{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import collections\n",
    "\n",
    "from tf.app import use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TF app is up-to-date.\n",
      "Using annotation/app-oldbabylonian commit 1f12c687368dec8eabefe35264a30f4d5eac3fb4 (=latest)\n",
      "  in /Users/dirk/text-fabric-data/__apps__/oldbabylonian.\n",
      "No new data release available online.\n",
      "Using Nino-cunei/oldbabylonian/tf - 1.0.1 rv1.0.1 (=latest) in /Users/dirk/text-fabric-data.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<b>Documentation:</b> <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs/\" title=\"provenance of Old Babylonian Letters 1900-1600: Cuneiform tablets \">OLDBABYLONIAN</a> <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs/transcription.md\" title=\"How TF features represent ATF\">Character table</a> <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"OLDBABYLONIAN feature documentation\">Feature docs</a> <a target=\"_blank\" href=\"https://github.com/annotation/app-oldbabylonian\" title=\"oldbabylonian API documentation\">oldbabylonian API</a> <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Fabric/\" title=\"text-fabric-api\">Text-Fabric API 7.4.11</a> <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Use/Search/\" title=\"Search Templates Introduction and Reference\">Search Reference</a><details open><summary><b>Loaded features</b>:</summary>\n",
       "<p><b>Old Babylonian Letters 1900-1600: Cuneiform tablets </b>: <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/after.tf\">after</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/afterr.tf\">afterr</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/afteru.tf\">afteru</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/atf.tf\">atf</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/atfpost.tf\">atfpost</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/atfpre.tf\">atfpre</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/col.tf\">col</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/collated.tf\">collated</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/collection.tf\">collection</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/comment.tf\">comment</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/damage.tf\">damage</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/det.tf\">det</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/docnote.tf\">docnote</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/docnumber.tf\">docnumber</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/excised.tf\">excised</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/face.tf\">face</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/flags.tf\">flags</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/fraction.tf\">fraction</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/grapheme.tf\">grapheme</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/graphemer.tf\">graphemer</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/graphemeu.tf\">graphemeu</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/lang.tf\">lang</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/langalt.tf\">langalt</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/ln.tf\">ln</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/lnc.tf\">lnc</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/lnno.tf\">lnno</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/missing.tf\">missing</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/object.tf\">object</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/operator.tf\">operator</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/operatorr.tf\">operatorr</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/operatoru.tf\">operatoru</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/otype.tf\">otype</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/pnumber.tf\">pnumber</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/primecol.tf\">primecol</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/primeln.tf\">primeln</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/question.tf\">question</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/reading.tf\">reading</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/readingr.tf\">readingr</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/readingu.tf\">readingu</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/remarkable.tf\">remarkable</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/remarks.tf\">remarks</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/repeat.tf\">repeat</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/srcLn.tf\">srcLn</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/srcLnNum.tf\">srcLnNum</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/srcfile.tf\">srcfile</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/supplied.tf\">supplied</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/sym.tf\">sym</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/symr.tf\">symr</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/symu.tf\">symu</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/trans.tf\">trans</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/translation@en.tf\">translation@ll</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/type.tf\">type</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/uncertain.tf\">uncertain</a>  <a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/volume.tf\">volume</a>  <b><i><a target=\"_blank\" href=\"https://github.com/Nino-cunei/oldbabylonian/blob/master/docs//transcription.md\" title=\"/Users/dirk/text-fabric-data/Nino-cunei/oldbabylonian/tf/1.0.1/oslots.tf\">oslots</a></i></b> </p></details>"
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       "    font-size: medium;\n",
       "    color: #0000bb;\n",
       "}\n",
       ".period {\n",
       "    font-family: monospace;\n",
       "    font-size: medium;\n",
       "    font-weight: bold;\n",
       "    color: #0000bb;\n",
       "}\n",
       ".text {\n",
       "    font-family: sans-serif;\n",
       "    font-size: x-small;\n",
       "    color: #000000;\n",
       "}\n",
       ".srcln {\n",
       "    font-family: monospace;\n",
       "    font-size: medium;\n",
       "    color: #000000;\n",
       "}\n",
       ".srclnnum {\n",
       "    font-family: monospace;\n",
       "    font-size: x-small;\n",
       "    color: #0000bb;\n",
       "}\n",
       ".comment {\n",
       "    color: #7777dd;\n",
       "    font-family: monospace;\n",
       "    font-size: small;\n",
       "}\n",
       ".operator {\n",
       "    color: #ff77ff;\n",
       "    font-size: large;\n",
       "}\n",
       "/* LANGUAGE: superscript and subscript */\n",
       "\n",
       "/* cluster */\n",
       ".det {\n",
       "    vertical-align: super;\n",
       "}\n",
       "/* cluster */\n",
       ".langalt {\n",
       "    vertical-align: sub;\n",
       "}\n",
       "/* REDACTIONAL: line over or under  */\n",
       "\n",
       "/* flag */\n",
       ".collated {\n",
       "    font-weight: bold;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "/* cluster */\n",
       ".excised {\n",
       "    color: #dd0000;\n",
       "    text-decoration: line-through;\n",
       "}\n",
       "/* cluster */\n",
       ".supplied {\n",
       "    color: #0000ff;\n",
       "    text-decoration: overline;\n",
       "}\n",
       "/* flag */\n",
       ".remarkable {\n",
       "    font-weight: bold;\n",
       "    text-decoration: overline;\n",
       "}\n",
       "\n",
       "/* UNSURE: italic*/\n",
       "\n",
       "/* cluster */\n",
       ".uncertain {\n",
       "    font-style: italic\n",
       "}\n",
       "/* flag */\n",
       ".question {\n",
       "    font-weight: bold;\n",
       "    font-style: italic\n",
       "}\n",
       "\n",
       "/* BROKEN: text-shadow */\n",
       "\n",
       "/* cluster */\n",
       ".missing {\n",
       "    color: #999999;\n",
       "    text-shadow: #bbbbbb 1px 1px;\n",
       "}\n",
       "/* flag */\n",
       ".damage {\n",
       "    font-weight: bold;\n",
       "    color: #999999;\n",
       "    text-shadow: #bbbbbb 1px 1px;\n",
       "}\n",
       ".empty {\n",
       "  color: #ff0000;\n",
       "}\n",
       "\n",
       "span.hldot {\n",
       "\tbackground-color: var(--hl-strong);\n",
       "\tborder: 0.2rem solid var(--hl-rim);\n",
       "\tborder-radius: 0.4rem;\n",
       "\t/*\n",
       "\tdisplay: inline-block;\n",
       "\twidth: 0.8rem;\n",
       "\theight: 0.8rem;\n",
       "\t*/\n",
       "}\n",
       "span.hl {\n",
       "\tbackground-color: var(--hl-strong);\n",
       "\tborder-width: 0;\n",
       "\tborder-radius: 0.1rem;\n",
       "\tborder-style: solid;\n",
       "}\n",
       "\n",
       "span.hlup {\n",
       "\tborder-color: var(--hl-dark);\n",
       "\tborder-width: 0.1rem;\n",
       "\tborder-style: solid;\n",
       "\tborder-radius: 0.2rem;\n",
       "  padding: 0.2rem;\n",
       "}\n",
       "\n",
       ":root {\n",
       "\t--hl-strong:        hsla( 60, 100%,  70%, 0.9  );\n",
       "\t--hl-rim:           hsla( 55, 100%,  60%, 0.9  );\n",
       "\t--hl-dark:          hsla( 55, 100%,  40%, 0.9  );\n",
       "}\n",
       "</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<details open><summary><b>API members</b>:</summary>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Computed/#computed-data\" title=\"doc\">C Computed</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Computed/#computed-data\" title=\"doc\">Call AllComputeds</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Computed/#computed-data\" title=\"doc\">Cs ComputedString</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Features/#edge-features\" title=\"doc\">E Edge</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Features/#edge-features\" title=\"doc\">Eall AllEdges</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Features/#edge-features\" title=\"doc\">Es EdgeString</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Fabric/#loading\" title=\"doc\">ensureLoaded</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Fabric/#loading\" title=\"doc\">TF</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Fabric/#loading\" title=\"doc\">ignored</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Fabric/#loading\" title=\"doc\">loadLog</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Locality/#locality\" title=\"doc\">L Locality</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Misc/#messaging\" title=\"doc\">cache</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Misc/#messaging\" title=\"doc\">error</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Misc/#messaging\" title=\"doc\">indent</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Misc/#messaging\" title=\"doc\">info</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Misc/#messaging\" title=\"doc\">reset</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Nodes/#navigating-nodes\" title=\"doc\">N Nodes</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Nodes/#navigating-nodes\" title=\"doc\">sortKey</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Nodes/#navigating-nodes\" title=\"doc\">sortKeyTuple</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Nodes/#navigating-nodes\" title=\"doc\">otypeRank</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Nodes/#navigating-nodes\" title=\"doc\">sortNodes</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Features/#node-features\" title=\"doc\">F Feature</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Features/#node-features\" title=\"doc\">Fall AllFeatures</a>, <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Features/#node-features\" title=\"doc\">Fs FeatureString</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Search/#search\" title=\"doc\">S Search</a><br/>\n",
       "<a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Text/#text\" title=\"doc\">T Text</a></details>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "A = use('oldbabylonian', hoist=globals(), check=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Proper nouns\n",
    "\n",
    "List of sign stretches that occur between `um-ma` and `ma`.\n",
    "\n",
    "More precisely: we are looking for single words, immediately following the sign sequence `um-ma`, and where\n",
    "the word itself ends in `-ma`.\n",
    "\n",
    "The following query captures this intention.\n",
    "\n",
    "See [basic relations](https://annotation.github.io/text-fabric/Use/Search/#relational-operators)\n",
    "for the meaning of `<:` and `:=`.\n",
    "You find them under **slot comparison**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1472 results\n"
     ]
    }
   ],
   "source": [
    "query = '''\n",
    "line\n",
    "   sign reading=um\n",
    "   <: sign reading=ma\n",
    "   <: word\n",
    "     := sign reading=ma\n",
    "'''\n",
    "results = sorted(S.search(query))\n",
    "print(f'{len(results)} results')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th>n</th><th>p</th><th>line</th><th>sign</th><th>sign</th><th>word</th><th>sign</th></tr>\n",
       "<tr><td>1000</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386007\" title=\"show this document on CDLI\" sec=\"P386007 obverse:6\">P386007 obverse:6</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hlup\" ><span class=\"r\">u₂</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hlup\" ><span class=\"r\">u₂</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1001</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386008\" title=\"show this document on CDLI\" sec=\"P386008 obverse:3\">P386008 obverse:3</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1002</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386009\" title=\"show this document on CDLI\" sec=\"P386009 obverse:3\">P386009 obverse:3</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1003</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386009\" title=\"show this document on CDLI\" sec=\"P386009 obverse:7\">P386009 obverse:7</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1004</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386010\" title=\"show this document on CDLI\" sec=\"P386010 obverse:3\">P386010 obverse:3</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1005</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386010\" title=\"show this document on CDLI\" sec=\"P386010 obverse:6\">P386010 obverse:6</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hlup\" ><span class=\"r\">nu</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hlup\" ><span class=\"r\">nu</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1006</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386011\" title=\"show this document on CDLI\" sec=\"P386011 obverse:3\">P386011 obverse:3</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"missing\"><span class=\"r\">ha</span></span>-</span><span  class=\"hlup\" ><span class=\"damage\"><span class=\"r\">am</span></span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"missing\"><span class=\"r\">ha</span></span>-</span><span  class=\"hlup\" ><span class=\"damage\"><span class=\"r\">am</span></span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1007</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386011\" title=\"show this document on CDLI\" sec=\"P386011 obverse:4\">P386011 obverse:4</a></td><td><span class=\"txtr\"><span class=\"det\"><span class=\"r\">diš</span></span><span class=\"det\"><span class=\"r\">d</span></span><span class=\"damage\"><span class=\"r\">nanna</span></span>-<span class=\"missing\"><span class=\"r\">tum</span></span> <span class=\"r\">ki</span>-<span class=\"r\">a</span>-<span class=\"r\">am</span> <span class=\"r\">iq</span>-<span class=\"r\">bi</span>-<span class=\"r\">a</span>-<span class=\"r\">am</span> <span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">šu</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1008</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386012\" title=\"show this document on CDLI\" sec=\"P386012 obverse:3\">P386012 obverse:3</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1009</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386012\" title=\"show this document on CDLI\" sec=\"P386012 obverse:4\">P386012 obverse:4</a></td><td><span class=\"txtr\"><span class=\"r\">aš</span>-<span class=\"r\">šum</span> <span class=\"r\">ša</span> <span class=\"r\">ta</span>-<span class=\"r\">aš</span>-<span class=\"r\">pu</span>-<span class=\"r\">ra</span>-<span class=\"r\">am</span> <span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">at</span>-</span><span  class=\"hlup\" ><span class=\"r\">ta</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">at</span>-</span><span  class=\"hlup\" ><span class=\"r\">ta</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr>\n",
       "<tr><td>1010</td><td> <a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P386013\" title=\"show this document on CDLI\" sec=\"P386013 obverse:3\">P386013 obverse:3</a></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span><span  class=\"hl\" ><span class=\"r\">ma</span> </span><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">um</span>-</span></span></td><td><span class=\"txtr\"><span  class=\"hl\" ><span class=\"r\">ma</span> </span></span></td><td><span class=\"txtr\"><span  class=\"hlup\" ><span class=\"r\">ha</span>-</span><span  class=\"hlup\" ><span class=\"r\">am</span>-</span><span  class=\"hlup\" ><span class=\"r\">mu</span>-</span><span  class=\"hlup\" ><span class=\"r\">ra</span>-</span><span  class=\"hlup\" ><span class=\"r\">bi</span>-</span><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td><td><span class=\"txtr\"><span  class=\"hl hlup\" ><span class=\"r\">ma</span></span></span></td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "A.table(results, start=1000, end=1010, fmt='layout-orig-rich')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "539"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "introNouns = collections.Counter()\n",
    "\n",
    "for (line, um, ma1, word, ma2) in results:\n",
    "  introNouns[F.symr.v(word)] += 1\n",
    "\n",
    "len(introNouns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ha-am-mu-ra-bi-ma               108 x\n",
      "šu-ma                            86 x\n",
      "šu-u₂-ma                         86 x\n",
      "at-ta-ma                         62 x\n",
      "a-na-ku-ma                       61 x\n",
      "at-ta-a-ma                       51 x\n",
      "a-na-ku-u₂-ma                    39 x\n",
      "šu-nu-ma                         28 x\n",
      "a-hu-um-ma                       22 x\n",
      "ha-am-mu-ra-pi₂-ma               18 x\n",
      "a-bi-e-šu-uh-ma                  17 x\n",
      "dmarduk-mu-ša-lim-ma             17 x\n",
      "at-ti-ma                         15 x\n",
      "lu₂-igi-sa₆-ma                   13 x\n",
      "ṣi-li₂-dutu-ma                   13 x\n",
      "am-mi-ṣa-du-qa₂-ma               12 x\n",
      "sa-am-su-i-lu-na-ma              12 x\n",
      "dutu-na-ṣi-ir-ma                 11 x\n",
      "diškur-ra-bi-ma                  10 x\n",
      "dmarduk-na-ṣi-ir-ma              10 x\n",
      "dsuen-i-din-nam-ma               10 x\n",
      "at-tu-nu-ma                       9 x\n",
      "ši-ma                             9 x\n",
      "dna-bi-um-na-ṣi-ir-ma             8 x\n",
      "a-wi-il-dingir-ma                 7 x\n",
      "dna-bi-um-ma-lik-ma               7 x\n",
      "e-tel-pi₄-dmarduk-ma              7 x\n",
      "gi-mil-dmarduk-ma                 7 x\n",
      "dutu-ha-zi-ir-ma                  6 x\n",
      "i₃-li₂-i-qi₂-ša-am-ma             6 x\n",
      "nu-ur₂-dsuen-ma                   6 x\n",
      "ši-i-ma                           6 x\n",
      "…-ma                              6 x\n",
      "a-wi-il-eš₁₈-dar-ma               5 x\n",
      "be-el-šu-nu-ma                    5 x\n",
      "be-la-nu-um-ma                    5 x\n",
      "dingir-šu-ib-ni-šu-ma             5 x\n",
      "dlal₃-na-ṣi-ir-ma                 5 x\n",
      "dsuen-i-qi₂-ša-am-ma              5 x\n",
      "at-ti-i-ma                        4 x\n",
      "be-el-ta-ni-ma                    4 x\n",
      "be-li₂-ma                         4 x\n",
      "diškur-šar-rum-ma                 4 x\n",
      "dmarduk-dingir-ma                 4 x\n",
      "dsuen-be-el-ap-lim-ma             4 x\n",
      "dsuen-im-gur-an-ni-ma             4 x\n",
      "dsuen-ma-gir-ma                   4 x\n",
      "er₃-ra-ba-ni-ma                   4 x\n",
      "i-din-dmarduk-ma                  4 x\n",
      "i-šar-ku-bi-ma                    4 x\n",
      "ip-qu₂-dša-la-ma                  4 x\n",
      "i₃-li₂-ip-pa-al-sa₃-am-ma         4 x\n",
      "mu-na-wi-rum-ma                   4 x\n",
      "sa-am-su-di-ta-na-ma              4 x\n",
      "sag-il₂-ma-an-šum₂-ma             4 x\n",
      "ta-ri-ba-tum-ma                   4 x\n",
      "wa-tar-dutu-ma                    4 x\n",
      "a-wi-il-dna-bi-um-ma              3 x\n",
      "am-mi-di-ta-na-ma                 3 x\n",
      "diškur-ma-an-šum₂-ma              3 x\n",
      "dnanna-tum-ma                     3 x\n",
      "dsuen-dingir-ma                   3 x\n",
      "dsuen-e-ri-ba-am-ma               3 x\n",
      "dsuen-na-di-in-šu-mi-ma           3 x\n",
      "dsuen-na-ṣi-ir-ma                 3 x\n",
      "ha-li-ia-um-ma                    3 x\n",
      "i-din-dsuen-ma                    3 x\n",
      "i-lu-ni-ma                        3 x\n",
      "id-da-tum-ma                      3 x\n",
      "il-ta-ni-ma                       3 x\n",
      "i₃-li₂-i-ma-dingir-ma             3 x\n",
      "lu₂-dnin-urta-ma                  3 x\n",
      "lu₂-igi-sa₃-ma                    3 x\n",
      "nam-ra-tum-ma                     3 x\n",
      "ni-nu-ma                          3 x\n",
      "ri-iš-dmarduk-ma                  3 x\n",
      "ta-ri-bu-um-ma                    3 x\n",
      "še-ep-dsuen-ma                    3 x\n",
      "šu-mu-um-li-ib-ši-ma              3 x\n",
      "a-hu-ši-na-ma                     2 x\n",
      "a-li₂-ta-li-mi-ma                 2 x\n",
      "a-ma-na-nu-um-ma                  2 x\n",
      "a-wi-il-diškur-ma                 2 x\n",
      "ap-la-tum-ma                      2 x\n",
      "ba-nu-u₂-um-ma                    2 x\n",
      "dmarduk-ni-šu-ma                  2 x\n",
      "dnanna-ibila-ma-an-šum₂-ma        2 x\n",
      "dnanna-in-du₈-ma                  2 x\n",
      "dnanna-ma-an-šum₂-ma              2 x\n",
      "dsuen-a-bu-šu-ma                  2 x\n",
      "dsuen-gim-la-an-ni-ma             2 x\n",
      "dsuen-mu-ša-lim-ma                2 x\n",
      "dsuen-na-di-in-šu-mi-im-ma        2 x\n",
      "dsuen-re-me-ni-ma                 2 x\n",
      "dsuen-uru₄-ma                     2 x\n",
      "dumu-eš₁₈-dar-ma                  2 x\n",
      "dumu-zimbir-ma                    2 x\n",
      "dutu-ba-ni-ma                     2 x\n",
      "dutu-na-ṣir-ma                    2 x\n",
      "dutu-ra-bi-ma                     2 x\n"
     ]
    }
   ],
   "source": [
    "for (proper, amount) in sorted(\n",
    "  introNouns.items(),\n",
    "  key=lambda x: (-x[1], x[0]),\n",
    ")[0:100]:\n",
    "  print(f'{proper:<30} {amount:>4} x')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same exercise, now based on cuneiform unicode:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "530"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "introNounsU = collections.Counter()\n",
    "\n",
    "for (line, um, ma1, word, ma2) in results:\n",
    "  introNounsU[F.symu.v(word)] += 1\n",
    "  \n",
    "len(introNounsU)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Less words. Presumably, some words that are different in ascii-reading are equal in cuneiform unicode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ha𒄠𒈬𒊏𒁉𒈠                         126 x\n",
      "𒋗𒈠                               86 x\n",
      "𒋗𒌑𒈠                              86 x\n",
      "𒀜𒋫𒈠                              62 x\n",
      "𒀀𒈾𒆪𒈠                             61 x\n",
      "𒀜𒋫𒀀𒈠                             51 x\n",
      "𒀀𒈾𒆪𒌑𒈠                            39 x\n",
      "𒋗𒉡𒈠                              28 x\n",
      "𒀀hu𒌝𒈠                            22 x\n",
      "𒀀𒁉𒂊𒋗uh𒈠                          17 x\n"
     ]
    }
   ],
   "source": [
    "for (proper, amount) in sorted(\n",
    "  introNounsU.items(),\n",
    "  key=lambda x: (-x[1], x[0]),\n",
    ")[0:10]:\n",
    "  print(f'{proper:<30} {amount:>4} x')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But these are the wrong shapes: we need the Santakku font.\n",
    "\n",
    "Instead of counting the word strings, we collect the word nodes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "530"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "introNounsU = collections.defaultdict(set)\n",
    "\n",
    "for (line, um, ma1, word, ma2) in results:\n",
    "  introNounsU[F.symu.v(word)].add(word)\n",
    "  \n",
    "len(introNounsU)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tf.applib.helpers import dh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510727\" title=\"P510727 obverse:2\" sec=\"P510727 obverse:2\"><span class=\"txtr\"><span class=\"r\">ha</span>-<span class=\"r\">am</span>-<span class=\"r\">mu</span>-<span class=\"r\">ra</span>-<span class=\"r\">bi</span>-<span class=\"r\">ma</span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510727\" title=\"P510727 obverse:2\" sec=\"P510727 obverse:2\"><span class=\"txtu\"><span class=\"r\">ha</span><span class=\"r\">𒄠</span><span class=\"r\">𒈬</span><span class=\"r\">𒊏</span><span class=\"r\">𒁉</span><span class=\"r\">𒈠</span></span></a></td>\n",
       "  <td> 126</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510530\" title=\"P510530 obverse:15\" sec=\"P510530 obverse:15\"><span class=\"txtr\"><span class=\"r\">šu</span>-<span class=\"r\">ma</span> </span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510530\" title=\"P510530 obverse:15\" sec=\"P510530 obverse:15\"><span class=\"txtu\"><span class=\"r\">𒋗</span><span class=\"r\">𒈠</span> </span></a></td>\n",
       "  <td>  86</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P509373\" title=\"P509373 obverse:7\" sec=\"P509373 obverse:7\"><span class=\"txtr\"><span class=\"r\">šu</span>-<span class=\"r\">u₂</span>-<span class=\"missing\"><span class=\"r\">ma</span></span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P509373\" title=\"P509373 obverse:7\" sec=\"P509373 obverse:7\"><span class=\"txtu\"><span class=\"r\">𒋗</span><span class=\"r\">𒌑</span><span class=\"missing\"><span class=\"r\">𒈠</span></span></span></a></td>\n",
       "  <td>  86</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510527\" title=\"P510527 obverse:5\" sec=\"P510527 obverse:5\"><span class=\"txtr\"><span class=\"r\">at</span>-<span class=\"r\">ta</span>-<span class=\"r\">ma</span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510527\" title=\"P510527 obverse:5\" sec=\"P510527 obverse:5\"><span class=\"txtu\"><span class=\"r\">𒀜</span><span class=\"r\">𒋫</span><span class=\"r\">𒈠</span></span></a></td>\n",
       "  <td>  62</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510526\" title=\"P510526 obverse:11\" sec=\"P510526 obverse:11\"><span class=\"txtr\"><span class=\"r\">a</span>-<span class=\"r\">na</span>-<span class=\"r\">ku</span>-<span class=\"r\">ma</span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510526\" title=\"P510526 obverse:11\" sec=\"P510526 obverse:11\"><span class=\"txtu\"><span class=\"r\">𒀀</span><span class=\"r\">𒈾</span><span class=\"r\">𒆪</span><span class=\"r\">𒈠</span></span></a></td>\n",
       "  <td>  61</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510555\" title=\"P510555 obverse:7\" sec=\"P510555 obverse:7\"><span class=\"txtr\"><span class=\"r\">at</span>-<span class=\"r\">ta</span>-<span class=\"r\">a</span>-<span class=\"r\">ma</span> </span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510555\" title=\"P510555 obverse:7\" sec=\"P510555 obverse:7\"><span class=\"txtu\"><span class=\"r\">𒀜</span><span class=\"r\">𒋫</span><span class=\"r\">𒀀</span><span class=\"r\">𒈠</span> </span></a></td>\n",
       "  <td>  51</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510576\" title=\"P510576 obverse:5\" sec=\"P510576 obverse:5\"><span class=\"txtr\"><span class=\"r\">a</span>-<span class=\"r\">na</span>-<span class=\"r\">ku</span>-<span class=\"r\">u₂</span>-<span class=\"damage\"><span class=\"r\">ma</span></span> </span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510576\" title=\"P510576 obverse:5\" sec=\"P510576 obverse:5\"><span class=\"txtu\"><span class=\"r\">𒀀</span><span class=\"r\">𒈾</span><span class=\"r\">𒆪</span><span class=\"r\">𒌑</span><span class=\"damage\"><span class=\"r\">𒈠</span></span> </span></a></td>\n",
       "  <td>  39</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510545\" title=\"P510545 obverse:6\" sec=\"P510545 obverse:6\"><span class=\"txtr\"><span class=\"r\">šu</span>-<span class=\"r\">nu</span>-<span class=\"r\">ma</span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510545\" title=\"P510545 obverse:6\" sec=\"P510545 obverse:6\"><span class=\"txtu\"><span class=\"r\">𒋗</span><span class=\"r\">𒉡</span><span class=\"r\">𒈠</span></span></a></td>\n",
       "  <td>  28</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510773\" title=\"P510773 obverse:3\" sec=\"P510773 obverse:3\"><span class=\"txtr\"><span class=\"r\">a</span>-<span class=\"r\">hu</span>-<span class=\"r\">um</span>-<span class=\"r\">ma</span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510773\" title=\"P510773 obverse:3\" sec=\"P510773 obverse:3\"><span class=\"txtu\"><span class=\"r\">𒀀</span><span class=\"r\">hu</span><span class=\"r\">𒌝</span><span class=\"r\">𒈠</span></span></a></td>\n",
       "  <td>  22</td>\n",
       "</tr>\n",
       "\n",
       "<tr>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510769\" title=\"P510769 obverse:5\" sec=\"P510769 obverse:5\"><span class=\"txtr\"><span class=\"r\">a</span>-<span class=\"r\">bi</span>-<span class=\"r\">e</span>-<span class=\"r\">šu</span>-<span class=\"r\">uh</span>-<span class=\"r\">ma</span></span></a></td>\n",
       "  <td><a href=\"https://cdli.ucla.edu/search/search_results.php?SearchMode=Text&amp;ObjectID=P510769\" title=\"P510769 obverse:5\" sec=\"P510769 obverse:5\"><span class=\"txtu\"><span class=\"r\">𒀀</span><span class=\"r\">𒁉</span><span class=\"r\">𒂊</span><span class=\"r\">𒋗</span><span class=\"r\">uh</span><span class=\"r\">𒈠</span></span></a></td>\n",
       "  <td>  17</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fmtr = 'layout-orig-rich'\n",
    "fmtu = 'layout-orig-unicode'\n",
    "\n",
    "html = []\n",
    "html.append('<table>')\n",
    "\n",
    "for (proper, words) in sorted(\n",
    "  introNounsU.items(),\n",
    "  key=lambda x: (-len(x[1]), x[0]),\n",
    ")[0:10]:\n",
    "  firstWord = sorted(words)[0]\n",
    "  amount = len(words)\n",
    "  html.append(f'''\n",
    "<tr>\n",
    "  <td>{A.plain(firstWord, fmt=fmtr, withPassage=False, _asString=True)}</td>\n",
    "  <td>{A.plain(firstWord, fmt=fmtu, withPassage=False, _asString=True)}</td>\n",
    "  <td>{amount:>4}</td>\n",
    "</tr>\n",
    "''')\n",
    "\n",
    "html.append('</table>')\n",
    "\n",
    "dh(''.join(html))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}