t k/: 58.13% (93 de 160)\n"
     ]
    }
   ],
   "source": [
    "ptk_in_language = 0\n",
    "langs_with_ptk = []\n",
    "langs_without_ptk = []\n",
    "for inventory in inventories:\n",
    "    inventory_segments = inventory['Segments']\n",
    "    if 'p' in inventory_segments and 't' in inventory_segments and 'k' in inventory_segments:\n",
    "        ptk_in_language += 1\n",
    "        langs_with_ptk.append(inventory['LanguageName'])\n",
    "    else:\n",
    "        langs_without_ptk.append(inventory['LanguageName'])\n",
    "\n",
    "print('Llengües amb /p t k/: {:.2%} ({} de {})'.format(ptk_in_language / len(inventories),\n",
    "                                                       ptk_in_language,\n",
    "                                                       len(inventories)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<font face=\"Doulos SIL\" size=4em><table><tr><td>Fonema</td><td>Ocurrències</td><tr><td>ts</td><td>10</td><tr><td>t̠ʃ</td><td>43</td><tr><td>d̠ʒ</td><td>9</td><tr><td>dz</td><td>5</td><tr><td>t̪s̪</td><td>2</td><tr><td>ʈʂ</td><td>1</td><tr><td>d̪z̪</td><td>2</td><tr><td>ts͇</td><td>1</td><tr><td>t̪s̪ʰ</td><td>1</td></table></font>"
      ]
     },
     "execution_count": 23,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "africades = []\n",
    "for inventory in inventories:\n",
    "    for segment in inventory['Segments']:\n",
    "        try:\n",
    "            if features_d[segment]['continuant'] is False \\\n",
    "            and features_d[segment]['sonorant'] is False \\\n",
    "            and features_d[segment]['continuant'] is False \\\n",
    "            and (features_d[segment]['strident'] is True or features_d[segment]['strident']):\n",
    "            \n",
    "                africades.append(segment)\n",
    "        except KeyError:\n",
    "            pass\n",
    "\n",
    "africades = collections.Counter(africades)\n",
    "\n",
    "html_table = ['<font face=\"Doulos SIL\" size=4em><table>']\n",
    "html_table.append('<tr><td>Fonema</td><td>Ocurrències</td>')\n",
    "for k, v in africades.items():\n",
    "    for inv in lang:\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td><td>{}</td>'.format(k, v))\n",
    "\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Comprovació de l'universal \"Si només té una africada, generalment és /t̠ʃ/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segueixen l'universal 66.67% (32 de 48)\n"
     ]
    }
   ],
   "source": [
    "followers = 0\n",
    "possible_followers = 0\n",
    "for inventory in inventories:\n",
    "    affricates = [s for s in inventory['Segments'] if is_affricate(s)]\n",
    "    if len(affricates) == 1:\n",
    "        possible_followers += 1\n",
    "        if affricates[0] == 't̠ʃ':\n",
    "            followers += 1\n",
    "\n",
    "else:\n",
    "    print('Segueixen l\\'universal {:.2%} ({} de {})'.format(followers / possible_followers,\n",
    "                                                            followers,\n",
    "                                                            possible_followers))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Comprovació de l'universal \"El nombre d’africades és menor que el d’oclusives simples.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segueixen l'universal 100.00% (160 de 160)\n"
     ]
    }
   ],
   "source": [
    "followers = 0\n",
    "possible_followers = 0\n",
    "for inventory in inventories:\n",
    "    affricates = [s for s in inventory['Segments'] if is_affricate(s)]\n",
    "    plosives = [s for s in inventory['Segments'] if is_plosive(s)]\n",
    "    possible_followers += 1\n",
    "    \n",
    "    if len(affricates) < len(plosives):\n",
    "        followers += 1\n",
    "\n",
    "else:\n",
    "    print('Segueixen l\\'universal {:.2%} ({} de {})'.format(followers / possible_followers,\n",
    "                                                            followers,\n",
    "                                                            possible_followers))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Comprovació de l'universal \"Si una llengua té una sola fricativa, generalment és / s / i si no és aquesta sol ser /f/.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segueixen l'universal primera part 34.38% (11 de 32)\n",
      "Segueixen l'universal primera part 0.00% (0 de 32)\n",
      "Segueixen l'universal (total) 34.38% (11 de 32)\n"
     ]
    }
   ],
   "source": [
    "followers_1st_part = 0\n",
    "followers_2nd_part = 0\n",
    "candidates = 0\n",
    "\n",
    "for inventory in inventories:\n",
    "    fricatives = [s for s in inventory['Segments'] if is_fricative(s)]\n",
    "    \n",
    "    if len(fricatives) == 1:\n",
    "        candidates += 1\n",
    "        if fricatives[0] == 's':\n",
    "            followers_1st_part += 1\n",
    "        elif fricatives[0] == 'f':\n",
    "            followers_2nd_part += 1\n",
    "\n",
    "else:\n",
    "    print('Segueixen l\\'universal primera part {:.2%} ({} de {})'.format(followers_1st_part / candidates,\n",
    "                                                            followers_1st_part,\n",
    "                                                            candidates))\n",
    "    print('Segueixen l\\'universal primera part {:.2%} ({} de {})'.format(followers_2nd_part / candidates,\n",
    "                                                        followers_2nd_part,\n",
    "                                                        candidates))\n",
    "    print('Segueixen l\\'universal (total) {:.2%} ({} de {})'.format((followers_1st_part + followers_2nd_part) / candidates,\n",
    "                                                        (followers_1st_part + followers_2nd_part),\n",
    "                                                        candidates))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Comprovació de l'universal \"El nombre de fricatives sordes generalment és més gran que el de sonores…\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segueixen l'universal 73.12% (117 de 160)\n",
      "No el segueixen: [{'Ache': [['β'], []]}, {'Akawaio': [['z̪'], ['s̪']]}, {'Ao': [['ɭ͓', 'z'], ['s']]}, {'Apinaye': [['ʒ', 'v'], ['s̪']]}, {'Au': [['ɣ'], ['s']]}, {'Baining': [['ɣ'], ['s']]}, {'Baruga': [['β', 'ɣ'], ['s', 'ɸ']]}, {'Binandere': [['β'], []]}, {'Cubeo': [['β', 'ð'], ['x']]}, {'Gadsup': [['β'], []]}, {'Guajajara': [['z'], ['h']]}, {'Jabutí': [['β', 'bz'], ['ps', 'h']]}, {'Kikamba': [['β', 'ð'], ['s']]}, {'Leti': [['β'], ['s']]}, {'Manam': [['z'], ['s']]}, {'Mixe': [['ʒ', 'v'], ['ʃ', 's̪']]}, {'Nankina': [['β'], []]}, {'Oro Win': [['β'], ['s']]}, {'Rotokas': [['β'], []]}, {'Suyá': [['ɣ'], ['s']]}, {'Tigak': [['ɮ', 'β'], ['s']]}, {'Tiwi': [['ɣ'], []]}, {'Vanimo': [['β', 'ɦ'], ['s']]}]\n"
     ]
    }
   ],
   "source": [
    "followers = 0\n",
    "non_followers = []\n",
    "candidates = len(langs_with_fricatives)\n",
    "for lang in langs_with_fricatives:\n",
    "    for _, v in lang.items():\n",
    "        if len(v[0]) > 0 or len(v[1]) > 0:\n",
    "            if len(v[1]) > len(v[0]):\n",
    "                followers += 1\n",
    "            else:\n",
    "                non_followers.append(lang)\n",
    "\n",
    "else:\n",
    "    print('Segueixen l\\'universal {:.2%} ({} de {})'.format(followers / candidates,\n",
    "                                                        followers,\n",
    "                                                        candidates))\n",
    "    print(\"No el segueixen:\",  non_followers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Comprovació de l'universal \"El nombre de fricatives improbablement és major que el d’oclusives.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segueixen l'universal 5.62% (9 de 160)\n",
      "Llengües amb més fricatives que oclusives: Awa Pit, Crow, Huron, Irarutu, Jabutí, Kikamba, North Marquesan, Shanenawa, Waiwai\n"
     ]
    }
   ],
   "source": [
    "candidates = 0\n",
    "followers = []\n",
    "for inventory in inventories:\n",
    "    fricatives = [s for s in inventory['Segments'] if is_fricative(s)]\n",
    "    plosives = [s for s in inventory['Segments'] if is_plosive(s)]\n",
    "    \n",
    "    if len(fricatives) > 0 or len(plosives) > 0:\n",
    "        candidates += 1\n",
    "        if len(fricatives) > len(plosives):\n",
    "            followers.append(inventory['LanguageName'])\n",
    "else:\n",
    "    print('Segueixen l\\'universal {:.2%} ({} de {})'.format(len(followers) / candidates,\n",
    "                                                        len(followers),\n",
    "                                                        candidates))\n",
    "    print('Llengües amb més fricatives que oclusives: {}'.format(', '.join(followers)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Comprovació dels universals sobre nasals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "1. Preferència per l’articulació dento-alveolar.\n",
    "2. Preferència per la sonoritat. \n",
    "3. Gairebé totes les llengües tenen almenys una nasal, generalment / n / Si hi ha una segona nasal generalment és /m / però també pot ser / ŋ / \n",
    "4. La presència de les nasals complexes implica la de les simples i la presència de nasals sordes implica la de les sonores. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Comprovació de 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tenen, almenys, una nasal dentoalveolar: 97.99% (146 de 149)\n",
      "Tenen tantes o més dentoalveolars que no dentoalveolars 55.70% (83 de 149)\n"
     ]
    }
   ],
   "source": [
    "candidates = 0\n",
    "followers = []\n",
    "at_least_one_dentoalveolar = 0\n",
    "not_at_least_one_dentoalveolar = []\n",
    "\n",
    "for inventory in inventories:\n",
    "    nasals = [s for s in inventory['Segments'] if is_nasal(s)]\n",
    "    if len(nasals) == 0:\n",
    "        continue\n",
    "    \n",
    "    candidates += 1\n",
    "    dentoalveolar = [s for s in nasals if features_d[s]['coronal'] and not features_d[s]['dorsal']]\n",
    "    not_dentoalveolar = [s for s in nasals if not (features_d[s]['coronal'] and not features_d[s]['dorsal'])]\n",
    "\n",
    "    \"\"\"\n",
    "    print(inventory['LanguageName'])\n",
    "    print(\"\\tnasals:\", nasals)\n",
    "    print(\"\\tdento:\", dentoalveolar)\n",
    "    print(\"\\tno dento:\", not_dentoalveolar)\n",
    "    \"\"\"\n",
    "    \n",
    "    if len(dentoalveolar) > 0:\n",
    "        at_least_one_dentoalveolar += 1\n",
    "    else:\n",
    "        not_at_least_one_dentoalveolar.append(inventory)\n",
    "    \n",
    "    if len(dentoalveolar) >= len(not_dentoalveolar):\n",
    "        followers.append(inventory['LanguageName'])\n",
    "\n",
    "\n",
    "print('Tenen, almenys, una nasal dentoalveolar: {:.2%} ({} de {})'.format(at_least_one_dentoalveolar / candidates,\n",
    "                                                       at_least_one_dentoalveolar,\n",
    "                                                       candidates))\n",
    "\n",
    "print('Tenen tantes o més dentoalveolars que no dentoalveolars {:.2%} ({} de {})'.format(len(followers) / candidates,\n",
    "                                                                                         len(followers),\n",
    "                                                                                        candidates))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### Comprovació de 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tenen més nasals sonores que sordes: 100.00% (149 de 149)\n"
     ]
    }
   ],
   "source": [
    "candidates = 0\n",
    "followers = []\n",
    "not_followers = []\n",
    "\n",
    "for inventory in inventories:\n",
    "    nasals = [s for s in inventory['Segments'] if is_nasal(s)]\n",
    "    if len(nasals) == 0:\n",
    "        continue\n",
    "    \n",
    "    candidates += 1\n",
    "    voiced = [s for s in nasals if features_d[s]['periodicGlottalSource']]\n",
    "    voiceless = [s for s in nasals if not features_d[s]['periodicGlottalSource']]\n",
    "\n",
    "    if len(voiced) > len(voiceless):\n",
    "        followers.append(inventory['LanguageName'])\n",
    "    else:\n",
    "        not_followers.append(inventory['LanguageName'])\n",
    "\n",
    "\n",
    "print('Tenen més nasals sonores que sordes: {:.2%} ({} de {})'.format(len(followers) / candidates, len(followers), candidates))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tenen almenys una nasal, /n/. 78.52% (117 de 149)\n",
      "Tenen almenys dues nasals: n i ŋ. 29.53% (44 de 149)\n",
      "Tenen almenys dues nasals: n i m. 46.98% (70 de 149)\n"
     ]
    }
   ],
   "source": [
    "candidates = 0\n",
    "followers_1 = []\n",
    "followers_2 = []\n",
    "followers_3 = []\n",
    "non_followers = []\n",
    "\n",
    "for inventory in inventories:\n",
    "    nasals = [s for s in inventory['Segments'] if is_nasal(s)]\n",
    "    if len(nasals) == 0:\n",
    "        continue\n",
    "    \n",
    "    candidates += 1\n",
    "    \n",
    "    if len(nasals) >= 1 and 'n' in nasals:\n",
    "        followers_1.append(inventory)\n",
    "    else:\n",
    "        non_followers.append(inventory)\n",
    "\n",
    "    if len(nasals) >= 2 and 'n' in nasals and 'ŋ' in nasals:\n",
    "        followers_2.append(inventory)\n",
    "        \n",
    "    elif len(nasals) >= 2 and 'n' in nasals and 'm' in nasals:\n",
    "        followers_3.append(inventory)\n",
    "        \n",
    "    else:\n",
    "        non_followers.append(inventory)\n",
    "    \n",
    "print('Tenen almenys una nasal, /n/. {:.2%} ({} de {})'.format(len(followers_1) / candidates, len(followers_1), candidates))\n",
    "print('Tenen almenys dues nasals: n i ŋ. {:.2%} ({} de {})'.format(len(followers_2) / candidates, len(followers_2), candidates))\n",
    "print('Tenen almenys dues nasals: n i m. {:.2%} ({} de {})'.format(len(followers_3) / candidates, len(followers_3), candidates))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Ultra-mega-taula"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "![ZOMG](http://i.imgur.com/RJ6S6eY.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<font face=\"Doulos SIL\" size=4em><table><tr><td><td>k</td><td>m</td><td>p</td><td>w</td><td>n</td><td>t</td><td>j</td><td>s</td><td>h</td><td>b</td><td>ɾ</td><td>ʔ</td><td>ŋ</td><td>l</td><td>d</td><td>t̠ʃ</td><td>ɡ</td><td>t̪</td><td>r</td><td>ɲ</td><td>n̪</td><td>f</td><td>s̪</td><td>β</td><td>ʃ</td><td>d̪</td><td>x</td><td>ɸ</td><td>c</td><td>l̪</td><td>ts</td><td>d̠ʒ</td><td>kʷ</td><td>mb</td><td>ŋɡ</td><td>kʰ</td><td>ɾ̪</td><td>*R̪</td><td>ɟ</td><td>ɣ</td><td>dz</td><td>v</td><td>z</td><td>kp</td><td>nd</td><td>n̠</td><td>n̪d̪</td><td>tʰ</td><td>ɻ</td><td>θ</td><td>pʰ</td><td>r̪</td><td>ð</td><td>ɺ</td><td>ʒ</td><td>cç</td><td>d̠</td><td>d̪z̪</td><td>t̠</td><td>t̪s̪</td><td>t̪ʰ</td><td>ç</td><td>ŋʷ</td><td>ɗ</td><td>ɹ</td><td>ɺ̪</td><td>ɽ</td><td>ʂ</td><td>ʝ</td><td>*R</td><td>bv</td><td>bz</td><td>dʲ</td><td>hʷ</td><td>kː</td><td>l̠</td><td>mʷ</td><td>mˀ</td><td>mː</td><td>nʲ</td><td>nˀ</td><td>nː</td><td>n̠d̠ʒ</td><td>n̪z̪</td><td>ps</td><td>pʷ</td><td>sʲ</td><td>ts͇</td><td>t̪s̪ʰ</td><td>t̪ʙ</td><td>t̺</td><td>z̪</td><td>ŋɡʷ</td><td>ɓ</td><td>ɟʝ</td><td>ɡb</td><td>ɡˡ</td><td>ɥ</td><td>ɦ</td><td>ɬ</td><td>ɬ̪</td><td>ɭ͓</td><td>ɮ</td><td>ɰ</td><td>ɲɟ</td><td>ʈʂ</td><td>ʍ</td><td>ʟ</td><td>ᴅ</td><tr><td>Abau</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Ache</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Aguaruna</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Ainu</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Akawaio</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Akurio</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Alabama</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Amahuaca</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Amanab</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Angaatiha</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Ao</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Apalaí</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Apinaye</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Arabela</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Arára, Pará</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Arikapú</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Asmat</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Au</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Auca</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Auyana</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Awa Pit</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Awtuw</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Baining</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Bandjalang</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Barasano</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Bariai</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Barí</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Baruga</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Bésɨro</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Biak</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Biali</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Biloxi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Binandere</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Binumarien</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Blackfoot</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Bororo</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Cacua</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>12</td></tr><tr><td>Canela</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Carijona</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Cherokee</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Chuave</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Comanche</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Crow</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Cubeo</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Dadibi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Dani</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Dera</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Dyirbal</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Efik</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Ekari</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Endo</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Faiwol</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Fasu</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Fuzhou</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Gadsup</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Gavião do Pará</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Golin</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Guajajara</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Gugu-Yalandyi</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Hawaiian</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>8</td></tr><tr><td>Huron</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Ikpeng</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Imonda</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Ingarikó</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Irarutu</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Isaka</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Iwam</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Jabutí</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Jamamadí</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Kaiabi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Karajá</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Karitiana; Karitiâna</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Katukína</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Kaxuiâna</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Kikamba</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Kipsigis</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Klao</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Koiari</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Kokama-Kokamilla</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Krahô</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Krinkati-Timbira</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Kuikúro-Kalapálo</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Kuot</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Leti</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Macushi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Malakmalak</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Manam</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Maori</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Mapoyo</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Maxakali</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Mianmin</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Mixe</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Namia</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Nandi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Nankina</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Nasioi</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>8</td></tr><tr><td>Nateni</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Ngomba</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Nimboran</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Ningil</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>North Marquesan</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Northern Paiute</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Nukak</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Oneida</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Oro Win</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Orokaiva</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Palauan</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Panará</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Pémono</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Piraha</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>8</td></tr><tr><td>Pohnpeian</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Puinave</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>8</td></tr><tr><td>Rikbaktsa</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Roro</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>9</td></tr><tr><td>Rotokas</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>6</td></tr><tr><td>Sabane</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Sabaot</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Samo</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Sanuma; Sanumá</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Sebei</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Seimat</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Selaru</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Seneca</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Sentani</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Shanenawa</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Shawi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Shawnee</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Shiriana</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Shuar</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Skou</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Southern Kiwai</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Southern Nuautl</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Suena</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Suyá</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Taoripi</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>8</td></tr><tr><td>Taushiro</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Tetun</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Tigak</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Tinputz</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Tiwi</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Tongan; Tonga</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Trió</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>10</td></tr><tr><td>Usan</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Vanimo</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Waama</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Waiwai</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Wantoat</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Waorani</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Warihio</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Waris</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Wik-Munkan</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Yabarana</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>11</td></tr><tr><td>Yagaria</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>14</td></tr><tr><td>Yareba</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Yawa</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>14</td></tr><tr><td>Yekwana</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr><tr><td>Yidiny</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td> </td><td>X</td><td>X</td><td>X</td><td> </td><td>X</td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>13</td></tr><tr><td>Yil</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td>X</td><td> </td><td> </td><td> </td><td> </td><td>X</td><td>X</td><td> </td><td> </td><td>X</td><td> </td><td>X</td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td> </td><td>12</td></tr></table></font>"
      ]
     },
     "execution_count": 32,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "html_table = ['<font face=\"Doulos SIL\" size=4em><table>']\n",
    "html_table.append('<tr><td>')\n",
    "\n",
    "for consonant in all_consonants_uniq:\n",
    "    html_table.append('<td>{}</td>'.format(consonant))\n",
    "\n",
    "for inventory in inventories:\n",
    "    html_table.append('<tr>')\n",
    "    html_table.append('<td>{}</td>'.format(inventory['LanguageName']))\n",
    "\n",
    "    count = 0\n",
    "    for consonant in all_consonants_uniq:\n",
    "        if consonant in inventory['Segments']:\n",
    "            html_table.append('<td>X</td>')\n",
    "            count += 1\n",
    "        else:\n",
    "            html_table.append('<td> </td>')\n",
    "    else:\n",
    "        html_table.append('<td>{}</td>'.format(count))\n",
    "        html_table.append('</tr>')\n",
    "        assert count == len(inventory['Segments'])\n",
    "\n",
    "html_table.append('</table></font>')  \n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sepik\tUpper Sepik\tAbau\n",
      "Tupian\tTupi-Guaraní\tAche\n",
      "Jivaroan\tJivaroan\tAguaruna\n",
      "Ainu\tAinu\tAinu\n",
      "Cariban\tCariban\tAkawaio\n",
      "Cariban\tCariban\tAkurio\n",
      "Muskogean\tMuskogean\tAlabama\n",
      "Panoan\tPanoan\tAmahuaca\n",
      "Border\tBorder\tAmanab\n",
      "Trans-New Guinea\tAngan\tAngaatiha\n",
      "Sino-Tibetan\tKuki-Chin\tAo\n",
      "Cariban\tCariban\tApalaí\n",
      "Macro-Ge\tGe-Kaingang\tApinaye\n",
      "Zaparoan\tZaparoan\tArabela\n",
      "Cariban\tCariban\tArára, Pará\n",
      "Jabutí\tJabutí\tArikapú\n",
      "Trans-New Guinea\tAsmat-Kamoro\tAsmat\n",
      "Torricelli\tWapei-Palei\tAu\n",
      "Waorani\tWaorani\tAuca\n",
      "Trans-New Guinea\tEastern Highlands\tAuyana\n",
      "Barbacoan\tBarbacoan\tAwa Pit\n",
      "Sepik\tRam\tAwtuw\n",
      "Baining-Taulil\tBaining\tBaining\n",
      "Australian\tPama-Nyungan\tBandjalang\n",
      "Tucanoan\tTucanoan\tBarasano\n",
      "Austronesian\tOceanic\tBariai\n",
      "Chibchan\tMotilon\tBarí\n",
      "Trans-New Guinea\tBinanderean\tBaruga\n",
      "Chiquito\tChiquito\tBésɨro\n",
      "Austronesian\tSouth Halmahera - West New Guinea\tBiak\n",
      "Niger-Congo\tGur\tBiali\n",
      "Siouan\tSiouan\tBiloxi\n",
      "Trans-New Guinea\tBinanderean\tBinandere\n",
      "Trans-New Guinea\tEastern Highlands\tBinumarien\n",
      "Algic\tAlgonquian\tBlackfoot\n",
      "Macro-Ge\tBororo\tBororo\n",
      "Cacua-Nukak\tCacua-Nukak\tCacua\n",
      "Macro-Ge\tGe-Kaingang\tCanela\n",
      "Cariban\tCariban\tCarijona\n",
      "Iroquoian\tSouthern Iroquoian\tCherokee\n",
      "Trans-New Guinea\tChimbu\tChuave\n",
      "Uto-Aztecan\tNumic\tComanche\n",
      "Siouan\tSiouan\tCrow\n",
      "Tucanoan\tTucanoan\tCubeo\n",
      "Teberan-Pawaian\tTeberan\tDadibi\n",
      "Trans-New Guinea\tDani\tDani\n",
      "Senagi\tSenagi\tDera\n",
      "Australian\tPama-Nyungan\tDyirbal\n",
      "Niger-Congo\tCross River\tEfik\n",
      "Trans-New Guinea\tWissel Lakes-Kemandoga\tEkari\n",
      "Eastern Sudanic\tNilotic\tEndo\n",
      "Trans-New Guinea\tOk\tFaiwol\n",
      "Trans-New Guinea\tFasu\tFasu\n",
      "Sino-Tibetan\tChinese\tFuzhou\n",
      "Trans-New Guinea\tEastern Highlands\tGadsup\n",
      "Macro-Ge\tGe-Kaingang\tGavião do Pará\n",
      "Trans-New Guinea\tChimbu\tGolin\n",
      "Tupian\tTupi-Guaraní\tGuajajara\n",
      "Australian\tPama-Nyungan\tGugu-Yalandyi\n",
      "Austronesian\tOceanic\tHawaiian\n",
      "Iroquoian\tNorthern Iroquoian\tHuron\n",
      "Cariban\tCariban\tIkpeng\n",
      "Border\tBorder\tImonda\n",
      "Cariban\tCariban\tIngarikó\n",
      "Austronesian\tSouth Halmahera - West New Guinea\tIrarutu\n",
      "Skou\tKrisa\tIsaka\n",
      "Sepik\tUpper Sepik\tIwam\n",
      "Jabutí\tJabutí\tJabutí\n",
      "Arauan\tArauan\tJamamadí\n",
      "Tupian\tTupi-Guaraní\tKaiabi\n",
      "Macro-Ge\tKarajá\tKarajá\n",
      "Tupian\tArikem\tKaritiana; Karitiâna\n",
      "Katukinan\tKatukinan\tKatukína\n",
      "Cariban\tCariban\tKaxuiâna\n",
      "Niger-Congo\tBantoid\tKikamba\n",
      "Eastern Sudanic\tNilotic\tKipsigis\n",
      "Niger-Congo\tKru\tKlao\n",
      "Trans-New Guinea\tKoiarian\tKoiari\n",
      "Tupian\tTupi-Guaraní\tKokama-Kokamilla\n",
      "Macro-Ge\tGe-Kaingang\tKrahô\n",
      "Macro-Ge\tGe-Kaingang\tKrinkati-Timbira\n",
      "Cariban\tCariban\tKuikúro-Kalapálo\n",
      "Kuot\tKuot\tKuot\n",
      "Austronesian\tCentral Malayo-Polynesian\tLeti\n",
      "Cariban\tCariban\tMacushi\n",
      "Australian\tNorthern Daly\tMalakmalak\n",
      "Austronesian\tOceanic\tManam\n",
      "Austronesian\tOceanic\tMaori\n",
      "Cariban\tCariban\tMapoyo\n",
      "Macro-Ge\tMaxakalí\tMaxakali\n",
      "Trans-New Guinea\tOk\tMianmin\n",
      "Mixe-Zoque\tMixe-Zoque\tMixe\n",
      "Sepik\tYellow River\tNamia\n",
      "Eastern Sudanic\tNilotic\tNandi\n",
      "Trans-New Guinea\tFinisterre-Huon\tNankina\n",
      "East Bougainville\tEast Bougainville\tNasioi\n",
      "Niger-Congo\tGur\tNateni\n",
      "Trans-New Guinea\tMadang\tNgomba\n",
      "Nimboran\tNimboran\tNimboran\n",
      "Torricelli\tWapei-Palei\tNingil\n",
      "Austronesian\tOceanic\tNorth Marquesan\n",
      "Uto-Aztecan\tNumic\tNorthern Paiute\n",
      "Cacua-Nukak\tCacua-Nukak\tNukak\n",
      "Niger-Congo\tBantoid\tNɔmaa (NɔmaáNdɛ́)\n",
      "Iroquoian\tNorthern Iroquoian\tOneida\n",
      "Chapacura-Wanham\tChapacura-Wanham\tOro Win\n",
      "Trans-New Guinea\tBinanderean\tOrokaiva\n",
      "Austronesian\tPalauan\tPalauan\n",
      "Macro-Ge\tGe-Kaingang\tPanará\n",
      "Cariban\tCariban\tPémono\n",
      "Mura\tMura\tPiraha\n",
      "Austronesian\tOceanic\tPohnpeian\n",
      "Puinave\tPuinave\tPuinave\n",
      "Macro-Ge\tRikbaktsa\tRikbaktsa\n",
      "Austronesian\tOceanic\tRoro\n",
      "West Bougainville\tWest Bougainville\tRotokas\n",
      "Nambikuaran\tNambikuaran\tSabane\n",
      "Eastern Sudanic\tNilotic\tSabaot\n",
      "East Strickland\tEast Strickland\tSamo\n",
      "Yanomam\tYanomam\tSanuma; Sanumá\n",
      "Eastern Sudanic\tNilotic\tSebei\n",
      "Austronesian\tOceanic\tSeimat\n",
      "Austronesian\tCentral Malayo-Polynesian\tSelaru\n",
      "Iroquoian\tNorthern Iroquoian\tSeneca\n",
      "Sentani\tSentani\tSentani\n",
      "Panoan\tPanoan\tShanenawa\n",
      "Cahuapanan\tCahuapanan\tShawi\n",
      "Algic\tAlgonquian\tShawnee\n",
      "Yanomam\tYanomam\tShiriana\n",
      "Jivaroan\tJivaroan\tShuar\n",
      "Skou\tWestern Skou\tSkou\n",
      "Kiwaian\tKiwaian\tSouthern Kiwai\n",
      "Austronesian\tCentral Malayo-Polynesian\tSouthern Nuautl\n",
      "Trans-New Guinea\tBinanderean\tSuena\n",
      "Macro-Ge\tGe-Kaingang\tSuyá\n",
      "Eleman\tEleman Proper\tTaoripi\n",
      "Taushiro\tTaushiro\tTaushiro\n",
      "Austronesian\tCentral Malayo-Polynesian\tTetun\n",
      "Austronesian\tOceanic\tTigak\n",
      "Austronesian\tOceanic\tTinputz\n",
      "Australian\tTiwian\tTiwi\n",
      "Austronesian\tOceanic\tTongan; Tonga\n",
      "Cariban\tCariban\tTrió\n",
      "Trans-New Guinea\tMadang\tUsan\n",
      "Skou\tWestern Skou\tVanimo\n",
      "Niger-Congo\tGur\tWaama\n",
      "Cariban\tCariban\tWaiwai\n",
      "Trans-New Guinea\tFinisterre-Huon\tWantoat\n",
      "Waorani\tWaorani\tWaorani\n",
      "Chapacura-Wanham\tChapacura-Wanham\tWari; Wari'; Wariʔ; Oro Nao\n",
      "Uto-Aztecan\tTarahumaran\tWarihio\n",
      "Border\tBorder\tWaris\n",
      "Australian\tPama-Nyungan\tWik-Munkan\n",
      "Cariban\tCariban\tYabarana\n",
      "Trans-New Guinea\tEastern Highlands\tYagaria\n",
      "Yareban\tYareban\tYareba\n",
      "Yawa\tYawa\tYawa\n",
      "Cariban\tCariban\tYekwana\n",
      "Australian\tPama-Nyungan\tYidiny\n",
      "Torricelli\tWapei-Palei\tYil\n"
     ]
    }
   ],
   "source": [
    "family_tree = []\n",
    "for inventory in inventories:\n",
    "    family = inventory['LanguageFamilyRoot']\n",
    "    genus = inventory['LanguageFamilyGenus']\n",
    "    name = inventory['LanguageName']\n",
    "    \n",
    "    print('{}\\t{}\\t{}'.format(family, genus, name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"type\": \"FeatureCollection\", \"features\": [\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.100, -4.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-55.150, -25.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-78.000, -5.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [143.000, 43.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-61.250, 6.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-55.400, 3.120]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-94.350, 30.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-73.000, -10.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.100, -3.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.200, -7.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [94.400, 26.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-54.450, 1.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-47.360, -6.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-75.000, -2.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-53.000, -3.370]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-62.480, -12.250]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [139.100, -5.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [142.050, -3.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-76.250, -1.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.450, -6.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-78.050, 1.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.550, -3.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [151.450, -4.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [153.000, -28.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-70.200, 0.250]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [148.450, -5.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-73.100, 8.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-60.000, -18.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [136.000, -1.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [1.100, 11.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-88.400, 30.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [147.550, -8.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.050, -6.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-113.300, 50.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-56.000, -16.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-69.550, 1.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-45.100, -6.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-72.000, 1.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-83.000, 35.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.050, -6.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-98.300, 34.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-107.000, 45.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-70.300, 1.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [144.350, -6.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [139.000, -4.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [140.550, -3.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.300, -17.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [8.300, 4.550]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [136.000, -3.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [35.350, 1.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.400, -5.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [143.100, -6.250]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [119.300, 26.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.000, -6.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-49.000, -4.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [144.500, -6.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-46.200, -5.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.300, -16.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-157.000, 20.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-77.300, 44.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-53.250, -11.230]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.100, -3.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-61.250, 6.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [133.300, -3.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.200, -2.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.550, -4.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-64.400, -12.030]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-66.150, -7.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-57.250, -10.550]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-50.250, -11.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-64.100, -9.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-70.200, -8.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-55.450, 2.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [38.000, -1.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-8.350, 5.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [147.300, -9.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-74.400, -5.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-47.450, -8.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-46.450, -5.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-53.150, -12.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [151.300, -3.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [127.400, -8.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-59.150, 4.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [130.450, -13.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.050, -4.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [176.300, -38.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-66.500, 6.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-40.500, -16.550]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.300, -4.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-96.000, 17.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.450, -3.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.300, -5.550]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [155.400, -6.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [1.300, 10.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.400, -5.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [140.100, -2.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [142.150, -3.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-140.300, -8.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-118.000, 41.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-71.250, 2.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [10.550, 4.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-79.550, 43.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-64.000, -10.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [134.300, 7.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-53.000, -10.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-62.000, -7.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [158.000, 7.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-68.000, 4.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-58.050, -11.080]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.300, -8.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [155.050, -6.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-60.200, -12.580]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [34.450, 1.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [142.100, -6.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-64.300, 4.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [34.350, 1.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [144.100, -1.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [130.550, -8.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-94.250, 36.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [140.300, -2.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-71.450, -9.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-76.550, -5.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-96.550, 34.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-62.300, 3.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-78.000, -2.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [140.550, -2.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [143.150, -8.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [129.050, -3.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [147.300, -7.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-53.000, -11.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.150, -8.050]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-75.320, -3.120]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [125.050, -9.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [150.550, -2.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [155.000, -5.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [131.000, -11.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-175.150, -21.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-56.100, 2.280]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.200, -4.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.200, -2.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [1.400, 10.350]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-59.120, 1.230]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.300, -6.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-76.250, -1.000]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-65.200, -11.150]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-108.500, 27.500]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.050, -3.100]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [141.500, -13.400]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-66.150, 5.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [145.250, -6.250]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [148.350, -9.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [136.150, -1.450]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [-64.300, 5.300]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [146.150, -17.200]}, \"properties\": {}},\n",
      "\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",\"coordinates\": [142.100, -3.250]}, \"properties\": {}},\n",
      "], \"properties\": {}}\n"
     ]
    }
   ],
   "source": [
    "print('{\"type\": \"FeatureCollection\", \"features\": [')\n",
    "\n",
    "for inventory in inventories:\n",
    "    lon, lat = inventory['Longitude'], inventory['Latitude']\n",
    "    if lon == 'NULL':\n",
    "        continue\n",
    "    else:\n",
    "        lon = lon.replace(':', '.')\n",
    "        lat = lat.replace(':', '.')\n",
    "\n",
    "        print('\\t{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\",', end='')\n",
    "        print('\"coordinates\": ', end='')\n",
    "        coords = '[{:.3f}, {:.3f}]'.format(float(lon), float(lat))\n",
    "        print(coords, end='')\n",
    "        print('}, \"properties\": {}},')\n",
    "\n",
    "print('], \"properties\": {}}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
   ],
   "source": [
    "def get_upsid(aggregated, consonants):\n",
    "    with open(aggregated) as f:\n",
    "        aggregated_data = [i for i in csv.DictReader(f, delimiter='\\t')]\n",
    "\n",
    "    with open(consonants) as f:\n",
    "        segments = [segment for segment in csv.DictReader(f, delimiter='\\t')]\n",
    "\n",
    "    inventories = []\n",
    "    for inventory in aggregated_data:\n",
    "            inventory['Segments'] = []\n",
    "            \n",
    "            if inventory['Source'] == 'UPSID':\n",
    "                for segment in segments:\n",
    "                    if inventory['InventoryID'] == segment['InventoryID']:\n",
    "                        inventory['Segments'].append(segment['Phoneme'])\n",
    "\n",
    "                for key in ['Phonemes', 'Tones', 'Population', 'Trump', 'Country', 'Vowels']:\n",
    "                    del inventory[key]\n",
    "\n",
    "                inventories.append(inventory)\n",
    "\n",
    "    else:\n",
    "        return inventories\n",
    "\n",
    "upsid_inv = get_upsid('phoible-aggregated.tsv', 'phoible-consonants.tsv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UPSID: el nombre de fricatives sonores és menor que el de sordes: segueixen l'universal 76.05% (343 de 451)\n",
      "UPSID: el nombre de fricatives improbablement es major que oclusives i africades junts: segueixen l'universal 91.57% (413 de 451)\n",
      "UPSID: Gairebé totes les llengües tenen almenys una líquida: segueixen l'universal 93.13% (420 de 451)\n",
      "UPSID: Una llengua amb una o més laterals té una aproximant lateral sonora.: segueixen l'universal 97.10% (368 de 379)\n",
      "       no el segueixen AHTNA, CHUKCHI, EKARI, KABARDIAN, !XU, LUSHOOTSEED, TSESHAHT, TIGAK, TLINGIT, WAHGI, WINTU\n"
     ]
    }
   ],
   "source": [
    "candidates = 0\n",
    "followers = 0\n",
    "for inv in upsid_inv:\n",
    "    candidates += 1\n",
    "    \n",
    "    try:\n",
    "        voiced_fric = [i for i in inv['Segments'] if is_fricative(i) and features_d[i]['periodicGlottalSource']]\n",
    "        voiceless_fric = [i for i in inv['Segments'] if is_fricative(i) and features_d[i]['periodicGlottalSource'] is False]\n",
    "    except KeyError:\n",
    "        pass\n",
    "    \n",
    "    if len(voiced_fric) < len(voiceless_fric):\n",
    "        followers += 1\n",
    "    \n",
    "\n",
    "print('UPSID: el nombre de fricatives sonores és menor que el de sordes: segueixen l\\'universal {:.2%} ({} de {})'.format(followers / candidates, followers, candidates))\n",
    "\n",
    "candidates = 0\n",
    "followers = 0\n",
    "for inv in upsid_inv:\n",
    "    candidates += 1\n",
    "    \n",
    "    try:\n",
    "        fric = [i for i in inv['Segments'] if is_fricative(i)]\n",
    "        affric = [i for i in inv['Segments'] if is_affricate(i)]\n",
    "        plosiv = [i for i in inv['Segments'] if is_plosive(i)]\n",
    "\n",
    "    except KeyError:\n",
    "        pass\n",
    "    \n",
    "    if len(fric) < (len(plosiv) + len(affric)):\n",
    "        followers += 1\n",
    "\n",
    "print('UPSID: el nombre de fricatives improbablement es major que oclusives i africades junts: segueixen l\\'universal {:.2%} ({} de {})'.format(followers / candidates, followers, candidates))\n",
    "\n",
    "candidates = 0\n",
    "followers = 0\n",
    "for inv in upsid_inv:\n",
    "    candidates += 1\n",
    "    \n",
    "    try:\n",
    "        liquid = [i for i in inv['Segments'] if is_fricative(i)]\n",
    "\n",
    "    except KeyError:\n",
    "        pass\n",
    "    \n",
    "    if len(liquid) > 0:\n",
    "        followers += 1\n",
    "\n",
    "print('UPSID: Gairebé totes les llengües tenen almenys una líquida: segueixen l\\'universal {:.2%} ({} de {})'.format(followers / candidates, followers, candidates))\n",
    "\n",
    "candidates = 0\n",
    "followers = 0\n",
    "non_followers = []\n",
    "for inv in upsid_inv:    \n",
    "    try:\n",
    "        laterals = [i for i in inv['Segments'] if features_d[i]['lateral']]\n",
    "    except KeyError:\n",
    "        pass\n",
    "    \n",
    "    if len(laterals) > 0:\n",
    "        candidates += 1\n",
    "        \n",
    "        for lateral in laterals:\n",
    "            f = features_d[lateral]\n",
    "            if f['periodicGlottalSource'] and f['approximant']:\n",
    "                followers += 1\n",
    "                break\n",
    "        else:\n",
    "            if inv['LanguageName'] not in non_followers:\n",
    "                non_followers.append(inv['LanguageName'])\n",
    "\n",
    "print('UPSID: Una llengua amb una o més laterals té una aproximant lateral sonora.: segueixen l\\'universal {:.2%} ({} de {})'.format(followers / candidates, followers, candidates))\n",
    "print('       no el segueixen', ', '.join(non_followers))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
   ],
   "source": [
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
   ],
   "source": [
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>laterals dento</td><td>laterals retroflex</td><td>laterals palatal</td><td>laterals velar</td><td>Jerarquia laterals (d &gt; r &gt; p  &gt; v)</td><tr></tr><tr><td>Ache</td><td>1 [ ɺ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr><tr><td>Alabama</td><td>2 [ l̪ ɬ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Angaatiha</td><td>1 [ ɺ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ao</td><td>2 [ l ɭ͓ ]</td><td>1 [ ɭ͓ ]</td><td>1 [ ɭ͓ ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Arára, Pará</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr><tr><td>Awa Pit</td><td>2 [ ɬ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Awtuw</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baining</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bandjalang</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Bariai</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Biak</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biali</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Blackfoot</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Cacua</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Cherokee</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Cubeo</td><td>1 [ ɺ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Dani</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Dyirbal</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Ekari</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>1 [ ɡˡ ]</td><td>si<td></tr><tr><td>Endo</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Faiwol</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Fuzhou</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Golin</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Gugu-Yalandyi</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Hawaiian</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Ikpeng</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Imonda</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr></tr></tr><tr><td>Karajá</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Katukína</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kikamba</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kipsigis</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Krahô</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kuikúro-Kalapálo</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kuot</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Leti</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Malakmalak</td><td>2 [ l̠ l ]</td><td>1 [ l̠ ]</td><td>1 [ l̠ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Manam</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr><tr><td>Namia</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nandi</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr><tr><td>Ningil</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Nɔmaa (NɔmaáNdɛ́)</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Oneida</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Palauan</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Pohnpeian</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr><tr><td>Sabane</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sabaot</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Samo</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sanuma; Sanumá</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Sebei</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Seimat</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Selaru</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr><tr><td>Shawnee</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Skou</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Southern Nuautl</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Taoripi</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Tetun</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tigak</td><td>1 [ ɮ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tinputz</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tiwi</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tongan; Tonga</td><td>1 [ ɺ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Vanimo</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Waiwai</td><td>1 [ ɺ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr><tr><td>Waris</td><td>1 [ l̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wik-Munkan</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr></tr></tr><tr><td>Yidiny</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yil</td><td>1 [ l ]</td><td>0 [  ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></table></font>"
      ]
     },
     "execution_count": 37,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "langs_lateral_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if features_d[segment]['lateral'] and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    retroflex = [segment for segment in inventory['Segments'] if features_d[segment]['lateral'] and not features_d[segment]['anterior'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(retroflex)\n",
    "\n",
    "    \n",
    "    palatals = [segment for segment in inventory['Segments'] if features_d[segment]['lateral'] and not features_d[segment]['anterior'] and features_d[segment]['coronal'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(palatals)\n",
    "    \n",
    "        \n",
    "    velars = [segment for segment in inventory['Segments'] if features_d[segment]['lateral'] and features_d[segment]['dorsal'] and features_d[segment]['high'] and not features_d[segment]['continuant'] and features_d[segment]['coronal'] is False ]\n",
    "    subsystems.append(velars)\n",
    "    \n",
    "    langs_lateral_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'laterals dento', 'laterals retroflex', 'laterals palatal',\n",
    "               'laterals velar', 'Jerarquia laterals (d &gt; r &gt; p  &gt; v)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "candidates = 0\n",
    "followers = 0\n",
    "# Add contents\n",
    "for lang in langs_lateral_hierarchy:\n",
    "    \n",
    "    candidates += 1\n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0 and  len(lang[inv][3]) == 0:\n",
    "            continue\n",
    "        \n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "        \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "\n",
    "    else:\n",
    "        if follows_hierarchy:\n",
    "            followers += 1\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td>Llengua</td><td>rothics dento</td><td>rothics retroflex</td><td>rothics uvulars</td><td>Jerarquia rothics (d &gt; r &gt; u)</td><tr><tr><td>Abau</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Aguaruna</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ainu</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akawaio</td><td>1 [ *R̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Akurio</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Amahuaca</td><td>1 [ ɾ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Amanab</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Apalaí</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Apinaye</td><td>0 [  ]</td><td>1 [ ɽ ]</td><td>0 [  ]</td><td>no<td></tr><tr><td>Arabela</td><td>1 [ r̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arára, Pará</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Arikapú</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Asmat</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Au</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Auyana</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Awtuw</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baining</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bandjalang</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barasano</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bariai</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Barí</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Baruga</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Bésɨro</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biak</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Biali</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Binandere</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Binumarien</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Bororo</td><td>1 [ *R̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Canela</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Carijona</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Chuave</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Dadibi</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Dyirbal</td><td>1 [ r ]</td><td>1 [ ɻ ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Endo</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Fasu</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Gavião do Pará</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Golin</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Guajajara</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Gugu-Yalandyi</td><td>1 [ *R̪ ]</td><td>1 [ ɻ ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Huron</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ikpeng</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Imonda</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ingarikó</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Irarutu</td><td>1 [ ɾ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Iwam</td><td>1 [ *R ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jabutí</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Jamamadí</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kaiabi</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Karajá</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Karitiana; Karitiâna</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kaxuiâna</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kipsigis</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Koiari</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Kokama-Kokamilla</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Krinkati-Timbira</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Kuot</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Leti</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Macushi</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Malakmalak</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Manam</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Maori</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Mapoyo</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Namia</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Nandi</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Nasioi</td><td>1 [ ɾ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Nimboran</td><td>1 [ *R̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Ningil</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>North Marquesan</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Nukak</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Oro Win</td><td>2 [ t̪ʙ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Palauan</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Panará</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Pémono</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Pohnpeian</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Rikbaktsa</td><td>1 [ ɾ ]</td><td>1 [ ɽ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Roro</td><td>1 [ ɾ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Rotokas</td><td>1 [ ᴅ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Sabaot</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Sebei</td><td>2 [ ɾ̪ r̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Selaru</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Shanenawa</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shawi</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Shiriana</td><td>1 [ ɾ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Shuar</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Skou</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Kiwai</td><td>1 [ *R̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Southern Nuautl</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suena</td><td>1 [ ɾ̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Suyá</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Taushiro</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tetun</td><td>1 [ r̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Tigak</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Tiwi</td><td>1 [ ɾ ]</td><td>1 [ ɻ ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Trió</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr></tr><tr><td>Waiwai</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr></tr><tr><td>Wari; Wari'; Wariʔ; Oro Nao</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Warihio</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Waris</td><td>1 [ *R̪ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Wik-Munkan</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yabarana</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></tr><tr><td>Yareba</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yawa</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yekwana</td><td>1 [ ɾ ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yidiny</td><td>1 [ r ]</td><td>1 [ ɻ ]</td><td>0 [  ]</td><td>si<td></tr><tr><td>Yil</td><td>1 [ r ]</td><td>0 [  ]</td><td>0 [  ]</td><td>si<td></tr></table></font>"
      ]
     },
     "execution_count": 38,
     "metadata": {
     },
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Segueixen la jerarquia 151.43% (159 de 105)\n"
     ]
    }
   ],
   "source": [
    "langs_rothic_hierarchy = []\n",
    "for inventory in inventories:\n",
    "    subsystems = []\n",
    "\n",
    "    dentoalveolars = [segment for segment in inventory['Segments'] if is_rothic(segment) and features_d[segment]['coronal'] and features_d[segment]['anterior']     and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(dentoalveolars)\n",
    "\n",
    "    retroflex =      [segment for segment in inventory['Segments'] if is_rothic(segment) and features_d[segment]['coronal'] and not features_d[segment]['anterior'] and not features_d[segment]['dorsal']]\n",
    "    subsystems.append(retroflex)\n",
    "    \n",
    "    uvulars =        [segment for segment in inventory['Segments'] if is_rothic(segment) and not features_d[segment]['coronal'] and not features_d[segment]['coronal'] and features_d[segment]['dorsal']]\n",
    "    subsystems.append(uvulars)\n",
    "    \n",
    "    langs_rothic_hierarchy.append({inventory['LanguageName']: subsystems})\n",
    "\n",
    "\n",
    "html_table = ['<table>']\n",
    "\n",
    "# Build header\n",
    "html_table.append('<tr>')\n",
    "for header in ['Llengua', 'rothics dento', 'rothics retroflex', 'rothics uvulars',\n",
    "               'Jerarquia rothics (d &gt; r &gt; u)']:\n",
    "    \n",
    "    html_table.append('<td>{}</td>'.format(header))\n",
    "    \n",
    "else:\n",
    "    html_table.append('<tr>')\n",
    "\n",
    "candidates = 0\n",
    "followers = 0\n",
    "# Add contents\n",
    "for lang in langs_rothic_hierarchy:\n",
    "    \n",
    "    for inv in lang:\n",
    "        if len(lang[inv][0]) == 0 and len(lang[inv][1]) == 0 and len(lang[inv][2]) == 0:\n",
    "            continue\n",
    "            \n",
    "        candidates += 1\n",
    "\n",
    "        html_table.append('<tr>')\n",
    "        html_table.append('<td>{}</td>'.format(inv))\n",
    "        \n",
    "        for item in lang[inv]:\n",
    "            html_table.append('<td>{} [ {} ]</td>'.format(len(item), ' '.join(item)))\n",
    "        \n",
    "        follows_hierarchy = len(lang[inv][0]) >= len(lang[inv][1]) and len(lang[inv][1]) >= len(lang[inv][2])\n",
    "        html_table.append('<td>{}<td>'.format(\"si\" if follows_hierarchy else \"no\"))\n",
    "\n",
    "    else:\n",
    "        if follows_hierarchy:\n",
    "            followers += 1\n",
    "        html_table.append('</tr>')\n",
    "else:\n",
    "    html_table.append('</table></font>')\n",
    "\n",
    "display(HTML(''.join(html_table)))\n",
    "\n",
    "print('Segueixen la jerarquia {:.2%} ({} de {})'.format(followers / candidates, followers, candidates))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Area': 'America', 'LanguageFamilyGenus': 'Cariban', 'Consonants': '10', 'LanguageFamilyRoot': 'Cariban', 'InventoryID': '1877', 'LanguageCode': 'mbc', 'Longitude': '-59:15', 'Segments': ['ʔ', 'k', 'j', 'm', 'n', 'p', 's', 't', 'w', 'ɾ'], 'LanguageName': 'Macushi', 'Latitude': '04:00', 'Source': 'SAPHON'}\n",
      "{'Area': 'Pacific', 'LanguageFamilyGenus': 'Tiwian', 'Consonants': '14', 'LanguageFamilyRoot': 'Australian', 'InventoryID': '1218', 'LanguageCode': 'tiw', 'Longitude': '131:0', 'Segments': ['n̪', 'j', 'k', 'm', 'ɣ', 'n', 'p', 't̪', 't', 'w', 'ɻ', 'ɾ', 'ŋ', 'l'], 'LanguageName': 'Tiwi', 'Latitude': '-11:40', 'Source': 'PH'}\n",
      "{'Area': 'America', 'LanguageFamilyGenus': 'Tucanoan', 'Consonants': '11', 'LanguageFamilyRoot': 'Tucanoan', 'InventoryID': '239', 'LanguageCode': 'bao', 'Longitude': '-70:20', 'Segments': ['ɡ', 'b', 'd', 'k', 'j', 'p', 's', 't', 'w', 'h', 'ɾ'], 'LanguageName': 'Barasano', 'Latitude': '00:25', 'Source': 'UPSID'}\n",
      "{'Area': 'America', 'LanguageFamilyGenus': 'Northern Iroquoian', 'Consonants': '10', 'LanguageFamilyRoot': 'Iroquoian', 'InventoryID': '77', 'LanguageCode': 'one', 'Longitude': '-79:55', 'Segments': ['ʔ', 'h', 'k', 'j', 'l', 'n', 'ɰ', 's', 't̠ʃ', 't'], 'LanguageName': 'Oneida', 'Latitude': '43:15', 'Source': 'SPA'}\n",
      "{'Area': 'America', 'LanguageFamilyGenus': 'Northern Iroquoian', 'Consonants': '11', 'LanguageFamilyRoot': 'Iroquoian', 'InventoryID': '536', 'LanguageCode': 'see', 'Longitude': '-94:25', 'Segments': ['n̪', 'b', 'w', 'h', 'k', 'j', 'm', 's̪', 't̪', 'ʔ', 'd̪z̪'], 'LanguageName': 'Seneca', 'Latitude': '36:0', 'Source': 'UPSID'}\n",
      "{'Area': 'Pacific', 'LanguageFamilyGenus': 'Pama-Nyungan', 'Consonants': '13', 'LanguageFamilyRoot': 'Australian', 'InventoryID': '303', 'LanguageCode': 'dbl', 'Longitude': '145:30', 'Segments': ['ɡ', 'b', 'ŋ', 'j', 'm', 'l', 'n', 'ɲ', 'r', 'w', 'ɻ', 'ɟ', 'd'], 'LanguageName': 'Dyirbal', 'Latitude': '-17:35', 'Source': 'UPSID'}\n"
     ]
    }
   ],
   "source": [
    "morph = \"\"\"\n",
    "Alagwa\n",
    "Alamblak\n",
    "Amharic\n",
    "Apurinã\n",
    "Arabic (Egyptian)\n",
    "Arabic (Gulf)\n",
    "Arabic (Syrian)\n",
    "Arbore\n",
    "Bayso\n",
    "Beja\n",
    "Berber (Middle Atlas)\n",
    "Campa (Axininca)\n",
    "Chinantec (Lealao)\n",
    "Cree (Plains)\n",
    "Diyari\n",
    "Dizi\n",
    "French\n",
    "Gaelic (Scots)\n",
    "Hausa\n",
    "Hebrew (Modern)\n",
    "Hindi\n",
    "Hixkaryana\n",
    "Iraqw\n",
    "Kashmiri\n",
    "Khasi\n",
    "Khmu'\n",
    "Kolami\n",
    "Latvian\n",
    "Lele\n",
    "Macushi\n",
    "Maltese\n",
    "Maybrat\n",
    "Miya\n",
    "Mosetén\n",
    "Mundari\n",
    "Ojibwa (Eastern)\n",
    "Oromo (Harar)\n",
    "Panjabi\n",
    "Pashto\n",
    "Passamaquoddy-Maliseet\n",
    "Pitta Pitta\n",
    "Qafar\n",
    "Rendille\n",
    "Spanish\n",
    "Tagalog\n",
    "Taiap\n",
    "Tigré\n",
    "Tiwi\n",
    "Tunica\n",
    "Yazgulyam\n",
    "Abkhaz\n",
    "Barasano\n",
    "Defaka\n",
    "English\n",
    "German\n",
    "Godoberi\n",
    "Grebo\n",
    "Greek (Modern)\n",
    "Icelandic\n",
    "Kannada\n",
    "Ket\n",
    "Khoekhoe\n",
    "Koromfe\n",
    "Lavukaleve\n",
    "Mangarrayi\n",
    "Marathi\n",
    "Nicobarese (Car)\n",
    "Oneida\n",
    "Retuarã\n",
    "Russian\n",
    "Seneca\n",
    "Tamil\n",
    "Tidore\n",
    "Ukrainian\n",
    "Wardaman\n",
    "Wari\n",
    "Archi\n",
    "Bininj Gun-Wok\n",
    "Burushaski\n",
    "Dyirbal\n",
    "Godié\n",
    "Lak\n",
    "Marind\n",
    "Paumarí\n",
    "Pirahã\n",
    "Tsez\n",
    "Wambaya\n",
    "Zande\n",
    "Arapesh (Mountain)\n",
    "Babungo\n",
    "Chichewa\n",
    "Diola-Fogny\n",
    "Fula (Guinean)\n",
    "Hunzib\n",
    "Ingush\n",
    "Juhoan\n",
    "Kisi\n",
    "Kongo\n",
    "Lingala\n",
    "Luvale\n",
    "Maung\n",
    "Mixtec (Chalcatongo)\n",
    "Ngangityemerri\n",
    "Nkore-Kiga\n",
    "Nunggubuyu\n",
    "Nyamwezi\n",
    "Nyiha\n",
    "Shona\n",
    "Supyire\n",
    "Swahili\n",
    "Yimas\n",
    "Zulu\n",
    "\"\"\".split()\n",
    "\n",
    "for lang in morph:\n",
    "    for inventory in inventories:\n",
    "        if inventory['LanguageName'] == lang:\n",
    "            print(inventory[L])\n",
    "    \n",
    "    "
   ]
  }
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