CPT_train_and_predict.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from CPT import CPT, read_file, pprint_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Wall time: 27.6 s\n"
    }
   ],
   "source": [
    "datafile = './data/train.csv'\n",
    "%time data = read_file(datafile, id_col='ID', line_num_col='LINE_NB', code_col='CODE', require_sorting=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "total nb of sequences 44358\n"
    }
   ],
   "source": [
    "print(\"total nb of sequences %i\" % len(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "[['UL', 'ULV'],\n ['PX9', 'L5TG', 'L5TG'],\n ['TP', 'TP', 'TP', 'TP', 'TP', 'TP', 'TP', 'TP', 'TP'],\n ['U4', '6ML'],\n ['PX9', 'RVX9L', 'L5TG', 'L5TG'],\n ['LYJ', 'LYJ', 'LYJ', 'PX9', 'LYJ', 'GL9L', 'L5TG', 'L5TG'],\n ['3PX', 'V5TG'],\n ['VPX', 'VPX'],\n ['PX9', 'RVX9L', 'L5TG', 'L5TG'],\n ['ZZ4', '4LV']]"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "data[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split train and test\n",
    "\n",
    "sample_size = 500\n",
    "\n",
    "seq = pd.DataFrame({'seq':data})\n",
    "test_sample = seq.sample(n=sample_size)\n",
    "data_test = test_sample['seq'].to_list()\n",
    "train = seq[~seq.index.isin(test_sample.index)]\n",
    "data_train = train['seq'].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate Model\n",
    "my_cpt = CPT()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Wall time: 915 ms\n"
    }
   ],
   "source": [
    "# Train Model\n",
    "%time my_cpt.train(data, max_seq_length=10)\n",
    "my_cpt.prune(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Wall time: 12.2 s\n"
    }
   ],
   "source": [
    "# Predict\n",
    "\n",
    "nb_of_preds = 3\n",
    "%time result_with_score = my_cpt.predict(data_test, n=nb_of_preds, k=10, p=1, coef=2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = [[k for k,v in pred] for pred in result_with_score]\n",
    "result_first = [x[0] for x in result]\n",
    "\n",
    "ndf = pd.DataFrame(data={'Prefix':[l[:-1] for l in data_test],'Real':[l[-1:][0] for l in data_test],'Pred':result_first,'Full_Pred':result,'Full_Pred_Score':result_with_score})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "      Prefix Real Pred        Full_Pred  \\\n0      [86X]  86X  86X  [86X, 8QX, E6U]   \n1      [ZZ4]  4LV  VPX  [VPX, ZZ4, 4LV]   \n2      [VPX]  VPX  VPX  [VPX, 86X, 9X9]   \n3  [UL, 9EV]  EJ5  3LV  [3LV, 9EV, QLV]   \n4  [UL, L9V]  ULV  VPX  [VPX, E6X, L9V]   \n\n                           Full_Pred_Score  \n0  [(86X, 0.73), (8QX, 0.16), (E6U, 0.11)]  \n1  [(VPX, 0.89), (ZZ4, 0.06), (4LV, 0.06)]  \n2  [(VPX, 0.99), (86X, 0.01), (9X9, 0.01)]  \n3     [(3LV, 1.0), (9EV, 0.0), (QLV, 0.0)]  \n4     [(VPX, 1.0), (E6X, 0.0), (L9V, 0.0)]  ",
      "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>Prefix</th>\n      <th>Real</th>\n      <th>Pred</th>\n      <th>Full_Pred</th>\n      <th>Full_Pred_Score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>[86X]</td>\n      <td>86X</td>\n      <td>86X</td>\n      <td>[86X, 8QX, E6U]</td>\n      <td>[(86X, 0.73), (8QX, 0.16), (E6U, 0.11)]</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>[ZZ4]</td>\n      <td>4LV</td>\n      <td>VPX</td>\n      <td>[VPX, ZZ4, 4LV]</td>\n      <td>[(VPX, 0.89), (ZZ4, 0.06), (4LV, 0.06)]</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>[VPX]</td>\n      <td>VPX</td>\n      <td>VPX</td>\n      <td>[VPX, 86X, 9X9]</td>\n      <td>[(VPX, 0.99), (86X, 0.01), (9X9, 0.01)]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>[UL, 9EV]</td>\n      <td>EJ5</td>\n      <td>3LV</td>\n      <td>[3LV, 9EV, QLV]</td>\n      <td>[(3LV, 1.0), (9EV, 0.0), (QLV, 0.0)]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>[UL, L9V]</td>\n      <td>ULV</td>\n      <td>VPX</td>\n      <td>[VPX, E6X, L9V]</td>\n      <td>[(VPX, 1.0), (E6X, 0.0), (L9V, 0.0)]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "ndf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "44.60 % of good predictions !\n"
    }
   ],
   "source": [
    "# % of predictions were the first result is the good one\n",
    "\n",
    "accuracy = (ndf['Real']==ndf['Pred']).sum()/ndf.shape[0] * 100\n",
    "print(\"%.2f %% of good predictions !\" % accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "62.60 % in the 3 first predictions\n"
    }
   ],
   "source": [
    "# % of predictions were result is in the n first predictions\n",
    "\n",
    "ok = []\n",
    "for idx,row in ndf.iterrows():\n",
    "#     print(row.Real in row.Full_Pred)\n",
    "    if row.Real in row.Full_Pred:\n",
    "        ok.append(idx)\n",
    "        \n",
    "accuracy = len(ok)/ndf.shape[0] * 100\n",
    "print(\"%.2f %% in the %s first predictions\" % (accuracy,nb_of_preds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "1.40 %  without answer\n"
    }
   ],
   "source": [
    "# % of predictions with no result\n",
    "\n",
    "no_answer = (ndf['Pred']=='--NO-RESULT--').sum()/ndf.shape[0] * 100\n",
    "print(\"%.2f %%  without answer\" % no_answer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                           Prefix Real Pred        Full_Pred  \\\n0                                           [86X]  86X  86X  [86X, 8QX, E6U]   \n2                                           [VPX]  VPX  VPX  [VPX, 86X, 9X9]   \n5                                           [L9X]  VPX  VPX  [VPX, 3LV, E6X]   \n9   [UVX, GMJ, UVX, GMJ, UVX, GMJ, UVX, GMJ, UVX]  GMJ  GMJ  [GMJ, UVX, XJ8]   \n12                                          [VPX]  VPX  VPX  [VPX, 86X, 9X9]   \n\n                            Full_Pred_Score  \n0   [(86X, 0.73), (8QX, 0.16), (E6U, 0.11)]  \n2   [(VPX, 0.99), (86X, 0.01), (9X9, 0.01)]  \n5   [(VPX, 0.98), (3LV, 0.01), (E6X, 0.01)]  \n9      [(GMJ, nan), (UVX, nan), (XJ8, 0.0)]  \n12  [(VPX, 0.99), (86X, 0.01), (9X9, 0.01)]  ",
      "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>Prefix</th>\n      <th>Real</th>\n      <th>Pred</th>\n      <th>Full_Pred</th>\n      <th>Full_Pred_Score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>[86X]</td>\n      <td>86X</td>\n      <td>86X</td>\n      <td>[86X, 8QX, E6U]</td>\n      <td>[(86X, 0.73), (8QX, 0.16), (E6U, 0.11)]</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>[VPX]</td>\n      <td>VPX</td>\n      <td>VPX</td>\n      <td>[VPX, 86X, 9X9]</td>\n      <td>[(VPX, 0.99), (86X, 0.01), (9X9, 0.01)]</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>[L9X]</td>\n      <td>VPX</td>\n      <td>VPX</td>\n      <td>[VPX, 3LV, E6X]</td>\n      <td>[(VPX, 0.98), (3LV, 0.01), (E6X, 0.01)]</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>[UVX, GMJ, UVX, GMJ, UVX, GMJ, UVX, GMJ, UVX]</td>\n      <td>GMJ</td>\n      <td>GMJ</td>\n      <td>[GMJ, UVX, XJ8]</td>\n      <td>[(GMJ, nan), (UVX, nan), (XJ8, 0.0)]</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>[VPX]</td>\n      <td>VPX</td>\n      <td>VPX</td>\n      <td>[VPX, 86X, 9X9]</td>\n      <td>[(VPX, 0.99), (86X, 0.01), (9X9, 0.01)]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 14
    }
   ],
   "source": [
    "# example of good predictions\n",
    "\n",
    "ndf[(ndf['Real']==ndf['Pred'])==True][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "      Prefix  Real Pred        Full_Pred  \\\n1      [ZZ4]   4LV  VPX  [VPX, ZZ4, 4LV]   \n3  [UL, 9EV]   EJ5  3LV  [3LV, 9EV, QLV]   \n4  [UL, L9V]   ULV  VPX  [VPX, E6X, L9V]   \n6  [UL, L9V]   ULV  VPX  [VPX, E6X, L9V]   \n7      [ZZ4]  JFF4  4EV       [4EV, 6ML]   \n\n                           Full_Pred_Score  \n1  [(VPX, 0.89), (ZZ4, 0.06), (4LV, 0.06)]  \n3     [(3LV, 1.0), (9EV, 0.0), (QLV, 0.0)]  \n4     [(VPX, 1.0), (E6X, 0.0), (L9V, 0.0)]  \n6     [(VPX, 1.0), (E6X, 0.0), (L9V, 0.0)]  \n7               [(4EV, 0.98), (6ML, 0.02)]  ",
      "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>Prefix</th>\n      <th>Real</th>\n      <th>Pred</th>\n      <th>Full_Pred</th>\n      <th>Full_Pred_Score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>[ZZ4]</td>\n      <td>4LV</td>\n      <td>VPX</td>\n      <td>[VPX, ZZ4, 4LV]</td>\n      <td>[(VPX, 0.89), (ZZ4, 0.06), (4LV, 0.06)]</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>[UL, 9EV]</td>\n      <td>EJ5</td>\n      <td>3LV</td>\n      <td>[3LV, 9EV, QLV]</td>\n      <td>[(3LV, 1.0), (9EV, 0.0), (QLV, 0.0)]</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>[UL, L9V]</td>\n      <td>ULV</td>\n      <td>VPX</td>\n      <td>[VPX, E6X, L9V]</td>\n      <td>[(VPX, 1.0), (E6X, 0.0), (L9V, 0.0)]</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>[UL, L9V]</td>\n      <td>ULV</td>\n      <td>VPX</td>\n      <td>[VPX, E6X, L9V]</td>\n      <td>[(VPX, 1.0), (E6X, 0.0), (L9V, 0.0)]</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>[ZZ4]</td>\n      <td>JFF4</td>\n      <td>4EV</td>\n      <td>[4EV, 6ML]</td>\n      <td>[(4EV, 0.98), (6ML, 0.02)]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 15
    }
   ],
   "source": [
    "# example of bad predictions\n",
    "\n",
    "ndf[(ndf['Real']==ndf['Pred'])==False][:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def conf_matr_plot(ytest,ypred,threshold=0,normalize=True,show_diag=True,show_alls=False):\n",
    "    conf_matr = pd.crosstab(ytest, ypred, rownames=['True'], colnames=['Predicted'], margins=True)\n",
    "    \n",
    "    # Filter rows < threshold * global_total\n",
    "    n_threshold = threshold * conf_matr.loc['All','All']\n",
    "    conf_matr = conf_matr.loc[(conf_matr['All']>n_threshold),:]  # keep rows > threshold\n",
    "    \n",
    "    # Normalize\n",
    "    if normalize:\n",
    "        conf_matr = conf_matr.div(conf_matr['All'],axis=0)  # Normalize matrix vs rowsum\n",
    "#         conf_matr_norm = conf_matr_filter.div(conf_matr_filter.loc['All','All'],axis=0)  # Normalize matrix vs total\n",
    "    \n",
    "    # Remove diagonal elements (good predictions)\n",
    "    if not show_diag:\n",
    "        for idx, row in conf_matr.iterrows():  \n",
    "            row.loc[row.name]=0\n",
    "    \n",
    "    # Remove columns <= threshold\n",
    "    drop_col = []\n",
    "    for col,seri in conf_matr.iteritems(): \n",
    "        if seri[seri.index!='All'].sum()<=threshold:\n",
    "            drop_col.append(col)\n",
    "    conf_matr = conf_matr.drop(columns=drop_col)\n",
    "    \n",
    "    # Drop totals\n",
    "    if not show_alls:\n",
    "        conf_matr = conf_matr.drop(columns='All')  # Drop column 'All' always = 1\n",
    "        conf_matr = conf_matr[conf_matr.index != \"All\"]  # Drop Row 'All'\n",
    "    \n",
    "    conf_matr = round(conf_matr * 100,1)\n",
    "    \n",
    "    return conf_matr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [15, 10]\n",
    "sns.heatmap(conf_matr_plot(ndf['Real'],ndf['Pred'],threshold=0.005,normalize=True,show_diag=True, show_alls=False),annot=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "TG = 2\n   │  │  └─ V5TG = 2\n   │  └─ L5TG = 2\n   │     └─ L5TG = 2\n   ├─ DWLJ9 = 8\n   │  ├─ 8P69 = 2\n   │  └─ $TL8 = 4\n   ├─ EV9L = 4\n   │  └─ EV9L = 2\n   ├─ V£9 = 4\n   │  └─ V£9 = 4\n   │     └─ V£9 = 3\n   │        └─ V£9 = 2\n   ├─ BWLJ9 = 18\n   │  ├─ 8P69 = 4\n   │  ├─ $TL8 = 7\n   │  ├─ $P69 = 2\n   │  └─ BWLJ9 = 2\n   │     └─ BWLJ9 = 2\n   ├─ MWP69 = 6\n   │  ├─ MWVJ9 = 2\n   │  └─ MWP69 = 2\n   ├─ M686X = 15\n   │  ├─ MW9V8 = 9\n   │  │  ├─ M6L6X = 2\n   │  │  ├─ 5G = 2\n   │  │  │  └─ L9V8 = 2\n   │  │  └─ L9V8 = 2\n   │  ├─ 5G = 2\n   │  │  └─ MW9V8 = 2\n   │  │     └─ 5G = 2\n   │  └─ X6L6X = 2\n   ├─ XV9L = 7\n   │  ├─ XV9L = 2\n   │  └─ R5TG = 5\n   │     └─ R5TG = 2\n   ├─ X4 = 3\n   │  └─ 5G = 2\n   ├─ L6X = 554\n   │  ├─ 6UJ = 146\n   │  │  └─ VPX = 6\n   │  ├─ TL8 = 2\n   │  ├─ L6X = 92\n   │  │  ├─ L6X = 13\n   │  │  ├─ 86X = 11\n   │  │  ├─ 8QX = 2\n   │  │  ├─ HXM = 3\n   │  │  └─ 6UJ = 5\n   │  ├─ E6U = 16\n   │  │  └─ E6U = 3\n   │  ├─ 9X9 = 22\n   │  │  └─ L6X = 9\n   │  │     └─ 6UJ = 2\n   │  ├─ 86X = 142\n   │  │  ├─ 86X = 10\n   │  │  │  └─ 86X = 3\n   │  │  │     └─ 86X = 2\n   │  │  ├─ E6U = 5\n   │  │  │  └─ E6U = 2\n   │  │  ├─ L6X = 4\n   │  │  ├─ 65E = 2\n   │  │  ├─ HUM = 2\n   │  │  ├─ HXM = 3\n   │  │  ├─ 8QX = 4\n   │  │  └─ HP9 = 2\n   │  ├─ HP9 = 11\n   │  │  └─ 86X = 2\n   │  ├─ VPX = 47\n   │  │  ├─ 6UJ = 2\n   │  │  └─ VPX = 3\n   │  ├─ 8QX = 29\n   │  │  └─ 8QX = 9\n   │  │     └─ 86X = 3\n   │  ├─ U6P = 4\n   │  ├─ HXM = 10\n   │  ├─ $EM = 8\n   │  ├─ P69 = 2\n   │  ├─ 65E = 4\n   │  │  └─ 86X = 4\n   │  ├─ L = 5\n   │  ├─ L9X = 2\n   │  └─ 59M = 2\n   ├─ 9K = 36\n   │  └─ 9K = 35\n   │     └─ 9K = 23\n   │        └─ 9K = 17\n   │           └─ 9K = 12\n   │              └─ 9K = 9\n   │                 └─ 9K = 9\n   │                    └─ 9K = 9\n   ├─ HCTP = 2\n   ├─ RLJ9 = 11\n   │  ├─ LJ9 = 3\n   │  ├─ XWLJ9 = 2\n   │  └─ TL8 = 3\n   ├─ 3X9 = 257\n   │  ├─ 3X9 = 251\n   │  │  ├─ 3X9 = 77\n   │  │  │  └─ 3X9 = 58\n   │  │  │     └─ 3X9 = 47\n   │  │  │        └─ 3X9 = 37\n   │  │  │           └─ 3X9 = 32\n   │  │  │              └─ 3X9 = 26\n   │  │  │                 └─ 3X9 = 22\n   │  │  │                    └─ 3X9 = 22\n   │  │  ├─ 5G9 = 3\n   │  │  └─ 5G = 14\n   │  ├─ 5G9 = 4\n   │  └─ 5G = 2\n   ├─ L9V8 = 50\n   │  ├─ MW9V8 = 24\n   │  │  ├─ M55E6 = 8\n   │  │  │  └─ M55E6 = 6\n   │  │  │     └─ M55E6 = 2\n   │  │  └─ MW9V8 = 2\n   │  ├─ L9V8 = 21\n   │  │  ├─ L9V8 = 7\n   │  │  │  ├─ MW9V8 = 2\n   │  │  │  └─ L9V8 = 3\n   │  │  │     └─ L9V8 = 2\n   │  │  └─ MW9V8 = 8\n   │  │     └─ MWP69 = 2\n   │  └─ LJ9 = 2\n   ├─ X6L6X = 28\n   │  ├─ X6L6X = 11\n   │  │  └─ X6L6X = 2\n   │  ├─ X686X = 7\n   │  │  └─ X6L6X = 2\n   │  │     └─ X686X = 2\n   │  └─ M6L6X = 2\n   ├─ XW65E = 3\n   │  └─ X686X = 3\n   ├─ ZZ67 = 6\n   │  └─ ZZ67 = 4\n   │     └─ TP = 3\n   ├─ P69 = 90\n   │  ├─ TL8 = 34\n   │  │  ├─ LJ9 = 24\n   │  │  │  └─ P69 = 6\n   │  │  │     └─ TL8 = 5\n   │  │  │        └─ LJ9 = 5\n   │  │  ├─ P69 = 2\n   │  │  └─ VJ9 = 4\n   │  │     └─ P69 = 4\n   │  │        └─ TL8 = 4\n   │  │           └─ VJ9 = 4\n   │  ├─ P69 = 25\n   │  │  ├─ TL8 = 12\n   │  │  │  ├─ TL8 = 10\n   │  │  │  │  └─ LJ9 = 7\n   │  │  │  │     └─ LJ9 = 7\n   │  │  │  └─ LJ9 = 2\n   │  │  ├─ P69 = 3\n   │  │  └─ LJ9 = 4\n   │  │     └─ LJ9 = 3\n   │  ├─ LJ9 = 14\n   │  │  └─ TL8 = 2\n   │  ├─ 65E = 3\n   │  │  └─ 86X = 2\n   │  ├─ E6U = 2\n   │  ├─ $PL = 3\n   │  └─ VX9 = 2\n   ├─ XW9V8 = 13\n   │  ├─ XW9V8 = 5\n   │  │  └─ XW9V8 = 2\n   │  ├─ M55E6 = 2\n   │  ├─ 5G = 3\n   │  └─ MW9V8 = 2\n   ├─ R5TG = 21\n   │  ├─ R5TG = 13\n   │  │  ├─ R5TG = 2\n   │  │  └─ L5TG = 4\n   │  │     └─ L5TG = 4\n   │  │        └─ L5TG = 2\n   │  │           └─ L5TG = 2\n   │  │              └─ R5TG = 2\n   │  │                 └─ XV9L = 2\n   │  │                    └─ LLXS = 2\n   │  │                       └─ 5G = 2\n   │  └─ L5TG = 7\n   │     └─ L5TG = 4\n   │        └─ R5TG = 3\n   │           └─ XV9L = 3\n   ├─ ZZ7 = 84\n   │  ├─ ZZ7 = 71\n   │  │  ├─ ZZ7 = 6\n   │  │  └─ TP = 17\n   │  │     └─ TP = 10\n   │  ├─ TP = 11\n   │  │  ├─ TP = 4\n   │  │  │  └─ ZZ7 = 2\n   │  │  └─ ZZ7 = 3\n   │  └─ UL = 2\n   ├─ L9V = 27\n   │  ├─ UL = 9\n   │  │  └─ ULV = 8\n   │  ├─ ULV = 16\n   │  │  └─ UL = 15\n   │  └─ 95L = 2\n   │     └─ ULV = 2\n   ├─ K = 30\n   │  ├─ JUV = 2\n   │  ├─ 6V = 22\n   │  ├─ 5MK = 2\n   │  └─ 3V = 2\n   ├─ 9YJ = 7\n   │  ├─ 9YJ = 2\n   │  └─ U99L = 5\n   ├─ DVX9 = 4\n   │  └─ MWU6P = 2\n   ├─ UUMEK = 3\n   │  └─ UUMEK = 3\n   │     └─ M5ES = 2\n   ├─ 2$MX9 = 4\n   │  └─ 2$MX9 = 2\n   ├─ M5K = 6\n   │  └─ M5K = 4\n   ├─ XWT58 = 2\n   ├─ 5G = 51\n   │  ├─ 5G = 6\n   │  │  └─ 5G = 3\n   │  ├─ UVX = 15\n   │  │  └─ GMJ = 15\n   │  │     └─ 5G = 9\n   │  │        └─ UVX = 7\n   │  │           └─ GMJ = 7\n   │  │              └─ 5G = 7\n   │  │                 └─ UVX = 4\n   │  │                    └─ GMJ = 4\n   │  │                       └─ 5G = 3\n   │  ├─ MW9V8 = 8\n   │  │  └─ 5G = 4\n   │  │     └─ XW9V8 = 2\n   │  ├─ TK6 = 3\n   │  │  └─ TK6 = 3\n   │  ├─ TP = 6\n   │  │  └─ TP = 6\n   │  │     └─ TP = 6\n   │  ├─ XW9V8 = 2\n   │  └─ M6L6X = 2\n   ├─ MW65E = 19\n   │  ├─ MW65E = 4\n   │  ├─ XW65E = 2\n   │  │  └─ X686X = 2\n   │  ├─ 65E = 4\n   │  │  └─ X686X = 2\n   │  ├─ MW59M = 3\n   │  └─ XWP69 = 2\n   │     └─ L9V8 = 2\n   ├─ LLXS = 5\n   │  └─ LLXS = 4\n   │     └─ LLXS = 3\n   ├─ 3LX = 10\n   │  └─ 3LX = 10\n   │     └─ 3LX = 5\n   ├─ LUL = 169\n   │  └─ LLV = 167\n   │     └─ VPX = 5\n   ├─ 6T9 = 207\n   │  ├─ GMJ = 198\n   │  │  ├─ 6T9 = 6\n   │  │  │  └─ GMJ = 6\n   │  │  │     └─ 6T9 = 5\n   │  │  │        └─ GMJ = 5\n   │  │  │           └─ 6T9 = 2\n   │  │  │              └─ GMJ = 2\n   │  │  ├─ XJ8 = 24\n   │  │  │  └─ Z8 = 7\n   │  │  └─ 5G = 3\n   │  └─ XJ8 = 9\n   │     └─ Z8 = 2\n   ├─ 6ML = 4\n   │  └─ ZZ4 = 3\n   ├─ XJ8 = 158\n   │  ├─ 8VX = 17\n   │  │  ├─ GMJ = 15\n   │  │  │  ├─ 8VX = 4\n   │  │  │  │  └─ GMJ = 4\n   │  │  │  │     └─ XJ8 = 3\n   │  │  │  │        └─ 3XV = 3\n   │  │  │  └─ XJ8 = 11\n   │  │  │     ├─ 8VX = 7\n   │  │  │     │  └─ GMJ = 7\n   │  │  │     │     └─ XJ8 = 7\n   │  │  │     │        └─ 8VX = 6\n   │  │  │     │           └─ GMJ = 5\n   │  │  │     │              └─ XJ8 = 3\n   │  │  │     └─ 3XV = 2\n   │  │  └─ J8VX = 2\n   │  │     └─ GMJ = 2\n   │  │        └─ XJ8 = 2\n   │  ├─ Z8 = 19\n   │  │  ├─ 3XV = 3\n   │  │  │  └─ 8VX = 2\n   │  │  │     └─ GMJ = 2\n   │  │  ├─ 8VX = 4\n   │  │  │  └─ GMJ = 4\n   │  │  └─ ZVX = 3\n   │  │     └─ GMJ = 3\n   │  │        └─ XJ8 = 3\n   │  │           └─ Z8 = 3\n   │  │              └─ ZVX = 3\n   │  │                 └─ GMJ = 3\n   │  │                    └─ XJ8 = 3\n   │  │                       └─ Z8 = 3\n   │  ├─ 3XV = 52\n   │  │  └─ 8VX = 41\n   │  │     ├─ J8VX = 13\n   │  │     │  └─ GMJ = 12\n   │  │     │     └─ XJ8 = 8\n   │  │     │        └─ 3XV = 6\n   │  │     │           └─ 8VX = 3\n   │  │     │              └─ GMJ = 3\n   │  │     └─ GMJ = 28\n   │  │        └─ XJ8 = 16\n   │  │           └─ 3XV = 14\n   │  │              └─ 8VX = 12\n   │  │                 └─ GMJ = 11\n   │  │                    └─ XJ8 = 9\n   │  │                       └─ 3XV = 9\n   │  ├─ UVX = 21\n   │  │  └─ GMJ = 20\n   │  │     └─ XJ8 = 20\n   │  │        └─ UVX = 20\n   │  │           └─ GMJ = 20\n   │  │              └─ XJ8 = 18\n   │  │                 └─ UVX = 6\n   │  │                    └─ GMJ = 5\n   │  │                       └─ XJ8 = 4\n   │  ├─ U8X = 20\n   │  │  ├─ GMJ = 11\n   │  │  │  ├─ XJ8 = 7\n   │  │  │  │  └─ U8X = 7\n   │  │  │  │     └─ GMJ = 6\n   │  │  │  │        └─ XJ8 = 3\n   │  │  │  └─ 8LV = 2\n   │  │  │     └─ U8X = 2\n   │  │  ├─ JU8X = 2\n   │  │  │  └─ GMJ = 2\n   │  │  └─ XJ8 = 7\n   │  │     └─ U8X = 7\n   │  │        └─ XJ8 = 7\n   │  ├─ ZVX = 9\n   │  │  └─ GMJ = 9\n   │  │     └─ XJ8 = 9\n   │  │        └─ ZVX = 9\n   │  │           └─ GMJ = 9\n   │  │              └─ XJ8 = 9\n   │  │                 └─ ZVX = 2\n   │  │                    └─ GMJ = 2\n   │  │                       └─ XJ8 = 2\n   │  ├─ VZ8 = 18\n   │  └─ 8LV = 2\n   ├─ LG = 2\n   │  └─ M6G = 2\n   ├─ U6P = 66\n   │  ├─ 86X = 41\n   │  │  ├─ 8QX = 3\n   │  │  └─ 86X = 3\n   │  ├─ E6U = 3\n   │  ├─ U6P = 11\n   │  │  ├─ U6P = 6\n   │  │  │  └─ U6P = 2\n   │  │  └─ 86X = 3\n   │  ├─ 8QX = 3\n   │  │  └─ 8QX = 2\n   │  ├─ MWU6P = 2\n   │  │  └─ MWU6P = 2\n   │  │     └─ MWU6P = 2\n   │  │        └─ MWU6P = 2\n   │  └─ 6LV = 2\n   │     └─ 86X = 2\n   ├─ Z = 36\n   │  ├─ VPX = 21\n   │  │  └─ VPX = 9\n   │  ├─ 86X = 9\n   │  │  ├─ VPX = 2\n   │  │  └─ 86X = 5\n   │  │     └─ 86X = 2\n   │  ├─ E6X = 2\n   │  └─ Z = 3\n   │     └─ Z = 3\n   │        └─ Z = 3\n   │           └─ Z = 3\n   ├─ 5G9 = 34\n   │  ├─ AG9 = 14\n   │  │  ├─ GMJ = 3\n   │  │  └─ A6G = 11\n   │  │     ├─ GMJ = 8\n   │  │     │  ├─ M6G = 2\n   │  │     │  └─ AG9 = 4\n   │  │     │     └─ A6G = 4\n   │  │     │        └─ GMJ = 4\n   │  │     │           └─ M6G = 4\n   │  │     │              └─ E6G = 2\n   │  │     └─ AG9 = 2\n   │  │        └─ A6G = 2\n   │  ├─ 5G9 = 11\n   │  │  ├─ 2G9 = 2\n   │  │  │  └─ 26G = 2\n   │  │  │     └─ GMJ = 2\n   │  │  │        └─ M6G = 2\n   │  │  │           └─ X6G = 2\n   │  │  ├─ AG9 = 2\n   │  │  │  └─ A6G = 2\n   │  │  │     └─ GMJ = 2\n   │  │  └─ 5X9 = 2\n   │  │     └─ SPX = 2\n   │  │        └─ 5X9 = 2\n   │  ├─ 2G9 = 4\n   │  │  └─ 26G = 4\n   │  │     └─ GMJ = 3\n   │  │        └─ M6G = 2\n   │  ├─ 3X9 =2\n   │  └─ BG9 = 2\n   │     └─ B6G = 2\n   │        └─ GMJ = 2\n   ├─ 3S4 = 15\n   │  └─ 3S4 = 15\n   │     └─ 3S4 = 12\n   │        └─ 3S4 = 12\n   │           └─ 3S4 = 5\n   │              └─ 3S4 = 5\n   │                 └─ 3S4 = 3\n   │                    └─ 3S4 = 3\n   ├─ $58 = 17\n   │  ├─ $58 = 11\n   │  │  └─ $58 = 5\n   │  └─ 8QX = 3\n   │     └─ 8QX = 3\n   ├─ MEK = 25\n   │  └─ MEK = 25\n   │     └─ M5ES = 19\n   ├─ 9VX = 23\n   │  └─ GMJ = 23\n   │     └─ 9VX = 2\n   │        └─ GMJ = 2\n   ├─ 3XV = 10\n   │  ├─ XJ8 = 5\n   │  │  └─ 8VX = 3\n   │  │     └─ GMJ = 2\n   │  └─ 8VX = 3\n   │     └─ GMJ = 3\n   │        └─ XJ8 = 2\n   │           └─ 3XV = 2\n   ├─ HJ9 = 62\n   │  ├─ HJ9 = 17\n   │  │  ├─ HJ9 = 7\n   │  │  │  └─ HJ9 = 3\n   │  │  │     └─ HJ9 = 2\n   │  │  └─ HL8 = 2\n   │  │     └─ HL8 = 2\n   │  ├─ HL8 = 18\n   │  │  ├─ HPL = 8\n   │  │  ├─ HJ9 = 2\n   │  │  └─ 8QX = 2\n   │  ├─ LJ9 = 2\n   │  │  └─ LJ9 = 2\n   │  ├─ 86X = 3\n   │  ├─ HPL = 15\n   │  │  └─ HL8 = 4\n   │  ├─ $X9 = 2\n   │  └─ $J9 = 2\n   ├─ $L8 = 44\n   │  ├─ $J9 = 10\n   │  │  └─ $PL = 3\n   │  ├─ $L8 = 4\n   │  │  └─ $J9 = 3\n   │  ├─ $7L = 14\n   │  │  └─ $PL = 2\n   │  └─ $PL = 11\n   │     ├─ $J9 = 5\n   │     ├─ $7L = 2\n   │     └─ LJ9 = 2\n   ├─ 8QP = 32\n   │  └─ GMJ = 32\n   │     └─ 8QP = 6\n   │        └─ GMJ = 6\n   ├─ B6G = 3\n   ├─ UJ8 = 9\n   │  ├─ UVX = 7\n   │  │  └─ GMJ = 7\n   │  │     └─ UJ8 = 7\n   │  │        └─ UVX = 7\n   │  │           └─ GMJ = 7\n   │  │              └─ UJ8 = 6\n   │  └─ Z8 = 2\n   ├─ HPL = 119\n   │  ├─ H7L = 11\n   │  │  ├─ HPL = 2\n   │  │  ├─ HL8 = 2\n   │  │  └─ 8QX = 2\n   │  │     └─ 8QX = 2\n   │  ├─ $PL = 4\n   │  ├─ HPL = 17\n   │  │  ├─ HPL = 4\n   │  │  │  └─ HPL = 4\n   │  │  │     └─ HPL = 3\n   │  │  │        └─ HPL = 2\n   │  │  │           └─ HPL = 2\n   │  │  │              └─ HPL = 2\n   │  │  ├─ HVL = 2\n   │  │  └─ HL8 = 5\n   │  │     └─ HL8 = 5\n   │  │        ├─ HJ9 = 3\n   │  │        │  └─ HJ9 = 3\n   │  │        └─ H7L = 2\n   │  │           └─ H7L = 2\n   │  ├─ HL8 = 44\n   │  │  ├─ HJ9 = 18\n   │  │  ├─ HVL = 18\n   │  │  │  └─ HPL = 6\n   │  │  │     └─ HL8 = 5\n   │  │  │        └─ HVL = 5\n   │  │  └─ H7L = 8\n   │  ├─ 86X = 7\n   │  │  └─ 65E = 2\n   │  ├─ HVL = 13\n   │  │  └─ HPL = 4\n   │  ├─ 65E = 3\n   │  │  └─ 86X = 3\n   │  ├─ HJ9 = 14\n   │  │  └─ HL8 = 3\n   │  └─ E6U = 2\n   │     └─ E6U = 2\n   ├─ £9X = 3\n   │  └─ 3LV = 2\n   ├─ HL8 = 116\n   │  ├─ HJ9 = 24\n   │  │  └─ HPL = 7\n   │  ├─ HL8 = 14\n   │  │  ├─ HJ9 = 2\n   │  │  ├─ HL8 = 7\n   │  │  │  ├─ HL8 = 2\n   │  │  │  │  └─ HL8 = 2\n   │  │  │  └─ HJ9 = 3\n   │  │  └─ HPL = 3\n   │  │     └─ HPL = 3\n   │  │        └─ HJ9 = 2\n   │  │           └─ HJ9 = 2\n   │  ├─ HPL = 22\n   │  │  ├─ HJ9 = 10\n   │  │  ├─ HVL = 6\n   │  │  └─ H7L = 2\n   │  │     └─ H7L = 2\n   │  ├─ HVL = 35\n   │  │  └─ HPL = 8\n   │  ├─ TL8 = 2\n   │  ├─ 86X = 2\n   │  └─ H7L = 12\n   │     ├─ HPL = 2\n   │     └─ HL8 = 3\n   │        └─ HVL = 2\n   ├─ HXM = 15\n   │  ├─ L6X = 6\n   │  │  ├─ 86X = 2\n   │  │  └─ L6X = 3\n   │  ├─ 8QX = 3\n   │  └─ HXM = 2\n   ├─ DPE = 7\n   │  ├─ $PE = 4\n   │  └─ DPE = 3\n   ├─ GMJ = 22\n   │  ├─ GMJ = 4\n   │  │  └─ GMJ = 3\n   │  └─ XJ8 = 8\n   │     ├─ UVX = 2\n   │     │  └─ GMJ = 2\n   │     │     └─ XJ8 = 2\n   │     │        └─ UVX = 2\n   │     │           └─ GMJ = 2\n   │     │              └─ XJ8 = 2\n   │     │                 └─ UVX = 2\n   │     │                    └─ GMJ = 2\n   │     ├─ Z8 = 2\n   │     │  └─ ZVX = 2\n   │     │     └─ GMJ = 2\n   │     │        └─ XJ8 = 2\n   │     │           └─ Z8 = 2\n   │     │              └─ ZVX = 2\n   │     │                 └─ GMJ = 2\n   │     │                    └─ XJ8 = 2\n   │     ├─ 3XV = 2\n   │     │  └─ 8VX = 2\n   │     │     └─ GMJ = 2\n   │     │        └─ XJ8 = 2\n   │     │           └─ 3XV = 2\n   │     │              └─ 8VX = 2\n   │     │                 └─ GMJ = 2\n   │     │                    └─ XJ8 = 2\n   │     └─ U8X = 2\n   │        └─ GMJ = 2\n   │           └─ XJ8 = 2\n   │              └─ U8X = 2\n   │                 └─ GMJ = 2\n   │                    └─ XJ8 = 2\n   │                       └─ U8X = 2\n   │                          └─ GMJ = 2\n   ├─ HVL = 50\n   │  ├─ 8QX = 4\n   │  │  └─ 8QX = 3\n   │  ├─ HVL = 8\n   │  │  └─ HL8 = 2\n   │  │     └─ HL8 = 2\n   │  │        └─ HPL = 2\n   │  │           └─ HPL = 2\n   │  ├─ HL8 = 17\n   │  │  ├─ HVL = 2\n   │  │  │  └─ HL8 = 2\n   │  │  └─ HPL = 7\n   │  ├─ LJ9 = 2\n   │  └─ HPL = 17\n   │     ├─ HL8 = 9\n   │     │  └─ HVL = 3\n   │     │     └─ HPL = 3\n   │     │        └─ HL8 = 2\n   │     └─ HVL = 2\n   │        └─ HPL = 2\n   │           └─ HVL = 2\n   │              └─ HPL = 2\n   ├─ 4EV = 17\n   │  ├─ ZZ4 = 11\n   │  └─ U4 = 6\n   ├─ JU = 37\n   │  ├─ JU = 32\n   │  │  └─ JU = 23\n   │  │     └─ JU = 15\n   │  │        └─ JU = 13\n   │  │           └─ JU = 3\n   │  │              └─ JU = 2\n   │  │                 └─ JU = 2\n   │  └─ J8 = 2\n   │     └─ JU = 2\n   │        └─ J8 = 2\n   ├─ GV9 = 4\n   │  └─ GMJ = 4\n   ├─ TJ8 = 15\n   │  └─ UVX = 15\n   │     └─ GMJ = 15\n   │        └─ TJ8 = 15\n   │           └─ UVX = 15\n   │              └─ GMJ = 15\n   │                 └─ TJ8 = 14\n   │                    └─ UVX = 6\n   │                       └─ GMJ = 6\n   │                          └─ TJ8 = 4\n   ├─ 6XX = 18\n   │  ├─ 6XX = 12\n   │  │  └─ 6XX = 6\n   │  └─ AG9 = 2\n   │     └─ A6G = 2\n   ├─ 6V = 6\n   │  └─ 4K = 6\n   ├─ HP9 = 11\n   │  ├─ HP9 = 2\n   │  └─ L6X = 6\n   ├─ MV9 = 8\n   │  └─ GMJ = 8\n   ├─ $PL = 35\n   │  ├─ $J9 = 7\n   │  │  └─ $L8 = 2\n   │  ├─ $7L = 3\n   │  ├─ $L8 = 14\n   │  │  ├─ $J9 = 9\n   │  │  │  └─ $PL = 2\n   │  │  │     └─ $L8 = 2\n   │  │  └─ $7L = 4\n   │  ├─ E6U = 2\n   │  └─ $PL = 5\n   │     ├─ $PL = 2\n   │     └─ $L8 = 2\n   ├─ 4LV = 6\n   │  └─ ZZ4 = 5\n   ├─ 5X9 = 13\n   │  ├─ 5X9 = 5\n   │  │  ├─ SPX = 2\n   │  │  │  └─ 2G9 = 2\n   │  │  │     └─ 26G = 2\n   │  │  └─ AG9 = 2\n   │  │     └─ A6G = 2\n   │  │        └─ GMJ = 2\n   │  └─ AG9 = 4\n   │     └─ A6G = 4\n   │        └─ 2G9 = 2\n   │           └─ 26G = 2\n   ├─ E6L = 3\n   ├─ VJ9 = 13\n   │  ├─ VJ9 = 2\n   │  ├─ TL8 = 7\n   │  │  └─ P69 = 3\n   │  └─ P69 = 2\n   ├─ B3K = 13\n   │  ├─ B3K = 11\n   │  │  ├─ 1HV = 7\n   │  │  └─ M5ES = 2\n   │  └─ $3K = 2\n   ├─ OVX9 = 2\n   │  └─ DVX9 = 2\n   ├─ HX9 = 9\n   │  ├─ $X9 = 4\n   │  └─ HX9 = 2\n   ├─ T89 = 2\n   │  └─ T89 = 2\n   ├─ $X9 = 33\n   │  ├─ $X9 = 17\n   │  ├─ VPX = 3\n   │  └─ M55E6 = 2\n   │     └─ M55E6 = 2\n   ├─ 5ES = 4\n   │  └─ 5ES = 4\n   ├─ R9 = 14\n   │  └─ R = 14\n   ├─ XWLJ9 = 7\n   │  ├─ TL8 = 3\n   │  │  └─ P69 = 3\n   │  └─ XWLJ9 = 2\n   │     └─ XWLJ9 = 2\n   ├─ MYJ = 2\n   │  └─ MYJ = 2\n   │     └─ MYJ = 2\n   ├─ 59M = 18\n   │  ├─ 59M = 9\n   │  │  ├─ L6X = 2\n   │  │  └─ 59M = 2\n   │  ├─ 65E = 2\n   │  │  └─ 86X = 2\n   │  └─ E6U = 2\n   ├─ XW59M = 3\n   │  └─ XW59M = 2\n   ├─ XRX = 2\n   ├─ $PE = 9\n   │  ├─ 2PE = 2\n   │  ├─ $PE = 5\n   │  │  └─ $PE = 3\n   │  └─ DPE = 2\n   ├─ L8 = 2\n   │  └─ KGJ = 2\n   │     └─ KVJ = 2\n   ├─ $G9 = 9\n   │  └─ $6G = 9\n   │     └─ GMJ = 9\n   │        └─ M6G = 7\n   │           └─ E6G = 4\n   ├─ 9PX = 2\n   ├─ MTP = 9\n   │  └─ MTP = 8\n   │     └─ MTP = 5\n   │        └─ MTP = 5\n   │           └─ MTP = 2\n   ├─ HUM = 8\n   │  ├─ HUM = 2\n   │  └─ 86X = 2\n   ├─ D$TP = 2\n   │  └─ DTP = 2\n   ├─ MX9 = 6\n   │  └─ MX9 = 5\n   ├─ NVX9 = 2\n   │  └─ 2P69 = 2\n   ├─ M6L6X = 12\n   │  ├─ M6L6X = 2\n   │  └─ MW9V8 = 5\n   │     └─ M6L6X = 2\n   ├─ 6XV = 6\n   │  └─ 6XV = 5\n   ├─ SPX = 4\n   │  └─ TK6 = 4\n   ├─ ULV = 9\n   │  ├─ L9V = 4\n   │  │  └─ UL = 2\n   │  ├─ UL = 3\n   │  │  └─ L9V = 3\n   │  └─ L = 2\n   ├─ HTP = 4\n   │  └─ HTP = 3\n   ├─ MPE = 2\n   ├─ GPP = 5\n   │  └─ GPG = 5\n   ├─ LXV = 3\n   │  └─ AG9 = 2\n   ├─ $J9 = 54\n   │  ├─ 86X = 2\n   │  ├─ LJ9 = 13\n   │  │  ├─ P69 = 2\n   │  │  ├─ HJ9 = 2\n   │  │  │  └─ $L8 = 2\n   │  │  │     └─ TL8 = 2\n   │  │  │        └─ HL8 = 2\n   │  │  │           └─ $X9 = 2\n   │  │  │              └─ $X9 = 2\n   │  │  └─ LJ9 = 3\n   │  │     └─ LJ9 = 2\n   │  ├─ $L8 = 10\n   │  │  └─ $PL = 4\n   │  ├─ HPL = 3\n   │  ├─ $J9 = 4\n   │  ├─ $PL = 12\n   │  │  └─ $L8 = 6\n   │  └─ HL8 = 2\n   ├─ G93 = 6\n   │  └─ AG9 = 4\n   │     └─ A6G = 3\n   │        └─ AG9 = 2\n   │           └─ A6G = 2\n   ├─ H7L = 21\n   │  ├─ HL8 = 8\n   │  │  └─ HPL = 5\n   │  ├─ H7L = 3\n   │  ├─ HPL = 6\n   │  └─ $7L = 2\n   ├─ A6G = 13\n   │  ├─ AG9 = 8\n   │  │  └─ A6G = 5\n   │  │     └─ GMJ = 5\n   │  │        └─ AG9 = 4\n   │  │           └─ A6G = 3\n   │  │              └─ GMJ = 3\n   │  │                 └─ AG9 = 3\n   │  │                    └─ GMJ = 3\n   │  └─ LG = 2\n   ├─ $HK = 7\n   │  └─ $HK = 7\n   │     └─ $HV = 6\n   ├─ TMX = 2\n   ├─ $7L = 14\n   │  ├─ $L8 = 3\n   │  ├─ $7L = 2\n   │  ├─ H7L = 2\n   │  └─ $PL = 5\n   │     └─ $L8 = 4\n   ├─ UL8 = 2\n   │  └─ KGJ = 2\n   │     └─ KVJ = 2\n   ├─ 3LV = 2\n   │  └─ LUL = 2\n   │     └─ LLV = 2\n   ├─ $EM = 8\n   │  ├─ L6X = 2\n   │  ├─ E6U = 2\n   │  └─ HP9 = 2\n   ├─ GPU = 6\n   │  └─ MGP = 5\n   ├─ PMT = 4\n   │  └─ PMT = 4\n   │     └─ PMT = 4\n   │        └─ PMT = 4\n   │           └─ PMT = 3\n   │              └─ PMT = 3\n   │                 └─ PMT = 2\n   ├─ 9EU = 2\n   │  └─ V5TG = 2\n   │     └─ V5TG = 2\n   │        └─ V5TG = 2\n   ├─ BVK = 7\n   │  └─ BVK = 7\n   │     ├─ 1HV = 4\n   │     └─ M5ES = 3\n   ├─ M6G = 2\n   ├─ 1VX9 = 2\n   │  └─ 2VX9 = 2\n   ├─ 26G = 3\n   │  └─ 2G9 = 2\n   │     └─ 26G = 2\n   │        └─ GMJ = 2\n   │           └─ 2G9 = 2\n   │              └─ 26G = 2\n   │                 └─ GMJ = 2\n   ├─ X6G = 2\n   │  └─ E6G = 2\n   ├─ 8LV = 2\n   │  └─ U8X = 2\n   ├─ XTP = 4\n   │  └─ XTP = 3\n   │     └─ XTP = 2\n   │        └─ XTP = 2\n   ├─ 5J8 = 3\n   │  └─ ZVX = 3\n   │     └─ GMJ = 3\n   │        └─ 5J8 = 3\n   │           └─ ZVX = 3\n   │              └─ GMJ = 3\n   │                 └─ 5J8 = 3\n   ├─ UG4 = 2\n   ├─ L86E9 = 3\n   │  └─ L86E9 = 2\n   ├─ 4XK = 2\n   │  └─ 94K = 2\n   ├─ 1VK = 10\n   │  ├─ 1VK = 8\n   │  │  └─ 1HV = 4\n   │  └─ BVK = 2\n   ├─ O3K = 2\n   │  └─ O3K = 2\n   ├─ LM9L = 2\n   │  └─ LM9L = 2\n   ├─ HBTP = 3\n   │  └─ D2TP = 2\n   │     └─ D2TP = 2\n   │        └─ HCTP = 2\n   │           └─ HTP = 2\n   │              └─ DATP = 2\n   │                 └─ HDTP = 2\n   ├─ $HV = 23\n   │  ├─ 1HK = 11\n   │  │  └─ 1HK = 11\n   │  └─ $HK = 11\n   │     └─ $HK = 11\n   ├─ 1HV = 35\n   │  ├─ BVK = 9\n   │  │  └─ BVK = 9\n   │  ├─ $3K = 9\n   │  │  └─ $3K = 8\n   │  ├─ B3K = 5\n   │  │  └─ B3K = 5\n   │  ├─ $VK = 3\n   │  │  └─ $VK = 2\n   │  └─ 1VK = 7\n   │     └─ 1VK = 6\n   ├─ JUK = 2\n   │  └─ JUV = 2\n   ├─ RZ = 3\n   │  └─ R = 3\n   ├─ $3K = 4\n   │  └─ $3K = 4\n   │     └─ 1HV = 2\n   ├─ LVX = 5\n   │  └─ LVX = 5\n   │     └─ LVX = 5\n   │        └─ LVX = 4\n   │           └─ LVX = 4\n   │              └─ LVX = 4\n   │                 └─ LVX = 4\n   │                    └─ LVX = 4\n   │                       └─ LVX = 4\n   │                          └─ LVX = 2\n   ├─ $VK = 3\n   │  └─ $VK = 3\n   ├─ REU = 2\n   │  └─ PX9 = 2\n   │     └─ REU = 2\n   │        └─ XV9L = 2\n   ├─ MB8MR = 2\n   │  └─ M28MR = 2\n   ├─ 13K = 6\n   │  └─ 13K = 4\n   │     └─ M5ES = 3\n   ├─ 1HK = 3\n   │  └─ 1HK = 3\n   ├─ HCMTP = 2\n   └─ VV = 2\n      └─ ZZ4 = 2\n         └─ 3PX = 2\n"
    }
   ],
   "source": [
    "# Show Tree\n",
    "pprint_tree(my_cpt.root_node)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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