DSS_Info.ipynb

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   "source": [
    "# Exploring the DSS Dataset"
   ]
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   "metadata": {},
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     "text": [
      "\tconnecting to online GitHub repo annotation/app-dss ... failed\n",
      "The offline TF-app may not be the latest\n",
      "Using TF-app in /Users/cody/text-fabric-data/annotation/app-dss/code:\n",
      "\trv0.4=#6f0198838fa9339fc85e23551bd83d61e4bbaaa7 (latest? release)\n",
      "\tconnecting to online GitHub repo etcbc/dss ... failed\n",
      "The offline data may not be the latest\n",
      "Using data in /Users/cody/text-fabric-data/etcbc/dss/tf/0.4:\n",
      "\trv0.4=#dbdfeb914b510aa5bed5425b5b3096521e8b35c2 (latest? release)\n",
      "\tconnecting to online GitHub repo etcbc/dss ... failed\n",
      "The offline data may not be the latest\n",
      "Using data in /Users/cody/text-fabric-data/etcbc/dss/parallels/tf/0.4:\n",
      "\trv0.4=#dbdfeb914b510aa5bed5425b5b3096521e8b35c2 (latest? release)\n"
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       "<b>Documentation:</b> <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs/\" title=\"provenance of Dead Sea Scrolls\">DSS</a> <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Writing/Hebrew.html\" title=\"Hebrew characters and transcriptions\">Character table</a> <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"DSS feature documentation\">Feature docs</a> <a target=\"_blank\" href=\"https://github.com/annotation/app-dss\" title=\"dss API documentation\">dss API</a> <a target=\"_blank\" href=\"https://annotation.github.io/text-fabric/Api/Fabric/\" title=\"text-fabric-api\">Text-Fabric API 7.7.3</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>Dead Sea Scrolls</b>: <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/after.tf\">after</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/alt.tf\">alt</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/biblical.tf\">biblical</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/book.tf\">book</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/chapter.tf\">chapter</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/cl.tf\">cl</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/cl2.tf\">cl2</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/cor.tf\">cor</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/fragment.tf\">fragment</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/full.tf\">full</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/fulle.tf\">fulle</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/fullo.tf\">fullo</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/glex.tf\">glex</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/glexe.tf\">glexe</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/glexo.tf\">glexo</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/glyph.tf\">glyph</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/glyphe.tf\">glyphe</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/glypho.tf\">glypho</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/gn.tf\">gn</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/gn2.tf\">gn2</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/gn3.tf\">gn3</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/halfverse.tf\">halfverse</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/intl.tf\">intl</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/lang.tf\">lang</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/lex.tf\">lex</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/lexe.tf\">lexe</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/lexo.tf\">lexo</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/line.tf\">line</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/md.tf\">md</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/merr.tf\">merr</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/morpho.tf\">morpho</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/nu.tf\">nu</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/nu2.tf\">nu2</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/nu3.tf\">nu3</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/otype.tf\">otype</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/ps.tf\">ps</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/ps2.tf\">ps2</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/ps3.tf\">ps3</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/punc.tf\">punc</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/punce.tf\">punce</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/punco.tf\">punco</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/rec.tf\">rec</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/rem.tf\">rem</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/script.tf\">script</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/scroll.tf\">scroll</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/sp.tf\">sp</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/srcLn.tf\">srcLn</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/st.tf\">st</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/type.tf\">type</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/unc.tf\">unc</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/vac.tf\">vac</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/verse.tf\">verse</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/vs.tf\">vs</a>  <a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/vt.tf\">vt</a>  <b><i><a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/occ.tf\">occ</a></i></b>  <b><i><a target=\"_blank\" href=\"https://github.com/etcbc/dss/blob/master/docs//transcription.md\" title=\"/Users/cody/text-fabric-data/etcbc/dss/tf/0.4/oslots.tf\">oslots</a></i></b> </p><p><b>Parallel Passages</b>: <b><i><a target=\"_blank\" href=\"https://nbviewer.jupyter.org/github/etcbc/dss/blob/master/programs/parallels.ipynb\" title=\"/Users/cody/text-fabric-data/etcbc/dss/parallels/tf/0.4/sim.tf\">sim</a></i></b> </p></details>"
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       "}\n",
       ".cor1 {\n",
       "    font-weight: bold;\n",
       "    color: dodgerblue;\n",
       "    text-decoration: overline;\n",
       "}\n",
       ".cor2 {\n",
       "    font-weight: bold;\n",
       "    color: navy;\n",
       "    text-decoration: overline;\n",
       "}\n",
       ".cor3 {\n",
       "    font-weight: bold;\n",
       "    color: navy;\n",
       "    text-decoration: overline;\n",
       "    vertical-align: super;\n",
       "}\n",
       ".alt1 {\n",
       "    text-decoration: overline;\n",
       "}\n",
       "\n",
       "/* UNSURE: italic*/\n",
       "\n",
       ".unc1 {\n",
       "    font-weight: bold;\n",
       "    color: #888888;\n",
       "}\n",
       ".unc2 {\n",
       "    font-weight: bold;\n",
       "    color: #bbbbbb;\n",
       "}\n",
       ".unc3 {\n",
       "    font-weight: bold;\n",
       "    color: #bbbbbb;\n",
       "    text-shadow: #cccccc 1px 1px;\n",
       "}\n",
       ".unc4 {\n",
       "    font-weight: bold;\n",
       "    color: #dddddd;\n",
       "    text-shadow: #eeeeee 2px 2px;\n",
       "}\n",
       "\n",
       "/* cluster */\n",
       ".empty {\n",
       "  color: #ff0000;\n",
       "}\n",
       "\n",
       "\n",
       "tr.tf, td.tf, th.tf {\n",
       "  text-align: left;\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": [
    "import collections\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from IPython.display import display\n",
    "from tf.app import use\n",
    "\n",
    "A = use('dss', hoist=globals())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simple function for barplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def countBarplot(count_df, \n",
    "                 title='', \n",
    "                 column='Total', \n",
    "                 reverse_labels=False, \n",
    "                 size=(8, 6),\n",
    "                 xlab_rotation=None,\n",
    "                 ylim=None,\n",
    "                 save=None,\n",
    "                 xlabel=None,\n",
    "                ):\n",
    "    '''\n",
    "    Makes simple barplot from collections.Counter type objects.\n",
    "    '''\n",
    "    n_bars = list(range(0, count_df.shape[0]))\n",
    "    x_labels = [''.join(reversed(prep)) for prep in count_df.index] if reverse_labels else count_df.index\n",
    "    plt.figure(figsize=size)\n",
    "    sns.barplot(n_bars, count_df[column], color='darkblue')\n",
    "    plt.xticks(n_bars, x_labels, size=18, rotation=xlab_rotation)\n",
    "    plt.yticks(size=18)\n",
    "    if ylim:\n",
    "        plt.ylim(top=ylim[0], bottom=ylim[1])\n",
    "    if xlabel:\n",
    "        plt.xlabel(xlabel,size=18)\n",
    "    plt.ylabel(column, size=18)    \n",
    "    if save:\n",
    "        plt.savefig(save, dpi=300, bbox_inches='tight')\n",
    "    plt.title(title, size=18,  y=1.05)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get a Break-down of Biblical vs. Non-Biblical Compositions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N-Words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>NA</th>\n",
       "      <td>492675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    N-Words\n",
       "NA   492675\n",
       "1     13840\n",
       "2        14"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "canoncounts = collections.Counter()\n",
    "\n",
    "for word in F.otype.s('word'):\n",
    "    biblical = F.biblical.v(word) or 'NA'\n",
    "    canoncounts[biblical] += 1\n",
    "    \n",
    "canoncounts = pd.DataFrame.from_dict(canoncounts, orient='index')\n",
    "# canoncounts.index = ['Non-Biblical', 'Partially Biblical', 'Biblical']\n",
    "canoncounts.columns = ['N-Words']\n",
    "canoncounts = canoncounts.sort_values(by='N-Words', ascending=False)\n",
    "\n",
    "display(canoncounts)\n",
    "countBarplot(canoncounts, column='N-Words', title='Number of Words per Scroll Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(1605865, '1QS'),\n",
       " (1605866, '1QSa'),\n",
       " (1605867, '1QSb'),\n",
       " (1605868, '1QpHab'),\n",
       " (1605869, '1QM'),\n",
       " (1605870, '1QHa'),\n",
       " (1605871, '1Q14'),\n",
       " (1605872, '1Q15'),\n",
       " (1605873, '1Q16'),\n",
       " (1605874, '1Q17'),\n",
       " (1605875, '1Q18'),\n",
       " (1605876, '1Q19'),\n",
       " (1605877, '1Q19bis'),\n",
       " (1605878, '1Q20'),\n",
       " (1605879, '1Q21'),\n",
       " (1605880, '1Q22'),\n",
       " (1605881, '1Q23'),\n",
       " (1605882, '1Q24'),\n",
       " (1605883, '1Q25'),\n",
       " (1605884, '1Q26'),\n",
       " (1605885, '1Q27'),\n",
       " (1605886, '1Q29'),\n",
       " (1605887, '1Q30'),\n",
       " (1605888, '1Q31'),\n",
       " (1605889, '1Q32'),\n",
       " (1605890, '1Q34bis'),\n",
       " (1605891, '1Q35'),\n",
       " (1605892, '1Q36'),\n",
       " (1605893, '1Q37'),\n",
       " (1605894, '1Q38'),\n",
       " (1605895, '1Q39'),\n",
       " (1605896, '1Q40'),\n",
       " (1605897, '1Q41'),\n",
       " (1605898, '1Q42'),\n",
       " (1605899, '1Q43'),\n",
       " (1605900, '1Q44'),\n",
       " (1605901, '1Q45'),\n",
       " (1605902, '1Q46'),\n",
       " (1605903, '1Q47'),\n",
       " (1605904, '1Q49'),\n",
       " (1605905, '1Q50'),\n",
       " (1605906, '1Q51'),\n",
       " (1605907, '1Q52'),\n",
       " (1605908, '1Q53'),\n",
       " (1605909, '1Q54'),\n",
       " (1605910, '1Q55'),\n",
       " (1605911, '1Q56'),\n",
       " (1605912, '1Q57'),\n",
       " (1605913, '1Q58'),\n",
       " (1605914, '1Q62'),\n",
       " (1605915, '1Q63'),\n",
       " (1605916, '1Q64'),\n",
       " (1605917, '1Q65'),\n",
       " (1605918, '1Q66'),\n",
       " (1605919, '1Q67'),\n",
       " (1605920, '1Q68'),\n",
       " (1605921, '1Q69'),\n",
       " (1605922, '1Q70'),\n",
       " (1605923, '1Q70bis'),\n",
       " (1606602, '1Q1'),\n",
       " (1606603, '1Q2'),\n",
       " (1606604, '1Q3'),\n",
       " (1606605, '1Q4'),\n",
       " (1606606, '1Q5'),\n",
       " (1606607, '1Q6'),\n",
       " (1606608, '1Q7'),\n",
       " (1606609, '1Qisaa'),\n",
       " (1606610, '1Q8'),\n",
       " (1606611, '1Q9'),\n",
       " (1606612, '1Q10'),\n",
       " (1606613, '1Q11'),\n",
       " (1606614, '1Q12'),\n",
       " (1606615, '1Q13'),\n",
       " (1606616, '1Q71'),\n",
       " (1606617, '1Q72')]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(sc, F.scroll.v(sc)) for sc in F.otype.s('scroll') if F.scroll.v(sc).startswith('1Q')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pprint import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len isa 24372\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[(0, 22499), (1, 1579), (None, 294)]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "isa = L.d(1606609, 'word')\n",
    "\n",
    "bib_mark = collections.Counter()\n",
    "\n",
    "for word in isa:\n",
    "    bib_mark[F.biblical.v(word)] += 1\n",
    "        \n",
    "print(f'len isa {len(isa)}')\n",
    "bib_mark.most_common()"
   ]
  },
  {
   "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
   },
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