{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "intro-md",
   "metadata": {},
   "source": [
    "# Benchmark: AutoCarver vs. optbinning vs. KBinsDiscretizer\n",
    "\n",
    "This notebook runs the three binning libraries side-by-side on two public datasets:\n",
    "\n",
    "1. **German Credit** — binary classification, mixed numeric / categorical features, 1,000 rows.\n",
    "2. **California Housing** — regression, all-numeric features, 20,640 rows.\n",
    "\n",
    "For each library and dataset, we report:\n",
    "\n",
    "- **`fit` and `transform` wall-clock** (seconds)\n",
    "- **Downstream-model score** — AUC for binary, R² for regression — using a linear model (logistic regression / ridge) on the one-hot-encoded bin output\n",
    "- **`train` → `test` score drop** as a coarse proxy for drift sensitivity\n",
    "\n",
    "All three libraries see the same `train + dev` data and are evaluated on the same held-out `test`. AutoCarver uses the dev sample for its built-in robustness veto; optbinning and KBinsDiscretizer don't have a dev-set concept and so treat the union of train + dev as one pooled training set — which is the comparison practitioners actually run.\n",
    "\n",
    "**This is not an IV / Tschuprow's T leaderboard.** Those metrics structurally favour the library whose objective they are. The downstream-model score is the metric a real scorecard team would use to pick a binner.\n",
    "\n",
    "Numbers come from a single run on a single machine with a fixed seed; treat them as illustrative, not as authoritative benchmark figures. Re-run on your own data before drawing conclusions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "setup-md",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "imports",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import warnings\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import fetch_california_housing, fetch_openml\n",
    "from sklearn.linear_model import LogisticRegression, Ridge\n",
    "from sklearn.metrics import r2_score, roc_auc_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import KBinsDiscretizer\n",
    "\n",
    "from AutoCarver import BinaryCarver, ContinuousCarver, Features\n",
    "from AutoCarver.discretizers.utils.base_discretizer import ProcessingConfig\n",
    "\n",
    "try:\n",
    "    from optbinning import ContinuousOptimalBinning, OptimalBinning\n",
    "\n",
    "    HAS_OPTBINNING = True\n",
    "except ImportError:\n",
    "    HAS_OPTBINNING = False\n",
    "    print('optbinning is not installed \\u2014 its rows will be skipped.')\n",
    "\n",
    "SEED = 42\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['figure.figsize'] = (10, 3.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "helpers",
   "metadata": {},
   "outputs": [],
   "source": [
    "def one_hot(df):\n",
    "    \"\"\"Treat every bin label as a categorical level and one-hot encode it.\n",
    "\n",
    "    Lets a linear downstream model consume any of the three libraries' outputs\n",
    "    uniformly, without us computing WoE per bin.\n",
    "    \"\"\"\n",
    "    return pd.get_dummies(df.astype(str), drop_first=True).astype(float)\n",
    "\n",
    "\n",
    "def fit_eval_binary(X_train, X_test, y_train, y_test):\n",
    "    Xtr = one_hot(X_train)\n",
    "    Xte = one_hot(X_test).reindex(columns=Xtr.columns, fill_value=0.0)\n",
    "    model = LogisticRegression(max_iter=1000, random_state=SEED).fit(Xtr, y_train)\n",
    "    return {\n",
    "        'train_auc': roc_auc_score(y_train, model.predict_proba(Xtr)[:, 1]),\n",
    "        'test_auc': roc_auc_score(y_test, model.predict_proba(Xte)[:, 1]),\n",
    "    }\n",
    "\n",
    "\n",
    "def fit_eval_regression(X_train, X_test, y_train, y_test):\n",
    "    Xtr = one_hot(X_train)\n",
    "    Xte = one_hot(X_test).reindex(columns=Xtr.columns, fill_value=0.0)\n",
    "    model = Ridge(random_state=SEED).fit(Xtr, y_train)\n",
    "    return {\n",
    "        'train_r2': r2_score(y_train, model.predict(Xtr)),\n",
    "        'test_r2': r2_score(y_test, model.predict(Xte)),\n",
    "    }\n",
    "\n",
    "\n",
    "def plot_bars(results_df, score_cols, title):\n",
    "    fig, axes = plt.subplots(1, len(score_cols), figsize=(4 * len(score_cols), 3.5))\n",
    "    if len(score_cols) == 1:\n",
    "        axes = [axes]\n",
    "    for ax, col in zip(axes, score_cols):\n",
    "        results_df.plot.bar(x='library', y=col, ax=ax, legend=False, color='#4C72B0')\n",
    "        ax.set_title(col)\n",
    "        ax.set_xlabel('')\n",
    "        ax.tick_params(axis='x', rotation=0)\n",
    "    fig.suptitle(title)\n",
    "    fig.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "binners",
   "metadata": {},
   "outputs": [],
   "source": [
    "from AutoCarver.combinations.binary import CramervCombinations\n",
    "\n",
    "MAX_N_MOD = 5\n",
    "MIN_FREQ = 0.05\n",
    "\n",
    "def bin_with_autocarver(X_train, y_train, X_dev, y_dev, X_test, categoricals, quantitatives, kind):\n",
    "    Carver = BinaryCarver if kind == 'binary' else ContinuousCarver\n",
    "    features = Features(categoricals=categoricals, numericals=quantitatives)\n",
    "    config = ProcessingConfig(verbose=True)  # showing statistics\n",
    "    combination_evaluator = CramervCombinations() if kind == 'binary' else None\n",
    "    carver = Carver(features=features, min_freq=MIN_FREQ, max_n_mod=MAX_N_MOD, config=config,combination_evaluator=combination_evaluator)\n",
    "\n",
    "    t0 = time.perf_counter()\n",
    "    X_tr = carver.fit_transform(X_train.copy(), y_train, X_dev=X_dev.copy(), y_dev=y_dev)\n",
    "    fit_t = time.perf_counter() - t0\n",
    "\n",
    "    X_dv = carver.transform(X_dev.copy())\n",
    "    t1 = time.perf_counter()\n",
    "    X_te = carver.transform(X_test.copy())\n",
    "    transform_t = time.perf_counter() - t1\n",
    "    return pd.concat([X_tr, X_dv]), X_te, fit_t, transform_t, carver\n",
    "\n",
    "\n",
    "def bin_with_optbinning(X_train, y_train, X_dev, y_dev, X_test, categoricals, quantitatives, kind):\n",
    "    Cls = OptimalBinning if kind == 'binary' else ContinuousOptimalBinning\n",
    "    X_all = pd.concat([X_train, X_dev])\n",
    "    y_all = pd.concat([y_train, y_dev])\n",
    "    binners = {}\n",
    "    train_binned = pd.DataFrame(index=X_all.index)\n",
    "    test_binned = pd.DataFrame(index=X_test.index)\n",
    "\n",
    "    t0 = time.perf_counter()\n",
    "    for col in X_all.columns:\n",
    "        dtype = 'categorical' if col in categoricals else 'numerical'\n",
    "        binner = Cls(name=col, dtype=dtype, min_prebin_size=MIN_FREQ/2, max_n_bins=MAX_N_MOD)\n",
    "        binner.fit(X_all[col].to_numpy(), y_all.to_numpy())\n",
    "        binners[col] = binner\n",
    "        train_binned[col] = binner.transform(X_all[col].to_numpy(), metric='bins')\n",
    "    fit_t = time.perf_counter() - t0\n",
    "\n",
    "    t1 = time.perf_counter()\n",
    "    for col, b in binners.items():\n",
    "        test_binned[col] = b.transform(X_test[col].to_numpy(), metric='bins')\n",
    "    transform_t = time.perf_counter() - t1\n",
    "    return train_binned, test_binned, fit_t, transform_t, binners\n",
    "\n",
    "\n",
    "def bin_with_kbins(X_train, X_dev, X_test, categoricals, quantitatives, n_bins=5):\n",
    "    X_all = pd.concat([X_train, X_dev])\n",
    "    num_train = X_all[quantitatives].apply(lambda c: c.fillna(c.median()))\n",
    "    num_test = X_test[quantitatives].apply(lambda c: c.fillna(c.median()))\n",
    "    kbd = KBinsDiscretizer(n_bins=n_bins, encode='ordinal', strategy='quantile')\n",
    "\n",
    "    t0 = time.perf_counter()\n",
    "    binned_num_train = pd.DataFrame(\n",
    "        kbd.fit_transform(num_train), columns=quantitatives, index=X_all.index\n",
    "    )\n",
    "    fit_t = time.perf_counter() - t0\n",
    "\n",
    "    t1 = time.perf_counter()\n",
    "    binned_num_test = pd.DataFrame(\n",
    "        kbd.transform(num_test), columns=quantitatives, index=X_test.index\n",
    "    )\n",
    "    transform_t = time.perf_counter() - t1\n",
    "\n",
    "    # KBins has no opinion on categoricals — pass them through as labels\n",
    "    train = pd.concat([binned_num_train, X_all[categoricals].astype(str)], axis=1)\n",
    "    test = pd.concat([binned_num_test, X_test[categoricals].astype(str)], axis=1)\n",
    "    return train, test, fit_t, transform_t, kbd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "binary-md",
   "metadata": {},
   "source": [
    "## Binary classification — German Credit\n",
    "\n",
    "20 features (numeric + categorical), 1,000 rows, target = `class == 'bad'`. Train / dev / test split = 60 / 20 / 20 %."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "381a7051",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train=600, dev=200, test=200\n",
      "categoricals=13, numericals=7\n",
      "bad rate (train)=0.300, (test)=0.300\n"
     ]
    }
   ],
   "source": [
    "credit = fetch_openml(data_id=31, as_frame=True)\n",
    "df = credit.frame.copy()\n",
    "\n",
    "y_binary = (df['class'] == 'bad').astype(int)\n",
    "X_binary = df.drop(columns=['class'])\n",
    "\n",
    "X_train, X_rest, y_train, y_rest = train_test_split(\n",
    "    X_binary, y_binary, test_size=0.4, random_state=SEED, stratify=y_binary,\n",
    ")\n",
    "X_dev, X_test, y_dev, y_test = train_test_split(\n",
    "    X_rest, y_rest, test_size=0.5, random_state=SEED, stratify=y_rest,\n",
    ")\n",
    "\n",
    "categoricals = [c for c in X_binary.columns if X_binary[c].dtype == object or isinstance(X_binary[c].dtype, pd.CategoricalDtype)]\n",
    "quantitatives = [c for c in X_binary.columns if c not in categoricals]\n",
    "\n",
    "print(f'train={len(X_train)}, dev={len(X_dev)}, test={len(X_test)}')\n",
    "print(f'categoricals={len(categoricals)}, numericals={len(quantitatives)}')\n",
    "print(f'bad rate (train)={y_train.mean():.3f}, (test)={y_test.mean():.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "run-binary",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------\n",
      "--- [QuantitativeDiscretizer] Fit Features(['duration', 'credit_amount', 'installment_commitment', 'residence_since', 'age', 'existing_credits', 'num_dependents'])\n",
      " - [ContinuousDiscretizer] Fit Features(['duration', 'credit_amount', 'installment_commitment', 'residence_since', 'age', 'existing_credits', 'num_dependents'])\n",
      " - [OrdinalDiscretizer] Fit Features(['duration', 'installment_commitment', 'residence_since', 'existing_credits', 'num_dependents'])\n",
      "------\n",
      "\n",
      "------\n",
      "--- [QualitativeDiscretizer] Fit Features(['checking_status', 'credit_history', 'purpose', 'savings_status', 'employment', 'personal_status', 'other_parties', 'property_magnitude', 'other_payment_plans', 'housing', 'job', 'own_telephone', 'foreign_worker'])\n",
      " - [CategoricalDiscretizer] Fit Features(['checking_status', 'credit_history', 'purpose', 'savings_status', 'employment', 'personal_status', 'other_parties', 'property_magnitude', 'other_payment_plans', 'housing', 'job', 'own_telephone', 'foreign_worker'])\n",
      "------\n",
      "\n",
      "---------\n",
      "------ [BinaryCarver] Fit Features(['checking_status', 'credit_history', 'purpose', 'savings_status', 'employment', 'personal_status', 'other_parties', 'property_magnitude', 'other_payment_plans', 'housing', 'job', 'own_telephone', 'foreign_worker', 'duration', 'credit_amount', 'installment_commitment', 'residence_since', 'age', 'existing_credits', 'num_dependents'])\n",
      "--- [BinaryCarver] Fit Categorical('checking_status') (1/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_6964d_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_6964d_level0_row0\" class=\"row_heading level0 row0\" >no checking</th>\n",
       "      <td id=\"T_6964d_row0_col0\" class=\"data row0 col0\" >0.1317</td>\n",
       "      <td id=\"T_6964d_row0_col1\" class=\"data row0 col1\" >0.4050</td>\n",
       "      <td id=\"T_6964d_row0_col2\" class=\"data row0 col2\" >243</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_6964d_level0_row1\" class=\"row_heading level0 row1\" >>=200</th>\n",
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       "      <td id=\"T_6964d_row2_col1\" class=\"data row2 col1\" >0.2567</td>\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "      <th id=\"T_1ee50_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <td id=\"T_1ee50_row0_col2\" class=\"data row0 col2\" >72</td>\n",
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       "      <td id=\"T_1ee50_row1_col0\" class=\"data row1 col0\" >0.0833</td>\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1f740_level0_row0\" class=\"row_heading level0 row0\" >no checking</th>\n",
       "      <td id=\"T_1f740_row0_col0\" class=\"data row0 col0\" >0.1317</td>\n",
       "      <td id=\"T_1f740_row0_col1\" class=\"data row0 col1\" >0.4050</td>\n",
       "      <td id=\"T_1f740_row0_col2\" class=\"data row0 col2\" >243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f740_level0_row1\" class=\"row_heading level0 row1\" >>=200</th>\n",
       "      <td id=\"T_1f740_row1_col0\" class=\"data row1 col0\" >0.2778</td>\n",
       "      <td id=\"T_1f740_row1_col1\" class=\"data row1 col1\" >0.0600</td>\n",
       "      <td id=\"T_1f740_row1_col2\" class=\"data row1 col2\" >36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f740_level0_row2\" class=\"row_heading level0 row2\" >0<=X<200</th>\n",
       "      <td id=\"T_1f740_row2_col0\" class=\"data row2 col0\" >0.3896</td>\n",
       "      <td id=\"T_1f740_row2_col1\" class=\"data row2 col1\" >0.2567</td>\n",
       "      <td id=\"T_1f740_row2_col2\" class=\"data row2 col2\" >154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f740_level0_row3\" class=\"row_heading level0 row3\" ><0</th>\n",
       "      <td id=\"T_1f740_row3_col0\" class=\"data row3 col0\" >0.4671</td>\n",
       "      <td id=\"T_1f740_row3_col1\" class=\"data row3 col1\" >0.2783</td>\n",
       "      <td id=\"T_1f740_row3_col2\" class=\"data row3 col2\" >167</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a3109_row0_col1, #T_a3109_row0_col2, #T_a3109_row3_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a3109_row1_col0 {\n",
       "  background-color: #4358cb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a3109_row2_col0 {\n",
       "  background-color: #f1ccb8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a3109_row2_col1, #T_a3109_row2_col2 {\n",
       "  background-color: #e7745b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a3109_row3_col1, #T_a3109_row3_col2 {\n",
       "  background-color: #f7ac8e;\n",
       "  color: #000000;\n",
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       "</style>\n",
       "<table id=\"T_a3109\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_a3109_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a3109_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_a3109_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_a3109_row0_col0\" class=\"data row0 col0\" >0.0694</td>\n",
       "      <td id=\"T_a3109_row0_col1\" class=\"data row0 col1\" >0.3600</td>\n",
       "      <td id=\"T_a3109_row0_col2\" class=\"data row0 col2\" >72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a3109_row1_col0\" class=\"data row1 col0\" >0.0833</td>\n",
       "      <td id=\"T_a3109_row1_col1\" class=\"data row1 col1\" >0.0600</td>\n",
       "      <td id=\"T_a3109_row1_col2\" class=\"data row1 col2\" >12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a3109_row2_col0\" class=\"data row2 col0\" >0.3710</td>\n",
       "      <td id=\"T_a3109_row2_col1\" class=\"data row2 col1\" >0.3100</td>\n",
       "      <td id=\"T_a3109_row2_col2\" class=\"data row2 col2\" >62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a3109_row3_col0\" class=\"data row3 col0\" >0.5741</td>\n",
       "      <td id=\"T_a3109_row3_col1\" class=\"data row3 col1\" >0.2700</td>\n",
       "      <td id=\"T_a3109_row3_col2\" class=\"data row3 col2\" >54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('credit_history') (2/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
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       "#T_87d7b_row1_col1, #T_87d7b_row1_col2, #T_87d7b_row3_col0, #T_87d7b_row4_col0 {\n",
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       "#T_87d7b_row2_col1, #T_87d7b_row2_col2 {\n",
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       "#T_87d7b_row3_col1, #T_87d7b_row3_col2 {\n",
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       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_87d7b\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_87d7b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_87d7b_level0_row0\" class=\"row_heading level0 row0\" >critical/other existing credit</th>\n",
       "      <td id=\"T_87d7b_row0_col0\" class=\"data row0 col0\" >0.1676</td>\n",
       "      <td id=\"T_87d7b_row0_col1\" class=\"data row0 col1\" >0.2883</td>\n",
       "      <td id=\"T_87d7b_row0_col2\" class=\"data row0 col2\" >173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_87d7b_level0_row1\" class=\"row_heading level0 row1\" >existing paid</th>\n",
       "      <td id=\"T_87d7b_row1_col0\" class=\"data row1 col0\" >0.3185</td>\n",
       "      <td id=\"T_87d7b_row1_col1\" class=\"data row1 col1\" >0.5233</td>\n",
       "      <td id=\"T_87d7b_row1_col2\" class=\"data row1 col2\" >314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_87d7b_level0_row2\" class=\"row_heading level0 row2\" >delayed previously</th>\n",
       "      <td id=\"T_87d7b_row2_col0\" class=\"data row2 col0\" >0.3621</td>\n",
       "      <td id=\"T_87d7b_row2_col1\" class=\"data row2 col1\" >0.0967</td>\n",
       "      <td id=\"T_87d7b_row2_col2\" class=\"data row2 col2\" >58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_87d7b_level0_row3\" class=\"row_heading level0 row3\" >all paid</th>\n",
       "      <td id=\"T_87d7b_row3_col0\" class=\"data row3 col0\" >0.5455</td>\n",
       "      <td id=\"T_87d7b_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "      <td id=\"T_87d7b_row3_col2\" class=\"data row3 col2\" >33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_87d7b_level0_row4\" class=\"row_heading level0 row4\" >no credits/all paid</th>\n",
       "      <td id=\"T_87d7b_row4_col0\" class=\"data row4 col0\" >0.5455</td>\n",
       "      <td id=\"T_87d7b_row4_col1\" class=\"data row4 col1\" >0.0367</td>\n",
       "      <td id=\"T_87d7b_row4_col2\" class=\"data row4 col2\" >22</td>\n",
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       "#T_63336_row1_col1, #T_63336_row1_col2, #T_63336_row3_col0 {\n",
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       "#T_63336_row2_col0 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
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       "#T_63336_row2_col1, #T_63336_row2_col2 {\n",
       "  background-color: #516ddb;\n",
       "  color: #f1f1f1;\n",
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       "#T_63336_row3_col1, #T_63336_row3_col2 {\n",
       "  background-color: #4961d2;\n",
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       "<table id=\"T_63336\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_63336_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_63336_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_63336_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_63336_row0_col0\" class=\"data row0 col0\" >0.2241</td>\n",
       "      <td id=\"T_63336_row0_col1\" class=\"data row0 col1\" >0.2900</td>\n",
       "      <td id=\"T_63336_row0_col2\" class=\"data row0 col2\" >58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_63336_row1_col0\" class=\"data row1 col0\" >0.2703</td>\n",
       "      <td id=\"T_63336_row1_col1\" class=\"data row1 col1\" >0.5550</td>\n",
       "      <td id=\"T_63336_row1_col2\" class=\"data row1 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_63336_row2_col0\" class=\"data row2 col0\" >0.3571</td>\n",
       "      <td id=\"T_63336_row2_col1\" class=\"data row2 col1\" >0.0700</td>\n",
       "      <td id=\"T_63336_row2_col2\" class=\"data row2 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_63336_row3_col0\" class=\"data row3 col0\" >0.7273</td>\n",
       "      <td id=\"T_63336_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "      <td id=\"T_63336_row3_col2\" class=\"data row3 col2\" >11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_63336_row4_col0\" class=\"data row4 col0\" >0.6667</td>\n",
       "      <td id=\"T_63336_row4_col1\" class=\"data row4 col1\" >0.0300</td>\n",
       "      <td id=\"T_63336_row4_col2\" class=\"data row4 col2\" >6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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       "  <caption>X distribution</caption>\n",
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_4b6ce_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_4b6ce_level0_row0\" class=\"row_heading level0 row0\" >critical/other existing credit</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4b6ce_level0_row1\" class=\"row_heading level0 row1\" >existing paid</th>\n",
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       "      <td id=\"T_4b6ce_row1_col1\" class=\"data row1 col1\" >0.5233</td>\n",
       "      <td id=\"T_4b6ce_row1_col2\" class=\"data row1 col2\" >314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4b6ce_level0_row2\" class=\"row_heading level0 row2\" >delayed previously</th>\n",
       "      <td id=\"T_4b6ce_row2_col0\" class=\"data row2 col0\" >0.3621</td>\n",
       "      <td id=\"T_4b6ce_row2_col1\" class=\"data row2 col1\" >0.0967</td>\n",
       "      <td id=\"T_4b6ce_row2_col2\" class=\"data row2 col2\" >58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4b6ce_level0_row3\" class=\"row_heading level0 row3\" >all paid, no credits/all paid</th>\n",
       "      <td id=\"T_4b6ce_row3_col0\" class=\"data row3 col0\" >0.5455</td>\n",
       "      <td id=\"T_4b6ce_row3_col1\" class=\"data row3 col1\" >0.0917</td>\n",
       "      <td id=\"T_4b6ce_row3_col2\" class=\"data row3 col2\" >55</td>\n",
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       "#T_b03ef_row0_col1, #T_b03ef_row0_col2 {\n",
       "  background-color: #d1dae9;\n",
       "  color: #000000;\n",
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       "#T_b03ef_row1_col0 {\n",
       "  background-color: #5875e1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_b03ef_row1_col1, #T_b03ef_row1_col2, #T_b03ef_row3_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
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       "#T_b03ef_row2_col0 {\n",
       "  background-color: #96b7ff;\n",
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       "#T_b03ef_row3_col1, #T_b03ef_row3_col2 {\n",
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       "<table id=\"T_b03ef\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_b03ef_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_b03ef_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_b03ef_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_b03ef_row0_col0\" class=\"data row0 col0\" >0.2241</td>\n",
       "      <td id=\"T_b03ef_row0_col1\" class=\"data row0 col1\" >0.2900</td>\n",
       "      <td id=\"T_b03ef_row0_col2\" class=\"data row0 col2\" >58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b03ef_row1_col0\" class=\"data row1 col0\" >0.2703</td>\n",
       "      <td id=\"T_b03ef_row1_col1\" class=\"data row1 col1\" >0.5550</td>\n",
       "      <td id=\"T_b03ef_row1_col2\" class=\"data row1 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b03ef_row2_col0\" class=\"data row2 col0\" >0.3571</td>\n",
       "      <td id=\"T_b03ef_row2_col1\" class=\"data row2 col1\" >0.0700</td>\n",
       "      <td id=\"T_b03ef_row2_col2\" class=\"data row2 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b03ef_row3_col0\" class=\"data row3 col0\" >0.7059</td>\n",
       "      <td id=\"T_b03ef_row3_col1\" class=\"data row3 col1\" >0.0850</td>\n",
       "      <td id=\"T_b03ef_row3_col2\" class=\"data row3 col2\" >17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
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     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('purpose') (3/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "}\n",
       "#T_4d054_row0_col1, #T_4d054_row0_col2 {\n",
       "  background-color: #b1cbfc;\n",
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       "}\n",
       "#T_4d054_row1_col0 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4d054_row2_col0 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4d054_row2_col1, #T_4d054_row2_col2, #T_4d054_row8_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
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       "#T_4d054_row3_col0 {\n",
       "  background-color: #c3d5f4;\n",
       "  color: #000000;\n",
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       "#T_4d054_row3_col1, #T_4d054_row3_col2 {\n",
       "  background-color: #3c4ec2;\n",
       "  color: #f1f1f1;\n",
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       "#T_4d054_row4_col0 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
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       "#T_4d054_row4_col1, #T_4d054_row4_col2 {\n",
       "  background-color: #f1ccb8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4d054_row5_col0 {\n",
       "  background-color: #ead5c9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4d054_row5_col1, #T_4d054_row5_col2 {\n",
       "  background-color: #da5a49;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4d054_row6_col0 {\n",
       "  background-color: #f7b79b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4d054_row6_col1, #T_4d054_row6_col2 {\n",
       "  background-color: #a6c4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4d054_row7_col0 {\n",
       "  background-color: #f7b497;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_4d054_row7_col1, #T_4d054_row7_col2 {\n",
       "  background-color: #485fd1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_4d054_row8_col1, #T_4d054_row8_col2 {\n",
       "  background-color: #6180e9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_4d054\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_4d054_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_4d054_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_4d054_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row0\" class=\"row_heading level0 row0\" >used car</th>\n",
       "      <td id=\"T_4d054_row0_col0\" class=\"data row0 col0\" >0.1875</td>\n",
       "      <td id=\"T_4d054_row0_col1\" class=\"data row0 col1\" >0.1067</td>\n",
       "      <td id=\"T_4d054_row0_col2\" class=\"data row0 col2\" >64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row1\" class=\"row_heading level0 row1\" >other, retraining</th>\n",
       "      <td id=\"T_4d054_row1_col0\" class=\"data row1 col0\" >0.2222</td>\n",
       "      <td id=\"T_4d054_row1_col1\" class=\"data row1 col1\" >0.0150</td>\n",
       "      <td id=\"T_4d054_row1_col2\" class=\"data row1 col2\" >9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row2\" class=\"row_heading level0 row2\" >radio/tv</th>\n",
       "      <td id=\"T_4d054_row2_col0\" class=\"data row2 col0\" >0.2303</td>\n",
       "      <td id=\"T_4d054_row2_col1\" class=\"data row2 col1\" >0.2750</td>\n",
       "      <td id=\"T_4d054_row2_col2\" class=\"data row2 col2\" >165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row3\" class=\"row_heading level0 row3\" >domestic appliance</th>\n",
       "      <td id=\"T_4d054_row3_col0\" class=\"data row3 col0\" >0.3000</td>\n",
       "      <td id=\"T_4d054_row3_col1\" class=\"data row3 col1\" >0.0167</td>\n",
       "      <td id=\"T_4d054_row3_col2\" class=\"data row3 col2\" >10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row4\" class=\"row_heading level0 row4\" >furniture/equipment</th>\n",
       "      <td id=\"T_4d054_row4_col0\" class=\"data row4 col0\" >0.3333</td>\n",
       "      <td id=\"T_4d054_row4_col1\" class=\"data row4 col1\" >0.1700</td>\n",
       "      <td id=\"T_4d054_row4_col2\" class=\"data row4 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row5\" class=\"row_heading level0 row5\" >new car</th>\n",
       "      <td id=\"T_4d054_row5_col0\" class=\"data row5 col0\" >0.3401</td>\n",
       "      <td id=\"T_4d054_row5_col1\" class=\"data row5 col1\" >0.2450</td>\n",
       "      <td id=\"T_4d054_row5_col2\" class=\"data row5 col2\" >147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row6\" class=\"row_heading level0 row6\" >business</th>\n",
       "      <td id=\"T_4d054_row6_col0\" class=\"data row6 col0\" >0.3729</td>\n",
       "      <td id=\"T_4d054_row6_col1\" class=\"data row6 col1\" >0.0983</td>\n",
       "      <td id=\"T_4d054_row6_col2\" class=\"data row6 col2\" >59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row7\" class=\"row_heading level0 row7\" >repairs</th>\n",
       "      <td id=\"T_4d054_row7_col0\" class=\"data row7 col0\" >0.3750</td>\n",
       "      <td id=\"T_4d054_row7_col1\" class=\"data row7 col1\" >0.0267</td>\n",
       "      <td id=\"T_4d054_row7_col2\" class=\"data row7 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4d054_level0_row8\" class=\"row_heading level0 row8\" >education</th>\n",
       "      <td id=\"T_4d054_row8_col0\" class=\"data row8 col0\" >0.4643</td>\n",
       "      <td id=\"T_4d054_row8_col1\" class=\"data row8 col1\" >0.0467</td>\n",
       "      <td id=\"T_4d054_row8_col2\" class=\"data row8 col2\" >28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  background-color: #f6bda2;\n",
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       "#T_a859b_row1_col1, #T_a859b_row1_col2 {\n",
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       "#T_a859b_row2_col1, #T_a859b_row2_col2, #T_a859b_row8_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
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       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
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       "#T_a859b_row4_col0 {\n",
       "  background-color: #f7ac8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a859b_row4_col1, #T_a859b_row4_col2 {\n",
       "  background-color: #e9d5cb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a859b_row5_col0 {\n",
       "  background-color: #d1493f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a859b_row5_col1, #T_a859b_row5_col2 {\n",
       "  background-color: #f5a081;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a859b_row6_col0 {\n",
       "  background-color: #f2cab5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a859b_row6_col1, #T_a859b_row6_col2 {\n",
       "  background-color: #98b9ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a859b_row7_col1, #T_a859b_row7_col2 {\n",
       "  background-color: #3f53c6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a859b_row8_col1, #T_a859b_row8_col2 {\n",
       "  background-color: #7b9ff9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_a859b\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_a859b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a859b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_a859b_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row0_col0\" class=\"data row0 col0\" >0.1250</td>\n",
       "      <td id=\"T_a859b_row0_col1\" class=\"data row0 col1\" >0.0800</td>\n",
       "      <td id=\"T_a859b_row0_col2\" class=\"data row0 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row1_col0\" class=\"data row1 col0\" >0.3000</td>\n",
       "      <td id=\"T_a859b_row1_col1\" class=\"data row1 col1\" >0.0500</td>\n",
       "      <td id=\"T_a859b_row1_col2\" class=\"data row1 col2\" >10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row2_col0\" class=\"data row2 col0\" >0.2295</td>\n",
       "      <td id=\"T_a859b_row2_col1\" class=\"data row2 col1\" >0.3050</td>\n",
       "      <td id=\"T_a859b_row2_col2\" class=\"data row2 col2\" >61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row3_col0\" class=\"data row3 col0\" >0.0000</td>\n",
       "      <td id=\"T_a859b_row3_col1\" class=\"data row3 col1\" >0.0050</td>\n",
       "      <td id=\"T_a859b_row3_col2\" class=\"data row3 col2\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row4_col0\" class=\"data row4 col0\" >0.3235</td>\n",
       "      <td id=\"T_a859b_row4_col1\" class=\"data row4 col1\" >0.1700</td>\n",
       "      <td id=\"T_a859b_row4_col2\" class=\"data row4 col2\" >34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row5_col0\" class=\"data row5 col0\" >0.4222</td>\n",
       "      <td id=\"T_a859b_row5_col1\" class=\"data row5 col1\" >0.2250</td>\n",
       "      <td id=\"T_a859b_row5_col2\" class=\"data row5 col2\" >45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row6_col0\" class=\"data row6 col0\" >0.2778</td>\n",
       "      <td id=\"T_a859b_row6_col1\" class=\"data row6 col1\" >0.0900</td>\n",
       "      <td id=\"T_a859b_row6_col2\" class=\"data row6 col2\" >18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row7_col0\" class=\"data row7 col0\" >0.0000</td>\n",
       "      <td id=\"T_a859b_row7_col1\" class=\"data row7 col1\" >0.0100</td>\n",
       "      <td id=\"T_a859b_row7_col2\" class=\"data row7 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a859b_row8_col0\" class=\"data row8 col0\" >0.4615</td>\n",
       "      <td id=\"T_a859b_row8_col1\" class=\"data row8 col1\" >0.0650</td>\n",
       "      <td id=\"T_a859b_row8_col2\" class=\"data row8 col2\" >13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "#T_d030b_row0_col0, #T_d030b_row4_col1, #T_d030b_row4_col2 {\n",
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       "#T_d030b_row3_col0 {\n",
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       "#T_d030b_row3_col1, #T_d030b_row3_col2, #T_d030b_row4_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_d030b\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_d030b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_d030b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_d030b_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_d030b_level0_row0\" class=\"row_heading level0 row0\" >used car</th>\n",
       "      <td id=\"T_d030b_row0_col0\" class=\"data row0 col0\" >0.1875</td>\n",
       "      <td id=\"T_d030b_row0_col1\" class=\"data row0 col1\" >0.1067</td>\n",
       "      <td id=\"T_d030b_row0_col2\" class=\"data row0 col2\" >64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d030b_level0_row1\" class=\"row_heading level0 row1\" >radio/tv, other, retraining</th>\n",
       "      <td id=\"T_d030b_row1_col0\" class=\"data row1 col0\" >0.2299</td>\n",
       "      <td id=\"T_d030b_row1_col1\" class=\"data row1 col1\" >0.2900</td>\n",
       "      <td id=\"T_d030b_row1_col2\" class=\"data row1 col2\" >174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d030b_level0_row2\" class=\"row_heading level0 row2\" >furniture/equipment, domestic appliance</th>\n",
       "      <td id=\"T_d030b_row2_col0\" class=\"data row2 col0\" >0.3304</td>\n",
       "      <td id=\"T_d030b_row2_col1\" class=\"data row2 col1\" >0.1867</td>\n",
       "      <td id=\"T_d030b_row2_col2\" class=\"data row2 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d030b_level0_row3\" class=\"row_heading level0 row3\" >new car, business, repairs</th>\n",
       "      <td id=\"T_d030b_row3_col0\" class=\"data row3 col0\" >0.3514</td>\n",
       "      <td id=\"T_d030b_row3_col1\" class=\"data row3 col1\" >0.3700</td>\n",
       "      <td id=\"T_d030b_row3_col2\" class=\"data row3 col2\" >222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d030b_level0_row4\" class=\"row_heading level0 row4\" >education</th>\n",
       "      <td id=\"T_d030b_row4_col0\" class=\"data row4 col0\" >0.4643</td>\n",
       "      <td id=\"T_d030b_row4_col1\" class=\"data row4 col1\" >0.0467</td>\n",
       "      <td id=\"T_d030b_row4_col2\" class=\"data row4 col2\" >28</td>\n",
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       "  color: #f1f1f1;\n",
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       "#T_e47b5_row0_col1, #T_e47b5_row0_col2 {\n",
       "  background-color: #4a63d3;\n",
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       "#T_e47b5_row1_col0 {\n",
       "  background-color: #adc9fd;\n",
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       "#T_e47b5_row1_col1, #T_e47b5_row1_col2, #T_e47b5_row4_col0 {\n",
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       "#T_e47b5_row2_col1, #T_e47b5_row2_col2 {\n",
       "  background-color: #bad0f8;\n",
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       "  background-color: #f6a385;\n",
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       "#T_e47b5_row3_col1, #T_e47b5_row3_col2 {\n",
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       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_e47b5\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_e47b5_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_e47b5_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_e47b5_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_e47b5_row0_col0\" class=\"data row0 col0\" >0.1250</td>\n",
       "      <td id=\"T_e47b5_row0_col1\" class=\"data row0 col1\" >0.0800</td>\n",
       "      <td id=\"T_e47b5_row0_col2\" class=\"data row0 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e47b5_row1_col0\" class=\"data row1 col0\" >0.2394</td>\n",
       "      <td id=\"T_e47b5_row1_col1\" class=\"data row1 col1\" >0.3550</td>\n",
       "      <td id=\"T_e47b5_row1_col2\" class=\"data row1 col2\" >71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e47b5_row2_col0\" class=\"data row2 col0\" >0.3143</td>\n",
       "      <td id=\"T_e47b5_row2_col1\" class=\"data row2 col1\" >0.1750</td>\n",
       "      <td id=\"T_e47b5_row2_col2\" class=\"data row2 col2\" >35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e47b5_row3_col0\" class=\"data row3 col0\" >0.3692</td>\n",
       "      <td id=\"T_e47b5_row3_col1\" class=\"data row3 col1\" >0.3250</td>\n",
       "      <td id=\"T_e47b5_row3_col2\" class=\"data row3 col2\" >65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e47b5_row4_col0\" class=\"data row4 col0\" >0.4615</td>\n",
       "      <td id=\"T_e47b5_row4_col1\" class=\"data row4 col1\" >0.0650</td>\n",
       "      <td id=\"T_e47b5_row4_col2\" class=\"data row4 col2\" >13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('savings_status') (4/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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     "text": [
      " [BinaryCarver] Carved distribution\n"
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     "text": [
      "--- [BinaryCarver] Fit Categorical('employment') (5/20)\n",
      " [BinaryCarver] Raw distribution\n"
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       "      <td id=\"T_3d29a_row0_col0\" class=\"data row0 col0\" >0.2632</td>\n",
       "      <td id=\"T_3d29a_row0_col1\" class=\"data row0 col1\" >0.1900</td>\n",
       "      <td id=\"T_3d29a_row0_col2\" class=\"data row0 col2\" >38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d29a_row1_col0\" class=\"data row1 col0\" >0.2600</td>\n",
       "      <td id=\"T_3d29a_row1_col1\" class=\"data row1 col1\" >0.2500</td>\n",
       "      <td id=\"T_3d29a_row1_col2\" class=\"data row1 col2\" >50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d29a_row2_col0\" class=\"data row2 col0\" >0.3621</td>\n",
       "      <td id=\"T_3d29a_row2_col1\" class=\"data row2 col1\" >0.2900</td>\n",
       "      <td id=\"T_3d29a_row2_col2\" class=\"data row2 col2\" >58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d29a_row3_col0\" class=\"data row3 col0\" >0.3333</td>\n",
       "      <td id=\"T_3d29a_row3_col1\" class=\"data row3 col1\" >0.1800</td>\n",
       "      <td id=\"T_3d29a_row3_col2\" class=\"data row3 col2\" >36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d29a_row4_col0\" class=\"data row4 col0\" >0.2222</td>\n",
       "      <td id=\"T_3d29a_row4_col1\" class=\"data row4 col1\" >0.0900</td>\n",
       "      <td id=\"T_3d29a_row4_col2\" class=\"data row4 col2\" >18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    {
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     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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       "      <th id=\"T_cb153_level0_row0\" class=\"row_heading level0 row0\" >>=7, 4<=X<7</th>\n",
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       "      <th id=\"T_cb153_level0_row1\" class=\"row_heading level0 row1\" >unemployed, 1<=X<4, <1</th>\n",
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       "      <td id=\"T_26eac_row1_col0\" class=\"data row1 col0\" >0.3304</td>\n",
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       "      <td id=\"T_26eac_row1_col2\" class=\"data row1 col2\" >112</td>\n",
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     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('personal_status') (6/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <td id=\"T_f1308_row0_col1\" class=\"data row0 col1\" >0.5600</td>\n",
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       "      <td id=\"T_f1308_row1_col1\" class=\"data row1 col1\" >0.0900</td>\n",
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       "      <th id=\"T_f1308_level0_row2\" class=\"row_heading level0 row2\" >female div/dep/mar</th>\n",
       "      <td id=\"T_f1308_row2_col0\" class=\"data row2 col0\" >0.3559</td>\n",
       "      <td id=\"T_f1308_row2_col1\" class=\"data row2 col1\" >0.2950</td>\n",
       "      <td id=\"T_f1308_row2_col2\" class=\"data row2 col2\" >177</td>\n",
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       "      <th id=\"T_f1308_level0_row3\" class=\"row_heading level0 row3\" >male div/sep</th>\n",
       "      <td id=\"T_f1308_row3_col0\" class=\"data row3 col0\" >0.3636</td>\n",
       "      <td id=\"T_f1308_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "      <td id=\"T_f1308_row3_col2\" class=\"data row3 col2\" >33</td>\n",
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       "      <td id=\"T_27e88_row0_col1\" class=\"data row0 col1\" >0.5300</td>\n",
       "      <td id=\"T_27e88_row0_col2\" class=\"data row0 col2\" >106</td>\n",
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       "      <td id=\"T_27e88_row1_col1\" class=\"data row1 col1\" >0.1050</td>\n",
       "      <td id=\"T_27e88_row1_col2\" class=\"data row1 col2\" >21</td>\n",
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      " [BinaryCarver] Carved distribution\n"
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       "      <td id=\"T_d2a7e_row2_col1\" class=\"data row2 col1\" >0.0550</td>\n",
       "      <td id=\"T_d2a7e_row2_col2\" class=\"data row2 col2\" >33</td>\n",
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       "      <td id=\"T_7b0f8_row0_col0\" class=\"data row0 col0\" >0.2756</td>\n",
       "      <td id=\"T_7b0f8_row0_col1\" class=\"data row0 col1\" >0.6350</td>\n",
       "      <td id=\"T_7b0f8_row0_col2\" class=\"data row0 col2\" >127</td>\n",
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       "      <td id=\"T_7b0f8_row1_col0\" class=\"data row1 col0\" >0.3385</td>\n",
       "      <td id=\"T_7b0f8_row1_col1\" class=\"data row1 col1\" >0.3250</td>\n",
       "      <td id=\"T_7b0f8_row1_col2\" class=\"data row1 col2\" >65</td>\n",
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       "      <td id=\"T_7b0f8_row2_col0\" class=\"data row2 col0\" >0.3750</td>\n",
       "      <td id=\"T_7b0f8_row2_col1\" class=\"data row2 col1\" >0.0400</td>\n",
       "      <td id=\"T_7b0f8_row2_col2\" class=\"data row2 col2\" >8</td>\n",
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     "text": [
      "--- [BinaryCarver] Fit Categorical('other_parties') (7/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <td id=\"T_c0454_row1_col0\" class=\"data row1 col0\" >0.2996</td>\n",
       "      <td id=\"T_c0454_row1_col1\" class=\"data row1 col1\" >0.9067</td>\n",
       "      <td id=\"T_c0454_row1_col2\" class=\"data row1 col2\" >544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c0454_level0_row2\" class=\"row_heading level0 row2\" >co applicant</th>\n",
       "      <td id=\"T_c0454_row2_col0\" class=\"data row2 col0\" >0.4286</td>\n",
       "      <td id=\"T_c0454_row2_col1\" class=\"data row2 col1\" >0.0467</td>\n",
       "      <td id=\"T_c0454_row2_col2\" class=\"data row2 col2\" >28</td>\n",
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       "  background-color: #bed2f6;\n",
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       "#T_5332c_row1_col1, #T_5332c_row1_col2, #T_5332c_row2_col0 {\n",
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       "<table id=\"T_5332c\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_5332c_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_5332c_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_5332c_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_5332c_row0_col0\" class=\"data row0 col0\" >0.2500</td>\n",
       "      <td id=\"T_5332c_row0_col1\" class=\"data row0 col1\" >0.0400</td>\n",
       "      <td id=\"T_5332c_row0_col2\" class=\"data row0 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_5332c_row1_col0\" class=\"data row1 col0\" >0.2989</td>\n",
       "      <td id=\"T_5332c_row1_col1\" class=\"data row1 col1\" >0.9200</td>\n",
       "      <td id=\"T_5332c_row1_col2\" class=\"data row1 col2\" >184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_5332c_row2_col0\" class=\"data row2 col0\" >0.3750</td>\n",
       "      <td id=\"T_5332c_row2_col1\" class=\"data row2 col1\" >0.0400</td>\n",
       "      <td id=\"T_5332c_row2_col2\" class=\"data row2 col2\" >8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
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     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
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       "  <caption>X distribution</caption>\n",
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_10c7e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <td id=\"T_10c7e_row0_col0\" class=\"data row0 col0\" >0.1786</td>\n",
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       "<table id=\"T_fe6a5\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_fe6a5_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_fe6a5_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_fe6a5_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_fe6a5_row0_col0\" class=\"data row0 col0\" >0.2500</td>\n",
       "      <td id=\"T_fe6a5_row0_col1\" class=\"data row0 col1\" >0.0400</td>\n",
       "      <td id=\"T_fe6a5_row0_col2\" class=\"data row0 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_fe6a5_row1_col0\" class=\"data row1 col0\" >0.2989</td>\n",
       "      <td id=\"T_fe6a5_row1_col1\" class=\"data row1 col1\" >0.9200</td>\n",
       "      <td id=\"T_fe6a5_row1_col2\" class=\"data row1 col2\" >184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_fe6a5_row2_col0\" class=\"data row2 col0\" >0.3750</td>\n",
       "      <td id=\"T_fe6a5_row2_col1\" class=\"data row2 col1\" >0.0400</td>\n",
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     "text": [
      "--- [BinaryCarver] Fit Categorical('property_magnitude') (8/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_90698_row0_col1\" class=\"data row0 col1\" >0.2817</td>\n",
       "      <td id=\"T_90698_row0_col2\" class=\"data row0 col2\" >169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_90698_level0_row1\" class=\"row_heading level0 row1\" >life insurance</th>\n",
       "      <td id=\"T_90698_row1_col0\" class=\"data row1 col0\" >0.3125</td>\n",
       "      <td id=\"T_90698_row1_col1\" class=\"data row1 col1\" >0.2133</td>\n",
       "      <td id=\"T_90698_row1_col2\" class=\"data row1 col2\" >128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_90698_level0_row2\" class=\"row_heading level0 row2\" >car</th>\n",
       "      <td id=\"T_90698_row2_col0\" class=\"data row2 col0\" >0.3143</td>\n",
       "      <td id=\"T_90698_row2_col1\" class=\"data row2 col1\" >0.3500</td>\n",
       "      <td id=\"T_90698_row2_col2\" class=\"data row2 col2\" >210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_90698_level0_row3\" class=\"row_heading level0 row3\" >no known property</th>\n",
       "      <td id=\"T_90698_row3_col0\" class=\"data row3 col0\" >0.4086</td>\n",
       "      <td id=\"T_90698_row3_col1\" class=\"data row3 col1\" >0.1550</td>\n",
       "      <td id=\"T_90698_row3_col2\" class=\"data row3 col2\" >93</td>\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_17a88_row0_col0\" class=\"data row0 col0\" >0.2182</td>\n",
       "      <td id=\"T_17a88_row0_col1\" class=\"data row0 col1\" >0.2750</td>\n",
       "      <td id=\"T_17a88_row0_col2\" class=\"data row0 col2\" >55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_17a88_row1_col0\" class=\"data row1 col0\" >0.2600</td>\n",
       "      <td id=\"T_17a88_row1_col1\" class=\"data row1 col1\" >0.2500</td>\n",
       "      <td id=\"T_17a88_row1_col2\" class=\"data row1 col2\" >50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_17a88_row2_col0\" class=\"data row2 col0\" >0.3281</td>\n",
       "      <td id=\"T_17a88_row2_col1\" class=\"data row2 col1\" >0.3200</td>\n",
       "      <td id=\"T_17a88_row2_col2\" class=\"data row2 col2\" >64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_17a88_row3_col0\" class=\"data row3 col0\" >0.4516</td>\n",
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       "      <td id=\"T_17a88_row3_col2\" class=\"data row3 col2\" >31</td>\n",
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     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_483f0_level0_row1\" class=\"row_heading level0 row1\" >life insurance</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_483f0_level0_row2\" class=\"row_heading level0 row2\" >car</th>\n",
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       "      <td id=\"T_483f0_row2_col1\" class=\"data row2 col1\" >0.3500</td>\n",
       "      <td id=\"T_483f0_row2_col2\" class=\"data row2 col2\" >210</td>\n",
       "    </tr>\n",
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       "      <th id=\"T_483f0_level0_row3\" class=\"row_heading level0 row3\" >no known property</th>\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_a3cf8_row0_col0\" class=\"data row0 col0\" >0.2182</td>\n",
       "      <td id=\"T_a3cf8_row0_col1\" class=\"data row0 col1\" >0.2750</td>\n",
       "      <td id=\"T_a3cf8_row0_col2\" class=\"data row0 col2\" >55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a3cf8_row1_col0\" class=\"data row1 col0\" >0.2600</td>\n",
       "      <td id=\"T_a3cf8_row1_col1\" class=\"data row1 col1\" >0.2500</td>\n",
       "      <td id=\"T_a3cf8_row1_col2\" class=\"data row1 col2\" >50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a3cf8_row2_col0\" class=\"data row2 col0\" >0.3281</td>\n",
       "      <td id=\"T_a3cf8_row2_col1\" class=\"data row2 col1\" >0.3200</td>\n",
       "      <td id=\"T_a3cf8_row2_col2\" class=\"data row2 col2\" >64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a3cf8_row3_col0\" class=\"data row3 col0\" >0.4516</td>\n",
       "      <td id=\"T_a3cf8_row3_col1\" class=\"data row3 col1\" >0.1550</td>\n",
       "      <td id=\"T_a3cf8_row3_col2\" class=\"data row3 col2\" >31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('other_payment_plans') (9/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <td id=\"T_e7280_row0_col2\" class=\"data row0 col2\" >164</td>\n",
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       "      <td id=\"T_e7280_row1_col0\" class=\"data row1 col0\" >0.4444</td>\n",
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       "      <td id=\"T_e7280_row1_col2\" class=\"data row1 col2\" >9</td>\n",
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     "text": [
      " [BinaryCarver] Carved distribution\n"
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     "text": [
      "--- [BinaryCarver] Fit Categorical('housing') (10/20)\n",
      " [BinaryCarver] Raw distribution\n"
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     "text": [
      "--- [BinaryCarver] Fit Categorical('job') (11/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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      " [BinaryCarver] Carved distribution\n"
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     "text": [
      "--- [BinaryCarver] Fit Categorical('own_telephone') (12/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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      "WARNING: No robust combination for Categorical('own_telephone'). Consider increasing the size of X_dev or dropping the feature (X not representative of X_dev for this feature).\n",
      "--- [BinaryCarver] Fit Categorical('foreign_worker') (13/20)\n",
      " [BinaryCarver] Raw distribution\n"
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     "text": [
      "WARNING: No robust combination for Categorical('foreign_worker'). Consider increasing the size of X_dev or dropping the feature (X not representative of X_dev for this feature).\n",
      "--- [BinaryCarver] Fit Numerical('duration') (14/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <th id=\"T_96d09_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_96d09_row0_col0\" class=\"data row0 col0\" >0.1000</td>\n",
       "      <td id=\"T_96d09_row0_col1\" class=\"data row0 col1\" >0.1000</td>\n",
       "      <td id=\"T_96d09_row0_col2\" class=\"data row0 col2\" >20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row1_col0\" class=\"data row1 col0\" >0.3077</td>\n",
       "      <td id=\"T_96d09_row1_col1\" class=\"data row1 col1\" >0.0650</td>\n",
       "      <td id=\"T_96d09_row1_col2\" class=\"data row1 col2\" >13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row2_col0\" class=\"data row2 col0\" >0.0000</td>\n",
       "      <td id=\"T_96d09_row2_col1\" class=\"data row2 col1\" >0.0400</td>\n",
       "      <td id=\"T_96d09_row2_col2\" class=\"data row2 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row3_col0\" class=\"data row3 col0\" >0.2432</td>\n",
       "      <td id=\"T_96d09_row3_col1\" class=\"data row3 col1\" >0.1850</td>\n",
       "      <td id=\"T_96d09_row3_col2\" class=\"data row3 col2\" >37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row4_col0\" class=\"data row4 col0\" >0.0714</td>\n",
       "      <td id=\"T_96d09_row4_col1\" class=\"data row4 col1\" >0.0700</td>\n",
       "      <td id=\"T_96d09_row4_col2\" class=\"data row4 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row5_col0\" class=\"data row5 col0\" >0.3043</td>\n",
       "      <td id=\"T_96d09_row5_col1\" class=\"data row5 col1\" >0.1150</td>\n",
       "      <td id=\"T_96d09_row5_col2\" class=\"data row5 col2\" >23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row6_col0\" class=\"data row6 col0\" >0.4444</td>\n",
       "      <td id=\"T_96d09_row6_col1\" class=\"data row6 col1\" >0.0450</td>\n",
       "      <td id=\"T_96d09_row6_col2\" class=\"data row6 col2\" >9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row7_col0\" class=\"data row7 col0\" >0.3548</td>\n",
       "      <td id=\"T_96d09_row7_col1\" class=\"data row7 col1\" >0.1550</td>\n",
       "      <td id=\"T_96d09_row7_col2\" class=\"data row7 col2\" >31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row8_col0\" class=\"data row8 col0\" >0.7500</td>\n",
       "      <td id=\"T_96d09_row8_col1\" class=\"data row8 col1\" >0.0200</td>\n",
       "      <td id=\"T_96d09_row8_col2\" class=\"data row8 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row9_col0\" class=\"data row9 col0\" >0.4286</td>\n",
       "      <td id=\"T_96d09_row9_col1\" class=\"data row9 col1\" >0.0350</td>\n",
       "      <td id=\"T_96d09_row9_col2\" class=\"data row9 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row10_col0\" class=\"data row10 col0\" >0.3529</td>\n",
       "      <td id=\"T_96d09_row10_col1\" class=\"data row10 col1\" >0.0850</td>\n",
       "      <td id=\"T_96d09_row10_col2\" class=\"data row10 col2\" >17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row11_col0\" class=\"data row11 col0\" >0.6667</td>\n",
       "      <td id=\"T_96d09_row11_col1\" class=\"data row11 col1\" >0.0150</td>\n",
       "      <td id=\"T_96d09_row11_col2\" class=\"data row11 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96d09_row12_col0\" class=\"data row12 col0\" >0.5714</td>\n",
       "      <td id=\"T_96d09_row12_col1\" class=\"data row12 col1\" >0.0700</td>\n",
       "      <td id=\"T_96d09_row12_col2\" class=\"data row12 col2\" >14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5709_row1_col1, #T_d5709_row1_col2 {\n",
       "  background-color: #3e51c5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5709_row2_col0 {\n",
       "  background-color: #e7d7ce;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5709_row2_col1, #T_d5709_row2_col2 {\n",
       "  background-color: #f6bea4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5709_row3_col0 {\n",
       "  background-color: #f6a385;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5709_row3_col1, #T_d5709_row3_col2, #T_d5709_row4_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5709_row4_col1, #T_d5709_row4_col2 {\n",
       "  background-color: #d9dce1;\n",
       "  color: #000000;\n",
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       "</style>\n",
       "<table id=\"T_d5709\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_d5709_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_d5709_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_d5709_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_d5709_level0_row0\" class=\"row_heading level0 row0\" >x <= 8.00e+00</th>\n",
       "      <td id=\"T_d5709_row0_col0\" class=\"data row0 col0\" >0.0980</td>\n",
       "      <td id=\"T_d5709_row0_col1\" class=\"data row0 col1\" >0.0850</td>\n",
       "      <td id=\"T_d5709_row0_col2\" class=\"data row0 col2\" >51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5709_level0_row1\" class=\"row_heading level0 row1\" >8.00e+00 < x <= 1.10e+01</th>\n",
       "      <td id=\"T_d5709_row1_col0\" class=\"data row1 col0\" >0.1698</td>\n",
       "      <td id=\"T_d5709_row1_col1\" class=\"data row1 col1\" >0.0883</td>\n",
       "      <td id=\"T_d5709_row1_col2\" class=\"data row1 col2\" >53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5709_level0_row2\" class=\"row_heading level0 row2\" >1.10e+01 < x <= 1.50e+01</th>\n",
       "      <td id=\"T_d5709_row2_col0\" class=\"data row2 col0\" >0.2710</td>\n",
       "      <td id=\"T_d5709_row2_col1\" class=\"data row2 col1\" >0.2583</td>\n",
       "      <td id=\"T_d5709_row2_col2\" class=\"data row2 col2\" >155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5709_level0_row3\" class=\"row_heading level0 row3\" >1.50e+01 < x <= 2.80e+01</th>\n",
       "      <td id=\"T_d5709_row3_col0\" class=\"data row3 col0\" >0.3302</td>\n",
       "      <td id=\"T_d5709_row3_col1\" class=\"data row3 col1\" >0.3533</td>\n",
       "      <td id=\"T_d5709_row3_col2\" class=\"data row3 col2\" >212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5709_level0_row4\" class=\"row_heading level0 row4\" >2.80e+01 < x</th>\n",
       "      <td id=\"T_d5709_row4_col0\" class=\"data row4 col0\" >0.4186</td>\n",
       "      <td id=\"T_d5709_row4_col1\" class=\"data row4 col1\" >0.2150</td>\n",
       "      <td id=\"T_d5709_row4_col2\" class=\"data row4 col2\" >129</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_42088_row1_col0 {\n",
       "  background-color: #8caffe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_42088_row1_col1, #T_42088_row1_col2 {\n",
       "  background-color: #4055c8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_42088_row2_col0 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_42088_row2_col1, #T_42088_row2_col2 {\n",
       "  background-color: #f7ba9f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_42088_row3_col0 {\n",
       "  background-color: #f4987a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_42088_row3_col1, #T_42088_row3_col2, #T_42088_row4_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_42088_row4_col1, #T_42088_row4_col2 {\n",
       "  background-color: #cedaeb;\n",
       "  color: #000000;\n",
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       "</style>\n",
       "<table id=\"T_42088\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_42088_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_42088_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_42088_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_42088_row0_col0\" class=\"data row0 col0\" >0.1000</td>\n",
       "      <td id=\"T_42088_row0_col1\" class=\"data row0 col1\" >0.1000</td>\n",
       "      <td id=\"T_42088_row0_col2\" class=\"data row0 col2\" >20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_42088_row1_col0\" class=\"data row1 col0\" >0.1905</td>\n",
       "      <td id=\"T_42088_row1_col1\" class=\"data row1 col1\" >0.1050</td>\n",
       "      <td id=\"T_42088_row1_col2\" class=\"data row1 col2\" >21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_42088_row2_col0\" class=\"data row2 col0\" >0.1961</td>\n",
       "      <td id=\"T_42088_row2_col1\" class=\"data row2 col1\" >0.2550</td>\n",
       "      <td id=\"T_42088_row2_col2\" class=\"data row2 col2\" >51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_42088_row3_col0\" class=\"data row3 col0\" >0.3731</td>\n",
       "      <td id=\"T_42088_row3_col1\" class=\"data row3 col1\" >0.3350</td>\n",
       "      <td id=\"T_42088_row3_col2\" class=\"data row3 col2\" >67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_42088_row4_col0\" class=\"data row4 col0\" >0.4634</td>\n",
       "      <td id=\"T_42088_row4_col1\" class=\"data row4 col1\" >0.2050</td>\n",
       "      <td id=\"T_42088_row4_col2\" class=\"data row4 col2\" >41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Numerical('credit_amount') (15/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
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       "#T_1f86c_row10_col1, #T_1f86c_row10_col2, #T_1f86c_row15_col1, #T_1f86c_row15_col2, #T_1f86c_row39_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
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       "  background-color: #6e90f2;\n",
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       "#T_1f86c_row16_col0 {\n",
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       "#T_1f86c_row27_col0, #T_1f86c_row28_col0 {\n",
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       "</style>\n",
       "<table id=\"T_1f86c\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1f86c_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_1f86c_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_1f86c_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row0\" class=\"row_heading level0 row0\" >x <= 6.18e+02</th>\n",
       "      <td id=\"T_1f86c_row0_col0\" class=\"data row0 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row0_col2\" class=\"data row0 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row1\" class=\"row_heading level0 row1\" >6.18e+02 < x <= 7.08e+02</th>\n",
       "      <td id=\"T_1f86c_row1_col0\" class=\"data row1 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row1_col2\" class=\"data row1 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row2\" class=\"row_heading level0 row2\" >7.08e+02 < x <= 7.97e+02</th>\n",
       "      <td id=\"T_1f86c_row2_col0\" class=\"data row2 col0\" >0.3333</td>\n",
       "      <td id=\"T_1f86c_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row2_col2\" class=\"data row2 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row3\" class=\"row_heading level0 row3\" >7.97e+02 < x <= 9.09e+02</th>\n",
       "      <td id=\"T_1f86c_row3_col0\" class=\"data row3 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row3_col1\" class=\"data row3 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row3_col2\" class=\"data row3 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row4\" class=\"row_heading level0 row4\" >9.09e+02 < x <= 1.03e+03</th>\n",
       "      <td id=\"T_1f86c_row4_col0\" class=\"data row4 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row4_col1\" class=\"data row4 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row4_col2\" class=\"data row4 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row5\" class=\"row_heading level0 row5\" >1.03e+03 < x <= 1.16e+03</th>\n",
       "      <td id=\"T_1f86c_row5_col0\" class=\"data row5 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row5_col2\" class=\"data row5 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row6\" class=\"row_heading level0 row6\" >1.16e+03 < x <= 1.21e+03</th>\n",
       "      <td id=\"T_1f86c_row6_col0\" class=\"data row6 col0\" >0.2667</td>\n",
       "      <td id=\"T_1f86c_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row6_col2\" class=\"data row6 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row7\" class=\"row_heading level0 row7\" >1.21e+03 < x <= 1.26e+03</th>\n",
       "      <td id=\"T_1f86c_row7_col0\" class=\"data row7 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row7_col2\" class=\"data row7 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row8\" class=\"row_heading level0 row8\" >1.26e+03 < x <= 1.31e+03</th>\n",
       "      <td id=\"T_1f86c_row8_col0\" class=\"data row8 col0\" >0.3333</td>\n",
       "      <td id=\"T_1f86c_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row8_col2\" class=\"data row8 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row9\" class=\"row_heading level0 row9\" >1.31e+03 < x <= 1.37e+03</th>\n",
       "      <td id=\"T_1f86c_row9_col0\" class=\"data row9 col0\" >0.4667</td>\n",
       "      <td id=\"T_1f86c_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row9_col2\" class=\"data row9 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row10\" class=\"row_heading level0 row10\" >1.37e+03 < x <= 1.41e+03</th>\n",
       "      <td id=\"T_1f86c_row10_col0\" class=\"data row10 col0\" >0.1250</td>\n",
       "      <td id=\"T_1f86c_row10_col1\" class=\"data row10 col1\" >0.0267</td>\n",
       "      <td id=\"T_1f86c_row10_col2\" class=\"data row10 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row11\" class=\"row_heading level0 row11\" >1.41e+03 < x <= 1.47e+03</th>\n",
       "      <td id=\"T_1f86c_row11_col0\" class=\"data row11 col0\" >0.1429</td>\n",
       "      <td id=\"T_1f86c_row11_col1\" class=\"data row11 col1\" >0.0233</td>\n",
       "      <td id=\"T_1f86c_row11_col2\" class=\"data row11 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row12\" class=\"row_heading level0 row12\" >1.47e+03 < x <= 1.53e+03</th>\n",
       "      <td id=\"T_1f86c_row12_col0\" class=\"data row12 col0\" >0.2667</td>\n",
       "      <td id=\"T_1f86c_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row12_col2\" class=\"data row12 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row13\" class=\"row_heading level0 row13\" >1.53e+03 < x <= 1.60e+03</th>\n",
       "      <td id=\"T_1f86c_row13_col0\" class=\"data row13 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row13_col2\" class=\"data row13 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row14\" class=\"row_heading level0 row14\" >1.60e+03 < x <= 1.82e+03</th>\n",
       "      <td id=\"T_1f86c_row14_col0\" class=\"data row14 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row14_col2\" class=\"data row14 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row15\" class=\"row_heading level0 row15\" >1.82e+03 < x <= 1.92e+03</th>\n",
       "      <td id=\"T_1f86c_row15_col0\" class=\"data row15 col0\" >0.5000</td>\n",
       "      <td id=\"T_1f86c_row15_col1\" class=\"data row15 col1\" >0.0267</td>\n",
       "      <td id=\"T_1f86c_row15_col2\" class=\"data row15 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row16\" class=\"row_heading level0 row16\" >1.92e+03 < x <= 1.98e+03</th>\n",
       "      <td id=\"T_1f86c_row16_col0\" class=\"data row16 col0\" >0.2857</td>\n",
       "      <td id=\"T_1f86c_row16_col1\" class=\"data row16 col1\" >0.0233</td>\n",
       "      <td id=\"T_1f86c_row16_col2\" class=\"data row16 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row17\" class=\"row_heading level0 row17\" >1.98e+03 < x <= 2.12e+03</th>\n",
       "      <td id=\"T_1f86c_row17_col0\" class=\"data row17 col0\" >0.3333</td>\n",
       "      <td id=\"T_1f86c_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row17_col2\" class=\"data row17 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row18\" class=\"row_heading level0 row18\" >2.12e+03 < x <= 2.21e+03</th>\n",
       "      <td id=\"T_1f86c_row18_col0\" class=\"data row18 col0\" >0.2667</td>\n",
       "      <td id=\"T_1f86c_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row18_col2\" class=\"data row18 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row19\" class=\"row_heading level0 row19\" >2.21e+03 < x <= 2.30e+03</th>\n",
       "      <td id=\"T_1f86c_row19_col0\" class=\"data row19 col0\" >0.2667</td>\n",
       "      <td id=\"T_1f86c_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row19_col2\" class=\"data row19 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row20\" class=\"row_heading level0 row20\" >2.30e+03 < x <= 2.38e+03</th>\n",
       "      <td id=\"T_1f86c_row20_col0\" class=\"data row20 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row20_col2\" class=\"data row20 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row21\" class=\"row_heading level0 row21\" >2.38e+03 < x <= 2.48e+03</th>\n",
       "      <td id=\"T_1f86c_row21_col0\" class=\"data row21 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row21_col2\" class=\"data row21 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row22\" class=\"row_heading level0 row22\" >2.48e+03 < x <= 2.62e+03</th>\n",
       "      <td id=\"T_1f86c_row22_col0\" class=\"data row22 col0\" >0.2667</td>\n",
       "      <td id=\"T_1f86c_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row22_col2\" class=\"data row22 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row23\" class=\"row_heading level0 row23\" >2.62e+03 < x <= 2.75e+03</th>\n",
       "      <td id=\"T_1f86c_row23_col0\" class=\"data row23 col0\" >0.3333</td>\n",
       "      <td id=\"T_1f86c_row23_col1\" class=\"data row23 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row23_col2\" class=\"data row23 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row24\" class=\"row_heading level0 row24\" >2.75e+03 < x <= 2.92e+03</th>\n",
       "      <td id=\"T_1f86c_row24_col0\" class=\"data row24 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row24_col2\" class=\"data row24 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row25\" class=\"row_heading level0 row25\" >2.92e+03 < x <= 3.07e+03</th>\n",
       "      <td id=\"T_1f86c_row25_col0\" class=\"data row25 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row25_col1\" class=\"data row25 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row25_col2\" class=\"data row25 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row26\" class=\"row_heading level0 row26\" >3.07e+03 < x <= 3.35e+03</th>\n",
       "      <td id=\"T_1f86c_row26_col0\" class=\"data row26 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row26_col2\" class=\"data row26 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row27\" class=\"row_heading level0 row27\" >3.35e+03 < x <= 3.51e+03</th>\n",
       "      <td id=\"T_1f86c_row27_col0\" class=\"data row27 col0\" >0.1333</td>\n",
       "      <td id=\"T_1f86c_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row27_col2\" class=\"data row27 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row28\" class=\"row_heading level0 row28\" >3.51e+03 < x <= 3.63e+03</th>\n",
       "      <td id=\"T_1f86c_row28_col0\" class=\"data row28 col0\" >0.1333</td>\n",
       "      <td id=\"T_1f86c_row28_col1\" class=\"data row28 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row28_col2\" class=\"data row28 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row29\" class=\"row_heading level0 row29\" >3.63e+03 < x <= 3.91e+03</th>\n",
       "      <td id=\"T_1f86c_row29_col0\" class=\"data row29 col0\" >0.0667</td>\n",
       "      <td id=\"T_1f86c_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row29_col2\" class=\"data row29 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row30\" class=\"row_heading level0 row30\" >3.91e+03 < x <= 4.24e+03</th>\n",
       "      <td id=\"T_1f86c_row30_col0\" class=\"data row30 col0\" >0.4667</td>\n",
       "      <td id=\"T_1f86c_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row30_col2\" class=\"data row30 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row31\" class=\"row_heading level0 row31\" >4.24e+03 < x <= 4.66e+03</th>\n",
       "      <td id=\"T_1f86c_row31_col0\" class=\"data row31 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row31_col2\" class=\"data row31 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row32\" class=\"row_heading level0 row32\" >4.66e+03 < x <= 5.08e+03</th>\n",
       "      <td id=\"T_1f86c_row32_col0\" class=\"data row32 col0\" >0.4667</td>\n",
       "      <td id=\"T_1f86c_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row32_col2\" class=\"data row32 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row33\" class=\"row_heading level0 row33\" >5.08e+03 < x <= 5.80e+03</th>\n",
       "      <td id=\"T_1f86c_row33_col0\" class=\"data row33 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row33_col2\" class=\"data row33 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row34\" class=\"row_heading level0 row34\" >5.80e+03 < x <= 6.36e+03</th>\n",
       "      <td id=\"T_1f86c_row34_col0\" class=\"data row34 col0\" >0.2667</td>\n",
       "      <td id=\"T_1f86c_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row34_col2\" class=\"data row34 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row35\" class=\"row_heading level0 row35\" >6.36e+03 < x <= 6.85e+03</th>\n",
       "      <td id=\"T_1f86c_row35_col0\" class=\"data row35 col0\" >0.4667</td>\n",
       "      <td id=\"T_1f86c_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row35_col2\" class=\"data row35 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row36\" class=\"row_heading level0 row36\" >6.85e+03 < x <= 7.48e+03</th>\n",
       "      <td id=\"T_1f86c_row36_col0\" class=\"data row36 col0\" >0.2000</td>\n",
       "      <td id=\"T_1f86c_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row36_col2\" class=\"data row36 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row37\" class=\"row_heading level0 row37\" >7.48e+03 < x <= 8.23e+03</th>\n",
       "      <td id=\"T_1f86c_row37_col0\" class=\"data row37 col0\" >0.4667</td>\n",
       "      <td id=\"T_1f86c_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row37_col2\" class=\"data row37 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row38\" class=\"row_heading level0 row38\" >8.23e+03 < x <= 9.57e+03</th>\n",
       "      <td id=\"T_1f86c_row38_col0\" class=\"data row38 col0\" >0.4000</td>\n",
       "      <td id=\"T_1f86c_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row38_col2\" class=\"data row38 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1f86c_level0_row39\" class=\"row_heading level0 row39\" >9.57e+03 < x</th>\n",
       "      <td id=\"T_1f86c_row39_col0\" class=\"data row39 col0\" >0.5333</td>\n",
       "      <td id=\"T_1f86c_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "      <td id=\"T_1f86c_row39_col2\" class=\"data row39 col2\" >15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_8f9e3_row0_col0, #T_8f9e3_row1_col2, #T_8f9e3_row12_col2, #T_8f9e3_row16_col2, #T_8f9e3_row23_col2, #T_8f9e3_row24_col2, #T_8f9e3_row26_col0, #T_8f9e3_row30_col2, #T_8f9e3_row35_col2 {\n",
       "  background-color: #8db0fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row0_col1, #T_8f9e3_row0_col2, #T_8f9e3_row31_col1, #T_8f9e3_row31_col2, #T_8f9e3_row33_col1, #T_8f9e3_row33_col2 {\n",
       "  background-color: #aac7fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row1_col0, #T_8f9e3_row2_col0, #T_8f9e3_row6_col0, #T_8f9e3_row18_col0, #T_8f9e3_row19_col0, #T_8f9e3_row27_col0 {\n",
       "  background-color: #f5c4ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row1_col1, #T_8f9e3_row12_col1, #T_8f9e3_row16_col1, #T_8f9e3_row23_col1, #T_8f9e3_row24_col1, #T_8f9e3_row30_col1, #T_8f9e3_row35_col1 {\n",
       "  background-color: #8caffe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row2_col1, #T_8f9e3_row2_col2, #T_8f9e3_row4_col0, #T_8f9e3_row4_col1, #T_8f9e3_row4_col2, #T_8f9e3_row7_col0, #T_8f9e3_row11_col0, #T_8f9e3_row11_col1, #T_8f9e3_row11_col2, #T_8f9e3_row14_col0, #T_8f9e3_row14_col1, #T_8f9e3_row14_col2, #T_8f9e3_row25_col0, #T_8f9e3_row28_col1, #T_8f9e3_row28_col2, #T_8f9e3_row32_col0 {\n",
       "  background-color: #c5d6f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row3_col0, #T_8f9e3_row8_col0, #T_8f9e3_row10_col0, #T_8f9e3_row13_col0, #T_8f9e3_row17_col0, #T_8f9e3_row20_col0, #T_8f9e3_row21_col0, #T_8f9e3_row21_col1, #T_8f9e3_row21_col2, #T_8f9e3_row23_col0, #T_8f9e3_row24_col0, #T_8f9e3_row28_col0, #T_8f9e3_row35_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row3_col1, #T_8f9e3_row3_col2, #T_8f9e3_row6_col1, #T_8f9e3_row6_col2, #T_8f9e3_row8_col1, #T_8f9e3_row8_col2, #T_8f9e3_row18_col1, #T_8f9e3_row18_col2, #T_8f9e3_row19_col1, #T_8f9e3_row19_col2 {\n",
       "  background-color: #5470de;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row5_col0 {\n",
       "  background-color: #7396f5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row5_col1, #T_8f9e3_row5_col2, #T_8f9e3_row9_col1, #T_8f9e3_row9_col2, #T_8f9e3_row15_col1, #T_8f9e3_row15_col2, #T_8f9e3_row33_col0, #T_8f9e3_row34_col1, #T_8f9e3_row34_col2 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row7_col1, #T_8f9e3_row7_col2 {\n",
       "  background-color: #d1493f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row9_col0, #T_8f9e3_row15_col0, #T_8f9e3_row34_col0 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row10_col1, #T_8f9e3_row10_col2, #T_8f9e3_row13_col1, #T_8f9e3_row13_col2, #T_8f9e3_row20_col1, #T_8f9e3_row20_col2, #T_8f9e3_row22_col1, #T_8f9e3_row22_col2, #T_8f9e3_row25_col1, #T_8f9e3_row25_col2, #T_8f9e3_row32_col1, #T_8f9e3_row32_col2, #T_8f9e3_row36_col1, #T_8f9e3_row36_col2, #T_8f9e3_row37_col1, #T_8f9e3_row37_col2, #T_8f9e3_row38_col1, #T_8f9e3_row38_col2 {\n",
       "  background-color: #6f92f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row12_col0, #T_8f9e3_row16_col0, #T_8f9e3_row30_col0 {\n",
       "  background-color: #a3c2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row17_col1, #T_8f9e3_row17_col2, #T_8f9e3_row27_col1, #T_8f9e3_row27_col2 {\n",
       "  background-color: #efcebd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row22_col0, #T_8f9e3_row36_col0, #T_8f9e3_row37_col0, #T_8f9e3_row38_col0 {\n",
       "  background-color: #e7745b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row26_col1, #T_8f9e3_row26_col2, #T_8f9e3_row29_col1, #T_8f9e3_row29_col2 {\n",
       "  background-color: #f4987a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8f9e3_row29_col0 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row31_col0, #T_8f9e3_row39_col1, #T_8f9e3_row39_col2 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8f9e3_row39_col0 {\n",
       "  background-color: #f29274;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_8f9e3\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_8f9e3_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_8f9e3_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_8f9e3_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row0_col0\" class=\"data row0 col0\" >0.2000</td>\n",
       "      <td id=\"T_8f9e3_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_8f9e3_row0_col2\" class=\"data row0 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row1_col0\" class=\"data row1 col0\" >0.5000</td>\n",
       "      <td id=\"T_8f9e3_row1_col1\" class=\"data row1 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row1_col2\" class=\"data row1 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row2_col0\" class=\"data row2 col0\" >0.5000</td>\n",
       "      <td id=\"T_8f9e3_row2_col1\" class=\"data row2 col1\" >0.0300</td>\n",
       "      <td id=\"T_8f9e3_row2_col2\" class=\"data row2 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row3_col0\" class=\"data row3 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row3_col1\" class=\"data row3 col1\" >0.0100</td>\n",
       "      <td id=\"T_8f9e3_row3_col2\" class=\"data row3 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row4_col0\" class=\"data row4 col0\" >0.3333</td>\n",
       "      <td id=\"T_8f9e3_row4_col1\" class=\"data row4 col1\" >0.0300</td>\n",
       "      <td id=\"T_8f9e3_row4_col2\" class=\"data row4 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row5_col0\" class=\"data row5 col0\" >0.1429</td>\n",
       "      <td id=\"T_8f9e3_row5_col1\" class=\"data row5 col1\" >0.0350</td>\n",
       "      <td id=\"T_8f9e3_row5_col2\" class=\"data row5 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row6_col0\" class=\"data row6 col0\" >0.5000</td>\n",
       "      <td id=\"T_8f9e3_row6_col1\" class=\"data row6 col1\" >0.0100</td>\n",
       "      <td id=\"T_8f9e3_row6_col2\" class=\"data row6 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row7_col0\" class=\"data row7 col0\" >0.3333</td>\n",
       "      <td id=\"T_8f9e3_row7_col1\" class=\"data row7 col1\" >0.0600</td>\n",
       "      <td id=\"T_8f9e3_row7_col2\" class=\"data row7 col2\" >12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row8_col0\" class=\"data row8 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row8_col1\" class=\"data row8 col1\" >0.0100</td>\n",
       "      <td id=\"T_8f9e3_row8_col2\" class=\"data row8 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row9_col0\" class=\"data row9 col0\" >0.2857</td>\n",
       "      <td id=\"T_8f9e3_row9_col1\" class=\"data row9 col1\" >0.0350</td>\n",
       "      <td id=\"T_8f9e3_row9_col2\" class=\"data row9 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row10_col0\" class=\"data row10 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row10_col1\" class=\"data row10 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row10_col2\" class=\"data row10 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row11_col0\" class=\"data row11 col0\" >0.3333</td>\n",
       "      <td id=\"T_8f9e3_row11_col1\" class=\"data row11 col1\" >0.0300</td>\n",
       "      <td id=\"T_8f9e3_row11_col2\" class=\"data row11 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row12_col0\" class=\"data row12 col0\" >0.2500</td>\n",
       "      <td id=\"T_8f9e3_row12_col1\" class=\"data row12 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row12_col2\" class=\"data row12 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row13_col0\" class=\"data row13 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row13_col1\" class=\"data row13 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row13_col2\" class=\"data row13 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row14_col0\" class=\"data row14 col0\" >0.3333</td>\n",
       "      <td id=\"T_8f9e3_row14_col1\" class=\"data row14 col1\" >0.0300</td>\n",
       "      <td id=\"T_8f9e3_row14_col2\" class=\"data row14 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row15_col0\" class=\"data row15 col0\" >0.2857</td>\n",
       "      <td id=\"T_8f9e3_row15_col1\" class=\"data row15 col1\" >0.0350</td>\n",
       "      <td id=\"T_8f9e3_row15_col2\" class=\"data row15 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row16_col0\" class=\"data row16 col0\" >0.2500</td>\n",
       "      <td id=\"T_8f9e3_row16_col1\" class=\"data row16 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row16_col2\" class=\"data row16 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row17_col0\" class=\"data row17 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row17_col1\" class=\"data row17 col1\" >0.0400</td>\n",
       "      <td id=\"T_8f9e3_row17_col2\" class=\"data row17 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row18_col0\" class=\"data row18 col0\" >0.5000</td>\n",
       "      <td id=\"T_8f9e3_row18_col1\" class=\"data row18 col1\" >0.0100</td>\n",
       "      <td id=\"T_8f9e3_row18_col2\" class=\"data row18 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row19_col0\" class=\"data row19 col0\" >0.5000</td>\n",
       "      <td id=\"T_8f9e3_row19_col1\" class=\"data row19 col1\" >0.0100</td>\n",
       "      <td id=\"T_8f9e3_row19_col2\" class=\"data row19 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row20_col0\" class=\"data row20 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row20_col1\" class=\"data row20 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row20_col2\" class=\"data row20 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row21_col0\" class=\"data row21 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row21_col1\" class=\"data row21 col1\" >0.0050</td>\n",
       "      <td id=\"T_8f9e3_row21_col2\" class=\"data row21 col2\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row22_col0\" class=\"data row22 col0\" >0.6667</td>\n",
       "      <td id=\"T_8f9e3_row22_col1\" class=\"data row22 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row22_col2\" class=\"data row22 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row23_col0\" class=\"data row23 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row23_col1\" class=\"data row23 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row23_col2\" class=\"data row23 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row24_col0\" class=\"data row24 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row24_col1\" class=\"data row24 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row24_col2\" class=\"data row24 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row25_col0\" class=\"data row25 col0\" >0.3333</td>\n",
       "      <td id=\"T_8f9e3_row25_col1\" class=\"data row25 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row25_col2\" class=\"data row25 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row26_col0\" class=\"data row26 col0\" >0.2000</td>\n",
       "      <td id=\"T_8f9e3_row26_col1\" class=\"data row26 col1\" >0.0500</td>\n",
       "      <td id=\"T_8f9e3_row26_col2\" class=\"data row26 col2\" >10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row27_col0\" class=\"data row27 col0\" >0.5000</td>\n",
       "      <td id=\"T_8f9e3_row27_col1\" class=\"data row27 col1\" >0.0400</td>\n",
       "      <td id=\"T_8f9e3_row27_col2\" class=\"data row27 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row28_col0\" class=\"data row28 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row28_col1\" class=\"data row28 col1\" >0.0300</td>\n",
       "      <td id=\"T_8f9e3_row28_col2\" class=\"data row28 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row29_col0\" class=\"data row29 col0\" >0.1000</td>\n",
       "      <td id=\"T_8f9e3_row29_col1\" class=\"data row29 col1\" >0.0500</td>\n",
       "      <td id=\"T_8f9e3_row29_col2\" class=\"data row29 col2\" >10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row30_col0\" class=\"data row30 col0\" >0.2500</td>\n",
       "      <td id=\"T_8f9e3_row30_col1\" class=\"data row30 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row30_col2\" class=\"data row30 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row31_col0\" class=\"data row31 col0\" >0.8000</td>\n",
       "      <td id=\"T_8f9e3_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "      <td id=\"T_8f9e3_row31_col2\" class=\"data row31 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row32_col0\" class=\"data row32 col0\" >0.3333</td>\n",
       "      <td id=\"T_8f9e3_row32_col1\" class=\"data row32 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row32_col2\" class=\"data row32 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row33_col0\" class=\"data row33 col0\" >0.4000</td>\n",
       "      <td id=\"T_8f9e3_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_8f9e3_row33_col2\" class=\"data row33 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row34_col0\" class=\"data row34 col0\" >0.2857</td>\n",
       "      <td id=\"T_8f9e3_row34_col1\" class=\"data row34 col1\" >0.0350</td>\n",
       "      <td id=\"T_8f9e3_row34_col2\" class=\"data row34 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row35_col0\" class=\"data row35 col0\" >0.0000</td>\n",
       "      <td id=\"T_8f9e3_row35_col1\" class=\"data row35 col1\" >0.0200</td>\n",
       "      <td id=\"T_8f9e3_row35_col2\" class=\"data row35 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row36_col0\" class=\"data row36 col0\" >0.6667</td>\n",
       "      <td id=\"T_8f9e3_row36_col1\" class=\"data row36 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row36_col2\" class=\"data row36 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row37_col0\" class=\"data row37 col0\" >0.6667</td>\n",
       "      <td id=\"T_8f9e3_row37_col1\" class=\"data row37 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row37_col2\" class=\"data row37 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row38_col0\" class=\"data row38 col0\" >0.6667</td>\n",
       "      <td id=\"T_8f9e3_row38_col1\" class=\"data row38 col1\" >0.0150</td>\n",
       "      <td id=\"T_8f9e3_row38_col2\" class=\"data row38 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_8f9e3_row39_col0\" class=\"data row39 col0\" >0.6154</td>\n",
       "      <td id=\"T_8f9e3_row39_col1\" class=\"data row39 col1\" >0.0650</td>\n",
       "      <td id=\"T_8f9e3_row39_col2\" class=\"data row39 col2\" >13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_c4a7b_row0_col0 {\n",
       "  background-color: #f7b99e;\n",
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       "#T_c4a7b_row0_col1, #T_c4a7b_row0_col2 {\n",
       "  background-color: #5a78e4;\n",
       "  color: #f1f1f1;\n",
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       "#T_c4a7b_row1_col0 {\n",
       "  background-color: #d3dbe7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_c4a7b_row1_col1, #T_c4a7b_row1_col2, #T_c4a7b_row4_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_c4a7b_row2_col0, #T_c4a7b_row2_col1, #T_c4a7b_row2_col2, #T_c4a7b_row4_col1, #T_c4a7b_row4_col2 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_c4a7b_row3_col0 {\n",
       "  background-color: #f7b497;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_c4a7b_row3_col1, #T_c4a7b_row3_col2 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_c4a7b\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_c4a7b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_c4a7b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_c4a7b_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_c4a7b_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.03e+03</th>\n",
       "      <td id=\"T_c4a7b_row0_col0\" class=\"data row0 col0\" >0.3467</td>\n",
       "      <td id=\"T_c4a7b_row0_col1\" class=\"data row0 col1\" >0.1250</td>\n",
       "      <td id=\"T_c4a7b_row0_col2\" class=\"data row0 col2\" >75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c4a7b_level0_row1\" class=\"row_heading level0 row1\" >1.03e+03 < x <= 3.35e+03</th>\n",
       "      <td id=\"T_c4a7b_row1_col0\" class=\"data row1 col0\" >0.2758</td>\n",
       "      <td id=\"T_c4a7b_row1_col1\" class=\"data row1 col1\" >0.5500</td>\n",
       "      <td id=\"T_c4a7b_row1_col2\" class=\"data row1 col2\" >330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c4a7b_level0_row2\" class=\"row_heading level0 row2\" >3.35e+03 < x <= 3.91e+03</th>\n",
       "      <td id=\"T_c4a7b_row2_col0\" class=\"data row2 col0\" >0.1111</td>\n",
       "      <td id=\"T_c4a7b_row2_col1\" class=\"data row2 col1\" >0.0750</td>\n",
       "      <td id=\"T_c4a7b_row2_col2\" class=\"data row2 col2\" >45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c4a7b_level0_row3\" class=\"row_heading level0 row3\" >3.91e+03 < x <= 7.48e+03</th>\n",
       "      <td id=\"T_c4a7b_row3_col0\" class=\"data row3 col0\" >0.3524</td>\n",
       "      <td id=\"T_c4a7b_row3_col1\" class=\"data row3 col1\" >0.1750</td>\n",
       "      <td id=\"T_c4a7b_row3_col2\" class=\"data row3 col2\" >105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_c4a7b_level0_row4\" class=\"row_heading level0 row4\" >7.48e+03 < x</th>\n",
       "      <td id=\"T_c4a7b_row4_col0\" class=\"data row4 col0\" >0.4667</td>\n",
       "      <td id=\"T_c4a7b_row4_col1\" class=\"data row4 col1\" >0.0750</td>\n",
       "      <td id=\"T_c4a7b_row4_col2\" class=\"data row4 col2\" >45</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_a6847_row0_col0 {\n",
       "  background-color: #a9c6fd;\n",
       "  color: #000000;\n",
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       "#T_a6847_row0_col1, #T_a6847_row0_col2 {\n",
       "  background-color: #4961d2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a6847_row1_col0 {\n",
       "  background-color: #455cce;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a6847_row1_col1, #T_a6847_row1_col2, #T_a6847_row4_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a6847_row2_col0, #T_a6847_row4_col1, #T_a6847_row4_col2 {\n",
       "  background-color: #3b4cc0;\n",
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       "}\n",
       "#T_a6847_row2_col1, #T_a6847_row2_col2 {\n",
       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a6847_row3_col0 {\n",
       "  background-color: #c7d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a6847_row3_col1, #T_a6847_row3_col2 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_a6847\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_a6847_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a6847_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_a6847_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_a6847_row0_col0\" class=\"data row0 col0\" >0.3478</td>\n",
       "      <td id=\"T_a6847_row0_col1\" class=\"data row0 col1\" >0.1150</td>\n",
       "      <td id=\"T_a6847_row0_col2\" class=\"data row0 col2\" >23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6847_row1_col0\" class=\"data row1 col0\" >0.2233</td>\n",
       "      <td id=\"T_a6847_row1_col1\" class=\"data row1 col1\" >0.5150</td>\n",
       "      <td id=\"T_a6847_row1_col2\" class=\"data row1 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6847_row2_col0\" class=\"data row2 col0\" >0.2083</td>\n",
       "      <td id=\"T_a6847_row2_col1\" class=\"data row2 col1\" >0.1200</td>\n",
       "      <td id=\"T_a6847_row2_col2\" class=\"data row2 col2\" >24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6847_row3_col0\" class=\"data row3 col0\" >0.3871</td>\n",
       "      <td id=\"T_a6847_row3_col1\" class=\"data row3 col1\" >0.1550</td>\n",
       "      <td id=\"T_a6847_row3_col2\" class=\"data row3 col2\" >31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6847_row4_col0\" class=\"data row4 col0\" >0.6316</td>\n",
       "      <td id=\"T_a6847_row4_col1\" class=\"data row4 col1\" >0.0950</td>\n",
       "      <td id=\"T_a6847_row4_col2\" class=\"data row4 col2\" >19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Numerical('installment_commitment') (16/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
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       "<table id=\"T_57a8e\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_57a8e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <td id=\"T_57a8e_row1_col2\" class=\"data row1 col2\" >142</td>\n",
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       "      <td id=\"T_57a8e_row2_col2\" class=\"data row2 col2\" >94</td>\n",
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       "      <td id=\"T_57a8e_row3_col2\" class=\"data row3 col2\" >286</td>\n",
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       "  background-color: #edd2c3;\n",
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       "#T_c8334_row1_col1, #T_c8334_row1_col2 {\n",
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       "<table id=\"T_c8334\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_c8334_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_c8334_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_c8334_row0_col0\" class=\"data row0 col0\" >0.1071</td>\n",
       "      <td id=\"T_c8334_row0_col1\" class=\"data row0 col1\" >0.1400</td>\n",
       "      <td id=\"T_c8334_row0_col2\" class=\"data row0 col2\" >28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c8334_row1_col0\" class=\"data row1 col0\" >0.2667</td>\n",
       "      <td id=\"T_c8334_row1_col1\" class=\"data row1 col1\" >0.2250</td>\n",
       "      <td id=\"T_c8334_row1_col2\" class=\"data row1 col2\" >45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c8334_row2_col0\" class=\"data row2 col0\" >0.2414</td>\n",
       "      <td id=\"T_c8334_row2_col1\" class=\"data row2 col1\" >0.1450</td>\n",
       "      <td id=\"T_c8334_row2_col2\" class=\"data row2 col2\" >29</td>\n",
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       "      <td id=\"T_c8334_row3_col2\" class=\"data row3 col2\" >98</td>\n",
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       "  </tbody>\n",
       "</table>\n"
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     "text": [
      " [BinaryCarver] Carved distribution\n"
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       "  <caption>X distribution</caption>\n",
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       "      <th id=\"T_95dbd_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "#T_9ff96_row2_col0, #T_9ff96_row2_col1, #T_9ff96_row2_col2 {\n",
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       "<table id=\"T_9ff96\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_9ff96_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_9ff96_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_9ff96_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_9ff96_row0_col0\" class=\"data row0 col0\" >0.2055</td>\n",
       "      <td id=\"T_9ff96_row0_col1\" class=\"data row0 col1\" >0.3650</td>\n",
       "      <td id=\"T_9ff96_row0_col2\" class=\"data row0 col2\" >73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ff96_row1_col0\" class=\"data row1 col0\" >0.2414</td>\n",
       "      <td id=\"T_9ff96_row1_col1\" class=\"data row1 col1\" >0.1450</td>\n",
       "      <td id=\"T_9ff96_row1_col2\" class=\"data row1 col2\" >29</td>\n",
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       "      <td id=\"T_9ff96_row2_col1\" class=\"data row2 col1\" >0.4900</td>\n",
       "      <td id=\"T_9ff96_row2_col2\" class=\"data row2 col2\" >98</td>\n",
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       "  </tbody>\n",
       "</table>\n"
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     "text": [
      "--- [BinaryCarver] Fit Numerical('residence_since') (17/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "  <thead>\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_2b933_row0_col2\" class=\"data row0 col2\" >23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2b933_row1_col0\" class=\"data row1 col0\" >0.3529</td>\n",
       "      <td id=\"T_2b933_row1_col1\" class=\"data row1 col1\" >0.3400</td>\n",
       "      <td id=\"T_2b933_row1_col2\" class=\"data row1 col2\" >68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2b933_row2_col0\" class=\"data row2 col0\" >0.3333</td>\n",
       "      <td id=\"T_2b933_row2_col1\" class=\"data row2 col1\" >0.1500</td>\n",
       "      <td id=\"T_2b933_row2_col2\" class=\"data row2 col2\" >30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2b933_row3_col0\" class=\"data row3 col0\" >0.2658</td>\n",
       "      <td id=\"T_2b933_row3_col1\" class=\"data row3 col1\" >0.3950</td>\n",
       "      <td id=\"T_2b933_row3_col2\" class=\"data row3 col2\" >79</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: No robust combination for Numerical('residence_since'). Consider increasing the size of X_dev or dropping the feature (X not representative of X_dev for this feature).\n",
      "--- [BinaryCarver] Fit Numerical('age') (18/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
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       "<table id=\"T_1dbf5\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1dbf5_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_1dbf5_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_1dbf5_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row0\" class=\"row_heading level0 row0\" >x <= 2.10e+01</th>\n",
       "      <td id=\"T_1dbf5_row0_col0\" class=\"data row0 col0\" >0.4000</td>\n",
       "      <td id=\"T_1dbf5_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_1dbf5_row0_col2\" class=\"data row0 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row1\" class=\"row_heading level0 row1\" >2.10e+01 < x <= 2.20e+01</th>\n",
       "      <td id=\"T_1dbf5_row1_col0\" class=\"data row1 col0\" >0.3684</td>\n",
       "      <td id=\"T_1dbf5_row1_col1\" class=\"data row1 col1\" >0.0317</td>\n",
       "      <td id=\"T_1dbf5_row1_col2\" class=\"data row1 col2\" >19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row2\" class=\"row_heading level0 row2\" >2.20e+01 < x <= 2.30e+01</th>\n",
       "      <td id=\"T_1dbf5_row2_col0\" class=\"data row2 col0\" >0.4500</td>\n",
       "      <td id=\"T_1dbf5_row2_col1\" class=\"data row2 col1\" >0.0333</td>\n",
       "      <td id=\"T_1dbf5_row2_col2\" class=\"data row2 col2\" >20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row3\" class=\"row_heading level0 row3\" >2.30e+01 < x <= 2.40e+01</th>\n",
       "      <td id=\"T_1dbf5_row3_col0\" class=\"data row3 col0\" >0.3333</td>\n",
       "      <td id=\"T_1dbf5_row3_col1\" class=\"data row3 col1\" >0.0350</td>\n",
       "      <td id=\"T_1dbf5_row3_col2\" class=\"data row3 col2\" >21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row4\" class=\"row_heading level0 row4\" >2.40e+01 < x <= 2.50e+01</th>\n",
       "      <td id=\"T_1dbf5_row4_col0\" class=\"data row4 col0\" >0.5161</td>\n",
       "      <td id=\"T_1dbf5_row4_col1\" class=\"data row4 col1\" >0.0517</td>\n",
       "      <td id=\"T_1dbf5_row4_col2\" class=\"data row4 col2\" >31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row5\" class=\"row_heading level0 row5\" >2.50e+01 < x <= 2.60e+01</th>\n",
       "      <td id=\"T_1dbf5_row5_col0\" class=\"data row5 col0\" >0.2500</td>\n",
       "      <td id=\"T_1dbf5_row5_col1\" class=\"data row5 col1\" >0.0467</td>\n",
       "      <td id=\"T_1dbf5_row5_col2\" class=\"data row5 col2\" >28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row6\" class=\"row_heading level0 row6\" >2.60e+01 < x <= 2.70e+01</th>\n",
       "      <td id=\"T_1dbf5_row6_col0\" class=\"data row6 col0\" >0.2258</td>\n",
       "      <td id=\"T_1dbf5_row6_col1\" class=\"data row6 col1\" >0.0517</td>\n",
       "      <td id=\"T_1dbf5_row6_col2\" class=\"data row6 col2\" >31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row7\" class=\"row_heading level0 row7\" >2.70e+01 < x <= 2.80e+01</th>\n",
       "      <td id=\"T_1dbf5_row7_col0\" class=\"data row7 col0\" >0.4091</td>\n",
       "      <td id=\"T_1dbf5_row7_col1\" class=\"data row7 col1\" >0.0367</td>\n",
       "      <td id=\"T_1dbf5_row7_col2\" class=\"data row7 col2\" >22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row8\" class=\"row_heading level0 row8\" >2.80e+01 < x <= 2.90e+01</th>\n",
       "      <td id=\"T_1dbf5_row8_col0\" class=\"data row8 col0\" >0.3913</td>\n",
       "      <td id=\"T_1dbf5_row8_col1\" class=\"data row8 col1\" >0.0383</td>\n",
       "      <td id=\"T_1dbf5_row8_col2\" class=\"data row8 col2\" >23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row9\" class=\"row_heading level0 row9\" >2.90e+01 < x <= 3.00e+01</th>\n",
       "      <td id=\"T_1dbf5_row9_col0\" class=\"data row9 col0\" >0.2143</td>\n",
       "      <td id=\"T_1dbf5_row9_col1\" class=\"data row9 col1\" >0.0467</td>\n",
       "      <td id=\"T_1dbf5_row9_col2\" class=\"data row9 col2\" >28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row10\" class=\"row_heading level0 row10\" >3.00e+01 < x <= 3.10e+01</th>\n",
       "      <td id=\"T_1dbf5_row10_col0\" class=\"data row10 col0\" >0.2308</td>\n",
       "      <td id=\"T_1dbf5_row10_col1\" class=\"data row10 col1\" >0.0433</td>\n",
       "      <td id=\"T_1dbf5_row10_col2\" class=\"data row10 col2\" >26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row11\" class=\"row_heading level0 row11\" >3.10e+01 < x <= 3.20e+01</th>\n",
       "      <td id=\"T_1dbf5_row11_col0\" class=\"data row11 col0\" >0.2500</td>\n",
       "      <td id=\"T_1dbf5_row11_col1\" class=\"data row11 col1\" >0.0333</td>\n",
       "      <td id=\"T_1dbf5_row11_col2\" class=\"data row11 col2\" >20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row12\" class=\"row_heading level0 row12\" >3.20e+01 < x <= 3.30e+01</th>\n",
       "      <td id=\"T_1dbf5_row12_col0\" class=\"data row12 col0\" >0.3636</td>\n",
       "      <td id=\"T_1dbf5_row12_col1\" class=\"data row12 col1\" >0.0367</td>\n",
       "      <td id=\"T_1dbf5_row12_col2\" class=\"data row12 col2\" >22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row13\" class=\"row_heading level0 row13\" >3.30e+01 < x <= 3.40e+01</th>\n",
       "      <td id=\"T_1dbf5_row13_col0\" class=\"data row13 col0\" >0.3636</td>\n",
       "      <td id=\"T_1dbf5_row13_col1\" class=\"data row13 col1\" >0.0367</td>\n",
       "      <td id=\"T_1dbf5_row13_col2\" class=\"data row13 col2\" >22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row14\" class=\"row_heading level0 row14\" >3.40e+01 < x <= 3.50e+01</th>\n",
       "      <td id=\"T_1dbf5_row14_col0\" class=\"data row14 col0\" >0.1724</td>\n",
       "      <td id=\"T_1dbf5_row14_col1\" class=\"data row14 col1\" >0.0483</td>\n",
       "      <td id=\"T_1dbf5_row14_col2\" class=\"data row14 col2\" >29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row15\" class=\"row_heading level0 row15\" >3.50e+01 < x <= 3.60e+01</th>\n",
       "      <td id=\"T_1dbf5_row15_col0\" class=\"data row15 col0\" >0.2083</td>\n",
       "      <td id=\"T_1dbf5_row15_col1\" class=\"data row15 col1\" >0.0400</td>\n",
       "      <td id=\"T_1dbf5_row15_col2\" class=\"data row15 col2\" >24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row16\" class=\"row_heading level0 row16\" >3.60e+01 < x <= 3.70e+01</th>\n",
       "      <td id=\"T_1dbf5_row16_col0\" class=\"data row16 col0\" >0.3333</td>\n",
       "      <td id=\"T_1dbf5_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "      <td id=\"T_1dbf5_row16_col2\" class=\"data row16 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row17\" class=\"row_heading level0 row17\" >3.70e+01 < x <= 3.80e+01</th>\n",
       "      <td id=\"T_1dbf5_row17_col0\" class=\"data row17 col0\" >0.1875</td>\n",
       "      <td id=\"T_1dbf5_row17_col1\" class=\"data row17 col1\" >0.0267</td>\n",
       "      <td id=\"T_1dbf5_row17_col2\" class=\"data row17 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row18\" class=\"row_heading level0 row18\" >3.80e+01 < x <= 3.90e+01</th>\n",
       "      <td id=\"T_1dbf5_row18_col0\" class=\"data row18 col0\" >0.2941</td>\n",
       "      <td id=\"T_1dbf5_row18_col1\" class=\"data row18 col1\" >0.0283</td>\n",
       "      <td id=\"T_1dbf5_row18_col2\" class=\"data row18 col2\" >17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row19\" class=\"row_heading level0 row19\" >3.90e+01 < x <= 4.10e+01</th>\n",
       "      <td id=\"T_1dbf5_row19_col0\" class=\"data row19 col0\" >0.3182</td>\n",
       "      <td id=\"T_1dbf5_row19_col1\" class=\"data row19 col1\" >0.0367</td>\n",
       "      <td id=\"T_1dbf5_row19_col2\" class=\"data row19 col2\" >22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row20\" class=\"row_heading level0 row20\" >4.10e+01 < x <= 4.20e+01</th>\n",
       "      <td id=\"T_1dbf5_row20_col0\" class=\"data row20 col0\" >0.2727</td>\n",
       "      <td id=\"T_1dbf5_row20_col1\" class=\"data row20 col1\" >0.0183</td>\n",
       "      <td id=\"T_1dbf5_row20_col2\" class=\"data row20 col2\" >11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row21\" class=\"row_heading level0 row21\" >4.20e+01 < x <= 4.40e+01</th>\n",
       "      <td id=\"T_1dbf5_row21_col0\" class=\"data row21 col0\" >0.1905</td>\n",
       "      <td id=\"T_1dbf5_row21_col1\" class=\"data row21 col1\" >0.0350</td>\n",
       "      <td id=\"T_1dbf5_row21_col2\" class=\"data row21 col2\" >21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row22\" class=\"row_heading level0 row22\" >4.40e+01 < x <= 4.60e+01</th>\n",
       "      <td id=\"T_1dbf5_row22_col0\" class=\"data row22 col0\" >0.2632</td>\n",
       "      <td id=\"T_1dbf5_row22_col1\" class=\"data row22 col1\" >0.0317</td>\n",
       "      <td id=\"T_1dbf5_row22_col2\" class=\"data row22 col2\" >19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row23\" class=\"row_heading level0 row23\" >4.60e+01 < x <= 4.70e+01</th>\n",
       "      <td id=\"T_1dbf5_row23_col0\" class=\"data row23 col0\" >0.4000</td>\n",
       "      <td id=\"T_1dbf5_row23_col1\" class=\"data row23 col1\" >0.0167</td>\n",
       "      <td id=\"T_1dbf5_row23_col2\" class=\"data row23 col2\" >10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row24\" class=\"row_heading level0 row24\" >4.70e+01 < x <= 4.90e+01</th>\n",
       "      <td id=\"T_1dbf5_row24_col0\" class=\"data row24 col0\" >0.1429</td>\n",
       "      <td id=\"T_1dbf5_row24_col1\" class=\"data row24 col1\" >0.0233</td>\n",
       "      <td id=\"T_1dbf5_row24_col2\" class=\"data row24 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row25\" class=\"row_heading level0 row25\" >4.90e+01 < x <= 5.10e+01</th>\n",
       "      <td id=\"T_1dbf5_row25_col0\" class=\"data row25 col0\" >0.1429</td>\n",
       "      <td id=\"T_1dbf5_row25_col1\" class=\"data row25 col1\" >0.0233</td>\n",
       "      <td id=\"T_1dbf5_row25_col2\" class=\"data row25 col2\" >14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row26\" class=\"row_heading level0 row26\" >5.10e+01 < x <= 5.40e+01</th>\n",
       "      <td id=\"T_1dbf5_row26_col0\" class=\"data row26 col0\" >0.2941</td>\n",
       "      <td id=\"T_1dbf5_row26_col1\" class=\"data row26 col1\" >0.0283</td>\n",
       "      <td id=\"T_1dbf5_row26_col2\" class=\"data row26 col2\" >17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row27\" class=\"row_heading level0 row27\" >5.40e+01 < x <= 5.70e+01</th>\n",
       "      <td id=\"T_1dbf5_row27_col0\" class=\"data row27 col0\" >0.3333</td>\n",
       "      <td id=\"T_1dbf5_row27_col1\" class=\"data row27 col1\" >0.0200</td>\n",
       "      <td id=\"T_1dbf5_row27_col2\" class=\"data row27 col2\" >12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row28\" class=\"row_heading level0 row28\" >5.70e+01 < x <= 6.30e+01</th>\n",
       "      <td id=\"T_1dbf5_row28_col0\" class=\"data row28 col0\" >0.4375</td>\n",
       "      <td id=\"T_1dbf5_row28_col1\" class=\"data row28 col1\" >0.0267</td>\n",
       "      <td id=\"T_1dbf5_row28_col2\" class=\"data row28 col2\" >16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1dbf5_level0_row29\" class=\"row_heading level0 row29\" >6.30e+01 < x</th>\n",
       "      <td id=\"T_1dbf5_row29_col0\" class=\"data row29 col0\" >0.2667</td>\n",
       "      <td id=\"T_1dbf5_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_1dbf5_row29_col2\" class=\"data row29 col2\" >15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_0d505_row0_col0, #T_0d505_row2_col0, #T_0d505_row4_col0, #T_0d505_row5_col0, #T_0d505_row10_col0, #T_0d505_row13_col0, #T_0d505_row21_col0 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d505_row0_col1, #T_0d505_row0_col2, #T_0d505_row10_col1, #T_0d505_row10_col2, #T_0d505_row21_col1, #T_0d505_row21_col2 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d505_row1_col0, #T_0d505_row5_col1, #T_0d505_row5_col2, #T_0d505_row9_col0, #T_0d505_row25_col0 {\n",
       "  background-color: #f08a6c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_0d505_row1_col1, #T_0d505_row1_col2, #T_0d505_row14_col1, #T_0d505_row14_col2, #T_0d505_row17_col1, #T_0d505_row17_col2, #T_0d505_row23_col1, #T_0d505_row23_col2, #T_0d505_row27_col1, #T_0d505_row27_col2 {\n",
       "  background-color: #80a3fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_0d505_row2_col1, #T_0d505_row2_col2, #T_0d505_row3_col0 {\n",
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       "  color: #f1f1f1;\n",
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       "#T_0d505_row3_col1, #T_0d505_row3_col2 {\n",
       "  background-color: #f7a889;\n",
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       "#T_0d505_row4_col1, #T_0d505_row4_col2, #T_0d505_row13_col1, #T_0d505_row13_col2 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
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       "  background-color: #89acfd;\n",
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       "#T_0d505_row6_col1, #T_0d505_row6_col2, #T_0d505_row19_col1, #T_0d505_row19_col2 {\n",
       "  background-color: #e26952;\n",
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       "  background-color: #84a7fc;\n",
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       "#T_0d505_row7_col1, #T_0d505_row7_col2, #T_0d505_row15_col1, #T_0d505_row15_col2 {\n",
       "  background-color: #c9d7f0;\n",
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       "#T_0d505_row8_col0 {\n",
       "  background-color: #f5c4ac;\n",
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       "#T_0d505_row8_col1, #T_0d505_row8_col2, #T_0d505_row11_col1, #T_0d505_row11_col2, #T_0d505_row20_col1, #T_0d505_row20_col2, #T_0d505_row24_col1, #T_0d505_row24_col2, #T_0d505_row26_col1, #T_0d505_row26_col2 {\n",
       "  background-color: #9abbff;\n",
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       "#T_0d505_row9_col1, #T_0d505_row9_col2 {\n",
       "  background-color: #f6bfa6;\n",
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       "#T_0d505_row11_col0, #T_0d505_row24_col0 {\n",
       "  background-color: #a3c2fe;\n",
       "  color: #000000;\n",
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       "#T_0d505_row12_col0 {\n",
       "  background-color: #f0cdbb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d505_row12_col1, #T_0d505_row12_col2, #T_0d505_row16_col1, #T_0d505_row16_col2, #T_0d505_row22_col1, #T_0d505_row22_col2, #T_0d505_row28_col1, #T_0d505_row28_col2, #T_0d505_row29_col1, #T_0d505_row29_col2 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d505_row14_col0, #T_0d505_row16_col0, #T_0d505_row17_col0, #T_0d505_row27_col0, #T_0d505_row28_col0 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d505_row18_col0, #T_0d505_row18_col1, #T_0d505_row18_col2, #T_0d505_row23_col0, #T_0d505_row29_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_0d505_row19_col0 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_0d505_row20_col0, #T_0d505_row26_col0 {\n",
       "  background-color: #c83836;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_0d505_row22_col0 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_0d505_row25_col1, #T_0d505_row25_col2 {\n",
       "  background-color: #506bda;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_0d505\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_0d505_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_0d505_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_0d505_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row0_col0\" class=\"data row0 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row0_col1\" class=\"data row0 col1\" >0.0300</td>\n",
       "      <td id=\"T_0d505_row0_col2\" class=\"data row0 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row1_col0\" class=\"data row1 col0\" >0.5000</td>\n",
       "      <td id=\"T_0d505_row1_col1\" class=\"data row1 col1\" >0.0200</td>\n",
       "      <td id=\"T_0d505_row1_col2\" class=\"data row1 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row2_col0\" class=\"data row2 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row2_col1\" class=\"data row2 col1\" >0.0750</td>\n",
       "      <td id=\"T_0d505_row2_col2\" class=\"data row2 col2\" >15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row3_col0\" class=\"data row3 col0\" >0.6364</td>\n",
       "      <td id=\"T_0d505_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "      <td id=\"T_0d505_row3_col2\" class=\"data row3 col2\" >11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row4_col0\" class=\"data row4 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row4_col1\" class=\"data row4 col1\" >0.0150</td>\n",
       "      <td id=\"T_0d505_row4_col2\" class=\"data row4 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row5_col0\" class=\"data row5 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row5_col1\" class=\"data row5 col1\" >0.0600</td>\n",
       "      <td id=\"T_0d505_row5_col2\" class=\"data row5 col2\" >12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row6_col0\" class=\"data row6 col0\" >0.1538</td>\n",
       "      <td id=\"T_0d505_row6_col1\" class=\"data row6 col1\" >0.0650</td>\n",
       "      <td id=\"T_0d505_row6_col2\" class=\"data row6 col2\" >13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row7_col0\" class=\"data row7 col0\" >0.1429</td>\n",
       "      <td id=\"T_0d505_row7_col1\" class=\"data row7 col1\" >0.0350</td>\n",
       "      <td id=\"T_0d505_row7_col2\" class=\"data row7 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row8_col0\" class=\"data row8 col0\" >0.4000</td>\n",
       "      <td id=\"T_0d505_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "      <td id=\"T_0d505_row8_col2\" class=\"data row8 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row9_col0\" class=\"data row9 col0\" >0.5000</td>\n",
       "      <td id=\"T_0d505_row9_col1\" class=\"data row9 col1\" >0.0500</td>\n",
       "      <td id=\"T_0d505_row9_col2\" class=\"data row9 col2\" >10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row10_col0\" class=\"data row10 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row10_col1\" class=\"data row10 col1\" >0.0300</td>\n",
       "      <td id=\"T_0d505_row10_col2\" class=\"data row10 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row11_col0\" class=\"data row11 col0\" >0.2000</td>\n",
       "      <td id=\"T_0d505_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "      <td id=\"T_0d505_row11_col2\" class=\"data row11 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row12_col0\" class=\"data row12 col0\" >0.3750</td>\n",
       "      <td id=\"T_0d505_row12_col1\" class=\"data row12 col1\" >0.0400</td>\n",
       "      <td id=\"T_0d505_row12_col2\" class=\"data row12 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row13_col0\" class=\"data row13 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row13_col1\" class=\"data row13 col1\" >0.0150</td>\n",
       "      <td id=\"T_0d505_row13_col2\" class=\"data row13 col2\" >3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row14_col0\" class=\"data row14 col0\" >0.2500</td>\n",
       "      <td id=\"T_0d505_row14_col1\" class=\"data row14 col1\" >0.0200</td>\n",
       "      <td id=\"T_0d505_row14_col2\" class=\"data row14 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row15_col0\" class=\"data row15 col0\" >0.1429</td>\n",
       "      <td id=\"T_0d505_row15_col1\" class=\"data row15 col1\" >0.0350</td>\n",
       "      <td id=\"T_0d505_row15_col2\" class=\"data row15 col2\" >7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row16_col0\" class=\"data row16 col0\" >0.2500</td>\n",
       "      <td id=\"T_0d505_row16_col1\" class=\"data row16 col1\" >0.0400</td>\n",
       "      <td id=\"T_0d505_row16_col2\" class=\"data row16 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row17_col0\" class=\"data row17 col0\" >0.2500</td>\n",
       "      <td id=\"T_0d505_row17_col1\" class=\"data row17 col1\" >0.0200</td>\n",
       "      <td id=\"T_0d505_row17_col2\" class=\"data row17 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row18_col0\" class=\"data row18 col0\" >0.0000</td>\n",
       "      <td id=\"T_0d505_row18_col1\" class=\"data row18 col1\" >0.0050</td>\n",
       "      <td id=\"T_0d505_row18_col2\" class=\"data row18 col2\" >1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row19_col0\" class=\"data row19 col0\" >0.2308</td>\n",
       "      <td id=\"T_0d505_row19_col1\" class=\"data row19 col1\" >0.0650</td>\n",
       "      <td id=\"T_0d505_row19_col2\" class=\"data row19 col2\" >13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row20_col0\" class=\"data row20 col0\" >0.6000</td>\n",
       "      <td id=\"T_0d505_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "      <td id=\"T_0d505_row20_col2\" class=\"data row20 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row21_col0\" class=\"data row21 col0\" >0.3333</td>\n",
       "      <td id=\"T_0d505_row21_col1\" class=\"data row21 col1\" >0.0300</td>\n",
       "      <td id=\"T_0d505_row21_col2\" class=\"data row21 col2\" >6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row22_col0\" class=\"data row22 col0\" >0.1250</td>\n",
       "      <td id=\"T_0d505_row22_col1\" class=\"data row22 col1\" >0.0400</td>\n",
       "      <td id=\"T_0d505_row22_col2\" class=\"data row22 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row23_col0\" class=\"data row23 col0\" >0.0000</td>\n",
       "      <td id=\"T_0d505_row23_col1\" class=\"data row23 col1\" >0.0200</td>\n",
       "      <td id=\"T_0d505_row23_col2\" class=\"data row23 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row24_col0\" class=\"data row24 col0\" >0.2000</td>\n",
       "      <td id=\"T_0d505_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "      <td id=\"T_0d505_row24_col2\" class=\"data row24 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row25_col0\" class=\"data row25 col0\" >0.5000</td>\n",
       "      <td id=\"T_0d505_row25_col1\" class=\"data row25 col1\" >0.0100</td>\n",
       "      <td id=\"T_0d505_row25_col2\" class=\"data row25 col2\" >2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row26_col0\" class=\"data row26 col0\" >0.6000</td>\n",
       "      <td id=\"T_0d505_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "      <td id=\"T_0d505_row26_col2\" class=\"data row26 col2\" >5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row27_col0\" class=\"data row27 col0\" >0.2500</td>\n",
       "      <td id=\"T_0d505_row27_col1\" class=\"data row27 col1\" >0.0200</td>\n",
       "      <td id=\"T_0d505_row27_col2\" class=\"data row27 col2\" >4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row28_col0\" class=\"data row28 col0\" >0.2500</td>\n",
       "      <td id=\"T_0d505_row28_col1\" class=\"data row28 col1\" >0.0400</td>\n",
       "      <td id=\"T_0d505_row28_col2\" class=\"data row28 col2\" >8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_0d505_row29_col0\" class=\"data row29 col0\" >0.0000</td>\n",
       "      <td id=\"T_0d505_row29_col1\" class=\"data row29 col1\" >0.0400</td>\n",
       "      <td id=\"T_0d505_row29_col2\" class=\"data row29 col2\" >8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "}\n",
       "#T_55a9f_row3_col1, #T_55a9f_row3_col2 {\n",
       "  background-color: #4a63d3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_55a9f_row4_col0 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_55a9f\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_55a9f_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_55a9f_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_55a9f_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_55a9f_level0_row0\" class=\"row_heading level0 row0\" >x <= 2.50e+01</th>\n",
       "      <td id=\"T_55a9f_row0_col0\" class=\"data row0 col0\" >0.4245</td>\n",
       "      <td id=\"T_55a9f_row0_col1\" class=\"data row0 col1\" >0.1767</td>\n",
       "      <td id=\"T_55a9f_row0_col2\" class=\"data row0 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_55a9f_level0_row1\" class=\"row_heading level0 row1\" >2.50e+01 < x <= 3.20e+01</th>\n",
       "      <td id=\"T_55a9f_row1_col0\" class=\"data row1 col0\" >0.2753</td>\n",
       "      <td id=\"T_55a9f_row1_col1\" class=\"data row1 col1\" >0.2967</td>\n",
       "      <td id=\"T_55a9f_row1_col2\" class=\"data row1 col2\" >178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_55a9f_level0_row2\" class=\"row_heading level0 row2\" >3.20e+01 < x <= 3.40e+01</th>\n",
       "      <td id=\"T_55a9f_row2_col0\" class=\"data row2 col0\" >0.3636</td>\n",
       "      <td id=\"T_55a9f_row2_col1\" class=\"data row2 col1\" >0.0733</td>\n",
       "      <td id=\"T_55a9f_row2_col2\" class=\"data row2 col2\" >44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_55a9f_level0_row3\" class=\"row_heading level0 row3\" >3.40e+01 < x <= 3.60e+01</th>\n",
       "      <td id=\"T_55a9f_row3_col0\" class=\"data row3 col0\" >0.1887</td>\n",
       "      <td id=\"T_55a9f_row3_col1\" class=\"data row3 col1\" >0.0883</td>\n",
       "      <td id=\"T_55a9f_row3_col2\" class=\"data row3 col2\" >53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_55a9f_level0_row4\" class=\"row_heading level0 row4\" >3.60e+01 < x</th>\n",
       "      <td id=\"T_55a9f_row4_col0\" class=\"data row4 col0\" >0.2740</td>\n",
       "      <td id=\"T_55a9f_row4_col1\" class=\"data row4 col1\" >0.3650</td>\n",
       "      <td id=\"T_55a9f_row4_col2\" class=\"data row4 col2\" >219</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_3d957_row0_col0, #T_3d957_row4_col1, #T_3d957_row4_col2 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3d957_row0_col1, #T_3d957_row0_col2 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3d957_row1_col0 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3d957_row1_col1, #T_3d957_row1_col2 {\n",
       "  background-color: #f7b79b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3d957_row2_col0 {\n",
       "  background-color: #f7a688;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3d957_row2_col1, #T_3d957_row2_col2, #T_3d957_row3_col0, #T_3d957_row3_col1, #T_3d957_row3_col2 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3d957_row4_col0 {\n",
       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_3d957\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_3d957_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_3d957_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_3d957_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_3d957_row0_col0\" class=\"data row0 col0\" >0.4359</td>\n",
       "      <td id=\"T_3d957_row0_col1\" class=\"data row0 col1\" >0.1950</td>\n",
       "      <td id=\"T_3d957_row0_col2\" class=\"data row0 col2\" >39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d957_row1_col0\" class=\"data row1 col0\" >0.2931</td>\n",
       "      <td id=\"T_3d957_row1_col1\" class=\"data row1 col1\" >0.2900</td>\n",
       "      <td id=\"T_3d957_row1_col2\" class=\"data row1 col2\" >58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d957_row2_col0\" class=\"data row2 col0\" >0.3636</td>\n",
       "      <td id=\"T_3d957_row2_col1\" class=\"data row2 col1\" >0.0550</td>\n",
       "      <td id=\"T_3d957_row2_col2\" class=\"data row2 col2\" >11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d957_row3_col0\" class=\"data row3 col0\" >0.1818</td>\n",
       "      <td id=\"T_3d957_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "      <td id=\"T_3d957_row3_col2\" class=\"data row3 col2\" >11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3d957_row4_col0\" class=\"data row4 col0\" >0.2469</td>\n",
       "      <td id=\"T_3d957_row4_col1\" class=\"data row4 col1\" >0.4050</td>\n",
       "      <td id=\"T_3d957_row4_col2\" class=\"data row4 col2\" >81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Numerical('existing_credits') (19/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table id=\"T_a4708\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_a4708_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a4708_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_a4708_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_a4708_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.00e+00</th>\n",
       "      <td id=\"T_a4708_row0_col0\" class=\"data row0 col0\" >0.3061</td>\n",
       "      <td id=\"T_a4708_row0_col1\" class=\"data row0 col1\" >0.6317</td>\n",
       "      <td id=\"T_a4708_row0_col2\" class=\"data row0 col2\" >379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a4708_level0_row1\" class=\"row_heading level0 row1\" >1.00e+00 < x <= 2.00e+00</th>\n",
       "      <td id=\"T_a4708_row1_col0\" class=\"data row1 col0\" >0.2899</td>\n",
       "      <td id=\"T_a4708_row1_col1\" class=\"data row1 col1\" >0.3450</td>\n",
       "      <td id=\"T_a4708_row1_col2\" class=\"data row1 col2\" >207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a4708_level0_row2\" class=\"row_heading level0 row2\" >2.00e+00 < x</th>\n",
       "      <td id=\"T_a4708_row2_col0\" class=\"data row2 col0\" >0.2857</td>\n",
       "      <td id=\"T_a4708_row2_col1\" class=\"data row2 col1\" >0.0233</td>\n",
       "      <td id=\"T_a4708_row2_col2\" class=\"data row2 col2\" >14</td>\n",
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       "  </tbody>\n",
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       "#T_24d6a_row1_col1, #T_24d6a_row1_col2 {\n",
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       "</style>\n",
       "<table id=\"T_24d6a\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_24d6a_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_24d6a_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_24d6a_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_24d6a_row0_col0\" class=\"data row0 col0\" >0.3000</td>\n",
       "      <td id=\"T_24d6a_row0_col1\" class=\"data row0 col1\" >0.6500</td>\n",
       "      <td id=\"T_24d6a_row0_col2\" class=\"data row0 col2\" >130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_24d6a_row1_col0\" class=\"data row1 col0\" >0.3016</td>\n",
       "      <td id=\"T_24d6a_row1_col1\" class=\"data row1 col1\" >0.3150</td>\n",
       "      <td id=\"T_24d6a_row1_col2\" class=\"data row1 col2\" >63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_24d6a_row2_col0\" class=\"data row2 col0\" >0.2857</td>\n",
       "      <td id=\"T_24d6a_row2_col1\" class=\"data row2 col1\" >0.0350</td>\n",
       "      <td id=\"T_24d6a_row2_col2\" class=\"data row2 col2\" >7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: No robust combination for Numerical('existing_credits'). Consider increasing the size of X_dev or dropping the feature (X not representative of X_dev for this feature).\n",
      "--- [BinaryCarver] Fit Numerical('num_dependents') (20/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e52c9_row0_col0, #T_e52c9_row1_col1, #T_e52c9_row1_col2 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
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       "#T_e52c9_row0_col1, #T_e52c9_row0_col2, #T_e52c9_row1_col0 {\n",
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       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e52c9\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e52c9_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_e52c9_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_e52c9_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e52c9_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.0e+00</th>\n",
       "      <td id=\"T_e52c9_row0_col0\" class=\"data row0 col0\" >0.2984</td>\n",
       "      <td id=\"T_e52c9_row0_col1\" class=\"data row0 col1\" >0.8433</td>\n",
       "      <td id=\"T_e52c9_row0_col2\" class=\"data row0 col2\" >506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e52c9_level0_row1\" class=\"row_heading level0 row1\" >1.0e+00 < x</th>\n",
       "      <td id=\"T_e52c9_row1_col0\" class=\"data row1 col0\" >0.3085</td>\n",
       "      <td id=\"T_e52c9_row1_col1\" class=\"data row1 col1\" >0.1567</td>\n",
       "      <td id=\"T_e52c9_row1_col2\" class=\"data row1 col2\" >94</td>\n",
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       "</style>\n",
       "<table id=\"T_91db4\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_91db4_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_91db4_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_91db4_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_91db4_row0_col0\" class=\"data row0 col0\" >0.3000</td>\n",
       "      <td id=\"T_91db4_row0_col1\" class=\"data row0 col1\" >0.8500</td>\n",
       "      <td id=\"T_91db4_row0_col2\" class=\"data row0 col2\" >170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_91db4_row1_col0\" class=\"data row1 col0\" >0.3000</td>\n",
       "      <td id=\"T_91db4_row1_col1\" class=\"data row1 col1\" >0.1500</td>\n",
       "      <td id=\"T_91db4_row1_col2\" class=\"data row1 col2\" >30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: No robust combination for Numerical('num_dependents'). Consider increasing the size of X_dev or dropping the feature (X not representative of X_dev for this feature).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>library</th>\n",
       "      <th>fit_s</th>\n",
       "      <th>transform_s</th>\n",
       "      <th>train_auc</th>\n",
       "      <th>test_auc</th>\n",
       "      <th>auc_drop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AutoCarver</td>\n",
       "      <td>2.031</td>\n",
       "      <td>0.0233</td>\n",
       "      <td>0.8474</td>\n",
       "      <td>0.8118</td>\n",
       "      <td>0.0356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>optbinning</td>\n",
       "      <td>1.081</td>\n",
       "      <td>0.0133</td>\n",
       "      <td>0.8523</td>\n",
       "      <td>0.7931</td>\n",
       "      <td>0.0592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KBinsDiscretizer</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.0008</td>\n",
       "      <td>0.8401</td>\n",
       "      <td>0.7943</td>\n",
       "      <td>0.0458</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            library  fit_s  transform_s  train_auc  test_auc  auc_drop\n",
       "0        AutoCarver  2.031       0.0233     0.8474    0.8118    0.0356\n",
       "1        optbinning  1.081       0.0133     0.8523    0.7931    0.0592\n",
       "2  KBinsDiscretizer  0.003       0.0008     0.8401    0.7943    0.0458"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train_full = pd.concat([y_train, y_dev])\n",
    "\n",
    "runs = [(\n",
    "    'AutoCarver',\n",
    "    lambda: bin_with_autocarver(X_train, y_train, X_dev, y_dev, X_test, categoricals, quantitatives, 'binary'),\n",
    ")]\n",
    "if HAS_OPTBINNING:\n",
    "    runs.append((\n",
    "        'optbinning',\n",
    "        lambda: bin_with_optbinning(X_train, y_train, X_dev, y_dev, X_test, categoricals, quantitatives, 'binary'),\n",
    "    ))\n",
    "runs.append((\n",
    "    'KBinsDiscretizer',\n",
    "    lambda: bin_with_kbins(X_train, X_dev, X_test, categoricals, quantitatives),\n",
    "))\n",
    "\n",
    "rows = []\n",
    "for name, run in runs:\n",
    "    X_tr, X_te, fit_t, transform_t, carver = run()\n",
    "    scores = fit_eval_binary(X_tr, X_te, y_train_full, y_test)\n",
    "    rows.append({\n",
    "        'library': name,\n",
    "        'fit_s': round(fit_t, 3),\n",
    "        'transform_s': round(transform_t, 4),\n",
    "        'train_auc': round(scores['train_auc'], 4),\n",
    "        'test_auc': round(scores['test_auc'], 4),\n",
    "        'auc_drop': round(scores['train_auc'] - scores['test_auc'], 4),\n",
    "    })\n",
    "\n",
    "binary_results = pd.DataFrame(rows)\n",
    "binary_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1ea9c0a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bars(binary_results, ['fit_s', 'test_auc', 'auc_drop'], 'German Credit \\u2014 binary classification')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afa44e90",
   "metadata": {},
   "source": [
    "Here, **AutoCarver** has dropped 6 columns that were not stable on dev set."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "regression-md",
   "metadata": {},
   "source": [
    "## Regression — California Housing\n",
    "\n",
    "6 numeric demographic features (Latitude / Longitude dropped — see comment in the next cell), 20,640 rows, target = median house value. Same 60 / 20 / 20 split."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "load-regression",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train=12384, dev=4128, test=4128\n",
      "numericals=8 (['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude'])\n"
     ]
    }
   ],
   "source": [
    "housing = fetch_california_housing(as_frame=True)\n",
    "X_reg = housing.frame.drop(columns=['MedHouseVal'])\n",
    "y_reg = housing.frame['MedHouseVal']\n",
    "\n",
    "X_train, X_rest, y_train, y_rest = train_test_split(X_reg, y_reg, test_size=0.4, random_state=SEED)\n",
    "X_dev, X_test, y_dev, y_test = train_test_split(X_rest, y_rest, test_size=0.5, random_state=SEED)\n",
    "\n",
    "quantitatives = list(X_reg.columns)\n",
    "categoricals = []\n",
    "\n",
    "print(f'train={len(X_train)}, dev={len(X_dev)}, test={len(X_test)}')\n",
    "print(f'numericals={len(quantitatives)} ({quantitatives})')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "adebc1c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------\n",
      "--- [QuantitativeDiscretizer] Fit Features(['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude'])\n",
      " - [ContinuousDiscretizer] Fit Features(['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude'])\n",
      " - [OrdinalDiscretizer] Fit Features(['HouseAge', 'Latitude', 'Longitude'])\n",
      "------\n",
      "\n",
      "---------\n",
      "------ [ContinuousCarver] Fit Features(['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude'])\n",
      "--- [ContinuousCarver] Fit Numerical('MedInc') (1/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_bf683_row0_col0 {\n",
       "  background-color: #4961d2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row0_col1, #T_bf683_row0_col2, #T_bf683_row1_col1, #T_bf683_row1_col2, #T_bf683_row6_col1, #T_bf683_row6_col2, #T_bf683_row8_col1, #T_bf683_row8_col2, #T_bf683_row10_col1, #T_bf683_row10_col2, #T_bf683_row12_col1, #T_bf683_row12_col2, #T_bf683_row13_col1, #T_bf683_row13_col2, #T_bf683_row15_col1, #T_bf683_row15_col2, #T_bf683_row17_col1, #T_bf683_row17_col2, #T_bf683_row27_col1, #T_bf683_row27_col2, #T_bf683_row31_col1, #T_bf683_row31_col2, #T_bf683_row33_col1, #T_bf683_row33_col2, #T_bf683_row36_col1, #T_bf683_row36_col2, #T_bf683_row38_col1, #T_bf683_row38_col2, #T_bf683_row39_col1, #T_bf683_row39_col2 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row1_col0, #T_bf683_row4_col1, #T_bf683_row4_col2, #T_bf683_row29_col1, #T_bf683_row29_col2 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row2_col0 {\n",
       "  background-color: #4358cb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row2_col1, #T_bf683_row2_col2, #T_bf683_row9_col1, #T_bf683_row9_col2, #T_bf683_row11_col1, #T_bf683_row11_col2, #T_bf683_row14_col1, #T_bf683_row14_col2, #T_bf683_row16_col1, #T_bf683_row16_col2, #T_bf683_row18_col1, #T_bf683_row18_col2, #T_bf683_row20_col1, #T_bf683_row20_col2, #T_bf683_row21_col1, #T_bf683_row21_col2, #T_bf683_row26_col1, #T_bf683_row26_col2, #T_bf683_row30_col1, #T_bf683_row30_col2, #T_bf683_row32_col1, #T_bf683_row32_col2, #T_bf683_row37_col1, #T_bf683_row37_col2 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row3_col0 {\n",
       "  background-color: #455cce;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row3_col1, #T_bf683_row3_col2, #T_bf683_row24_col1, #T_bf683_row24_col2, #T_bf683_row28_col1, #T_bf683_row28_col2, #T_bf683_row39_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row4_col0, #T_bf683_row5_col0 {\n",
       "  background-color: #4a63d3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row5_col1, #T_bf683_row5_col2, #T_bf683_row19_col1, #T_bf683_row19_col2, #T_bf683_row22_col1, #T_bf683_row22_col2, #T_bf683_row34_col1, #T_bf683_row34_col2 {\n",
       "  background-color: #ee8468;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row6_col0 {\n",
       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row7_col0 {\n",
       "  background-color: #5977e3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row7_col1, #T_bf683_row7_col2, #T_bf683_row23_col1, #T_bf683_row23_col2, #T_bf683_row25_col1, #T_bf683_row25_col2, #T_bf683_row35_col1, #T_bf683_row35_col2 {\n",
       "  background-color: #7b9ff9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row8_col0 {\n",
       "  background-color: #5875e1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row9_col0 {\n",
       "  background-color: #5d7ce6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row10_col0 {\n",
       "  background-color: #6687ed;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row11_col0 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row12_col0 {\n",
       "  background-color: #6a8bef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row13_col0 {\n",
       "  background-color: #7295f4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row14_col0 {\n",
       "  background-color: #6f92f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row15_col0 {\n",
       "  background-color: #7699f6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row16_col0 {\n",
       "  background-color: #85a8fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row17_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_bf683_row18_col0 {\n",
       "  background-color: #89acfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row19_col0 {\n",
       "  background-color: #8badfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row20_col0 {\n",
       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row21_col0 {\n",
       "  background-color: #94b6ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row22_col0 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row23_col0, #T_bf683_row24_col0 {\n",
       "  background-color: #97b8ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row25_col0 {\n",
       "  background-color: #a5c3fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row26_col0, #T_bf683_row27_col0 {\n",
       "  background-color: #a9c6fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row28_col0 {\n",
       "  background-color: #aac7fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row29_col0 {\n",
       "  background-color: #bad0f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row30_col0 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row31_col0 {\n",
       "  background-color: #bcd2f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row32_col0 {\n",
       "  background-color: #c6d6f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row33_col0 {\n",
       "  background-color: #cfdaea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row34_col0 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row35_col0 {\n",
       "  background-color: #ebd3c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row36_col0 {\n",
       "  background-color: #f3c7b1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row37_col0 {\n",
       "  background-color: #f7ad90;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_bf683_row38_col0 {\n",
       "  background-color: #ec8165;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_bf683\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_bf683_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_bf683_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_bf683_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.335e+00</th>\n",
       "      <td id=\"T_bf683_row0_col0\" class=\"data row0 col0\" >1.1984</td>\n",
       "      <td id=\"T_bf683_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row0_col2\" class=\"data row0 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row1\" class=\"row_heading level0 row1\" >1.335e+00 < x <= 1.593e+00</th>\n",
       "      <td id=\"T_bf683_row1_col0\" class=\"data row1 col0\" >1.0105</td>\n",
       "      <td id=\"T_bf683_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row1_col2\" class=\"data row1 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row2\" class=\"row_heading level0 row2\" >1.593e+00 < x <= 1.740e+00</th>\n",
       "      <td id=\"T_bf683_row2_col0\" class=\"data row2 col0\" >1.1133</td>\n",
       "      <td id=\"T_bf683_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row2_col2\" class=\"data row2 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row3\" class=\"row_heading level0 row3\" >1.740e+00 < x <= 1.906e+00</th>\n",
       "      <td id=\"T_bf683_row3_col0\" class=\"data row3 col0\" >1.1535</td>\n",
       "      <td id=\"T_bf683_row3_col1\" class=\"data row3 col1\" >0.0252</td>\n",
       "      <td id=\"T_bf683_row3_col2\" class=\"data row3 col2\" >312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row4\" class=\"row_heading level0 row4\" >1.906e+00 < x <= 2.029e+00</th>\n",
       "      <td id=\"T_bf683_row4_col0\" class=\"data row4 col0\" >1.2090</td>\n",
       "      <td id=\"T_bf683_row4_col1\" class=\"data row4 col1\" >0.0248</td>\n",
       "      <td id=\"T_bf683_row4_col2\" class=\"data row4 col2\" >307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row5\" class=\"row_heading level0 row5\" >2.029e+00 < x <= 2.152e+00</th>\n",
       "      <td id=\"T_bf683_row5_col0\" class=\"data row5 col0\" >1.2141</td>\n",
       "      <td id=\"T_bf683_row5_col1\" class=\"data row5 col1\" >0.0251</td>\n",
       "      <td id=\"T_bf683_row5_col2\" class=\"data row5 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row6\" class=\"row_heading level0 row6\" >2.152e+00 < x <= 2.243e+00</th>\n",
       "      <td id=\"T_bf683_row6_col0\" class=\"data row6 col0\" >1.2417</td>\n",
       "      <td id=\"T_bf683_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row6_col2\" class=\"data row6 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row7\" class=\"row_heading level0 row7\" >2.243e+00 < x <= 2.350e+00</th>\n",
       "      <td id=\"T_bf683_row7_col0\" class=\"data row7 col0\" >1.3827</td>\n",
       "      <td id=\"T_bf683_row7_col1\" class=\"data row7 col1\" >0.0249</td>\n",
       "      <td id=\"T_bf683_row7_col2\" class=\"data row7 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row8\" class=\"row_heading level0 row8\" >2.350e+00 < x <= 2.468e+00</th>\n",
       "      <td id=\"T_bf683_row8_col0\" class=\"data row8 col0\" >1.3614</td>\n",
       "      <td id=\"T_bf683_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row8_col2\" class=\"data row8 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row9\" class=\"row_heading level0 row9\" >2.468e+00 < x <= 2.569e+00</th>\n",
       "      <td id=\"T_bf683_row9_col0\" class=\"data row9 col0\" >1.4190</td>\n",
       "      <td id=\"T_bf683_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row9_col2\" class=\"data row9 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row10\" class=\"row_heading level0 row10\" >2.569e+00 < x <= 2.655e+00</th>\n",
       "      <td id=\"T_bf683_row10_col0\" class=\"data row10 col0\" >1.5264</td>\n",
       "      <td id=\"T_bf683_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row10_col2\" class=\"data row10 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row11\" class=\"row_heading level0 row11\" >2.655e+00 < x <= 2.737e+00</th>\n",
       "      <td id=\"T_bf683_row11_col0\" class=\"data row11 col0\" >1.5428</td>\n",
       "      <td id=\"T_bf683_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row11_col2\" class=\"data row11 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row12\" class=\"row_heading level0 row12\" >2.737e+00 < x <= 2.862e+00</th>\n",
       "      <td id=\"T_bf683_row12_col0\" class=\"data row12 col0\" >1.5708</td>\n",
       "      <td id=\"T_bf683_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row12_col2\" class=\"data row12 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row13\" class=\"row_heading level0 row13\" >2.862e+00 < x <= 2.974e+00</th>\n",
       "      <td id=\"T_bf683_row13_col0\" class=\"data row13 col0\" >1.6630</td>\n",
       "      <td id=\"T_bf683_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row13_col2\" class=\"data row13 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row14\" class=\"row_heading level0 row14\" >2.974e+00 < x <= 3.054e+00</th>\n",
       "      <td id=\"T_bf683_row14_col0\" class=\"data row14 col0\" >1.6270</td>\n",
       "      <td id=\"T_bf683_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row14_col2\" class=\"data row14 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row15\" class=\"row_heading level0 row15\" >3.054e+00 < x <= 3.135e+00</th>\n",
       "      <td id=\"T_bf683_row15_col0\" class=\"data row15 col0\" >1.7079</td>\n",
       "      <td id=\"T_bf683_row15_col1\" class=\"data row15 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row15_col2\" class=\"data row15 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row16\" class=\"row_heading level0 row16\" >3.135e+00 < x <= 3.216e+00</th>\n",
       "      <td id=\"T_bf683_row16_col0\" class=\"data row16 col0\" >1.8554</td>\n",
       "      <td id=\"T_bf683_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row16_col2\" class=\"data row16 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row17\" class=\"row_heading level0 row17\" >3.216e+00 < x <= 3.315e+00</th>\n",
       "      <td id=\"T_bf683_row17_col0\" class=\"data row17 col0\" >1.8373</td>\n",
       "      <td id=\"T_bf683_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row17_col2\" class=\"data row17 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row18\" class=\"row_heading level0 row18\" >3.315e+00 < x <= 3.423e+00</th>\n",
       "      <td id=\"T_bf683_row18_col0\" class=\"data row18 col0\" >1.9121</td>\n",
       "      <td id=\"T_bf683_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row18_col2\" class=\"data row18 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row19\" class=\"row_heading level0 row19\" >3.423e+00 < x <= 3.531e+00</th>\n",
       "      <td id=\"T_bf683_row19_col0\" class=\"data row19 col0\" >1.9162</td>\n",
       "      <td id=\"T_bf683_row19_col1\" class=\"data row19 col1\" >0.0251</td>\n",
       "      <td id=\"T_bf683_row19_col2\" class=\"data row19 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row20\" class=\"row_heading level0 row20\" >3.531e+00 < x <= 3.633e+00</th>\n",
       "      <td id=\"T_bf683_row20_col0\" class=\"data row20 col0\" >1.9678</td>\n",
       "      <td id=\"T_bf683_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row20_col2\" class=\"data row20 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row21\" class=\"row_heading level0 row21\" >3.633e+00 < x <= 3.723e+00</th>\n",
       "      <td id=\"T_bf683_row21_col0\" class=\"data row21 col0\" >2.0226</td>\n",
       "      <td id=\"T_bf683_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row21_col2\" class=\"data row21 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row22\" class=\"row_heading level0 row22\" >3.723e+00 < x <= 3.839e+00</th>\n",
       "      <td id=\"T_bf683_row22_col0\" class=\"data row22 col0\" >1.9891</td>\n",
       "      <td id=\"T_bf683_row22_col1\" class=\"data row22 col1\" >0.0251</td>\n",
       "      <td id=\"T_bf683_row22_col2\" class=\"data row22 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row23\" class=\"row_heading level0 row23\" >3.839e+00 < x <= 3.971e+00</th>\n",
       "      <td id=\"T_bf683_row23_col0\" class=\"data row23 col0\" >2.0493</td>\n",
       "      <td id=\"T_bf683_row23_col1\" class=\"data row23 col1\" >0.0249</td>\n",
       "      <td id=\"T_bf683_row23_col2\" class=\"data row23 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row24\" class=\"row_heading level0 row24\" >3.971e+00 < x <= 4.073e+00</th>\n",
       "      <td id=\"T_bf683_row24_col0\" class=\"data row24 col0\" >2.0538</td>\n",
       "      <td id=\"T_bf683_row24_col1\" class=\"data row24 col1\" >0.0252</td>\n",
       "      <td id=\"T_bf683_row24_col2\" class=\"data row24 col2\" >312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row25\" class=\"row_heading level0 row25\" >4.073e+00 < x <= 4.179e+00</th>\n",
       "      <td id=\"T_bf683_row25_col0\" class=\"data row25 col0\" >2.2004</td>\n",
       "      <td id=\"T_bf683_row25_col1\" class=\"data row25 col1\" >0.0249</td>\n",
       "      <td id=\"T_bf683_row25_col2\" class=\"data row25 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row26\" class=\"row_heading level0 row26\" >4.179e+00 < x <= 4.315e+00</th>\n",
       "      <td id=\"T_bf683_row26_col0\" class=\"data row26 col0\" >2.2417</td>\n",
       "      <td id=\"T_bf683_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row26_col2\" class=\"data row26 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row27\" class=\"row_heading level0 row27\" >4.315e+00 < x <= 4.464e+00</th>\n",
       "      <td id=\"T_bf683_row27_col0\" class=\"data row27 col0\" >2.2394</td>\n",
       "      <td id=\"T_bf683_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row27_col2\" class=\"data row27 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row28\" class=\"row_heading level0 row28\" >4.464e+00 < x <= 4.611e+00</th>\n",
       "      <td id=\"T_bf683_row28_col0\" class=\"data row28 col0\" >2.2577</td>\n",
       "      <td id=\"T_bf683_row28_col1\" class=\"data row28 col1\" >0.0252</td>\n",
       "      <td id=\"T_bf683_row28_col2\" class=\"data row28 col2\" >312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row29\" class=\"row_heading level0 row29\" >4.611e+00 < x <= 4.757e+00</th>\n",
       "      <td id=\"T_bf683_row29_col0\" class=\"data row29 col0\" >2.4351</td>\n",
       "      <td id=\"T_bf683_row29_col1\" class=\"data row29 col1\" >0.0248</td>\n",
       "      <td id=\"T_bf683_row29_col2\" class=\"data row29 col2\" >307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row30\" class=\"row_heading level0 row30\" >4.757e+00 < x <= 4.946e+00</th>\n",
       "      <td id=\"T_bf683_row30_col0\" class=\"data row30 col0\" >2.3482</td>\n",
       "      <td id=\"T_bf683_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row30_col2\" class=\"data row30 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row31\" class=\"row_heading level0 row31\" >4.946e+00 < x <= 5.117e+00</th>\n",
       "      <td id=\"T_bf683_row31_col0\" class=\"data row31 col0\" >2.4592</td>\n",
       "      <td id=\"T_bf683_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row31_col2\" class=\"data row31 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row32\" class=\"row_heading level0 row32\" >5.117e+00 < x <= 5.308e+00</th>\n",
       "      <td id=\"T_bf683_row32_col0\" class=\"data row32 col0\" >2.5784</td>\n",
       "      <td id=\"T_bf683_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row32_col2\" class=\"data row32 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row33\" class=\"row_heading level0 row33\" >5.308e+00 < x <= 5.538e+00</th>\n",
       "      <td id=\"T_bf683_row33_col0\" class=\"data row33 col0\" >2.6892</td>\n",
       "      <td id=\"T_bf683_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row33_col2\" class=\"data row33 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row34\" class=\"row_heading level0 row34\" >5.538e+00 < x <= 5.828e+00</th>\n",
       "      <td id=\"T_bf683_row34_col0\" class=\"data row34 col0\" >2.7867</td>\n",
       "      <td id=\"T_bf683_row34_col1\" class=\"data row34 col1\" >0.0251</td>\n",
       "      <td id=\"T_bf683_row34_col2\" class=\"data row34 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row35\" class=\"row_heading level0 row35\" >5.828e+00 < x <= 6.148e+00</th>\n",
       "      <td id=\"T_bf683_row35_col0\" class=\"data row35 col0\" >3.0943</td>\n",
       "      <td id=\"T_bf683_row35_col1\" class=\"data row35 col1\" >0.0249</td>\n",
       "      <td id=\"T_bf683_row35_col2\" class=\"data row35 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row36\" class=\"row_heading level0 row36\" >6.148e+00 < x <= 6.599e+00</th>\n",
       "      <td id=\"T_bf683_row36_col0\" class=\"data row36 col0\" >3.3031</td>\n",
       "      <td id=\"T_bf683_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row36_col2\" class=\"data row36 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row37\" class=\"row_heading level0 row37\" >6.599e+00 < x <= 7.313e+00</th>\n",
       "      <td id=\"T_bf683_row37_col0\" class=\"data row37 col0\" >3.6064</td>\n",
       "      <td id=\"T_bf683_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row37_col2\" class=\"data row37 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row38\" class=\"row_heading level0 row38\" >7.313e+00 < x <= 8.433e+00</th>\n",
       "      <td id=\"T_bf683_row38_col0\" class=\"data row38 col0\" >4.0191</td>\n",
       "      <td id=\"T_bf683_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row38_col2\" class=\"data row38 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_bf683_level0_row39\" class=\"row_heading level0 row39\" >8.433e+00 < x</th>\n",
       "      <td id=\"T_bf683_row39_col0\" class=\"data row39 col0\" >4.7343</td>\n",
       "      <td id=\"T_bf683_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "      <td id=\"T_bf683_row39_col2\" class=\"data row39 col2\" >310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_ff671_row0_col0, #T_ff671_row4_col0 {\n",
       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row0_col1, #T_ff671_row0_col2 {\n",
       "  background-color: #e2dad5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row1_col0, #T_ff671_row28_col1, #T_ff671_row28_col2 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row1_col1, #T_ff671_row1_col2 {\n",
       "  background-color: #f5c0a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row2_col0 {\n",
       "  background-color: #455cce;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row2_col1, #T_ff671_row2_col2, #T_ff671_row8_col1, #T_ff671_row8_col2, #T_ff671_row13_col1, #T_ff671_row13_col2 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row3_col0 {\n",
       "  background-color: #3e51c5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row3_col1, #T_ff671_row3_col2 {\n",
       "  background-color: #ebd3c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row4_col1, #T_ff671_row4_col2, #T_ff671_row25_col1, #T_ff671_row25_col2 {\n",
       "  background-color: #adc9fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row5_col0, #T_ff671_row6_col0 {\n",
       "  background-color: #4e68d8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row5_col1, #T_ff671_row5_col2, #T_ff671_row12_col1, #T_ff671_row12_col2 {\n",
       "  background-color: #d65244;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row6_col1, #T_ff671_row6_col2, #T_ff671_row11_col1, #T_ff671_row11_col2 {\n",
       "  background-color: #7b9ff9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row7_col0 {\n",
       "  background-color: #5470de;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row7_col1, #T_ff671_row7_col2, #T_ff671_row26_col1, #T_ff671_row26_col2, #T_ff671_row27_col1, #T_ff671_row27_col2 {\n",
       "  background-color: #f59d7e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row8_col0 {\n",
       "  background-color: #5f7fe8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row9_col0 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row9_col1, #T_ff671_row9_col2, #T_ff671_row39_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row10_col0 {\n",
       "  background-color: #6485ec;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row10_col1, #T_ff671_row10_col2, #T_ff671_row31_col1, #T_ff671_row31_col2 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row11_col0 {\n",
       "  background-color: #7295f4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row12_col0 {\n",
       "  background-color: #688aef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row13_col0 {\n",
       "  background-color: #6e90f2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row14_col0 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row14_col1, #T_ff671_row14_col2 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row15_col0 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row15_col1, #T_ff671_row15_col2, #T_ff671_row29_col1, #T_ff671_row29_col2, #T_ff671_row35_col1, #T_ff671_row35_col2 {\n",
       "  background-color: #89acfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row16_col0 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row16_col1, #T_ff671_row16_col2, #T_ff671_row34_col1, #T_ff671_row34_col2 {\n",
       "  background-color: #f39577;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row17_col0 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row17_col1, #T_ff671_row17_col2 {\n",
       "  background-color: #ea7b60;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row18_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row18_col1, #T_ff671_row18_col2 {\n",
       "  background-color: #f18d6f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row19_col0 {\n",
       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row19_col1, #T_ff671_row19_col2 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row20_col0 {\n",
       "  background-color: #93b5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row20_col1, #T_ff671_row20_col2 {\n",
       "  background-color: #c32e31;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row21_col0 {\n",
       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row21_col1, #T_ff671_row21_col2 {\n",
       "  background-color: #90b2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row22_col0 {\n",
       "  background-color: #96b7ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row22_col1, #T_ff671_row22_col2, #T_ff671_row23_col1, #T_ff671_row23_col2 {\n",
       "  background-color: #f7ac8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row23_col0 {\n",
       "  background-color: #a2c1ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row24_col0 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row24_col1, #T_ff671_row24_col2 {\n",
       "  background-color: #dc5d4a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row25_col0 {\n",
       "  background-color: #a7c5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row26_col0, #T_ff671_row28_col0, #T_ff671_row30_col0 {\n",
       "  background-color: #b1cbfc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row27_col0 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row29_col0 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row30_col1, #T_ff671_row30_col2, #T_ff671_row32_col1, #T_ff671_row32_col2 {\n",
       "  background-color: #e7d7ce;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row31_col0 {\n",
       "  background-color: #c3d5f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row32_col0 {\n",
       "  background-color: #cdd9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row33_col0 {\n",
       "  background-color: #d5dbe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row33_col1, #T_ff671_row33_col2 {\n",
       "  background-color: #465ecf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row34_col0 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row35_col0 {\n",
       "  background-color: #edd2c3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row36_col0 {\n",
       "  background-color: #edd1c2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row36_col1, #T_ff671_row36_col2 {\n",
       "  background-color: #f6a586;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row37_col0 {\n",
       "  background-color: #f7a688;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row37_col1, #T_ff671_row37_col2 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ff671_row38_col0 {\n",
       "  background-color: #e67259;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row38_col1, #T_ff671_row38_col2 {\n",
       "  background-color: #7597f6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ff671_row39_col1, #T_ff671_row39_col2 {\n",
       "  background-color: #f7ba9f;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_ff671\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_ff671_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_ff671_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_ff671_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row0_col0\" class=\"data row0 col0\" >1.2507</td>\n",
       "      <td id=\"T_ff671_row0_col1\" class=\"data row0 col1\" >0.0247</td>\n",
       "      <td id=\"T_ff671_row0_col2\" class=\"data row0 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row1_col0\" class=\"data row1 col0\" >1.0319</td>\n",
       "      <td id=\"T_ff671_row1_col1\" class=\"data row1 col1\" >0.0262</td>\n",
       "      <td id=\"T_ff671_row1_col2\" class=\"data row1 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row2_col0\" class=\"data row2 col0\" >1.1587</td>\n",
       "      <td id=\"T_ff671_row2_col1\" class=\"data row2 col1\" >0.0257</td>\n",
       "      <td id=\"T_ff671_row2_col2\" class=\"data row2 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row3_col0\" class=\"data row3 col0\" >1.0855</td>\n",
       "      <td id=\"T_ff671_row3_col1\" class=\"data row3 col1\" >0.0252</td>\n",
       "      <td id=\"T_ff671_row3_col2\" class=\"data row3 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row4_col0\" class=\"data row4 col0\" >1.2523</td>\n",
       "      <td id=\"T_ff671_row4_col1\" class=\"data row4 col1\" >0.0225</td>\n",
       "      <td id=\"T_ff671_row4_col2\" class=\"data row4 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row5_col0\" class=\"data row5 col0\" >1.2606</td>\n",
       "      <td id=\"T_ff671_row5_col1\" class=\"data row5 col1\" >0.0293</td>\n",
       "      <td id=\"T_ff671_row5_col2\" class=\"data row5 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row6_col0\" class=\"data row6 col0\" >1.2643</td>\n",
       "      <td id=\"T_ff671_row6_col1\" class=\"data row6 col1\" >0.0208</td>\n",
       "      <td id=\"T_ff671_row6_col2\" class=\"data row6 col2\" >86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row7_col0\" class=\"data row7 col0\" >1.3335</td>\n",
       "      <td id=\"T_ff671_row7_col1\" class=\"data row7 col1\" >0.0274</td>\n",
       "      <td id=\"T_ff671_row7_col2\" class=\"data row7 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row8_col0\" class=\"data row8 col0\" >1.4528</td>\n",
       "      <td id=\"T_ff671_row8_col1\" class=\"data row8 col1\" >0.0257</td>\n",
       "      <td id=\"T_ff671_row8_col2\" class=\"data row8 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row9_col0\" class=\"data row9 col0\" >1.4887</td>\n",
       "      <td id=\"T_ff671_row9_col1\" class=\"data row9 col1\" >0.0305</td>\n",
       "      <td id=\"T_ff671_row9_col2\" class=\"data row9 col2\" >126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row10_col0\" class=\"data row10 col0\" >1.5142</td>\n",
       "      <td id=\"T_ff671_row10_col1\" class=\"data row10 col1\" >0.0237</td>\n",
       "      <td id=\"T_ff671_row10_col2\" class=\"data row10 col2\" >98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row11_col0\" class=\"data row11 col0\" >1.6485</td>\n",
       "      <td id=\"T_ff671_row11_col1\" class=\"data row11 col1\" >0.0208</td>\n",
       "      <td id=\"T_ff671_row11_col2\" class=\"data row11 col2\" >86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row12_col0\" class=\"data row12 col0\" >1.5544</td>\n",
       "      <td id=\"T_ff671_row12_col1\" class=\"data row12 col1\" >0.0293</td>\n",
       "      <td id=\"T_ff671_row12_col2\" class=\"data row12 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row13_col0\" class=\"data row13 col0\" >1.6189</td>\n",
       "      <td id=\"T_ff671_row13_col1\" class=\"data row13 col1\" >0.0257</td>\n",
       "      <td id=\"T_ff671_row13_col2\" class=\"data row13 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row14_col0\" class=\"data row14 col0\" >1.7433</td>\n",
       "      <td id=\"T_ff671_row14_col1\" class=\"data row14 col1\" >0.0233</td>\n",
       "      <td id=\"T_ff671_row14_col2\" class=\"data row14 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row15_col0\" class=\"data row15 col0\" >1.6369</td>\n",
       "      <td id=\"T_ff671_row15_col1\" class=\"data row15 col1\" >0.0213</td>\n",
       "      <td id=\"T_ff671_row15_col2\" class=\"data row15 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row16_col0\" class=\"data row16 col0\" >1.7802</td>\n",
       "      <td id=\"T_ff671_row16_col1\" class=\"data row16 col1\" >0.0276</td>\n",
       "      <td id=\"T_ff671_row16_col2\" class=\"data row16 col2\" >114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row17_col0\" class=\"data row17 col0\" >1.9721</td>\n",
       "      <td id=\"T_ff671_row17_col1\" class=\"data row17 col1\" >0.0283</td>\n",
       "      <td id=\"T_ff671_row17_col2\" class=\"data row17 col2\" >117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row18_col0\" class=\"data row18 col0\" >1.8287</td>\n",
       "      <td id=\"T_ff671_row18_col1\" class=\"data row18 col1\" >0.0279</td>\n",
       "      <td id=\"T_ff671_row18_col2\" class=\"data row18 col2\" >115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row19_col0\" class=\"data row19 col0\" >1.8295</td>\n",
       "      <td id=\"T_ff671_row19_col1\" class=\"data row19 col1\" >0.0242</td>\n",
       "      <td id=\"T_ff671_row19_col2\" class=\"data row19 col2\" >100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row20_col0\" class=\"data row20 col0\" >1.9907</td>\n",
       "      <td id=\"T_ff671_row20_col1\" class=\"data row20 col1\" >0.0300</td>\n",
       "      <td id=\"T_ff671_row20_col2\" class=\"data row20 col2\" >124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row21_col0\" class=\"data row21 col0\" >1.9517</td>\n",
       "      <td id=\"T_ff671_row21_col1\" class=\"data row21 col1\" >0.0216</td>\n",
       "      <td id=\"T_ff671_row21_col2\" class=\"data row21 col2\" >89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row22_col0\" class=\"data row22 col0\" >2.0220</td>\n",
       "      <td id=\"T_ff671_row22_col1\" class=\"data row22 col1\" >0.0269</td>\n",
       "      <td id=\"T_ff671_row22_col2\" class=\"data row22 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row23_col0\" class=\"data row23 col0\" >2.1509</td>\n",
       "      <td id=\"T_ff671_row23_col1\" class=\"data row23 col1\" >0.0269</td>\n",
       "      <td id=\"T_ff671_row23_col2\" class=\"data row23 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row24_col0\" class=\"data row24 col0\" >2.0977</td>\n",
       "      <td id=\"T_ff671_row24_col1\" class=\"data row24 col1\" >0.0291</td>\n",
       "      <td id=\"T_ff671_row24_col2\" class=\"data row24 col2\" >120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row25_col0\" class=\"data row25 col0\" >2.2054</td>\n",
       "      <td id=\"T_ff671_row25_col1\" class=\"data row25 col1\" >0.0225</td>\n",
       "      <td id=\"T_ff671_row25_col2\" class=\"data row25 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row26_col0\" class=\"data row26 col0\" >2.2979</td>\n",
       "      <td id=\"T_ff671_row26_col1\" class=\"data row26 col1\" >0.0274</td>\n",
       "      <td id=\"T_ff671_row26_col2\" class=\"data row26 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row27_col0\" class=\"data row27 col0\" >2.3553</td>\n",
       "      <td id=\"T_ff671_row27_col1\" class=\"data row27 col1\" >0.0274</td>\n",
       "      <td id=\"T_ff671_row27_col2\" class=\"data row27 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row28_col0\" class=\"data row28 col0\" >2.2924</td>\n",
       "      <td id=\"T_ff671_row28_col1\" class=\"data row28 col1\" >0.0184</td>\n",
       "      <td id=\"T_ff671_row28_col2\" class=\"data row28 col2\" >76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row29_col0\" class=\"data row29 col0\" >2.4401</td>\n",
       "      <td id=\"T_ff671_row29_col1\" class=\"data row29 col1\" >0.0213</td>\n",
       "      <td id=\"T_ff671_row29_col2\" class=\"data row29 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row30_col0\" class=\"data row30 col0\" >2.2931</td>\n",
       "      <td id=\"T_ff671_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "      <td id=\"T_ff671_row30_col2\" class=\"data row30 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row31_col0\" class=\"data row31 col0\" >2.4940</td>\n",
       "      <td id=\"T_ff671_row31_col1\" class=\"data row31 col1\" >0.0237</td>\n",
       "      <td id=\"T_ff671_row31_col2\" class=\"data row31 col2\" >98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row32_col0\" class=\"data row32 col0\" >2.6133</td>\n",
       "      <td id=\"T_ff671_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_ff671_row32_col2\" class=\"data row32 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row33_col0\" class=\"data row33 col0\" >2.7177</td>\n",
       "      <td id=\"T_ff671_row33_col1\" class=\"data row33 col1\" >0.0189</td>\n",
       "      <td id=\"T_ff671_row33_col2\" class=\"data row33 col2\" >78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row34_col0\" class=\"data row34 col0\" >2.9110</td>\n",
       "      <td id=\"T_ff671_row34_col1\" class=\"data row34 col1\" >0.0276</td>\n",
       "      <td id=\"T_ff671_row34_col2\" class=\"data row34 col2\" >114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row35_col0\" class=\"data row35 col0\" >3.0729</td>\n",
       "      <td id=\"T_ff671_row35_col1\" class=\"data row35 col1\" >0.0213</td>\n",
       "      <td id=\"T_ff671_row35_col2\" class=\"data row35 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row36_col0\" class=\"data row36 col0\" >3.0759</td>\n",
       "      <td id=\"T_ff671_row36_col1\" class=\"data row36 col1\" >0.0271</td>\n",
       "      <td id=\"T_ff671_row36_col2\" class=\"data row36 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row37_col0\" class=\"data row37 col0\" >3.5985</td>\n",
       "      <td id=\"T_ff671_row37_col1\" class=\"data row37 col1\" >0.0228</td>\n",
       "      <td id=\"T_ff671_row37_col2\" class=\"data row37 col2\" >94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row38_col0\" class=\"data row38 col0\" >4.0385</td>\n",
       "      <td id=\"T_ff671_row38_col1\" class=\"data row38 col1\" >0.0206</td>\n",
       "      <td id=\"T_ff671_row38_col2\" class=\"data row38 col2\" >85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ff671_row39_col0\" class=\"data row39 col0\" >4.6131</td>\n",
       "      <td id=\"T_ff671_row39_col1\" class=\"data row39 col1\" >0.0264</td>\n",
       "      <td id=\"T_ff671_row39_col2\" class=\"data row39 col2\" >109</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
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     "text": [
      "--- [ContinuousCarver] Fit Numerical('HouseAge') (2/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
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       "  background-color: #6c8ff1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row4_col1, #T_d5339_row4_col2 {\n",
       "  background-color: #f7b79b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row5_col0 {\n",
       "  background-color: #5a78e4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row5_col1, #T_d5339_row5_col2 {\n",
       "  background-color: #6687ed;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row6_col0 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row6_col1, #T_d5339_row6_col2 {\n",
       "  background-color: #506bda;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row7_col0 {\n",
       "  background-color: #7295f4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row7_col1, #T_d5339_row7_col2 {\n",
       "  background-color: #bad0f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row8_col0 {\n",
       "  background-color: #86a9fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row8_col1, #T_d5339_row8_col2 {\n",
       "  background-color: #f6bfa6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row9_col0 {\n",
       "  background-color: #d3dbe7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row9_col1, #T_d5339_row9_col2 {\n",
       "  background-color: #bfd3f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row10_col0 {\n",
       "  background-color: #b5cdfa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row10_col1, #T_d5339_row10_col2 {\n",
       "  background-color: #5e7de7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row11_col0 {\n",
       "  background-color: #a3c2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row11_col1, #T_d5339_row11_col2 {\n",
       "  background-color: #4055c8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row12_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row12_col1, #T_d5339_row12_col2 {\n",
       "  background-color: #3e51c5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row13_col0, #T_d5339_row18_col1, #T_d5339_row18_col2 {\n",
       "  background-color: #93b5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row14_col0 {\n",
       "  background-color: #a2c1ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row14_col1, #T_d5339_row14_col2 {\n",
       "  background-color: #3c4ec2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row15_col0 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row15_col1, #T_d5339_row15_col2 {\n",
       "  background-color: #c1d4f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row16_col0 {\n",
       "  background-color: #9abbff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row16_col1, #T_d5339_row16_col2 {\n",
       "  background-color: #6485ec;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row17_col0 {\n",
       "  background-color: #c5d6f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row17_col1, #T_d5339_row17_col2 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row18_col0, #T_d5339_row20_col0 {\n",
       "  background-color: #8badfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row19_col0 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row19_col1, #T_d5339_row19_col2 {\n",
       "  background-color: #a9c6fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row20_col1, #T_d5339_row20_col2 {\n",
       "  background-color: #465ecf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row21_col0, #T_d5339_row22_col0 {\n",
       "  background-color: #90b2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row21_col1, #T_d5339_row21_col2 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row22_col1, #T_d5339_row22_col2 {\n",
       "  background-color: #aac7fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row23_col0 {\n",
       "  background-color: #abc8fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row23_col1, #T_d5339_row23_col2 {\n",
       "  background-color: #779af7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row24_col0 {\n",
       "  background-color: #b1cbfc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_d5339_row24_col1, #T_d5339_row24_col2 {\n",
       "  background-color: #7396f5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_d5339_row25_col0, #T_d5339_row25_col1, #T_d5339_row25_col2 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_d5339\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_d5339_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_d5339_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_d5339_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row0\" class=\"row_heading level0 row0\" >x <= 5.00e+00</th>\n",
       "      <td id=\"T_d5339_row0_col0\" class=\"data row0 col0\" >2.2358</td>\n",
       "      <td id=\"T_d5339_row0_col1\" class=\"data row0 col1\" >0.0271</td>\n",
       "      <td id=\"T_d5339_row0_col2\" class=\"data row0 col2\" >336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row1\" class=\"row_heading level0 row1\" >5.00e+00 < x <= 8.00e+00</th>\n",
       "      <td id=\"T_d5339_row1_col0\" class=\"data row1 col0\" >1.9727</td>\n",
       "      <td id=\"T_d5339_row1_col1\" class=\"data row1 col1\" >0.0263</td>\n",
       "      <td id=\"T_d5339_row1_col2\" class=\"data row1 col2\" >326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row2\" class=\"row_heading level0 row2\" >8.00e+00 < x <= 1.10e+01</th>\n",
       "      <td id=\"T_d5339_row2_col0\" class=\"data row2 col0\" >1.8133</td>\n",
       "      <td id=\"T_d5339_row2_col1\" class=\"data row2 col1\" >0.0352</td>\n",
       "      <td id=\"T_d5339_row2_col2\" class=\"data row2 col2\" >436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row3\" class=\"row_heading level0 row3\" >1.10e+01 < x <= 1.40e+01</th>\n",
       "      <td id=\"T_d5339_row3_col0\" class=\"data row3 col0\" >1.8538</td>\n",
       "      <td id=\"T_d5339_row3_col1\" class=\"data row3 col1\" >0.0468</td>\n",
       "      <td id=\"T_d5339_row3_col2\" class=\"data row3 col2\" >579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row4\" class=\"row_heading level0 row4\" >1.40e+01 < x <= 1.60e+01</th>\n",
       "      <td id=\"T_d5339_row4_col0\" class=\"data row4 col0\" >1.9355</td>\n",
       "      <td id=\"T_d5339_row4_col1\" class=\"data row4 col1\" >0.0652</td>\n",
       "      <td id=\"T_d5339_row4_col2\" class=\"data row4 col2\" >807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row5\" class=\"row_heading level0 row5\" >1.60e+01 < x <= 1.70e+01</th>\n",
       "      <td id=\"T_d5339_row5_col0\" class=\"data row5 col0\" >1.8929</td>\n",
       "      <td id=\"T_d5339_row5_col1\" class=\"data row5 col1\" >0.0319</td>\n",
       "      <td id=\"T_d5339_row5_col2\" class=\"data row5 col2\" >395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row6\" class=\"row_heading level0 row6\" >1.70e+01 < x <= 1.80e+01</th>\n",
       "      <td id=\"T_d5339_row6_col0\" class=\"data row6 col0\" >1.9455</td>\n",
       "      <td id=\"T_d5339_row6_col1\" class=\"data row6 col1\" >0.0276</td>\n",
       "      <td id=\"T_d5339_row6_col2\" class=\"data row6 col2\" >342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row7\" class=\"row_heading level0 row7\" >1.80e+01 < x <= 2.00e+01</th>\n",
       "      <td id=\"T_d5339_row7_col0\" class=\"data row7 col0\" >1.9470</td>\n",
       "      <td id=\"T_d5339_row7_col1\" class=\"data row7 col1\" >0.0470</td>\n",
       "      <td id=\"T_d5339_row7_col2\" class=\"data row7 col2\" >582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row8\" class=\"row_heading level0 row8\" >2.00e+01 < x <= 2.30e+01</th>\n",
       "      <td id=\"T_d5339_row8_col0\" class=\"data row8 col0\" >1.9934</td>\n",
       "      <td id=\"T_d5339_row8_col1\" class=\"data row8 col1\" >0.0632</td>\n",
       "      <td id=\"T_d5339_row8_col2\" class=\"data row8 col2\" >783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row9\" class=\"row_heading level0 row9\" >2.30e+01 < x <= 2.50e+01</th>\n",
       "      <td id=\"T_d5339_row9_col0\" class=\"data row9 col0\" >2.1713</td>\n",
       "      <td id=\"T_d5339_row9_col1\" class=\"data row9 col1\" >0.0480</td>\n",
       "      <td id=\"T_d5339_row9_col2\" class=\"data row9 col2\" >595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row10\" class=\"row_heading level0 row10\" >2.50e+01 < x <= 2.60e+01</th>\n",
       "      <td id=\"T_d5339_row10_col0\" class=\"data row10 col0\" >2.0937</td>\n",
       "      <td id=\"T_d5339_row10_col1\" class=\"data row10 col1\" >0.0304</td>\n",
       "      <td id=\"T_d5339_row10_col2\" class=\"data row10 col2\" >377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row11\" class=\"row_heading level0 row11\" >2.60e+01 < x <= 2.70e+01</th>\n",
       "      <td id=\"T_d5339_row11_col0\" class=\"data row11 col0\" >2.0568</td>\n",
       "      <td id=\"T_d5339_row11_col1\" class=\"data row11 col1\" >0.0245</td>\n",
       "      <td id=\"T_d5339_row11_col2\" class=\"data row11 col2\" >303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row12\" class=\"row_heading level0 row12\" >2.70e+01 < x <= 2.80e+01</th>\n",
       "      <td id=\"T_d5339_row12_col0\" class=\"data row12 col0\" >1.9827</td>\n",
       "      <td id=\"T_d5339_row12_col1\" class=\"data row12 col1\" >0.0241</td>\n",
       "      <td id=\"T_d5339_row12_col2\" class=\"data row12 col2\" >299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row13\" class=\"row_heading level0 row13\" >2.80e+01 < x <= 2.90e+01</th>\n",
       "      <td id=\"T_d5339_row13_col0\" class=\"data row13 col0\" >2.0203</td>\n",
       "      <td id=\"T_d5339_row13_col1\" class=\"data row13 col1\" >0.0232</td>\n",
       "      <td id=\"T_d5339_row13_col2\" class=\"data row13 col2\" >287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row14\" class=\"row_heading level0 row14\" >2.90e+01 < x <= 3.00e+01</th>\n",
       "      <td id=\"T_d5339_row14_col0\" class=\"data row14 col0\" >2.0515</td>\n",
       "      <td id=\"T_d5339_row14_col1\" class=\"data row14 col1\" >0.0236</td>\n",
       "      <td id=\"T_d5339_row14_col2\" class=\"data row14 col2\" >292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row15\" class=\"row_heading level0 row15\" >3.00e+01 < x <= 3.20e+01</th>\n",
       "      <td id=\"T_d5339_row15_col0\" class=\"data row15 col0\" >2.0453</td>\n",
       "      <td id=\"T_d5339_row15_col1\" class=\"data row15 col1\" >0.0484</td>\n",
       "      <td id=\"T_d5339_row15_col2\" class=\"data row15 col2\" >599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row16\" class=\"row_heading level0 row16\" >3.20e+01 < x <= 3.30e+01</th>\n",
       "      <td id=\"T_d5339_row16_col0\" class=\"data row16 col0\" >2.0343</td>\n",
       "      <td id=\"T_d5339_row16_col1\" class=\"data row16 col1\" >0.0316</td>\n",
       "      <td id=\"T_d5339_row16_col2\" class=\"data row16 col2\" >391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row17\" class=\"row_heading level0 row17\" >3.30e+01 < x <= 3.40e+01</th>\n",
       "      <td id=\"T_d5339_row17_col0\" class=\"data row17 col0\" >2.1357</td>\n",
       "      <td id=\"T_d5339_row17_col1\" class=\"data row17 col1\" >0.0320</td>\n",
       "      <td id=\"T_d5339_row17_col2\" class=\"data row17 col2\" >396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row18\" class=\"row_heading level0 row18\" >3.40e+01 < x <= 3.50e+01</th>\n",
       "      <td id=\"T_d5339_row18_col0\" class=\"data row18 col0\" >2.0004</td>\n",
       "      <td id=\"T_d5339_row18_col1\" class=\"data row18 col1\" >0.0399</td>\n",
       "      <td id=\"T_d5339_row18_col2\" class=\"data row18 col2\" >494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row19\" class=\"row_heading level0 row19\" >3.50e+01 < x <= 3.60e+01</th>\n",
       "      <td id=\"T_d5339_row19_col0\" class=\"data row19 col0\" >2.1148</td>\n",
       "      <td id=\"T_d5339_row19_col1\" class=\"data row19 col1\" >0.0437</td>\n",
       "      <td id=\"T_d5339_row19_col2\" class=\"data row19 col2\" >541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row20\" class=\"row_heading level0 row20\" >3.60e+01 < x <= 3.70e+01</th>\n",
       "      <td id=\"T_d5339_row20_col0\" class=\"data row20 col0\" >2.0004</td>\n",
       "      <td id=\"T_d5339_row20_col1\" class=\"data row20 col1\" >0.0257</td>\n",
       "      <td id=\"T_d5339_row20_col2\" class=\"data row20 col2\" >318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row21\" class=\"row_heading level0 row21\" >3.70e+01 < x <= 3.90e+01</th>\n",
       "      <td id=\"T_d5339_row21_col0\" class=\"data row21 col0\" >2.0133</td>\n",
       "      <td id=\"T_d5339_row21_col1\" class=\"data row21 col1\" >0.0355</td>\n",
       "      <td id=\"T_d5339_row21_col2\" class=\"data row21 col2\" >440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row22\" class=\"row_heading level0 row22\" >3.90e+01 < x <= 4.20e+01</th>\n",
       "      <td id=\"T_d5339_row22_col0\" class=\"data row22 col0\" >2.0148</td>\n",
       "      <td id=\"T_d5339_row22_col1\" class=\"data row22 col1\" >0.0440</td>\n",
       "      <td id=\"T_d5339_row22_col2\" class=\"data row22 col2\" >545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row23\" class=\"row_heading level0 row23\" >4.20e+01 < x <= 4.40e+01</th>\n",
       "      <td id=\"T_d5339_row23_col0\" class=\"data row23 col0\" >2.0742</td>\n",
       "      <td id=\"T_d5339_row23_col1\" class=\"data row23 col1\" >0.0351</td>\n",
       "      <td id=\"T_d5339_row23_col2\" class=\"data row23 col2\" >435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row24\" class=\"row_heading level0 row24\" >4.40e+01 < x <= 4.70e+01</th>\n",
       "      <td id=\"T_d5339_row24_col0\" class=\"data row24 col0\" >2.0852</td>\n",
       "      <td id=\"T_d5339_row24_col1\" class=\"data row24 col1\" >0.0343</td>\n",
       "      <td id=\"T_d5339_row24_col2\" class=\"data row24 col2\" >425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_d5339_level0_row25\" class=\"row_heading level0 row25\" >4.70e+01 < x</th>\n",
       "      <td id=\"T_d5339_row25_col0\" class=\"data row25 col0\" >2.5848</td>\n",
       "      <td id=\"T_d5339_row25_col1\" class=\"data row25 col1\" >0.0857</td>\n",
       "      <td id=\"T_d5339_row25_col2\" class=\"data row25 col2\" >1061</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_786bb_row0_col1, #T_786bb_row0_col2 {\n",
       "  background-color: #4a63d3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_786bb_row1_col0 {\n",
       "  background-color: #779af7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_786bb_row1_col1, #T_786bb_row1_col2 {\n",
       "  background-color: #5572df;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_786bb_row2_col0 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_786bb_row2_col1, #T_786bb_row2_col2 {\n",
       "  background-color: #799cf8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_786bb_row3_col0, #T_786bb_row5_col0 {\n",
       "  background-color: #5e7de7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_786bb_row3_col1, #T_786bb_row3_col2 {\n",
       "  background-color: #9bbcff;\n",
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       "#T_786bb_row23_col1, #T_786bb_row23_col2 {\n",
       "  background-color: #688aef;\n",
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       "#T_786bb_row25_col0, #T_786bb_row25_col1, #T_786bb_row25_col2 {\n",
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       "</style>\n",
       "<table id=\"T_786bb\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_786bb_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_786bb_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_786bb_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row0_col0\" class=\"data row0 col0\" >2.0720</td>\n",
       "      <td id=\"T_786bb_row0_col1\" class=\"data row0 col1\" >0.0245</td>\n",
       "      <td id=\"T_786bb_row0_col2\" class=\"data row0 col2\" >101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row1_col0\" class=\"data row1 col0\" >1.9201</td>\n",
       "      <td id=\"T_786bb_row1_col1\" class=\"data row1 col1\" >0.0269</td>\n",
       "      <td id=\"T_786bb_row1_col2\" class=\"data row1 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row2_col0\" class=\"data row2 col0\" >1.9054</td>\n",
       "      <td id=\"T_786bb_row2_col1\" class=\"data row2 col1\" >0.0344</td>\n",
       "      <td id=\"T_786bb_row2_col2\" class=\"data row2 col2\" >142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row3_col0\" class=\"data row3 col0\" >1.8581</td>\n",
       "      <td id=\"T_786bb_row3_col1\" class=\"data row3 col1\" >0.0412</td>\n",
       "      <td id=\"T_786bb_row3_col2\" class=\"data row3 col2\" >170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row4_col0\" class=\"data row4 col0\" >1.8826</td>\n",
       "      <td id=\"T_786bb_row4_col1\" class=\"data row4 col1\" >0.0606</td>\n",
       "      <td id=\"T_786bb_row4_col2\" class=\"data row4 col2\" >250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row5_col0\" class=\"data row5 col0\" >1.8592</td>\n",
       "      <td id=\"T_786bb_row5_col1\" class=\"data row5 col1\" >0.0375</td>\n",
       "      <td id=\"T_786bb_row5_col2\" class=\"data row5 col2\" >155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row6_col0\" class=\"data row6 col0\" >1.8799</td>\n",
       "      <td id=\"T_786bb_row6_col1\" class=\"data row6 col1\" >0.0283</td>\n",
       "      <td id=\"T_786bb_row6_col2\" class=\"data row6 col2\" >117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row7_col0\" class=\"data row7 col0\" >1.8746</td>\n",
       "      <td id=\"T_786bb_row7_col1\" class=\"data row7 col1\" >0.0436</td>\n",
       "      <td id=\"T_786bb_row7_col2\" class=\"data row7 col2\" >180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row8_col0\" class=\"data row8 col0\" >2.1128</td>\n",
       "      <td id=\"T_786bb_row8_col1\" class=\"data row8 col1\" >0.0577</td>\n",
       "      <td id=\"T_786bb_row8_col2\" class=\"data row8 col2\" >238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row9_col0\" class=\"data row9 col0\" >2.0847</td>\n",
       "      <td id=\"T_786bb_row9_col1\" class=\"data row9 col1\" >0.0579</td>\n",
       "      <td id=\"T_786bb_row9_col2\" class=\"data row9 col2\" >239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row10_col0\" class=\"data row10 col0\" >2.0778</td>\n",
       "      <td id=\"T_786bb_row10_col1\" class=\"data row10 col1\" >0.0296</td>\n",
       "      <td id=\"T_786bb_row10_col2\" class=\"data row10 col2\" >122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row11_col0\" class=\"data row11 col0\" >2.1784</td>\n",
       "      <td id=\"T_786bb_row11_col1\" class=\"data row11 col1\" >0.0216</td>\n",
       "      <td id=\"T_786bb_row11_col2\" class=\"data row11 col2\" >89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row12_col0\" class=\"data row12 col0\" >2.2242</td>\n",
       "      <td id=\"T_786bb_row12_col1\" class=\"data row12 col1\" >0.0208</td>\n",
       "      <td id=\"T_786bb_row12_col2\" class=\"data row12 col2\" >86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row13_col0\" class=\"data row13 col0\" >1.7802</td>\n",
       "      <td id=\"T_786bb_row13_col1\" class=\"data row13 col1\" >0.0213</td>\n",
       "      <td id=\"T_786bb_row13_col2\" class=\"data row13 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row14_col0\" class=\"data row14 col0\" >1.7629</td>\n",
       "      <td id=\"T_786bb_row14_col1\" class=\"data row14 col1\" >0.0233</td>\n",
       "      <td id=\"T_786bb_row14_col2\" class=\"data row14 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row15_col0\" class=\"data row15 col0\" >2.0493</td>\n",
       "      <td id=\"T_786bb_row15_col1\" class=\"data row15 col1\" >0.0504</td>\n",
       "      <td id=\"T_786bb_row15_col2\" class=\"data row15 col2\" >208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row16_col0\" class=\"data row16 col0\" >1.9343</td>\n",
       "      <td id=\"T_786bb_row16_col1\" class=\"data row16 col1\" >0.0259</td>\n",
       "      <td id=\"T_786bb_row16_col2\" class=\"data row16 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row17_col0\" class=\"data row17 col0\" >2.0837</td>\n",
       "      <td id=\"T_786bb_row17_col1\" class=\"data row17 col1\" >0.0349</td>\n",
       "      <td id=\"T_786bb_row17_col2\" class=\"data row17 col2\" >144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row18_col0\" class=\"data row18 col0\" >2.1957</td>\n",
       "      <td id=\"T_786bb_row18_col1\" class=\"data row18 col1\" >0.0417</td>\n",
       "      <td id=\"T_786bb_row18_col2\" class=\"data row18 col2\" >172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row19_col0\" class=\"data row19 col0\" >2.0157</td>\n",
       "      <td id=\"T_786bb_row19_col1\" class=\"data row19 col1\" >0.0431</td>\n",
       "      <td id=\"T_786bb_row19_col2\" class=\"data row19 col2\" >178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row20_col0\" class=\"data row20 col0\" >2.2006</td>\n",
       "      <td id=\"T_786bb_row20_col1\" class=\"data row20 col1\" >0.0296</td>\n",
       "      <td id=\"T_786bb_row20_col2\" class=\"data row20 col2\" >122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row21_col0\" class=\"data row21 col0\" >2.0026</td>\n",
       "      <td id=\"T_786bb_row21_col1\" class=\"data row21 col1\" >0.0351</td>\n",
       "      <td id=\"T_786bb_row21_col2\" class=\"data row21 col2\" >145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row22_col0\" class=\"data row22 col0\" >1.9358</td>\n",
       "      <td id=\"T_786bb_row22_col1\" class=\"data row22 col1\" >0.0499</td>\n",
       "      <td id=\"T_786bb_row22_col2\" class=\"data row22 col2\" >206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row23_col0\" class=\"data row23 col0\" >2.0117</td>\n",
       "      <td id=\"T_786bb_row23_col1\" class=\"data row23 col1\" >0.0312</td>\n",
       "      <td id=\"T_786bb_row23_col2\" class=\"data row23 col2\" >129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row24_col0\" class=\"data row24 col0\" >2.0839</td>\n",
       "      <td id=\"T_786bb_row24_col1\" class=\"data row24 col1\" >0.0380</td>\n",
       "      <td id=\"T_786bb_row24_col2\" class=\"data row24 col2\" >157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_786bb_row25_col0\" class=\"data row25 col0\" >2.5968</td>\n",
       "      <td id=\"T_786bb_row25_col1\" class=\"data row25 col1\" >0.0911</td>\n",
       "      <td id=\"T_786bb_row25_col2\" class=\"data row25 col2\" >376</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "<table id=\"T_e9df8\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e9df8_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <td id=\"T_e9df8_row3_col2\" class=\"data row3 col2\" >2163</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_e9df8_level0_row4\" class=\"row_heading level0 row4\" >4.70e+01 < x</th>\n",
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       "  background-color: #f5a081;\n",
       "  color: #000000;\n",
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       "#T_6cc3f_row3_col0 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_6cc3f_row3_col1, #T_6cc3f_row3_col2 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_6cc3f_row4_col1, #T_6cc3f_row4_col2 {\n",
       "  background-color: #3e51c5;\n",
       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_6cc3f\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_6cc3f_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_6cc3f_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_6cc3f_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_6cc3f_row0_col0\" class=\"data row0 col0\" >1.9316</td>\n",
       "      <td id=\"T_6cc3f_row0_col1\" class=\"data row0 col1\" >0.3547</td>\n",
       "      <td id=\"T_6cc3f_row0_col2\" class=\"data row0 col2\" >1464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6cc3f_row1_col0\" class=\"data row1 col0\" >2.0824</td>\n",
       "      <td id=\"T_6cc3f_row1_col1\" class=\"data row1 col1\" >0.0875</td>\n",
       "      <td id=\"T_6cc3f_row1_col2\" class=\"data row1 col2\" >361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6cc3f_row2_col0\" class=\"data row2 col0\" >2.0383</td>\n",
       "      <td id=\"T_6cc3f_row2_col1\" class=\"data row2 col1\" >0.2829</td>\n",
       "      <td id=\"T_6cc3f_row2_col2\" class=\"data row2 col2\" >1168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6cc3f_row3_col0\" class=\"data row3 col0\" >2.0347</td>\n",
       "      <td id=\"T_6cc3f_row3_col1\" class=\"data row3 col1\" >0.1839</td>\n",
       "      <td id=\"T_6cc3f_row3_col2\" class=\"data row3 col2\" >759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6cc3f_row4_col0\" class=\"data row4 col0\" >2.5968</td>\n",
       "      <td id=\"T_6cc3f_row4_col1\" class=\"data row4 col1\" >0.0911</td>\n",
       "      <td id=\"T_6cc3f_row4_col2\" class=\"data row4 col2\" >376</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Numerical('AveRooms') (3/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
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       "<table id=\"T_8695b\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_8695b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_8695b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_8695b_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.066e+00</th>\n",
       "      <td id=\"T_8695b_row0_col0\" class=\"data row0 col0\" >1.9506</td>\n",
       "      <td id=\"T_8695b_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row0_col2\" class=\"data row0 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row1\" class=\"row_heading level0 row1\" >3.066e+00 < x <= 3.432e+00</th>\n",
       "      <td id=\"T_8695b_row1_col0\" class=\"data row1 col0\" >1.8880</td>\n",
       "      <td id=\"T_8695b_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row1_col2\" class=\"data row1 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row2\" class=\"row_heading level0 row2\" >3.432e+00 < x <= 3.647e+00</th>\n",
       "      <td id=\"T_8695b_row2_col0\" class=\"data row2 col0\" >1.8233</td>\n",
       "      <td id=\"T_8695b_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row2_col2\" class=\"data row2 col2\" >309</td>\n",
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       "      <th id=\"T_8695b_level0_row3\" class=\"row_heading level0 row3\" >3.647e+00 < x <= 3.792e+00</th>\n",
       "      <td id=\"T_8695b_row3_col0\" class=\"data row3 col0\" >1.8292</td>\n",
       "      <td id=\"T_8695b_row3_col1\" class=\"data row3 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row3_col2\" class=\"data row3 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row4\" class=\"row_heading level0 row4\" >3.792e+00 < x <= 3.933e+00</th>\n",
       "      <td id=\"T_8695b_row4_col0\" class=\"data row4 col0\" >1.7847</td>\n",
       "      <td id=\"T_8695b_row4_col1\" class=\"data row4 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row4_col2\" class=\"data row4 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row5\" class=\"row_heading level0 row5\" >3.933e+00 < x <= 4.052e+00</th>\n",
       "      <td id=\"T_8695b_row5_col0\" class=\"data row5 col0\" >1.8499</td>\n",
       "      <td id=\"T_8695b_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row5_col2\" class=\"data row5 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row6\" class=\"row_heading level0 row6\" >4.052e+00 < x <= 4.168e+00</th>\n",
       "      <td id=\"T_8695b_row6_col0\" class=\"data row6 col0\" >1.8718</td>\n",
       "      <td id=\"T_8695b_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row6_col2\" class=\"data row6 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row7\" class=\"row_heading level0 row7\" >4.168e+00 < x <= 4.276e+00</th>\n",
       "      <td id=\"T_8695b_row7_col0\" class=\"data row7 col0\" >1.8333</td>\n",
       "      <td id=\"T_8695b_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row7_col2\" class=\"data row7 col2\" >309</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_8695b_row8_col0\" class=\"data row8 col0\" >1.7965</td>\n",
       "      <td id=\"T_8695b_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row8_col2\" class=\"data row8 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row9\" class=\"row_heading level0 row9\" >4.365e+00 < x <= 4.454e+00</th>\n",
       "      <td id=\"T_8695b_row9_col0\" class=\"data row9 col0\" >1.6952</td>\n",
       "      <td id=\"T_8695b_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row9_col2\" class=\"data row9 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_8695b_row10_col0\" class=\"data row10 col0\" >1.7535</td>\n",
       "      <td id=\"T_8695b_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row10_col2\" class=\"data row10 col2\" >310</td>\n",
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       "      <td id=\"T_8695b_row11_col0\" class=\"data row11 col0\" >1.7952</td>\n",
       "      <td id=\"T_8695b_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row11_col2\" class=\"data row11 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row12\" class=\"row_heading level0 row12\" >4.621e+00 < x <= 4.705e+00</th>\n",
       "      <td id=\"T_8695b_row12_col0\" class=\"data row12 col0\" >1.8465</td>\n",
       "      <td id=\"T_8695b_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row12_col2\" class=\"data row12 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row13\" class=\"row_heading level0 row13\" >4.705e+00 < x <= 4.794e+00</th>\n",
       "      <td id=\"T_8695b_row13_col0\" class=\"data row13 col0\" >1.7486</td>\n",
       "      <td id=\"T_8695b_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row13_col2\" class=\"data row13 col2\" >310</td>\n",
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       "      <th id=\"T_8695b_level0_row14\" class=\"row_heading level0 row14\" >4.794e+00 < x <= 4.874e+00</th>\n",
       "      <td id=\"T_8695b_row14_col0\" class=\"data row14 col0\" >1.7719</td>\n",
       "      <td id=\"T_8695b_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row14_col2\" class=\"data row14 col2\" >309</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row15\" class=\"row_heading level0 row15\" >4.874e+00 < x <= 4.941e+00</th>\n",
       "      <td id=\"T_8695b_row15_col0\" class=\"data row15 col0\" >1.7219</td>\n",
       "      <td id=\"T_8695b_row15_col1\" class=\"data row15 col1\" >0.0251</td>\n",
       "      <td id=\"T_8695b_row15_col2\" class=\"data row15 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row16\" class=\"row_heading level0 row16\" >4.941e+00 < x <= 5.014e+00</th>\n",
       "      <td id=\"T_8695b_row16_col0\" class=\"data row16 col0\" >1.7176</td>\n",
       "      <td id=\"T_8695b_row16_col1\" class=\"data row16 col1\" >0.0249</td>\n",
       "      <td id=\"T_8695b_row16_col2\" class=\"data row16 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row17\" class=\"row_heading level0 row17\" >5.014e+00 < x <= 5.088e+00</th>\n",
       "      <td id=\"T_8695b_row17_col0\" class=\"data row17 col0\" >1.7707</td>\n",
       "      <td id=\"T_8695b_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row17_col2\" class=\"data row17 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row18\" class=\"row_heading level0 row18\" >5.088e+00 < x <= 5.160e+00</th>\n",
       "      <td id=\"T_8695b_row18_col0\" class=\"data row18 col0\" >1.7918</td>\n",
       "      <td id=\"T_8695b_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row18_col2\" class=\"data row18 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row19\" class=\"row_heading level0 row19\" >5.160e+00 < x <= 5.233e+00</th>\n",
       "      <td id=\"T_8695b_row19_col0\" class=\"data row19 col0\" >1.7791</td>\n",
       "      <td id=\"T_8695b_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row19_col2\" class=\"data row19 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row20\" class=\"row_heading level0 row20\" >5.233e+00 < x <= 5.315e+00</th>\n",
       "      <td id=\"T_8695b_row20_col0\" class=\"data row20 col0\" >1.8209</td>\n",
       "      <td id=\"T_8695b_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row20_col2\" class=\"data row20 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row21\" class=\"row_heading level0 row21\" >5.315e+00 < x <= 5.384e+00</th>\n",
       "      <td id=\"T_8695b_row21_col0\" class=\"data row21 col0\" >1.9107</td>\n",
       "      <td id=\"T_8695b_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row21_col2\" class=\"data row21 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row22\" class=\"row_heading level0 row22\" >5.384e+00 < x <= 5.460e+00</th>\n",
       "      <td id=\"T_8695b_row22_col0\" class=\"data row22 col0\" >1.7728</td>\n",
       "      <td id=\"T_8695b_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row22_col2\" class=\"data row22 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row23\" class=\"row_heading level0 row23\" >5.460e+00 < x <= 5.532e+00</th>\n",
       "      <td id=\"T_8695b_row23_col0\" class=\"data row23 col0\" >1.8996</td>\n",
       "      <td id=\"T_8695b_row23_col1\" class=\"data row23 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row23_col2\" class=\"data row23 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row24\" class=\"row_heading level0 row24\" >5.532e+00 < x <= 5.616e+00</th>\n",
       "      <td id=\"T_8695b_row24_col0\" class=\"data row24 col0\" >1.8872</td>\n",
       "      <td id=\"T_8695b_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row24_col2\" class=\"data row24 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row25\" class=\"row_heading level0 row25\" >5.616e+00 < x <= 5.694e+00</th>\n",
       "      <td id=\"T_8695b_row25_col0\" class=\"data row25 col0\" >1.9905</td>\n",
       "      <td id=\"T_8695b_row25_col1\" class=\"data row25 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row25_col2\" class=\"data row25 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row26\" class=\"row_heading level0 row26\" >5.694e+00 < x <= 5.778e+00</th>\n",
       "      <td id=\"T_8695b_row26_col0\" class=\"data row26 col0\" >2.0029</td>\n",
       "      <td id=\"T_8695b_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row26_col2\" class=\"data row26 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row27\" class=\"row_heading level0 row27\" >5.778e+00 < x <= 5.858e+00</th>\n",
       "      <td id=\"T_8695b_row27_col0\" class=\"data row27 col0\" >2.0107</td>\n",
       "      <td id=\"T_8695b_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row27_col2\" class=\"data row27 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row28\" class=\"row_heading level0 row28\" >5.858e+00 < x <= 5.959e+00</th>\n",
       "      <td id=\"T_8695b_row28_col0\" class=\"data row28 col0\" >2.1137</td>\n",
       "      <td id=\"T_8695b_row28_col1\" class=\"data row28 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row28_col2\" class=\"data row28 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row29\" class=\"row_heading level0 row29\" >5.959e+00 < x <= 6.059e+00</th>\n",
       "      <td id=\"T_8695b_row29_col0\" class=\"data row29 col0\" >2.0469</td>\n",
       "      <td id=\"T_8695b_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row29_col2\" class=\"data row29 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row30\" class=\"row_heading level0 row30\" >6.059e+00 < x <= 6.157e+00</th>\n",
       "      <td id=\"T_8695b_row30_col0\" class=\"data row30 col0\" >2.1450</td>\n",
       "      <td id=\"T_8695b_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row30_col2\" class=\"data row30 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row31\" class=\"row_heading level0 row31\" >6.157e+00 < x <= 6.270e+00</th>\n",
       "      <td id=\"T_8695b_row31_col0\" class=\"data row31 col0\" >2.2477</td>\n",
       "      <td id=\"T_8695b_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row31_col2\" class=\"data row31 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row32\" class=\"row_heading level0 row32\" >6.270e+00 < x <= 6.396e+00</th>\n",
       "      <td id=\"T_8695b_row32_col0\" class=\"data row32 col0\" >2.3495</td>\n",
       "      <td id=\"T_8695b_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row32_col2\" class=\"data row32 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row33\" class=\"row_heading level0 row33\" >6.396e+00 < x <= 6.543e+00</th>\n",
       "      <td id=\"T_8695b_row33_col0\" class=\"data row33 col0\" >2.4232</td>\n",
       "      <td id=\"T_8695b_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row33_col2\" class=\"data row33 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row34\" class=\"row_heading level0 row34\" >6.543e+00 < x <= 6.717e+00</th>\n",
       "      <td id=\"T_8695b_row34_col0\" class=\"data row34 col0\" >2.6241</td>\n",
       "      <td id=\"T_8695b_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row34_col2\" class=\"data row34 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row35\" class=\"row_heading level0 row35\" >6.717e+00 < x <= 6.946e+00</th>\n",
       "      <td id=\"T_8695b_row35_col0\" class=\"data row35 col0\" >2.7573</td>\n",
       "      <td id=\"T_8695b_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row35_col2\" class=\"data row35 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row36\" class=\"row_heading level0 row36\" >6.946e+00 < x <= 7.233e+00</th>\n",
       "      <td id=\"T_8695b_row36_col0\" class=\"data row36 col0\" >3.0763</td>\n",
       "      <td id=\"T_8695b_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row36_col2\" class=\"data row36 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row37\" class=\"row_heading level0 row37\" >7.233e+00 < x <= 7.637e+00</th>\n",
       "      <td id=\"T_8695b_row37_col0\" class=\"data row37 col0\" >3.1118</td>\n",
       "      <td id=\"T_8695b_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row37_col2\" class=\"data row37 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row38\" class=\"row_heading level0 row38\" >7.637e+00 < x <= 8.324e+00</th>\n",
       "      <td id=\"T_8695b_row38_col0\" class=\"data row38 col0\" >3.5846</td>\n",
       "      <td id=\"T_8695b_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row38_col2\" class=\"data row38 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8695b_level0_row39\" class=\"row_heading level0 row39\" >8.324e+00 < x</th>\n",
       "      <td id=\"T_8695b_row39_col0\" class=\"data row39 col0\" >2.7391</td>\n",
       "      <td id=\"T_8695b_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "      <td id=\"T_8695b_row39_col2\" class=\"data row39 col2\" >310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #efcebd;\n",
       "  color: #000000;\n",
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       "#T_54ea6_row34_col1, #T_54ea6_row34_col2 {\n",
       "  background-color: #688aef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_54ea6_row35_col0 {\n",
       "  background-color: #f4c6af;\n",
       "  color: #000000;\n",
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       "#T_54ea6_row36_col0 {\n",
       "  background-color: #f29274;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_54ea6_row37_col0 {\n",
       "  background-color: #e36c55;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_54ea6_row39_col0 {\n",
       "  background-color: #f5c4ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_54ea6_row39_col1, #T_54ea6_row39_col2 {\n",
       "  background-color: #c4d5f3;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_54ea6\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_54ea6_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_54ea6_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_54ea6_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row0_col0\" class=\"data row0 col0\" >2.0908</td>\n",
       "      <td id=\"T_54ea6_row0_col1\" class=\"data row0 col1\" >0.0233</td>\n",
       "      <td id=\"T_54ea6_row0_col2\" class=\"data row0 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row1_col0\" class=\"data row1 col0\" >1.8579</td>\n",
       "      <td id=\"T_54ea6_row1_col1\" class=\"data row1 col1\" >0.0264</td>\n",
       "      <td id=\"T_54ea6_row1_col2\" class=\"data row1 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row2_col0\" class=\"data row2 col0\" >2.0031</td>\n",
       "      <td id=\"T_54ea6_row2_col1\" class=\"data row2 col1\" >0.0242</td>\n",
       "      <td id=\"T_54ea6_row2_col2\" class=\"data row2 col2\" >100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row3_col0\" class=\"data row3 col0\" >1.8060</td>\n",
       "      <td id=\"T_54ea6_row3_col1\" class=\"data row3 col1\" >0.0274</td>\n",
       "      <td id=\"T_54ea6_row3_col2\" class=\"data row3 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row4_col0\" class=\"data row4 col0\" >1.8137</td>\n",
       "      <td id=\"T_54ea6_row4_col1\" class=\"data row4 col1\" >0.0240</td>\n",
       "      <td id=\"T_54ea6_row4_col2\" class=\"data row4 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row5_col0\" class=\"data row5 col0\" >1.7725</td>\n",
       "      <td id=\"T_54ea6_row5_col1\" class=\"data row5 col1\" >0.0211</td>\n",
       "      <td id=\"T_54ea6_row5_col2\" class=\"data row5 col2\" >87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row6_col0\" class=\"data row6 col0\" >1.7723</td>\n",
       "      <td id=\"T_54ea6_row6_col1\" class=\"data row6 col1\" >0.0283</td>\n",
       "      <td id=\"T_54ea6_row6_col2\" class=\"data row6 col2\" >117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row7_col0\" class=\"data row7 col0\" >1.7839</td>\n",
       "      <td id=\"T_54ea6_row7_col1\" class=\"data row7 col1\" >0.0247</td>\n",
       "      <td id=\"T_54ea6_row7_col2\" class=\"data row7 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row8_col0\" class=\"data row8 col0\" >1.7902</td>\n",
       "      <td id=\"T_54ea6_row8_col1\" class=\"data row8 col1\" >0.0286</td>\n",
       "      <td id=\"T_54ea6_row8_col2\" class=\"data row8 col2\" >118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row9_col0\" class=\"data row9 col0\" >1.8121</td>\n",
       "      <td id=\"T_54ea6_row9_col1\" class=\"data row9 col1\" >0.0264</td>\n",
       "      <td id=\"T_54ea6_row9_col2\" class=\"data row9 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row10_col0\" class=\"data row10 col0\" >1.6265</td>\n",
       "      <td id=\"T_54ea6_row10_col1\" class=\"data row10 col1\" >0.0264</td>\n",
       "      <td id=\"T_54ea6_row10_col2\" class=\"data row10 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row11_col0\" class=\"data row11 col0\" >1.8349</td>\n",
       "      <td id=\"T_54ea6_row11_col1\" class=\"data row11 col1\" >0.0276</td>\n",
       "      <td id=\"T_54ea6_row11_col2\" class=\"data row11 col2\" >114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row12_col0\" class=\"data row12 col0\" >1.8339</td>\n",
       "      <td id=\"T_54ea6_row12_col1\" class=\"data row12 col1\" >0.0247</td>\n",
       "      <td id=\"T_54ea6_row12_col2\" class=\"data row12 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row13_col0\" class=\"data row13 col0\" >1.7725</td>\n",
       "      <td id=\"T_54ea6_row13_col1\" class=\"data row13 col1\" >0.0342</td>\n",
       "      <td id=\"T_54ea6_row13_col2\" class=\"data row13 col2\" >141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row14_col0\" class=\"data row14 col0\" >1.8188</td>\n",
       "      <td id=\"T_54ea6_row14_col1\" class=\"data row14 col1\" >0.0254</td>\n",
       "      <td id=\"T_54ea6_row14_col2\" class=\"data row14 col2\" >105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row15_col0\" class=\"data row15 col0\" >1.8480</td>\n",
       "      <td id=\"T_54ea6_row15_col1\" class=\"data row15 col1\" >0.0191</td>\n",
       "      <td id=\"T_54ea6_row15_col2\" class=\"data row15 col2\" >79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row16_col0\" class=\"data row16 col0\" >1.8333</td>\n",
       "      <td id=\"T_54ea6_row16_col1\" class=\"data row16 col1\" >0.0235</td>\n",
       "      <td id=\"T_54ea6_row16_col2\" class=\"data row16 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row17_col0\" class=\"data row17 col0\" >1.8191</td>\n",
       "      <td id=\"T_54ea6_row17_col1\" class=\"data row17 col1\" >0.0266</td>\n",
       "      <td id=\"T_54ea6_row17_col2\" class=\"data row17 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row18_col0\" class=\"data row18 col0\" >1.7419</td>\n",
       "      <td id=\"T_54ea6_row18_col1\" class=\"data row18 col1\" >0.0266</td>\n",
       "      <td id=\"T_54ea6_row18_col2\" class=\"data row18 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row19_col0\" class=\"data row19 col0\" >1.7642</td>\n",
       "      <td id=\"T_54ea6_row19_col1\" class=\"data row19 col1\" >0.0220</td>\n",
       "      <td id=\"T_54ea6_row19_col2\" class=\"data row19 col2\" >91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row20_col0\" class=\"data row20 col0\" >1.7645</td>\n",
       "      <td id=\"T_54ea6_row20_col1\" class=\"data row20 col1\" >0.0303</td>\n",
       "      <td id=\"T_54ea6_row20_col2\" class=\"data row20 col2\" >125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row21_col0\" class=\"data row21 col0\" >1.7917</td>\n",
       "      <td id=\"T_54ea6_row21_col1\" class=\"data row21 col1\" >0.0266</td>\n",
       "      <td id=\"T_54ea6_row21_col2\" class=\"data row21 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row22_col0\" class=\"data row22 col0\" >1.8651</td>\n",
       "      <td id=\"T_54ea6_row22_col1\" class=\"data row22 col1\" >0.0262</td>\n",
       "      <td id=\"T_54ea6_row22_col2\" class=\"data row22 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row23_col0\" class=\"data row23 col0\" >1.8645</td>\n",
       "      <td id=\"T_54ea6_row23_col1\" class=\"data row23 col1\" >0.0274</td>\n",
       "      <td id=\"T_54ea6_row23_col2\" class=\"data row23 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row24_col0\" class=\"data row24 col0\" >1.8082</td>\n",
       "      <td id=\"T_54ea6_row24_col1\" class=\"data row24 col1\" >0.0286</td>\n",
       "      <td id=\"T_54ea6_row24_col2\" class=\"data row24 col2\" >118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row25_col0\" class=\"data row25 col0\" >1.8483</td>\n",
       "      <td id=\"T_54ea6_row25_col1\" class=\"data row25 col1\" >0.0177</td>\n",
       "      <td id=\"T_54ea6_row25_col2\" class=\"data row25 col2\" >73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row26_col0\" class=\"data row26 col0\" >2.0778</td>\n",
       "      <td id=\"T_54ea6_row26_col1\" class=\"data row26 col1\" >0.0240</td>\n",
       "      <td id=\"T_54ea6_row26_col2\" class=\"data row26 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row27_col0\" class=\"data row27 col0\" >2.0005</td>\n",
       "      <td id=\"T_54ea6_row27_col1\" class=\"data row27 col1\" >0.0187</td>\n",
       "      <td id=\"T_54ea6_row27_col2\" class=\"data row27 col2\" >77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row28_col0\" class=\"data row28 col0\" >1.9724</td>\n",
       "      <td id=\"T_54ea6_row28_col1\" class=\"data row28 col1\" >0.0291</td>\n",
       "      <td id=\"T_54ea6_row28_col2\" class=\"data row28 col2\" >120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row29_col0\" class=\"data row29 col0\" >2.2623</td>\n",
       "      <td id=\"T_54ea6_row29_col1\" class=\"data row29 col1\" >0.0235</td>\n",
       "      <td id=\"T_54ea6_row29_col2\" class=\"data row29 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row30_col0\" class=\"data row30 col0\" >2.0818</td>\n",
       "      <td id=\"T_54ea6_row30_col1\" class=\"data row30 col1\" >0.0230</td>\n",
       "      <td id=\"T_54ea6_row30_col2\" class=\"data row30 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row31_col0\" class=\"data row31 col0\" >2.2889</td>\n",
       "      <td id=\"T_54ea6_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "      <td id=\"T_54ea6_row31_col2\" class=\"data row31 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row32_col0\" class=\"data row32 col0\" >2.3280</td>\n",
       "      <td id=\"T_54ea6_row32_col1\" class=\"data row32 col1\" >0.0213</td>\n",
       "      <td id=\"T_54ea6_row32_col2\" class=\"data row32 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row33_col0\" class=\"data row33 col0\" >2.5373</td>\n",
       "      <td id=\"T_54ea6_row33_col1\" class=\"data row33 col1\" >0.0254</td>\n",
       "      <td id=\"T_54ea6_row33_col2\" class=\"data row33 col2\" >105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row34_col0\" class=\"data row34 col0\" >2.6787</td>\n",
       "      <td id=\"T_54ea6_row34_col1\" class=\"data row34 col1\" >0.0201</td>\n",
       "      <td id=\"T_54ea6_row34_col2\" class=\"data row34 col2\" >83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row35_col0\" class=\"data row35 col0\" >2.7457</td>\n",
       "      <td id=\"T_54ea6_row35_col1\" class=\"data row35 col1\" >0.0211</td>\n",
       "      <td id=\"T_54ea6_row35_col2\" class=\"data row35 col2\" >87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row36_col0\" class=\"data row36 col0\" >3.0108</td>\n",
       "      <td id=\"T_54ea6_row36_col1\" class=\"data row36 col1\" >0.0303</td>\n",
       "      <td id=\"T_54ea6_row36_col2\" class=\"data row36 col2\" >125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row37_col0\" class=\"data row37 col0\" >3.1596</td>\n",
       "      <td id=\"T_54ea6_row37_col1\" class=\"data row37 col1\" >0.0233</td>\n",
       "      <td id=\"T_54ea6_row37_col2\" class=\"data row37 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row38_col0\" class=\"data row38 col0\" >3.4340</td>\n",
       "      <td id=\"T_54ea6_row38_col1\" class=\"data row38 col1\" >0.0235</td>\n",
       "      <td id=\"T_54ea6_row38_col2\" class=\"data row38 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_54ea6_row39_col0\" class=\"data row39 col0\" >2.7568</td>\n",
       "      <td id=\"T_54ea6_row39_col1\" class=\"data row39 col1\" >0.0245</td>\n",
       "      <td id=\"T_54ea6_row39_col2\" class=\"data row39 col2\" >101</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "#T_8f356_row0_col0 {\n",
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       "#T_8f356_row0_col1, #T_8f356_row0_col2, #T_8f356_row1_col0 {\n",
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       "#T_8f356_row2_col1, #T_8f356_row2_col2, #T_8f356_row4_col1, #T_8f356_row4_col2 {\n",
       "  background-color: #779af7;\n",
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       "  color: #000000;\n",
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       "#T_8f356_row3_col1, #T_8f356_row3_col2 {\n",
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       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_8f356\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_8f356_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_8f356_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_8f356_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_8f356_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.43e+00</th>\n",
       "      <td id=\"T_8f356_row0_col0\" class=\"data row0 col0\" >1.9193</td>\n",
       "      <td id=\"T_8f356_row0_col1\" class=\"data row0 col1\" >0.0501</td>\n",
       "      <td id=\"T_8f356_row0_col2\" class=\"data row0 col2\" >620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f356_level0_row1\" class=\"row_heading level0 row1\" >3.43e+00 < x <= 5.62e+00</th>\n",
       "      <td id=\"T_8f356_row1_col0\" class=\"data row1 col0\" >1.8031</td>\n",
       "      <td id=\"T_8f356_row1_col1\" class=\"data row1 col1\" >0.5749</td>\n",
       "      <td id=\"T_8f356_row1_col2\" class=\"data row1 col2\" >7120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f356_level0_row2\" class=\"row_heading level0 row2\" >5.62e+00 < x <= 6.16e+00</th>\n",
       "      <td id=\"T_8f356_row2_col0\" class=\"data row2 col0\" >2.0516</td>\n",
       "      <td id=\"T_8f356_row2_col1\" class=\"data row2 col1\" >0.1500</td>\n",
       "      <td id=\"T_8f356_row2_col2\" class=\"data row2 col2\" >1857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f356_level0_row3\" class=\"row_heading level0 row3\" >6.16e+00 < x <= 6.54e+00</th>\n",
       "      <td id=\"T_8f356_row3_col0\" class=\"data row3 col0\" >2.3401</td>\n",
       "      <td id=\"T_8f356_row3_col1\" class=\"data row3 col1\" >0.0750</td>\n",
       "      <td id=\"T_8f356_row3_col2\" class=\"data row3 col2\" >929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f356_level0_row4\" class=\"row_heading level0 row4\" >6.54e+00 < x</th>\n",
       "      <td id=\"T_8f356_row4_col0\" class=\"data row4 col0\" >2.9823</td>\n",
       "      <td id=\"T_8f356_row4_col1\" class=\"data row4 col1\" >0.1500</td>\n",
       "      <td id=\"T_8f356_row4_col2\" class=\"data row4 col2\" >1858</td>\n",
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       "</table>\n",
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       "#T_91328_row0_col1, #T_91328_row0_col2, #T_91328_row1_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
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       "#T_91328_row1_col1, #T_91328_row1_col2, #T_91328_row4_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
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       "#T_91328_row2_col0 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
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       "#T_91328_row2_col1, #T_91328_row2_col2 {\n",
       "  background-color: #6c8ff1;\n",
       "  color: #f1f1f1;\n",
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       "#T_91328_row3_col0 {\n",
       "  background-color: #dcdddd;\n",
       "  color: #000000;\n",
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       "#T_91328_row3_col1, #T_91328_row3_col2 {\n",
       "  background-color: #465ecf;\n",
       "  color: #f1f1f1;\n",
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       "#T_91328_row4_col1, #T_91328_row4_col2 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_91328\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_91328_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_91328_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_91328_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_91328_row0_col0\" class=\"data row0 col0\" >1.9670</td>\n",
       "      <td id=\"T_91328_row0_col1\" class=\"data row0 col1\" >0.0497</td>\n",
       "      <td id=\"T_91328_row0_col2\" class=\"data row0 col2\" >205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_91328_row1_col0\" class=\"data row1 col0\" >1.8045</td>\n",
       "      <td id=\"T_91328_row1_col1\" class=\"data row1 col1\" >0.6000</td>\n",
       "      <td id=\"T_91328_row1_col2\" class=\"data row1 col2\" >2477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_91328_row2_col0\" class=\"data row2 col0\" >2.0474</td>\n",
       "      <td id=\"T_91328_row2_col1\" class=\"data row2 col1\" >0.1359</td>\n",
       "      <td id=\"T_91328_row2_col2\" class=\"data row2 col2\" >561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_91328_row3_col0\" class=\"data row3 col0\" >2.3886</td>\n",
       "      <td id=\"T_91328_row3_col1\" class=\"data row3 col1\" >0.0717</td>\n",
       "      <td id=\"T_91328_row3_col2\" class=\"data row3 col2\" >296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_91328_row4_col0\" class=\"data row4 col0\" >2.9752</td>\n",
       "      <td id=\"T_91328_row4_col1\" class=\"data row4 col1\" >0.1427</td>\n",
       "      <td id=\"T_91328_row4_col2\" class=\"data row4 col2\" >589</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Numerical('AveBedrms') (4/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_b5c35_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_b5c35_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row0\" class=\"row_heading level0 row0\" >x <= 9.1220e-01</th>\n",
       "      <td id=\"T_b5c35_row0_col0\" class=\"data row0 col0\" >2.0511</td>\n",
       "      <td id=\"T_b5c35_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row0_col2\" class=\"data row0 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row1\" class=\"row_heading level0 row1\" >9.1220e-01 < x <= 9.4022e-01</th>\n",
       "      <td id=\"T_b5c35_row1_col0\" class=\"data row1 col0\" >2.1264</td>\n",
       "      <td id=\"T_b5c35_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row1_col2\" class=\"data row1 col2\" >310</td>\n",
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       "      <th id=\"T_b5c35_level0_row2\" class=\"row_heading level0 row2\" >9.4022e-01 < x <= 9.5595e-01</th>\n",
       "      <td id=\"T_b5c35_row2_col0\" class=\"data row2 col0\" >2.0638</td>\n",
       "      <td id=\"T_b5c35_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row2_col2\" class=\"data row2 col2\" >309</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row3\" class=\"row_heading level0 row3\" >9.5595e-01 < x <= 9.6743e-01</th>\n",
       "      <td id=\"T_b5c35_row3_col0\" class=\"data row3 col0\" >2.0756</td>\n",
       "      <td id=\"T_b5c35_row3_col1\" class=\"data row3 col1\" >0.0251</td>\n",
       "      <td id=\"T_b5c35_row3_col2\" class=\"data row3 col2\" >311</td>\n",
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       "      <th id=\"T_b5c35_level0_row4\" class=\"row_heading level0 row4\" >9.6743e-01 < x <= 9.7590e-01</th>\n",
       "      <td id=\"T_b5c35_row4_col0\" class=\"data row4 col0\" >2.2562</td>\n",
       "      <td id=\"T_b5c35_row4_col1\" class=\"data row4 col1\" >0.0249</td>\n",
       "      <td id=\"T_b5c35_row4_col2\" class=\"data row4 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row5\" class=\"row_heading level0 row5\" >9.7590e-01 < x <= 9.8343e-01</th>\n",
       "      <td id=\"T_b5c35_row5_col0\" class=\"data row5 col0\" >2.1709</td>\n",
       "      <td id=\"T_b5c35_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row5_col2\" class=\"data row5 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row6\" class=\"row_heading level0 row6\" >9.8343e-01 < x <= 9.8987e-01</th>\n",
       "      <td id=\"T_b5c35_row6_col0\" class=\"data row6 col0\" >2.1450</td>\n",
       "      <td id=\"T_b5c35_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row6_col2\" class=\"data row6 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row7\" class=\"row_heading level0 row7\" >9.8987e-01 < x <= 9.9592e-01</th>\n",
       "      <td id=\"T_b5c35_row7_col0\" class=\"data row7 col0\" >2.1772</td>\n",
       "      <td id=\"T_b5c35_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row7_col2\" class=\"data row7 col2\" >309</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row8\" class=\"row_heading level0 row8\" >9.9592e-01 < x <= 1.0019e+00</th>\n",
       "      <td id=\"T_b5c35_row8_col0\" class=\"data row8 col0\" >2.1915</td>\n",
       "      <td id=\"T_b5c35_row8_col1\" class=\"data row8 col1\" >0.0251</td>\n",
       "      <td id=\"T_b5c35_row8_col2\" class=\"data row8 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row9\" class=\"row_heading level0 row9\" >1.0019e+00 < x <= 1.0068e+00</th>\n",
       "      <td id=\"T_b5c35_row9_col0\" class=\"data row9 col0\" >2.0949</td>\n",
       "      <td id=\"T_b5c35_row9_col1\" class=\"data row9 col1\" >0.0249</td>\n",
       "      <td id=\"T_b5c35_row9_col2\" class=\"data row9 col2\" >308</td>\n",
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       "      <th id=\"T_b5c35_level0_row10\" class=\"row_heading level0 row10\" >1.0068e+00 < x <= 1.0112e+00</th>\n",
       "      <td id=\"T_b5c35_row10_col0\" class=\"data row10 col0\" >2.2440</td>\n",
       "      <td id=\"T_b5c35_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row10_col2\" class=\"data row10 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row11\" class=\"row_heading level0 row11\" >1.0112e+00 < x <= 1.0156e+00</th>\n",
       "      <td id=\"T_b5c35_row11_col0\" class=\"data row11 col0\" >2.1687</td>\n",
       "      <td id=\"T_b5c35_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row11_col2\" class=\"data row11 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row12\" class=\"row_heading level0 row12\" >1.0156e+00 < x <= 1.0204e+00</th>\n",
       "      <td id=\"T_b5c35_row12_col0\" class=\"data row12 col0\" >2.1723</td>\n",
       "      <td id=\"T_b5c35_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row12_col2\" class=\"data row12 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row13\" class=\"row_heading level0 row13\" >1.0204e+00 < x <= 1.0250e+00</th>\n",
       "      <td id=\"T_b5c35_row13_col0\" class=\"data row13 col0\" >2.2003</td>\n",
       "      <td id=\"T_b5c35_row13_col1\" class=\"data row13 col1\" >0.0254</td>\n",
       "      <td id=\"T_b5c35_row13_col2\" class=\"data row13 col2\" >314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row14\" class=\"row_heading level0 row14\" >1.0250e+00 < x <= 1.0290e+00</th>\n",
       "      <td id=\"T_b5c35_row14_col0\" class=\"data row14 col0\" >2.1324</td>\n",
       "      <td id=\"T_b5c35_row14_col1\" class=\"data row14 col1\" >0.0246</td>\n",
       "      <td id=\"T_b5c35_row14_col2\" class=\"data row14 col2\" >305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row15\" class=\"row_heading level0 row15\" >1.0290e+00 < x <= 1.0331e+00</th>\n",
       "      <td id=\"T_b5c35_row15_col0\" class=\"data row15 col0\" >2.1840</td>\n",
       "      <td id=\"T_b5c35_row15_col1\" class=\"data row15 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row15_col2\" class=\"data row15 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row16\" class=\"row_heading level0 row16\" >1.0331e+00 < x <= 1.0369e+00</th>\n",
       "      <td id=\"T_b5c35_row16_col0\" class=\"data row16 col0\" >2.0321</td>\n",
       "      <td id=\"T_b5c35_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row16_col2\" class=\"data row16 col2\" >309</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row17\" class=\"row_heading level0 row17\" >1.0369e+00 < x <= 1.0412e+00</th>\n",
       "      <td id=\"T_b5c35_row17_col0\" class=\"data row17 col0\" >2.1746</td>\n",
       "      <td id=\"T_b5c35_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row17_col2\" class=\"data row17 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row18\" class=\"row_heading level0 row18\" >1.0412e+00 < x <= 1.0453e+00</th>\n",
       "      <td id=\"T_b5c35_row18_col0\" class=\"data row18 col0\" >2.2536</td>\n",
       "      <td id=\"T_b5c35_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row18_col2\" class=\"data row18 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row19\" class=\"row_heading level0 row19\" >1.0453e+00 < x <= 1.0493e+00</th>\n",
       "      <td id=\"T_b5c35_row19_col0\" class=\"data row19 col0\" >2.1546</td>\n",
       "      <td id=\"T_b5c35_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row19_col2\" class=\"data row19 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row20\" class=\"row_heading level0 row20\" >1.0493e+00 < x <= 1.0534e+00</th>\n",
       "      <td id=\"T_b5c35_row20_col0\" class=\"data row20 col0\" >2.0738</td>\n",
       "      <td id=\"T_b5c35_row20_col1\" class=\"data row20 col1\" >0.0251</td>\n",
       "      <td id=\"T_b5c35_row20_col2\" class=\"data row20 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row21\" class=\"row_heading level0 row21\" >1.0534e+00 < x <= 1.0574e+00</th>\n",
       "      <td id=\"T_b5c35_row21_col0\" class=\"data row21 col0\" >2.1224</td>\n",
       "      <td id=\"T_b5c35_row21_col1\" class=\"data row21 col1\" >0.0249</td>\n",
       "      <td id=\"T_b5c35_row21_col2\" class=\"data row21 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row22\" class=\"row_heading level0 row22\" >1.0574e+00 < x <= 1.0615e+00</th>\n",
       "      <td id=\"T_b5c35_row22_col0\" class=\"data row22 col0\" >2.0414</td>\n",
       "      <td id=\"T_b5c35_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row22_col2\" class=\"data row22 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row23\" class=\"row_heading level0 row23\" >1.0615e+00 < x <= 1.0662e+00</th>\n",
       "      <td id=\"T_b5c35_row23_col0\" class=\"data row23 col0\" >2.1569</td>\n",
       "      <td id=\"T_b5c35_row23_col1\" class=\"data row23 col1\" >0.0251</td>\n",
       "      <td id=\"T_b5c35_row23_col2\" class=\"data row23 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row24\" class=\"row_heading level0 row24\" >1.0662e+00 < x <= 1.0712e+00</th>\n",
       "      <td id=\"T_b5c35_row24_col0\" class=\"data row24 col0\" >2.0972</td>\n",
       "      <td id=\"T_b5c35_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row24_col2\" class=\"data row24 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row25\" class=\"row_heading level0 row25\" >1.0712e+00 < x <= 1.0763e+00</th>\n",
       "      <td id=\"T_b5c35_row25_col0\" class=\"data row25 col0\" >2.0714</td>\n",
       "      <td id=\"T_b5c35_row25_col1\" class=\"data row25 col1\" >0.0249</td>\n",
       "      <td id=\"T_b5c35_row25_col2\" class=\"data row25 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row26\" class=\"row_heading level0 row26\" >1.0763e+00 < x <= 1.0816e+00</th>\n",
       "      <td id=\"T_b5c35_row26_col0\" class=\"data row26 col0\" >2.0244</td>\n",
       "      <td id=\"T_b5c35_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row26_col2\" class=\"data row26 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row27\" class=\"row_heading level0 row27\" >1.0816e+00 < x <= 1.0874e+00</th>\n",
       "      <td id=\"T_b5c35_row27_col0\" class=\"data row27 col0\" >2.0135</td>\n",
       "      <td id=\"T_b5c35_row27_col1\" class=\"data row27 col1\" >0.0252</td>\n",
       "      <td id=\"T_b5c35_row27_col2\" class=\"data row27 col2\" >312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row28\" class=\"row_heading level0 row28\" >1.0874e+00 < x <= 1.0933e+00</th>\n",
       "      <td id=\"T_b5c35_row28_col0\" class=\"data row28 col0\" >2.2239</td>\n",
       "      <td id=\"T_b5c35_row28_col1\" class=\"data row28 col1\" >0.0249</td>\n",
       "      <td id=\"T_b5c35_row28_col2\" class=\"data row28 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row29\" class=\"row_heading level0 row29\" >1.0933e+00 < x <= 1.1000e+00</th>\n",
       "      <td id=\"T_b5c35_row29_col0\" class=\"data row29 col0\" >2.0244</td>\n",
       "      <td id=\"T_b5c35_row29_col1\" class=\"data row29 col1\" >0.0262</td>\n",
       "      <td id=\"T_b5c35_row29_col2\" class=\"data row29 col2\" >324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row30\" class=\"row_heading level0 row30\" >1.1000e+00 < x <= 1.1071e+00</th>\n",
       "      <td id=\"T_b5c35_row30_col0\" class=\"data row30 col0\" >2.0077</td>\n",
       "      <td id=\"T_b5c35_row30_col1\" class=\"data row30 col1\" >0.0242</td>\n",
       "      <td id=\"T_b5c35_row30_col2\" class=\"data row30 col2\" >300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row31\" class=\"row_heading level0 row31\" >1.1071e+00 < x <= 1.1160e+00</th>\n",
       "      <td id=\"T_b5c35_row31_col0\" class=\"data row31 col0\" >1.9564</td>\n",
       "      <td id=\"T_b5c35_row31_col1\" class=\"data row31 col1\" >0.0245</td>\n",
       "      <td id=\"T_b5c35_row31_col2\" class=\"data row31 col2\" >304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row32\" class=\"row_heading level0 row32\" >1.1160e+00 < x <= 1.1267e+00</th>\n",
       "      <td id=\"T_b5c35_row32_col0\" class=\"data row32 col0\" >2.0077</td>\n",
       "      <td id=\"T_b5c35_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row32_col2\" class=\"data row32 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row33\" class=\"row_heading level0 row33\" >1.1267e+00 < x <= 1.1387e+00</th>\n",
       "      <td id=\"T_b5c35_row33_col0\" class=\"data row33 col0\" >1.9305</td>\n",
       "      <td id=\"T_b5c35_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row33_col2\" class=\"data row33 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row34\" class=\"row_heading level0 row34\" >1.1387e+00 < x <= 1.1538e+00</th>\n",
       "      <td id=\"T_b5c35_row34_col0\" class=\"data row34 col0\" >1.8130</td>\n",
       "      <td id=\"T_b5c35_row34_col1\" class=\"data row34 col1\" >0.0258</td>\n",
       "      <td id=\"T_b5c35_row34_col2\" class=\"data row34 col2\" >319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row35\" class=\"row_heading level0 row35\" >1.1538e+00 < x <= 1.1739e+00</th>\n",
       "      <td id=\"T_b5c35_row35_col0\" class=\"data row35 col0\" >1.8060</td>\n",
       "      <td id=\"T_b5c35_row35_col1\" class=\"data row35 col1\" >0.0242</td>\n",
       "      <td id=\"T_b5c35_row35_col2\" class=\"data row35 col2\" >300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row36\" class=\"row_heading level0 row36\" >1.1739e+00 < x <= 1.2074e+00</th>\n",
       "      <td id=\"T_b5c35_row36_col0\" class=\"data row36 col0\" >1.9109</td>\n",
       "      <td id=\"T_b5c35_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row36_col2\" class=\"data row36 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row37\" class=\"row_heading level0 row37\" >1.2074e+00 < x <= 1.2730e+00</th>\n",
       "      <td id=\"T_b5c35_row37_col0\" class=\"data row37 col0\" >1.8950</td>\n",
       "      <td id=\"T_b5c35_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row37_col2\" class=\"data row37 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row38\" class=\"row_heading level0 row38\" >1.2730e+00 < x <= 1.5018e+00</th>\n",
       "      <td id=\"T_b5c35_row38_col0\" class=\"data row38 col0\" >1.7962</td>\n",
       "      <td id=\"T_b5c35_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row38_col2\" class=\"data row38 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5c35_level0_row39\" class=\"row_heading level0 row39\" >1.5018e+00 < x</th>\n",
       "      <td id=\"T_b5c35_row39_col0\" class=\"data row39 col0\" >1.4931</td>\n",
       "      <td id=\"T_b5c35_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "      <td id=\"T_b5c35_row39_col2\" class=\"data row39 col2\" >310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "#T_32606_row38_col0 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_32606\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_32606_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_32606_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_32606_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row0_col0\" class=\"data row0 col0\" >1.7961</td>\n",
       "      <td id=\"T_32606_row0_col1\" class=\"data row0 col1\" >0.0252</td>\n",
       "      <td id=\"T_32606_row0_col2\" class=\"data row0 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row1_col0\" class=\"data row1 col0\" >2.0098</td>\n",
       "      <td id=\"T_32606_row1_col1\" class=\"data row1 col1\" >0.0298</td>\n",
       "      <td id=\"T_32606_row1_col2\" class=\"data row1 col2\" >123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row2_col0\" class=\"data row2 col0\" >2.3039</td>\n",
       "      <td id=\"T_32606_row2_col1\" class=\"data row2 col1\" >0.0257</td>\n",
       "      <td id=\"T_32606_row2_col2\" class=\"data row2 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row3_col0\" class=\"data row3 col0\" >2.2390</td>\n",
       "      <td id=\"T_32606_row3_col1\" class=\"data row3 col1\" >0.0262</td>\n",
       "      <td id=\"T_32606_row3_col2\" class=\"data row3 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row4_col0\" class=\"data row4 col0\" >2.3293</td>\n",
       "      <td id=\"T_32606_row4_col1\" class=\"data row4 col1\" >0.0240</td>\n",
       "      <td id=\"T_32606_row4_col2\" class=\"data row4 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row5_col0\" class=\"data row5 col0\" >1.9318</td>\n",
       "      <td id=\"T_32606_row5_col1\" class=\"data row5 col1\" >0.0194</td>\n",
       "      <td id=\"T_32606_row5_col2\" class=\"data row5 col2\" >80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row6_col0\" class=\"data row6 col0\" >2.1575</td>\n",
       "      <td id=\"T_32606_row6_col1\" class=\"data row6 col1\" >0.0199</td>\n",
       "      <td id=\"T_32606_row6_col2\" class=\"data row6 col2\" >82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row7_col0\" class=\"data row7 col0\" >2.1740</td>\n",
       "      <td id=\"T_32606_row7_col1\" class=\"data row7 col1\" >0.0291</td>\n",
       "      <td id=\"T_32606_row7_col2\" class=\"data row7 col2\" >120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row8_col0\" class=\"data row8 col0\" >2.2207</td>\n",
       "      <td id=\"T_32606_row8_col1\" class=\"data row8 col1\" >0.0337</td>\n",
       "      <td id=\"T_32606_row8_col2\" class=\"data row8 col2\" >139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row9_col0\" class=\"data row9 col0\" >2.1811</td>\n",
       "      <td id=\"T_32606_row9_col1\" class=\"data row9 col1\" >0.0233</td>\n",
       "      <td id=\"T_32606_row9_col2\" class=\"data row9 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row10_col0\" class=\"data row10 col0\" >2.0475</td>\n",
       "      <td id=\"T_32606_row10_col1\" class=\"data row10 col1\" >0.0262</td>\n",
       "      <td id=\"T_32606_row10_col2\" class=\"data row10 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row11_col0\" class=\"data row11 col0\" >2.2743</td>\n",
       "      <td id=\"T_32606_row11_col1\" class=\"data row11 col1\" >0.0218</td>\n",
       "      <td id=\"T_32606_row11_col2\" class=\"data row11 col2\" >90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row12_col0\" class=\"data row12 col0\" >2.2627</td>\n",
       "      <td id=\"T_32606_row12_col1\" class=\"data row12 col1\" >0.0293</td>\n",
       "      <td id=\"T_32606_row12_col2\" class=\"data row12 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row13_col0\" class=\"data row13 col0\" >2.1068</td>\n",
       "      <td id=\"T_32606_row13_col1\" class=\"data row13 col1\" >0.0247</td>\n",
       "      <td id=\"T_32606_row13_col2\" class=\"data row13 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row14_col0\" class=\"data row14 col0\" >2.4459</td>\n",
       "      <td id=\"T_32606_row14_col1\" class=\"data row14 col1\" >0.0228</td>\n",
       "      <td id=\"T_32606_row14_col2\" class=\"data row14 col2\" >94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row15_col0\" class=\"data row15 col0\" >2.1280</td>\n",
       "      <td id=\"T_32606_row15_col1\" class=\"data row15 col1\" >0.0269</td>\n",
       "      <td id=\"T_32606_row15_col2\" class=\"data row15 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row16_col0\" class=\"data row16 col0\" >2.1193</td>\n",
       "      <td id=\"T_32606_row16_col1\" class=\"data row16 col1\" >0.0240</td>\n",
       "      <td id=\"T_32606_row16_col2\" class=\"data row16 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row17_col0\" class=\"data row17 col0\" >2.2280</td>\n",
       "      <td id=\"T_32606_row17_col1\" class=\"data row17 col1\" >0.0259</td>\n",
       "      <td id=\"T_32606_row17_col2\" class=\"data row17 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row18_col0\" class=\"data row18 col0\" >2.0336</td>\n",
       "      <td id=\"T_32606_row18_col1\" class=\"data row18 col1\" >0.0237</td>\n",
       "      <td id=\"T_32606_row18_col2\" class=\"data row18 col2\" >98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row19_col0\" class=\"data row19 col0\" >2.0195</td>\n",
       "      <td id=\"T_32606_row19_col1\" class=\"data row19 col1\" >0.0216</td>\n",
       "      <td id=\"T_32606_row19_col2\" class=\"data row19 col2\" >89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row20_col0\" class=\"data row20 col0\" >1.9898</td>\n",
       "      <td id=\"T_32606_row20_col1\" class=\"data row20 col1\" >0.0235</td>\n",
       "      <td id=\"T_32606_row20_col2\" class=\"data row20 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row21_col0\" class=\"data row21 col0\" >2.2270</td>\n",
       "      <td id=\"T_32606_row21_col1\" class=\"data row21 col1\" >0.0216</td>\n",
       "      <td id=\"T_32606_row21_col2\" class=\"data row21 col2\" >89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row22_col0\" class=\"data row22 col0\" >1.9244</td>\n",
       "      <td id=\"T_32606_row22_col1\" class=\"data row22 col1\" >0.0254</td>\n",
       "      <td id=\"T_32606_row22_col2\" class=\"data row22 col2\" >105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row23_col0\" class=\"data row23 col0\" >2.1509</td>\n",
       "      <td id=\"T_32606_row23_col1\" class=\"data row23 col1\" >0.0237</td>\n",
       "      <td id=\"T_32606_row23_col2\" class=\"data row23 col2\" >98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row24_col0\" class=\"data row24 col0\" >2.2223</td>\n",
       "      <td id=\"T_32606_row24_col1\" class=\"data row24 col1\" >0.0274</td>\n",
       "      <td id=\"T_32606_row24_col2\" class=\"data row24 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row25_col0\" class=\"data row25 col0\" >1.9654</td>\n",
       "      <td id=\"T_32606_row25_col1\" class=\"data row25 col1\" >0.0271</td>\n",
       "      <td id=\"T_32606_row25_col2\" class=\"data row25 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row26_col0\" class=\"data row26 col0\" >2.1085</td>\n",
       "      <td id=\"T_32606_row26_col1\" class=\"data row26 col1\" >0.0257</td>\n",
       "      <td id=\"T_32606_row26_col2\" class=\"data row26 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row27_col0\" class=\"data row27 col0\" >2.0332</td>\n",
       "      <td id=\"T_32606_row27_col1\" class=\"data row27 col1\" >0.0240</td>\n",
       "      <td id=\"T_32606_row27_col2\" class=\"data row27 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row28_col0\" class=\"data row28 col0\" >1.9262</td>\n",
       "      <td id=\"T_32606_row28_col1\" class=\"data row28 col1\" >0.0264</td>\n",
       "      <td id=\"T_32606_row28_col2\" class=\"data row28 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row29_col0\" class=\"data row29 col0\" >2.1139</td>\n",
       "      <td id=\"T_32606_row29_col1\" class=\"data row29 col1\" >0.0274</td>\n",
       "      <td id=\"T_32606_row29_col2\" class=\"data row29 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row30_col0\" class=\"data row30 col0\" >1.9025</td>\n",
       "      <td id=\"T_32606_row30_col1\" class=\"data row30 col1\" >0.0225</td>\n",
       "      <td id=\"T_32606_row30_col2\" class=\"data row30 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row31_col0\" class=\"data row31 col0\" >1.8628</td>\n",
       "      <td id=\"T_32606_row31_col1\" class=\"data row31 col1\" >0.0271</td>\n",
       "      <td id=\"T_32606_row31_col2\" class=\"data row31 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row32_col0\" class=\"data row32 col0\" >1.9501</td>\n",
       "      <td id=\"T_32606_row32_col1\" class=\"data row32 col1\" >0.0259</td>\n",
       "      <td id=\"T_32606_row32_col2\" class=\"data row32 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row33_col0\" class=\"data row33 col0\" >2.0231</td>\n",
       "      <td id=\"T_32606_row33_col1\" class=\"data row33 col1\" >0.0206</td>\n",
       "      <td id=\"T_32606_row33_col2\" class=\"data row33 col2\" >85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row34_col0\" class=\"data row34 col0\" >1.8622</td>\n",
       "      <td id=\"T_32606_row34_col1\" class=\"data row34 col1\" >0.0271</td>\n",
       "      <td id=\"T_32606_row34_col2\" class=\"data row34 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row35_col0\" class=\"data row35 col0\" >1.8137</td>\n",
       "      <td id=\"T_32606_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "      <td id=\"T_32606_row35_col2\" class=\"data row35 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row36_col0\" class=\"data row36 col0\" >2.0399</td>\n",
       "      <td id=\"T_32606_row36_col1\" class=\"data row36 col1\" >0.0259</td>\n",
       "      <td id=\"T_32606_row36_col2\" class=\"data row36 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row37_col0\" class=\"data row37 col0\" >1.6392</td>\n",
       "      <td id=\"T_32606_row37_col1\" class=\"data row37 col1\" >0.0218</td>\n",
       "      <td id=\"T_32606_row37_col2\" class=\"data row37 col2\" >90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row38_col0\" class=\"data row38 col0\" >1.7221</td>\n",
       "      <td id=\"T_32606_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_32606_row38_col2\" class=\"data row38 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_32606_row39_col0\" class=\"data row39 col0\" >1.6019</td>\n",
       "      <td id=\"T_32606_row39_col1\" class=\"data row39 col1\" >0.0240</td>\n",
       "      <td id=\"T_32606_row39_col2\" class=\"data row39 col2\" >99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_a46fa\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_a46fa_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a46fa_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_a46fa_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_a46fa_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.049e+00</th>\n",
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       "    <tr>\n",
       "      <th id=\"T_a46fa_level0_row1\" class=\"row_heading level0 row1\" >1.049e+00 < x <= 1.093e+00</th>\n",
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       "      <td id=\"T_a46fa_row1_col1\" class=\"data row1 col1\" >0.2250</td>\n",
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       "      <th id=\"T_a46fa_level0_row2\" class=\"row_heading level0 row2\" >1.093e+00 < x <= 1.139e+00</th>\n",
       "      <td id=\"T_a46fa_row2_col0\" class=\"data row2 col0\" >1.9857</td>\n",
       "      <td id=\"T_a46fa_row2_col1\" class=\"data row2 col1\" >0.1249</td>\n",
       "      <td id=\"T_a46fa_row2_col2\" class=\"data row2 col2\" >1547</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_a46fa_level0_row3\" class=\"row_heading level0 row3\" >1.139e+00 < x <= 1.273e+00</th>\n",
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       "      <td id=\"T_a46fa_row3_col1\" class=\"data row3 col1\" >0.1000</td>\n",
       "      <td id=\"T_a46fa_row3_col2\" class=\"data row3 col2\" >1238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_a46fa_level0_row4\" class=\"row_heading level0 row4\" >1.273e+00 < x</th>\n",
       "      <td id=\"T_a46fa_row4_col0\" class=\"data row4 col0\" >1.6446</td>\n",
       "      <td id=\"T_a46fa_row4_col1\" class=\"data row4 col1\" >0.0501</td>\n",
       "      <td id=\"T_a46fa_row4_col2\" class=\"data row4 col2\" >620</td>\n",
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       "<table id=\"T_c9241\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_c9241_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_c9241_row0_col0\" class=\"data row0 col0\" >2.1526</td>\n",
       "      <td id=\"T_c9241_row0_col1\" class=\"data row0 col1\" >0.5029</td>\n",
       "      <td id=\"T_c9241_row0_col2\" class=\"data row0 col2\" >2076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c9241_row1_col0\" class=\"data row1 col0\" >2.0582</td>\n",
       "      <td id=\"T_c9241_row1_col1\" class=\"data row1 col1\" >0.2248</td>\n",
       "      <td id=\"T_c9241_row1_col2\" class=\"data row1 col2\" >928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c9241_row2_col0\" class=\"data row2 col0\" >1.9707</td>\n",
       "      <td id=\"T_c9241_row2_col1\" class=\"data row2 col1\" >0.1235</td>\n",
       "      <td id=\"T_c9241_row2_col2\" class=\"data row2 col2\" >510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c9241_row3_col0\" class=\"data row3 col0\" >1.8475</td>\n",
       "      <td id=\"T_c9241_row3_col1\" class=\"data row3 col1\" >0.0998</td>\n",
       "      <td id=\"T_c9241_row3_col2\" class=\"data row3 col2\" >412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c9241_row4_col0\" class=\"data row4 col0\" >1.6632</td>\n",
       "      <td id=\"T_c9241_row4_col1\" class=\"data row4 col1\" >0.0489</td>\n",
       "      <td id=\"T_c9241_row4_col2\" class=\"data row4 col2\" >202</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Numerical('Population') (5/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_40b57_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_40b57_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row0\" class=\"row_heading level0 row0\" >x <= 2.08e+02</th>\n",
       "      <td id=\"T_40b57_row0_col0\" class=\"data row0 col0\" >1.9050</td>\n",
       "      <td id=\"T_40b57_row0_col1\" class=\"data row0 col1\" >0.0251</td>\n",
       "      <td id=\"T_40b57_row0_col2\" class=\"data row0 col2\" >311</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row1\" class=\"row_heading level0 row1\" >2.08e+02 < x <= 3.53e+02</th>\n",
       "      <td id=\"T_40b57_row1_col0\" class=\"data row1 col0\" >2.0277</td>\n",
       "      <td id=\"T_40b57_row1_col1\" class=\"data row1 col1\" >0.0251</td>\n",
       "      <td id=\"T_40b57_row1_col2\" class=\"data row1 col2\" >311</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row2\" class=\"row_heading level0 row2\" >3.53e+02 < x <= 4.42e+02</th>\n",
       "      <td id=\"T_40b57_row2_col0\" class=\"data row2 col0\" >2.0655</td>\n",
       "      <td id=\"T_40b57_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row2_col2\" class=\"data row2 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row3\" class=\"row_heading level0 row3\" >4.42e+02 < x <= 5.12e+02</th>\n",
       "      <td id=\"T_40b57_row3_col0\" class=\"data row3 col0\" >2.2067</td>\n",
       "      <td id=\"T_40b57_row3_col1\" class=\"data row3 col1\" >0.0249</td>\n",
       "      <td id=\"T_40b57_row3_col2\" class=\"data row3 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row4\" class=\"row_heading level0 row4\" >5.12e+02 < x <= 5.75e+02</th>\n",
       "      <td id=\"T_40b57_row4_col0\" class=\"data row4 col0\" >2.1327</td>\n",
       "      <td id=\"T_40b57_row4_col1\" class=\"data row4 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row4_col2\" class=\"data row4 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row5\" class=\"row_heading level0 row5\" >5.75e+02 < x <= 6.27e+02</th>\n",
       "      <td id=\"T_40b57_row5_col0\" class=\"data row5 col0\" >2.0731</td>\n",
       "      <td id=\"T_40b57_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row5_col2\" class=\"data row5 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row6\" class=\"row_heading level0 row6\" >6.27e+02 < x <= 6.75e+02</th>\n",
       "      <td id=\"T_40b57_row6_col0\" class=\"data row6 col0\" >2.3627</td>\n",
       "      <td id=\"T_40b57_row6_col1\" class=\"data row6 col1\" >0.0249</td>\n",
       "      <td id=\"T_40b57_row6_col2\" class=\"data row6 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row7\" class=\"row_heading level0 row7\" >6.75e+02 < x <= 7.16e+02</th>\n",
       "      <td id=\"T_40b57_row7_col0\" class=\"data row7 col0\" >2.2006</td>\n",
       "      <td id=\"T_40b57_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row7_col2\" class=\"data row7 col2\" >309</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_40b57_row8_col0\" class=\"data row8 col0\" >2.0900</td>\n",
       "      <td id=\"T_40b57_row8_col1\" class=\"data row8 col1\" >0.0253</td>\n",
       "      <td id=\"T_40b57_row8_col2\" class=\"data row8 col2\" >313</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row9\" class=\"row_heading level0 row9\" >7.56e+02 < x <= 7.94e+02</th>\n",
       "      <td id=\"T_40b57_row9_col0\" class=\"data row9 col0\" >2.0191</td>\n",
       "      <td id=\"T_40b57_row9_col1\" class=\"data row9 col1\" >0.0251</td>\n",
       "      <td id=\"T_40b57_row9_col2\" class=\"data row9 col2\" >311</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row10\" class=\"row_heading level0 row10\" >7.94e+02 < x <= 8.32e+02</th>\n",
       "      <td id=\"T_40b57_row10_col0\" class=\"data row10 col0\" >2.3248</td>\n",
       "      <td id=\"T_40b57_row10_col1\" class=\"data row10 col1\" >0.0251</td>\n",
       "      <td id=\"T_40b57_row10_col2\" class=\"data row10 col2\" >311</td>\n",
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       "      <td id=\"T_40b57_row11_col0\" class=\"data row11 col0\" >2.0763</td>\n",
       "      <td id=\"T_40b57_row11_col1\" class=\"data row11 col1\" >0.0253</td>\n",
       "      <td id=\"T_40b57_row11_col2\" class=\"data row11 col2\" >313</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row12\" class=\"row_heading level0 row12\" >8.67e+02 < x <= 9.02e+02</th>\n",
       "      <td id=\"T_40b57_row12_col0\" class=\"data row12 col0\" >2.0313</td>\n",
       "      <td id=\"T_40b57_row12_col1\" class=\"data row12 col1\" >0.0247</td>\n",
       "      <td id=\"T_40b57_row12_col2\" class=\"data row12 col2\" >306</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row13\" class=\"row_heading level0 row13\" >9.02e+02 < x <= 9.40e+02</th>\n",
       "      <td id=\"T_40b57_row13_col0\" class=\"data row13 col0\" >2.1185</td>\n",
       "      <td id=\"T_40b57_row13_col1\" class=\"data row13 col1\" >0.0247</td>\n",
       "      <td id=\"T_40b57_row13_col2\" class=\"data row13 col2\" >306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row14\" class=\"row_heading level0 row14\" >9.40e+02 < x <= 9.78e+02</th>\n",
       "      <td id=\"T_40b57_row14_col0\" class=\"data row14 col0\" >2.1790</td>\n",
       "      <td id=\"T_40b57_row14_col1\" class=\"data row14 col1\" >0.0253</td>\n",
       "      <td id=\"T_40b57_row14_col2\" class=\"data row14 col2\" >313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row15\" class=\"row_heading level0 row15\" >9.78e+02 < x <= 1.02e+03</th>\n",
       "      <td id=\"T_40b57_row15_col0\" class=\"data row15 col0\" >2.0746</td>\n",
       "      <td id=\"T_40b57_row15_col1\" class=\"data row15 col1\" >0.0249</td>\n",
       "      <td id=\"T_40b57_row15_col2\" class=\"data row15 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row16\" class=\"row_heading level0 row16\" >1.02e+03 < x <= 1.06e+03</th>\n",
       "      <td id=\"T_40b57_row16_col0\" class=\"data row16 col0\" >1.9522</td>\n",
       "      <td id=\"T_40b57_row16_col1\" class=\"data row16 col1\" >0.0247</td>\n",
       "      <td id=\"T_40b57_row16_col2\" class=\"data row16 col2\" >306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row17\" class=\"row_heading level0 row17\" >1.06e+03 < x <= 1.09e+03</th>\n",
       "      <td id=\"T_40b57_row17_col0\" class=\"data row17 col0\" >2.1186</td>\n",
       "      <td id=\"T_40b57_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row17_col2\" class=\"data row17 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row18\" class=\"row_heading level0 row18\" >1.09e+03 < x <= 1.13e+03</th>\n",
       "      <td id=\"T_40b57_row18_col0\" class=\"data row18 col0\" >2.0592</td>\n",
       "      <td id=\"T_40b57_row18_col1\" class=\"data row18 col1\" >0.0252</td>\n",
       "      <td id=\"T_40b57_row18_col2\" class=\"data row18 col2\" >312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row19\" class=\"row_heading level0 row19\" >1.13e+03 < x <= 1.17e+03</th>\n",
       "      <td id=\"T_40b57_row19_col0\" class=\"data row19 col0\" >2.0640</td>\n",
       "      <td id=\"T_40b57_row19_col1\" class=\"data row19 col1\" >0.0252</td>\n",
       "      <td id=\"T_40b57_row19_col2\" class=\"data row19 col2\" >312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row20\" class=\"row_heading level0 row20\" >1.17e+03 < x <= 1.22e+03</th>\n",
       "      <td id=\"T_40b57_row20_col0\" class=\"data row20 col0\" >2.0134</td>\n",
       "      <td id=\"T_40b57_row20_col1\" class=\"data row20 col1\" >0.0249</td>\n",
       "      <td id=\"T_40b57_row20_col2\" class=\"data row20 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row21\" class=\"row_heading level0 row21\" >1.22e+03 < x <= 1.26e+03</th>\n",
       "      <td id=\"T_40b57_row21_col0\" class=\"data row21 col0\" >2.1690</td>\n",
       "      <td id=\"T_40b57_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row21_col2\" class=\"data row21 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row22\" class=\"row_heading level0 row22\" >1.26e+03 < x <= 1.30e+03</th>\n",
       "      <td id=\"T_40b57_row22_col0\" class=\"data row22 col0\" >2.0558</td>\n",
       "      <td id=\"T_40b57_row22_col1\" class=\"data row22 col1\" >0.0248</td>\n",
       "      <td id=\"T_40b57_row22_col2\" class=\"data row22 col2\" >307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row23\" class=\"row_heading level0 row23\" >1.30e+03 < x <= 1.35e+03</th>\n",
       "      <td id=\"T_40b57_row23_col0\" class=\"data row23 col0\" >1.9711</td>\n",
       "      <td id=\"T_40b57_row23_col1\" class=\"data row23 col1\" >0.0249</td>\n",
       "      <td id=\"T_40b57_row23_col2\" class=\"data row23 col2\" >308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row24\" class=\"row_heading level0 row24\" >1.35e+03 < x <= 1.41e+03</th>\n",
       "      <td id=\"T_40b57_row24_col0\" class=\"data row24 col0\" >2.0185</td>\n",
       "      <td id=\"T_40b57_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row24_col2\" class=\"data row24 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row25\" class=\"row_heading level0 row25\" >1.41e+03 < x <= 1.46e+03</th>\n",
       "      <td id=\"T_40b57_row25_col0\" class=\"data row25 col0\" >2.0004</td>\n",
       "      <td id=\"T_40b57_row25_col1\" class=\"data row25 col1\" >0.0251</td>\n",
       "      <td id=\"T_40b57_row25_col2\" class=\"data row25 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row26\" class=\"row_heading level0 row26\" >1.46e+03 < x <= 1.52e+03</th>\n",
       "      <td id=\"T_40b57_row26_col0\" class=\"data row26 col0\" >2.0911</td>\n",
       "      <td id=\"T_40b57_row26_col1\" class=\"data row26 col1\" >0.0248</td>\n",
       "      <td id=\"T_40b57_row26_col2\" class=\"data row26 col2\" >307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row27\" class=\"row_heading level0 row27\" >1.52e+03 < x <= 1.59e+03</th>\n",
       "      <td id=\"T_40b57_row27_col0\" class=\"data row27 col0\" >2.1322</td>\n",
       "      <td id=\"T_40b57_row27_col1\" class=\"data row27 col1\" >0.0254</td>\n",
       "      <td id=\"T_40b57_row27_col2\" class=\"data row27 col2\" >315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row28\" class=\"row_heading level0 row28\" >1.59e+03 < x <= 1.66e+03</th>\n",
       "      <td id=\"T_40b57_row28_col0\" class=\"data row28 col0\" >1.9949</td>\n",
       "      <td id=\"T_40b57_row28_col1\" class=\"data row28 col1\" >0.0246</td>\n",
       "      <td id=\"T_40b57_row28_col2\" class=\"data row28 col2\" >305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row29\" class=\"row_heading level0 row29\" >1.66e+03 < x <= 1.73e+03</th>\n",
       "      <td id=\"T_40b57_row29_col0\" class=\"data row29 col0\" >2.0233</td>\n",
       "      <td id=\"T_40b57_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row29_col2\" class=\"data row29 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row30\" class=\"row_heading level0 row30\" >1.73e+03 < x <= 1.82e+03</th>\n",
       "      <td id=\"T_40b57_row30_col0\" class=\"data row30 col0\" >1.8946</td>\n",
       "      <td id=\"T_40b57_row30_col1\" class=\"data row30 col1\" >0.0253</td>\n",
       "      <td id=\"T_40b57_row30_col2\" class=\"data row30 col2\" >313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row31\" class=\"row_heading level0 row31\" >1.82e+03 < x <= 1.91e+03</th>\n",
       "      <td id=\"T_40b57_row31_col0\" class=\"data row31 col0\" >1.9504</td>\n",
       "      <td id=\"T_40b57_row31_col1\" class=\"data row31 col1\" >0.0247</td>\n",
       "      <td id=\"T_40b57_row31_col2\" class=\"data row31 col2\" >306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row32\" class=\"row_heading level0 row32\" >1.91e+03 < x <= 2.02e+03</th>\n",
       "      <td id=\"T_40b57_row32_col0\" class=\"data row32 col0\" >2.0074</td>\n",
       "      <td id=\"T_40b57_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row32_col2\" class=\"data row32 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row33\" class=\"row_heading level0 row33\" >2.02e+03 < x <= 2.16e+03</th>\n",
       "      <td id=\"T_40b57_row33_col0\" class=\"data row33 col0\" >2.0213</td>\n",
       "      <td id=\"T_40b57_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row33_col2\" class=\"data row33 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row34\" class=\"row_heading level0 row34\" >2.16e+03 < x <= 2.32e+03</th>\n",
       "      <td id=\"T_40b57_row34_col0\" class=\"data row34 col0\" >2.0541</td>\n",
       "      <td id=\"T_40b57_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row34_col2\" class=\"data row34 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row35\" class=\"row_heading level0 row35\" >2.32e+03 < x <= 2.56e+03</th>\n",
       "      <td id=\"T_40b57_row35_col0\" class=\"data row35 col0\" >2.0757</td>\n",
       "      <td id=\"T_40b57_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row35_col2\" class=\"data row35 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row36\" class=\"row_heading level0 row36\" >2.56e+03 < x <= 2.86e+03</th>\n",
       "      <td id=\"T_40b57_row36_col0\" class=\"data row36 col0\" >2.0142</td>\n",
       "      <td id=\"T_40b57_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row36_col2\" class=\"data row36 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row37\" class=\"row_heading level0 row37\" >2.86e+03 < x <= 3.28e+03</th>\n",
       "      <td id=\"T_40b57_row37_col0\" class=\"data row37 col0\" >1.9196</td>\n",
       "      <td id=\"T_40b57_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row37_col2\" class=\"data row37 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row38\" class=\"row_heading level0 row38\" >3.28e+03 < x <= 4.25e+03</th>\n",
       "      <td id=\"T_40b57_row38_col0\" class=\"data row38 col0\" >2.0439</td>\n",
       "      <td id=\"T_40b57_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row38_col2\" class=\"data row38 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_40b57_level0_row39\" class=\"row_heading level0 row39\" >4.25e+03 < x</th>\n",
       "      <td id=\"T_40b57_row39_col0\" class=\"data row39 col0\" >2.0010</td>\n",
       "      <td id=\"T_40b57_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "      <td id=\"T_40b57_row39_col2\" class=\"data row39 col2\" >310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "#T_dbcef_row37_col1, #T_dbcef_row37_col2 {\n",
       "  background-color: #4961d2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_dbcef\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_dbcef_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_dbcef_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_dbcef_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row0_col0\" class=\"data row0 col0\" >1.9895</td>\n",
       "      <td id=\"T_dbcef_row0_col1\" class=\"data row0 col1\" >0.0269</td>\n",
       "      <td id=\"T_dbcef_row0_col2\" class=\"data row0 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row1_col0\" class=\"data row1 col0\" >1.8189</td>\n",
       "      <td id=\"T_dbcef_row1_col1\" class=\"data row1 col1\" >0.0271</td>\n",
       "      <td id=\"T_dbcef_row1_col2\" class=\"data row1 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row2_col0\" class=\"data row2 col0\" >2.1479</td>\n",
       "      <td id=\"T_dbcef_row2_col1\" class=\"data row2 col1\" >0.0271</td>\n",
       "      <td id=\"T_dbcef_row2_col2\" class=\"data row2 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row3_col0\" class=\"data row3 col0\" >2.2434</td>\n",
       "      <td id=\"T_dbcef_row3_col1\" class=\"data row3 col1\" >0.0266</td>\n",
       "      <td id=\"T_dbcef_row3_col2\" class=\"data row3 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row4_col0\" class=\"data row4 col0\" >2.1281</td>\n",
       "      <td id=\"T_dbcef_row4_col1\" class=\"data row4 col1\" >0.0269</td>\n",
       "      <td id=\"T_dbcef_row4_col2\" class=\"data row4 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row5_col0\" class=\"data row5 col0\" >2.2908</td>\n",
       "      <td id=\"T_dbcef_row5_col1\" class=\"data row5 col1\" >0.0257</td>\n",
       "      <td id=\"T_dbcef_row5_col2\" class=\"data row5 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row6_col0\" class=\"data row6 col0\" >2.0926</td>\n",
       "      <td id=\"T_dbcef_row6_col1\" class=\"data row6 col1\" >0.0283</td>\n",
       "      <td id=\"T_dbcef_row6_col2\" class=\"data row6 col2\" >117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row7_col0\" class=\"data row7 col0\" >2.1757</td>\n",
       "      <td id=\"T_dbcef_row7_col1\" class=\"data row7 col1\" >0.0213</td>\n",
       "      <td id=\"T_dbcef_row7_col2\" class=\"data row7 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row8_col0\" class=\"data row8 col0\" >2.2182</td>\n",
       "      <td id=\"T_dbcef_row8_col1\" class=\"data row8 col1\" >0.0259</td>\n",
       "      <td id=\"T_dbcef_row8_col2\" class=\"data row8 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row9_col0\" class=\"data row9 col0\" >2.1433</td>\n",
       "      <td id=\"T_dbcef_row9_col1\" class=\"data row9 col1\" >0.0286</td>\n",
       "      <td id=\"T_dbcef_row9_col2\" class=\"data row9 col2\" >118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row10_col0\" class=\"data row10 col0\" >2.0769</td>\n",
       "      <td id=\"T_dbcef_row10_col1\" class=\"data row10 col1\" >0.0293</td>\n",
       "      <td id=\"T_dbcef_row10_col2\" class=\"data row10 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row11_col0\" class=\"data row11 col0\" >2.1889</td>\n",
       "      <td id=\"T_dbcef_row11_col1\" class=\"data row11 col1\" >0.0240</td>\n",
       "      <td id=\"T_dbcef_row11_col2\" class=\"data row11 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row12_col0\" class=\"data row12 col0\" >2.0488</td>\n",
       "      <td id=\"T_dbcef_row12_col1\" class=\"data row12 col1\" >0.0218</td>\n",
       "      <td id=\"T_dbcef_row12_col2\" class=\"data row12 col2\" >90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row13_col0\" class=\"data row13 col0\" >2.1585</td>\n",
       "      <td id=\"T_dbcef_row13_col1\" class=\"data row13 col1\" >0.0247</td>\n",
       "      <td id=\"T_dbcef_row13_col2\" class=\"data row13 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row14_col0\" class=\"data row14 col0\" >2.0699</td>\n",
       "      <td id=\"T_dbcef_row14_col1\" class=\"data row14 col1\" >0.0259</td>\n",
       "      <td id=\"T_dbcef_row14_col2\" class=\"data row14 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row15_col0\" class=\"data row15 col0\" >2.0396</td>\n",
       "      <td id=\"T_dbcef_row15_col1\" class=\"data row15 col1\" >0.0247</td>\n",
       "      <td id=\"T_dbcef_row15_col2\" class=\"data row15 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row16_col0\" class=\"data row16 col0\" >1.9843</td>\n",
       "      <td id=\"T_dbcef_row16_col1\" class=\"data row16 col1\" >0.0254</td>\n",
       "      <td id=\"T_dbcef_row16_col2\" class=\"data row16 col2\" >105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row17_col0\" class=\"data row17 col0\" >2.1062</td>\n",
       "      <td id=\"T_dbcef_row17_col1\" class=\"data row17 col1\" >0.0213</td>\n",
       "      <td id=\"T_dbcef_row17_col2\" class=\"data row17 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row18_col0\" class=\"data row18 col0\" >1.9823</td>\n",
       "      <td id=\"T_dbcef_row18_col1\" class=\"data row18 col1\" >0.0242</td>\n",
       "      <td id=\"T_dbcef_row18_col2\" class=\"data row18 col2\" >100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row19_col0\" class=\"data row19 col0\" >2.1353</td>\n",
       "      <td id=\"T_dbcef_row19_col1\" class=\"data row19 col1\" >0.0271</td>\n",
       "      <td id=\"T_dbcef_row19_col2\" class=\"data row19 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row20_col0\" class=\"data row20 col0\" >2.1132</td>\n",
       "      <td id=\"T_dbcef_row20_col1\" class=\"data row20 col1\" >0.0230</td>\n",
       "      <td id=\"T_dbcef_row20_col2\" class=\"data row20 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row21_col0\" class=\"data row21 col0\" >1.9696</td>\n",
       "      <td id=\"T_dbcef_row21_col1\" class=\"data row21 col1\" >0.0252</td>\n",
       "      <td id=\"T_dbcef_row21_col2\" class=\"data row21 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row22_col0\" class=\"data row22 col0\" >2.1243</td>\n",
       "      <td id=\"T_dbcef_row22_col1\" class=\"data row22 col1\" >0.0196</td>\n",
       "      <td id=\"T_dbcef_row22_col2\" class=\"data row22 col2\" >81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row23_col0\" class=\"data row23 col0\" >1.9774</td>\n",
       "      <td id=\"T_dbcef_row23_col1\" class=\"data row23 col1\" >0.0245</td>\n",
       "      <td id=\"T_dbcef_row23_col2\" class=\"data row23 col2\" >101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row24_col0\" class=\"data row24 col0\" >1.8002</td>\n",
       "      <td id=\"T_dbcef_row24_col1\" class=\"data row24 col1\" >0.0245</td>\n",
       "      <td id=\"T_dbcef_row24_col2\" class=\"data row24 col2\" >101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row25_col0\" class=\"data row25 col0\" >2.1500</td>\n",
       "      <td id=\"T_dbcef_row25_col1\" class=\"data row25 col1\" >0.0264</td>\n",
       "      <td id=\"T_dbcef_row25_col2\" class=\"data row25 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row26_col0\" class=\"data row26 col0\" >1.9471</td>\n",
       "      <td id=\"T_dbcef_row26_col1\" class=\"data row26 col1\" >0.0293</td>\n",
       "      <td id=\"T_dbcef_row26_col2\" class=\"data row26 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row27_col0\" class=\"data row27 col0\" >1.9535</td>\n",
       "      <td id=\"T_dbcef_row27_col1\" class=\"data row27 col1\" >0.0262</td>\n",
       "      <td id=\"T_dbcef_row27_col2\" class=\"data row27 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row28_col0\" class=\"data row28 col0\" >2.0915</td>\n",
       "      <td id=\"T_dbcef_row28_col1\" class=\"data row28 col1\" >0.0274</td>\n",
       "      <td id=\"T_dbcef_row28_col2\" class=\"data row28 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row29_col0\" class=\"data row29 col0\" >2.0390</td>\n",
       "      <td id=\"T_dbcef_row29_col1\" class=\"data row29 col1\" >0.0228</td>\n",
       "      <td id=\"T_dbcef_row29_col2\" class=\"data row29 col2\" >94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row30_col0\" class=\"data row30 col0\" >2.1380</td>\n",
       "      <td id=\"T_dbcef_row30_col1\" class=\"data row30 col1\" >0.0211</td>\n",
       "      <td id=\"T_dbcef_row30_col2\" class=\"data row30 col2\" >87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row31_col0\" class=\"data row31 col0\" >1.9706</td>\n",
       "      <td id=\"T_dbcef_row31_col1\" class=\"data row31 col1\" >0.0203</td>\n",
       "      <td id=\"T_dbcef_row31_col2\" class=\"data row31 col2\" >84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row32_col0\" class=\"data row32 col0\" >1.8717</td>\n",
       "      <td id=\"T_dbcef_row32_col1\" class=\"data row32 col1\" >0.0264</td>\n",
       "      <td id=\"T_dbcef_row32_col2\" class=\"data row32 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row33_col0\" class=\"data row33 col0\" >1.9082</td>\n",
       "      <td id=\"T_dbcef_row33_col1\" class=\"data row33 col1\" >0.0247</td>\n",
       "      <td id=\"T_dbcef_row33_col2\" class=\"data row33 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row34_col0\" class=\"data row34 col0\" >2.0895</td>\n",
       "      <td id=\"T_dbcef_row34_col1\" class=\"data row34 col1\" >0.0233</td>\n",
       "      <td id=\"T_dbcef_row34_col2\" class=\"data row34 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row35_col0\" class=\"data row35 col0\" >1.8131</td>\n",
       "      <td id=\"T_dbcef_row35_col1\" class=\"data row35 col1\" >0.0266</td>\n",
       "      <td id=\"T_dbcef_row35_col2\" class=\"data row35 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row36_col0\" class=\"data row36 col0\" >2.0019</td>\n",
       "      <td id=\"T_dbcef_row36_col1\" class=\"data row36 col1\" >0.0269</td>\n",
       "      <td id=\"T_dbcef_row36_col2\" class=\"data row36 col2\" >111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row37_col0\" class=\"data row37 col0\" >2.0234</td>\n",
       "      <td id=\"T_dbcef_row37_col1\" class=\"data row37 col1\" >0.0201</td>\n",
       "      <td id=\"T_dbcef_row37_col2\" class=\"data row37 col2\" >83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row38_col0\" class=\"data row38 col0\" >2.1558</td>\n",
       "      <td id=\"T_dbcef_row38_col1\" class=\"data row38 col1\" >0.0262</td>\n",
       "      <td id=\"T_dbcef_row38_col2\" class=\"data row38 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_dbcef_row39_col0\" class=\"data row39 col0\" >2.0339</td>\n",
       "      <td id=\"T_dbcef_row39_col1\" class=\"data row39 col1\" >0.0225</td>\n",
       "      <td id=\"T_dbcef_row39_col2\" class=\"data row39 col2\" >93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "<table id=\"T_31610\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_31610_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_96bb4_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_96bb4_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_96bb4_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_96bb4_row0_col0\" class=\"data row0 col0\" >1.9038</td>\n",
       "      <td id=\"T_96bb4_row0_col1\" class=\"data row0 col1\" >0.0540</td>\n",
       "      <td id=\"T_96bb4_row0_col2\" class=\"data row0 col2\" >223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96bb4_row1_col0\" class=\"data row1 col0\" >2.1659</td>\n",
       "      <td id=\"T_96bb4_row1_col1\" class=\"data row1 col1\" >0.2398</td>\n",
       "      <td id=\"T_96bb4_row1_col2\" class=\"data row1 col2\" >990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96bb4_row2_col0\" class=\"data row2 col0\" >2.0445</td>\n",
       "      <td id=\"T_96bb4_row2_col1\" class=\"data row2 col1\" >0.4680</td>\n",
       "      <td id=\"T_96bb4_row2_col2\" class=\"data row2 col2\" >1932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96bb4_row3_col0\" class=\"data row3 col0\" >1.9639</td>\n",
       "      <td id=\"T_96bb4_row3_col1\" class=\"data row3 col1\" >0.0925</td>\n",
       "      <td id=\"T_96bb4_row3_col2\" class=\"data row3 col2\" >382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_96bb4_row4_col0\" class=\"data row4 col0\" >2.0169</td>\n",
       "      <td id=\"T_96bb4_row4_col1\" class=\"data row4 col1\" >0.1456</td>\n",
       "      <td id=\"T_96bb4_row4_col2\" class=\"data row4 col2\" >601</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Numerical('AveOccup') (6/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_71dc0_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_71dc0_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.699e+00</th>\n",
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       "      <td id=\"T_71dc0_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row0_col2\" class=\"data row0 col2\" >310</td>\n",
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       "      <td id=\"T_71dc0_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row1_col2\" class=\"data row1 col2\" >310</td>\n",
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       "      <th id=\"T_71dc0_level0_row2\" class=\"row_heading level0 row2\" >1.868e+00 < x <= 1.976e+00</th>\n",
       "      <td id=\"T_71dc0_row2_col0\" class=\"data row2 col0\" >2.6979</td>\n",
       "      <td id=\"T_71dc0_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row2_col2\" class=\"data row2 col2\" >309</td>\n",
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       "      <td id=\"T_71dc0_row3_col0\" class=\"data row3 col0\" >2.5558</td>\n",
       "      <td id=\"T_71dc0_row3_col1\" class=\"data row3 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row3_col2\" class=\"data row3 col2\" >310</td>\n",
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       "      <th id=\"T_71dc0_level0_row4\" class=\"row_heading level0 row4\" >2.071e+00 < x <= 2.161e+00</th>\n",
       "      <td id=\"T_71dc0_row4_col0\" class=\"data row4 col0\" >2.4582</td>\n",
       "      <td id=\"T_71dc0_row4_col1\" class=\"data row4 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row4_col2\" class=\"data row4 col2\" >309</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_71dc0_row5_col0\" class=\"data row5 col0\" >2.2757</td>\n",
       "      <td id=\"T_71dc0_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row5_col2\" class=\"data row5 col2\" >310</td>\n",
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       "      <th id=\"T_71dc0_level0_row6\" class=\"row_heading level0 row6\" >2.228e+00 < x <= 2.288e+00</th>\n",
       "      <td id=\"T_71dc0_row6_col0\" class=\"data row6 col0\" >2.3592</td>\n",
       "      <td id=\"T_71dc0_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row6_col2\" class=\"data row6 col2\" >310</td>\n",
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       "      <td id=\"T_71dc0_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row7_col2\" class=\"data row7 col2\" >309</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_71dc0_row8_col0\" class=\"data row8 col0\" >2.1371</td>\n",
       "      <td id=\"T_71dc0_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row8_col2\" class=\"data row8 col2\" >310</td>\n",
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       "      <td id=\"T_71dc0_row9_col0\" class=\"data row9 col0\" >2.2708</td>\n",
       "      <td id=\"T_71dc0_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row9_col2\" class=\"data row9 col2\" >309</td>\n",
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       "      <td id=\"T_71dc0_row10_col0\" class=\"data row10 col0\" >2.1989</td>\n",
       "      <td id=\"T_71dc0_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row10_col2\" class=\"data row10 col2\" >310</td>\n",
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       "      <td id=\"T_71dc0_row11_col0\" class=\"data row11 col0\" >2.1564</td>\n",
       "      <td id=\"T_71dc0_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row11_col2\" class=\"data row11 col2\" >309</td>\n",
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       "      <th id=\"T_71dc0_level0_row12\" class=\"row_heading level0 row12\" >2.515e+00 < x <= 2.557e+00</th>\n",
       "      <td id=\"T_71dc0_row12_col0\" class=\"data row12 col0\" >2.1279</td>\n",
       "      <td id=\"T_71dc0_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row12_col2\" class=\"data row12 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row13\" class=\"row_heading level0 row13\" >2.557e+00 < x <= 2.598e+00</th>\n",
       "      <td id=\"T_71dc0_row13_col0\" class=\"data row13 col0\" >2.2428</td>\n",
       "      <td id=\"T_71dc0_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row13_col2\" class=\"data row13 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row14\" class=\"row_heading level0 row14\" >2.598e+00 < x <= 2.639e+00</th>\n",
       "      <td id=\"T_71dc0_row14_col0\" class=\"data row14 col0\" >2.1116</td>\n",
       "      <td id=\"T_71dc0_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row14_col2\" class=\"data row14 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row15\" class=\"row_heading level0 row15\" >2.639e+00 < x <= 2.674e+00</th>\n",
       "      <td id=\"T_71dc0_row15_col0\" class=\"data row15 col0\" >2.2343</td>\n",
       "      <td id=\"T_71dc0_row15_col1\" class=\"data row15 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row15_col2\" class=\"data row15 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row16\" class=\"row_heading level0 row16\" >2.674e+00 < x <= 2.712e+00</th>\n",
       "      <td id=\"T_71dc0_row16_col0\" class=\"data row16 col0\" >2.0489</td>\n",
       "      <td id=\"T_71dc0_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row16_col2\" class=\"data row16 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row17\" class=\"row_heading level0 row17\" >2.712e+00 < x <= 2.746e+00</th>\n",
       "      <td id=\"T_71dc0_row17_col0\" class=\"data row17 col0\" >2.2196</td>\n",
       "      <td id=\"T_71dc0_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row17_col2\" class=\"data row17 col2\" >310</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row18\" class=\"row_heading level0 row18\" >2.746e+00 < x <= 2.784e+00</th>\n",
       "      <td id=\"T_71dc0_row18_col0\" class=\"data row18 col0\" >2.1211</td>\n",
       "      <td id=\"T_71dc0_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row18_col2\" class=\"data row18 col2\" >309</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row19\" class=\"row_heading level0 row19\" >2.784e+00 < x <= 2.824e+00</th>\n",
       "      <td id=\"T_71dc0_row19_col0\" class=\"data row19 col0\" >2.2645</td>\n",
       "      <td id=\"T_71dc0_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row19_col2\" class=\"data row19 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row20\" class=\"row_heading level0 row20\" >2.824e+00 < x <= 2.861e+00</th>\n",
       "      <td id=\"T_71dc0_row20_col0\" class=\"data row20 col0\" >2.1565</td>\n",
       "      <td id=\"T_71dc0_row20_col1\" class=\"data row20 col1\" >0.0251</td>\n",
       "      <td id=\"T_71dc0_row20_col2\" class=\"data row20 col2\" >311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row21\" class=\"row_heading level0 row21\" >2.861e+00 < x <= 2.899e+00</th>\n",
       "      <td id=\"T_71dc0_row21_col0\" class=\"data row21 col0\" >2.2323</td>\n",
       "      <td id=\"T_71dc0_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row21_col2\" class=\"data row21 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row22\" class=\"row_heading level0 row22\" >2.899e+00 < x <= 2.943e+00</th>\n",
       "      <td id=\"T_71dc0_row22_col0\" class=\"data row22 col0\" >2.0714</td>\n",
       "      <td id=\"T_71dc0_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row22_col2\" class=\"data row22 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row23\" class=\"row_heading level0 row23\" >2.943e+00 < x <= 2.984e+00</th>\n",
       "      <td id=\"T_71dc0_row23_col0\" class=\"data row23 col0\" >2.0495</td>\n",
       "      <td id=\"T_71dc0_row23_col1\" class=\"data row23 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row23_col2\" class=\"data row23 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row24\" class=\"row_heading level0 row24\" >2.984e+00 < x <= 3.026e+00</th>\n",
       "      <td id=\"T_71dc0_row24_col0\" class=\"data row24 col0\" >1.9917</td>\n",
       "      <td id=\"T_71dc0_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row24_col2\" class=\"data row24 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row25\" class=\"row_heading level0 row25\" >3.026e+00 < x <= 3.071e+00</th>\n",
       "      <td id=\"T_71dc0_row25_col0\" class=\"data row25 col0\" >1.9623</td>\n",
       "      <td id=\"T_71dc0_row25_col1\" class=\"data row25 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row25_col2\" class=\"data row25 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row26\" class=\"row_heading level0 row26\" >3.071e+00 < x <= 3.117e+00</th>\n",
       "      <td id=\"T_71dc0_row26_col0\" class=\"data row26 col0\" >2.0491</td>\n",
       "      <td id=\"T_71dc0_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row26_col2\" class=\"data row26 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row27\" class=\"row_heading level0 row27\" >3.117e+00 < x <= 3.168e+00</th>\n",
       "      <td id=\"T_71dc0_row27_col0\" class=\"data row27 col0\" >1.9336</td>\n",
       "      <td id=\"T_71dc0_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row27_col2\" class=\"data row27 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row28\" class=\"row_heading level0 row28\" >3.168e+00 < x <= 3.221e+00</th>\n",
       "      <td id=\"T_71dc0_row28_col0\" class=\"data row28 col0\" >1.9472</td>\n",
       "      <td id=\"T_71dc0_row28_col1\" class=\"data row28 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row28_col2\" class=\"data row28 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row29\" class=\"row_heading level0 row29\" >3.221e+00 < x <= 3.279e+00</th>\n",
       "      <td id=\"T_71dc0_row29_col0\" class=\"data row29 col0\" >1.8938</td>\n",
       "      <td id=\"T_71dc0_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row29_col2\" class=\"data row29 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row30\" class=\"row_heading level0 row30\" >3.279e+00 < x <= 3.344e+00</th>\n",
       "      <td id=\"T_71dc0_row30_col0\" class=\"data row30 col0\" >1.8804</td>\n",
       "      <td id=\"T_71dc0_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row30_col2\" class=\"data row30 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row31\" class=\"row_heading level0 row31\" >3.344e+00 < x <= 3.424e+00</th>\n",
       "      <td id=\"T_71dc0_row31_col0\" class=\"data row31 col0\" >1.8724</td>\n",
       "      <td id=\"T_71dc0_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row31_col2\" class=\"data row31 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row32\" class=\"row_heading level0 row32\" >3.424e+00 < x <= 3.508e+00</th>\n",
       "      <td id=\"T_71dc0_row32_col0\" class=\"data row32 col0\" >1.8000</td>\n",
       "      <td id=\"T_71dc0_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row32_col2\" class=\"data row32 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row33\" class=\"row_heading level0 row33\" >3.508e+00 < x <= 3.606e+00</th>\n",
       "      <td id=\"T_71dc0_row33_col0\" class=\"data row33 col0\" >1.6571</td>\n",
       "      <td id=\"T_71dc0_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row33_col2\" class=\"data row33 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row34\" class=\"row_heading level0 row34\" >3.606e+00 < x <= 3.719e+00</th>\n",
       "      <td id=\"T_71dc0_row34_col0\" class=\"data row34 col0\" >1.5624</td>\n",
       "      <td id=\"T_71dc0_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row34_col2\" class=\"data row34 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row35\" class=\"row_heading level0 row35\" >3.719e+00 < x <= 3.870e+00</th>\n",
       "      <td id=\"T_71dc0_row35_col0\" class=\"data row35 col0\" >1.5709</td>\n",
       "      <td id=\"T_71dc0_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row35_col2\" class=\"data row35 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row36\" class=\"row_heading level0 row36\" >3.870e+00 < x <= 4.089e+00</th>\n",
       "      <td id=\"T_71dc0_row36_col0\" class=\"data row36 col0\" >1.4854</td>\n",
       "      <td id=\"T_71dc0_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row36_col2\" class=\"data row36 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row37\" class=\"row_heading level0 row37\" >4.089e+00 < x <= 4.317e+00</th>\n",
       "      <td id=\"T_71dc0_row37_col0\" class=\"data row37 col0\" >1.4240</td>\n",
       "      <td id=\"T_71dc0_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row37_col2\" class=\"data row37 col2\" >309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row38\" class=\"row_heading level0 row38\" >4.317e+00 < x <= 4.705e+00</th>\n",
       "      <td id=\"T_71dc0_row38_col0\" class=\"data row38 col0\" >1.3233</td>\n",
       "      <td id=\"T_71dc0_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row38_col2\" class=\"data row38 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_71dc0_level0_row39\" class=\"row_heading level0 row39\" >4.705e+00 < x</th>\n",
       "      <td id=\"T_71dc0_row39_col0\" class=\"data row39 col0\" >1.5280</td>\n",
       "      <td id=\"T_71dc0_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "      <td id=\"T_71dc0_row39_col2\" class=\"data row39 col2\" >310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #ba162b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row0_col1, #T_7819e_row0_col2, #T_7819e_row37_col1, #T_7819e_row37_col2 {\n",
       "  background-color: #98b9ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row1_col0, #T_7819e_row9_col1, #T_7819e_row9_col2 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row1_col1, #T_7819e_row1_col2, #T_7819e_row36_col1, #T_7819e_row36_col2 {\n",
       "  background-color: #cb3e38;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row2_col0 {\n",
       "  background-color: #d44e41;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row2_col1, #T_7819e_row2_col2, #T_7819e_row9_col0, #T_7819e_row18_col1, #T_7819e_row18_col2 {\n",
       "  background-color: #f2c9b4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row3_col0, #T_7819e_row20_col1, #T_7819e_row20_col2 {\n",
       "  background-color: #df634e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row3_col1, #T_7819e_row3_col2 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row4_col0 {\n",
       "  background-color: #f08b6e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row4_col1, #T_7819e_row4_col2 {\n",
       "  background-color: #c43032;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row5_col0 {\n",
       "  background-color: #f6a385;\n",
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       "}\n",
       "#T_7819e_row5_col1, #T_7819e_row5_col2, #T_7819e_row16_col1, #T_7819e_row16_col2, #T_7819e_row33_col1, #T_7819e_row33_col2 {\n",
       "  background-color: #e2dad5;\n",
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       "  background-color: #f4c6af;\n",
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       "#T_7819e_row6_col1, #T_7819e_row6_col2, #T_7819e_row13_col1, #T_7819e_row13_col2 {\n",
       "  background-color: #e9785d;\n",
       "  color: #f1f1f1;\n",
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       "#T_7819e_row7_col0 {\n",
       "  background-color: #f5a081;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row7_col1, #T_7819e_row7_col2, #T_7819e_row14_col1, #T_7819e_row14_col2, #T_7819e_row29_col1, #T_7819e_row29_col2 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row8_col0 {\n",
       "  background-color: #f7b194;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row8_col1, #T_7819e_row8_col2, #T_7819e_row32_col1, #T_7819e_row32_col2 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row10_col0, #T_7819e_row20_col0 {\n",
       "  background-color: #dcdddd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row10_col1, #T_7819e_row10_col2 {\n",
       "  background-color: #ecd3c5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row11_col0 {\n",
       "  background-color: #efcfbf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row11_col1, #T_7819e_row11_col2, #T_7819e_row30_col1, #T_7819e_row30_col2 {\n",
       "  background-color: #f5c2aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row12_col0 {\n",
       "  background-color: #e4d9d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row12_col1, #T_7819e_row12_col2, #T_7819e_row38_col1, #T_7819e_row38_col2 {\n",
       "  background-color: #f6bda2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row13_col0 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row14_col0, #T_7819e_row19_col0 {\n",
       "  background-color: #cdd9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row15_col0, #T_7819e_row26_col0 {\n",
       "  background-color: #dadce0;\n",
       "  color: #000000;\n",
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       "#T_7819e_row15_col1, #T_7819e_row15_col2, #T_7819e_row27_col0 {\n",
       "  background-color: #a7c5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row16_col0 {\n",
       "  background-color: #f4c5ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row17_col0 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row17_col1, #T_7819e_row17_col2 {\n",
       "  background-color: #81a4fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row18_col0, #T_7819e_row23_col0 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row19_col1, #T_7819e_row19_col2, #T_7819e_row21_col1, #T_7819e_row21_col2 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row21_col0, #T_7819e_row23_col1, #T_7819e_row23_col2 {\n",
       "  background-color: #afcafc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row22_col0 {\n",
       "  background-color: #c7d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row22_col1, #T_7819e_row22_col2, #T_7819e_row35_col1, #T_7819e_row35_col2 {\n",
       "  background-color: #e8d6cc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row24_col0 {\n",
       "  background-color: #dbdcde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row24_col1, #T_7819e_row24_col2 {\n",
       "  background-color: #d24b40;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row25_col0 {\n",
       "  background-color: #c5d6f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row25_col1, #T_7819e_row25_col2 {\n",
       "  background-color: #9fbfff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row26_col1, #T_7819e_row26_col2 {\n",
       "  background-color: #ed8366;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row27_col1, #T_7819e_row27_col2 {\n",
       "  background-color: #6384eb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row28_col0 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row28_col1, #T_7819e_row28_col2, #T_7819e_row36_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row29_col0 {\n",
       "  background-color: #85a8fc;\n",
       "  color: #f1f1f1;\n",
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       "#T_7819e_row30_col0 {\n",
       "  background-color: #93b5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row31_col0 {\n",
       "  background-color: #a1c0ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row31_col1, #T_7819e_row31_col2 {\n",
       "  background-color: #f39577;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row32_col0 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row33_col0 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row34_col0 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row34_col1, #T_7819e_row34_col2 {\n",
       "  background-color: #f59d7e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7819e_row35_col0 {\n",
       "  background-color: #5a78e4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row37_col0 {\n",
       "  background-color: #5572df;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row38_col0 {\n",
       "  background-color: #3c4ec2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row39_col0 {\n",
       "  background-color: #5b7ae5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_7819e_row39_col1, #T_7819e_row39_col2 {\n",
       "  background-color: #f7ad90;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_7819e\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_7819e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_7819e_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_7819e_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row0_col0\" class=\"data row0 col0\" >2.7524</td>\n",
       "      <td id=\"T_7819e_row0_col1\" class=\"data row0 col1\" >0.0220</td>\n",
       "      <td id=\"T_7819e_row0_col2\" class=\"data row0 col2\" >91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row1_col0\" class=\"data row1 col0\" >2.7763</td>\n",
       "      <td id=\"T_7819e_row1_col1\" class=\"data row1 col1\" >0.0293</td>\n",
       "      <td id=\"T_7819e_row1_col2\" class=\"data row1 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row2_col0\" class=\"data row2 col0\" >2.6502</td>\n",
       "      <td id=\"T_7819e_row2_col1\" class=\"data row2 col1\" >0.0257</td>\n",
       "      <td id=\"T_7819e_row2_col2\" class=\"data row2 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row3_col0\" class=\"data row3 col0\" >2.5990</td>\n",
       "      <td id=\"T_7819e_row3_col1\" class=\"data row3 col1\" >0.0242</td>\n",
       "      <td id=\"T_7819e_row3_col2\" class=\"data row3 col2\" >100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row4_col0\" class=\"data row4 col0\" >2.4828</td>\n",
       "      <td id=\"T_7819e_row4_col1\" class=\"data row4 col1\" >0.0296</td>\n",
       "      <td id=\"T_7819e_row4_col2\" class=\"data row4 col2\" >122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row5_col0\" class=\"data row5 col0\" >2.4039</td>\n",
       "      <td id=\"T_7819e_row5_col1\" class=\"data row5 col1\" >0.0247</td>\n",
       "      <td id=\"T_7819e_row5_col2\" class=\"data row5 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row6_col0\" class=\"data row6 col0\" >2.2567</td>\n",
       "      <td id=\"T_7819e_row6_col1\" class=\"data row6 col1\" >0.0281</td>\n",
       "      <td id=\"T_7819e_row6_col2\" class=\"data row6 col2\" >116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row7_col0\" class=\"data row7 col0\" >2.4137</td>\n",
       "      <td id=\"T_7819e_row7_col1\" class=\"data row7 col1\" >0.0230</td>\n",
       "      <td id=\"T_7819e_row7_col2\" class=\"data row7 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row8_col0\" class=\"data row8 col0\" >2.3471</td>\n",
       "      <td id=\"T_7819e_row8_col1\" class=\"data row8 col1\" >0.0211</td>\n",
       "      <td id=\"T_7819e_row8_col2\" class=\"data row8 col2\" >87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row9_col0\" class=\"data row9 col0\" >2.2425</td>\n",
       "      <td id=\"T_7819e_row9_col1\" class=\"data row9 col1\" >0.0300</td>\n",
       "      <td id=\"T_7819e_row9_col2\" class=\"data row9 col2\" >124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row10_col0\" class=\"data row10 col0\" >2.0911</td>\n",
       "      <td id=\"T_7819e_row10_col1\" class=\"data row10 col1\" >0.0252</td>\n",
       "      <td id=\"T_7819e_row10_col2\" class=\"data row10 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row11_col0\" class=\"data row11 col0\" >2.2072</td>\n",
       "      <td id=\"T_7819e_row11_col1\" class=\"data row11 col1\" >0.0259</td>\n",
       "      <td id=\"T_7819e_row11_col2\" class=\"data row11 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row12_col0\" class=\"data row12 col0\" >2.1370</td>\n",
       "      <td id=\"T_7819e_row12_col1\" class=\"data row12 col1\" >0.0262</td>\n",
       "      <td id=\"T_7819e_row12_col2\" class=\"data row12 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row13_col0\" class=\"data row13 col0\" >2.0973</td>\n",
       "      <td id=\"T_7819e_row13_col1\" class=\"data row13 col1\" >0.0281</td>\n",
       "      <td id=\"T_7819e_row13_col2\" class=\"data row13 col2\" >116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row14_col0\" class=\"data row14 col0\" >2.0188</td>\n",
       "      <td id=\"T_7819e_row14_col1\" class=\"data row14 col1\" >0.0230</td>\n",
       "      <td id=\"T_7819e_row14_col2\" class=\"data row14 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row15_col0\" class=\"data row15 col0\" >2.0825</td>\n",
       "      <td id=\"T_7819e_row15_col1\" class=\"data row15 col1\" >0.0225</td>\n",
       "      <td id=\"T_7819e_row15_col2\" class=\"data row15 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row16_col0\" class=\"data row16 col0\" >2.2615</td>\n",
       "      <td id=\"T_7819e_row16_col1\" class=\"data row16 col1\" >0.0247</td>\n",
       "      <td id=\"T_7819e_row16_col2\" class=\"data row16 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row17_col0\" class=\"data row17 col0\" >2.0114</td>\n",
       "      <td id=\"T_7819e_row17_col1\" class=\"data row17 col1\" >0.0213</td>\n",
       "      <td id=\"T_7819e_row17_col2\" class=\"data row17 col2\" >88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row18_col0\" class=\"data row18 col0\" >2.2314</td>\n",
       "      <td id=\"T_7819e_row18_col1\" class=\"data row18 col1\" >0.0257</td>\n",
       "      <td id=\"T_7819e_row18_col2\" class=\"data row18 col2\" >106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row19_col0\" class=\"data row19 col0\" >2.0203</td>\n",
       "      <td id=\"T_7819e_row19_col1\" class=\"data row19 col1\" >0.0233</td>\n",
       "      <td id=\"T_7819e_row19_col2\" class=\"data row19 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row20_col0\" class=\"data row20 col0\" >2.0908</td>\n",
       "      <td id=\"T_7819e_row20_col1\" class=\"data row20 col1\" >0.0286</td>\n",
       "      <td id=\"T_7819e_row20_col2\" class=\"data row20 col2\" >118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row21_col0\" class=\"data row21 col0\" >1.8887</td>\n",
       "      <td id=\"T_7819e_row21_col1\" class=\"data row21 col1\" >0.0233</td>\n",
       "      <td id=\"T_7819e_row21_col2\" class=\"data row21 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row22_col0\" class=\"data row22 col0\" >1.9894</td>\n",
       "      <td id=\"T_7819e_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "      <td id=\"T_7819e_row22_col2\" class=\"data row22 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row23_col0\" class=\"data row23 col0\" >2.2316</td>\n",
       "      <td id=\"T_7819e_row23_col1\" class=\"data row23 col1\" >0.0228</td>\n",
       "      <td id=\"T_7819e_row23_col2\" class=\"data row23 col2\" >94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row24_col0\" class=\"data row24 col0\" >2.0891</td>\n",
       "      <td id=\"T_7819e_row24_col1\" class=\"data row24 col1\" >0.0291</td>\n",
       "      <td id=\"T_7819e_row24_col2\" class=\"data row24 col2\" >120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row25_col0\" class=\"data row25 col0\" >1.9787</td>\n",
       "      <td id=\"T_7819e_row25_col1\" class=\"data row25 col1\" >0.0223</td>\n",
       "      <td id=\"T_7819e_row25_col2\" class=\"data row25 col2\" >92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row26_col0\" class=\"data row26 col0\" >2.0818</td>\n",
       "      <td id=\"T_7819e_row26_col1\" class=\"data row26 col1\" >0.0279</td>\n",
       "      <td id=\"T_7819e_row26_col2\" class=\"data row26 col2\" >115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row27_col0\" class=\"data row27 col0\" >1.8602</td>\n",
       "      <td id=\"T_7819e_row27_col1\" class=\"data row27 col1\" >0.0203</td>\n",
       "      <td id=\"T_7819e_row27_col2\" class=\"data row27 col2\" >84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row28_col0\" class=\"data row28 col0\" >1.9611</td>\n",
       "      <td id=\"T_7819e_row28_col1\" class=\"data row28 col1\" >0.0189</td>\n",
       "      <td id=\"T_7819e_row28_col2\" class=\"data row28 col2\" >78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row29_col0\" class=\"data row29 col0\" >1.7265</td>\n",
       "      <td id=\"T_7819e_row29_col1\" class=\"data row29 col1\" >0.0230</td>\n",
       "      <td id=\"T_7819e_row29_col2\" class=\"data row29 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row30_col0\" class=\"data row30 col0\" >1.7789</td>\n",
       "      <td id=\"T_7819e_row30_col1\" class=\"data row30 col1\" >0.0259</td>\n",
       "      <td id=\"T_7819e_row30_col2\" class=\"data row30 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row31_col0\" class=\"data row31 col0\" >1.8341</td>\n",
       "      <td id=\"T_7819e_row31_col1\" class=\"data row31 col1\" >0.0274</td>\n",
       "      <td id=\"T_7819e_row31_col2\" class=\"data row31 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row32_col0\" class=\"data row32 col0\" >1.6481</td>\n",
       "      <td id=\"T_7819e_row32_col1\" class=\"data row32 col1\" >0.0211</td>\n",
       "      <td id=\"T_7819e_row32_col2\" class=\"data row32 col2\" >87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row33_col0\" class=\"data row33 col0\" >1.6989</td>\n",
       "      <td id=\"T_7819e_row33_col1\" class=\"data row33 col1\" >0.0247</td>\n",
       "      <td id=\"T_7819e_row33_col2\" class=\"data row33 col2\" >102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row34_col0\" class=\"data row34 col0\" >1.6267</td>\n",
       "      <td id=\"T_7819e_row34_col1\" class=\"data row34 col1\" >0.0271</td>\n",
       "      <td id=\"T_7819e_row34_col2\" class=\"data row34 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row35_col0\" class=\"data row35 col0\" >1.5547</td>\n",
       "      <td id=\"T_7819e_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "      <td id=\"T_7819e_row35_col2\" class=\"data row35 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row36_col0\" class=\"data row36 col0\" >1.4150</td>\n",
       "      <td id=\"T_7819e_row36_col1\" class=\"data row36 col1\" >0.0293</td>\n",
       "      <td id=\"T_7819e_row36_col2\" class=\"data row36 col2\" >121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row37_col0\" class=\"data row37 col0\" >1.5364</td>\n",
       "      <td id=\"T_7819e_row37_col1\" class=\"data row37 col1\" >0.0220</td>\n",
       "      <td id=\"T_7819e_row37_col2\" class=\"data row37 col2\" >91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row38_col0\" class=\"data row38 col0\" >1.4245</td>\n",
       "      <td id=\"T_7819e_row38_col1\" class=\"data row38 col1\" >0.0262</td>\n",
       "      <td id=\"T_7819e_row38_col2\" class=\"data row38 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7819e_row39_col0\" class=\"data row39 col0\" >1.5598</td>\n",
       "      <td id=\"T_7819e_row39_col1\" class=\"data row39 col1\" >0.0266</td>\n",
       "      <td id=\"T_7819e_row39_col2\" class=\"data row39 col2\" >110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_f4b0c_row0_col0, #T_f4b0c_row1_col1, #T_f4b0c_row1_col2 {\n",
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       "#T_f4b0c_row2_col1, #T_f4b0c_row2_col2 {\n",
       "  background-color: #edd1c2;\n",
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       "#T_f4b0c_row3_col0 {\n",
       "  background-color: #6384eb;\n",
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       "}\n",
       "#T_f4b0c_row3_col1, #T_f4b0c_row3_col2, #T_f4b0c_row4_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
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       "#T_f4b0c_row4_col1, #T_f4b0c_row4_col2 {\n",
       "  background-color: #506bda;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_f4b0c\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_f4b0c_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_f4b0c_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_f4b0c_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_f4b0c_level0_row0\" class=\"row_heading level0 row0\" >x <= 2.16e+00</th>\n",
       "      <td id=\"T_f4b0c_row0_col0\" class=\"data row0 col0\" >2.6250</td>\n",
       "      <td id=\"T_f4b0c_row0_col1\" class=\"data row0 col1\" >0.1250</td>\n",
       "      <td id=\"T_f4b0c_row0_col2\" class=\"data row0 col2\" >1548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f4b0c_level0_row1\" class=\"row_heading level0 row1\" >2.16e+00 < x <= 2.90e+00</th>\n",
       "      <td id=\"T_f4b0c_row1_col0\" class=\"data row1 col0\" >2.2005</td>\n",
       "      <td id=\"T_f4b0c_row1_col1\" class=\"data row1 col1\" >0.4251</td>\n",
       "      <td id=\"T_f4b0c_row1_col2\" class=\"data row1 col2\" >5264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f4b0c_level0_row2\" class=\"row_heading level0 row2\" >2.90e+00 < x <= 3.51e+00</th>\n",
       "      <td id=\"T_f4b0c_row2_col0\" class=\"data row2 col0\" >1.9501</td>\n",
       "      <td id=\"T_f4b0c_row2_col1\" class=\"data row2 col1\" >0.2749</td>\n",
       "      <td id=\"T_f4b0c_row2_col2\" class=\"data row2 col2\" >3404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f4b0c_level0_row3\" class=\"row_heading level0 row3\" >3.51e+00 < x <= 3.87e+00</th>\n",
       "      <td id=\"T_f4b0c_row3_col0\" class=\"data row3 col0\" >1.5968</td>\n",
       "      <td id=\"T_f4b0c_row3_col1\" class=\"data row3 col1\" >0.0750</td>\n",
       "      <td id=\"T_f4b0c_row3_col2\" class=\"data row3 col2\" >929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f4b0c_level0_row4\" class=\"row_heading level0 row4\" >3.87e+00 < x</th>\n",
       "      <td id=\"T_f4b0c_row4_col0\" class=\"data row4 col0\" >1.4402</td>\n",
       "      <td id=\"T_f4b0c_row4_col1\" class=\"data row4 col1\" >0.1000</td>\n",
       "      <td id=\"T_f4b0c_row4_col2\" class=\"data row4 col2\" >1239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "#T_75177_row0_col0, #T_75177_row1_col1, #T_75177_row1_col2 {\n",
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       "  color: #f1f1f1;\n",
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       "#T_75177_row0_col1, #T_75177_row0_col2 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_75177_row1_col0 {\n",
       "  background-color: #f0cdbb;\n",
       "  color: #000000;\n",
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       "#T_75177_row2_col0 {\n",
       "  background-color: #bbd1f8;\n",
       "  color: #000000;\n",
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       "#T_75177_row2_col1, #T_75177_row2_col2 {\n",
       "  background-color: #e6d7cf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_75177_row3_col0 {\n",
       "  background-color: #6282ea;\n",
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       "#T_75177_row3_col1, #T_75177_row3_col2, #T_75177_row4_col0 {\n",
       "  background-color: #3b4cc0;\n",
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       "#T_75177_row4_col1, #T_75177_row4_col2 {\n",
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       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_75177\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_75177_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_75177_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_75177_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_75177_row0_col0\" class=\"data row0 col0\" >2.6484</td>\n",
       "      <td id=\"T_75177_row0_col1\" class=\"data row0 col1\" >0.1308</td>\n",
       "      <td id=\"T_75177_row0_col2\" class=\"data row0 col2\" >540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_75177_row1_col0\" class=\"data row1 col0\" >2.1665</td>\n",
       "      <td id=\"T_75177_row1_col1\" class=\"data row1 col1\" >0.4247</td>\n",
       "      <td id=\"T_75177_row1_col2\" class=\"data row1 col2\" >1753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_75177_row2_col0\" class=\"data row2 col0\" >1.9311</td>\n",
       "      <td id=\"T_75177_row2_col1\" class=\"data row2 col1\" >0.2636</td>\n",
       "      <td id=\"T_75177_row2_col2\" class=\"data row2 col2\" >1088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_75177_row3_col0\" class=\"data row3 col0\" >1.6265</td>\n",
       "      <td id=\"T_75177_row3_col1\" class=\"data row3 col1\" >0.0768</td>\n",
       "      <td id=\"T_75177_row3_col2\" class=\"data row3 col2\" >317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_75177_row4_col0\" class=\"data row4 col0\" >1.4801</td>\n",
       "      <td id=\"T_75177_row4_col1\" class=\"data row4 col1\" >0.1042</td>\n",
       "      <td id=\"T_75177_row4_col2\" class=\"data row4 col2\" >430</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Numerical('Latitude') (7/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e9a4f_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_e9a4f_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_e9a4f_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.275e+01</th>\n",
       "      <td id=\"T_e9a4f_row0_col0\" class=\"data row0 col0\" >1.5912</td>\n",
       "      <td id=\"T_e9a4f_row0_col1\" class=\"data row0 col1\" >0.0287</td>\n",
       "      <td id=\"T_e9a4f_row0_col2\" class=\"data row0 col2\" >355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row1\" class=\"row_heading level0 row1\" >3.275e+01 < x <= 3.321e+01</th>\n",
       "      <td id=\"T_e9a4f_row1_col0\" class=\"data row1 col0\" >2.0299</td>\n",
       "      <td id=\"T_e9a4f_row1_col1\" class=\"data row1 col1\" >0.0466</td>\n",
       "      <td id=\"T_e9a4f_row1_col2\" class=\"data row1 col2\" >577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row2\" class=\"row_heading level0 row2\" >3.321e+01 < x <= 3.365e+01</th>\n",
       "      <td id=\"T_e9a4f_row2_col0\" class=\"data row2 col0\" >2.7833</td>\n",
       "      <td id=\"T_e9a4f_row2_col1\" class=\"data row2 col1\" >0.0279</td>\n",
       "      <td id=\"T_e9a4f_row2_col2\" class=\"data row2 col2\" >345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row3\" class=\"row_heading level0 row3\" >3.365e+01 < x <= 3.374e+01</th>\n",
       "      <td id=\"T_e9a4f_row3_col0\" class=\"data row3 col0\" >2.4326</td>\n",
       "      <td id=\"T_e9a4f_row3_col1\" class=\"data row3 col1\" >0.0268</td>\n",
       "      <td id=\"T_e9a4f_row3_col2\" class=\"data row3 col2\" >332</td>\n",
       "    </tr>\n",
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       "      <th id=\"T_e9a4f_level0_row4\" class=\"row_heading level0 row4\" >3.374e+01 < x <= 3.379e+01</th>\n",
       "      <td id=\"T_e9a4f_row4_col0\" class=\"data row4 col0\" >2.1829</td>\n",
       "      <td id=\"T_e9a4f_row4_col1\" class=\"data row4 col1\" >0.0262</td>\n",
       "      <td id=\"T_e9a4f_row4_col2\" class=\"data row4 col2\" >325</td>\n",
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       "      <th id=\"T_e9a4f_level0_row5\" class=\"row_heading level0 row5\" >3.379e+01 < x <= 3.383e+01</th>\n",
       "      <td id=\"T_e9a4f_row5_col0\" class=\"data row5 col0\" >2.4232</td>\n",
       "      <td id=\"T_e9a4f_row5_col1\" class=\"data row5 col1\" >0.0229</td>\n",
       "      <td id=\"T_e9a4f_row5_col2\" class=\"data row5 col2\" >283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row6\" class=\"row_heading level0 row6\" >3.383e+01 < x <= 3.387e+01</th>\n",
       "      <td id=\"T_e9a4f_row6_col0\" class=\"data row6 col0\" >2.3003</td>\n",
       "      <td id=\"T_e9a4f_row6_col1\" class=\"data row6 col1\" >0.0241</td>\n",
       "      <td id=\"T_e9a4f_row6_col2\" class=\"data row6 col2\" >299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row7\" class=\"row_heading level0 row7\" >3.387e+01 < x <= 3.391e+01</th>\n",
       "      <td id=\"T_e9a4f_row7_col0\" class=\"data row7 col0\" >2.1570</td>\n",
       "      <td id=\"T_e9a4f_row7_col1\" class=\"data row7 col1\" >0.0279</td>\n",
       "      <td id=\"T_e9a4f_row7_col2\" class=\"data row7 col2\" >345</td>\n",
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       "      <th id=\"T_e9a4f_level0_row8\" class=\"row_heading level0 row8\" >3.391e+01 < x <= 3.394e+01</th>\n",
       "      <td id=\"T_e9a4f_row8_col0\" class=\"data row8 col0\" >1.6300</td>\n",
       "      <td id=\"T_e9a4f_row8_col1\" class=\"data row8 col1\" >0.0242</td>\n",
       "      <td id=\"T_e9a4f_row8_col2\" class=\"data row8 col2\" >300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row9\" class=\"row_heading level0 row9\" >3.394e+01 < x <= 3.397e+01</th>\n",
       "      <td id=\"T_e9a4f_row9_col0\" class=\"data row9 col0\" >1.8594</td>\n",
       "      <td id=\"T_e9a4f_row9_col1\" class=\"data row9 col1\" >0.0225</td>\n",
       "      <td id=\"T_e9a4f_row9_col2\" class=\"data row9 col2\" >279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row10\" class=\"row_heading level0 row10\" >3.397e+01 < x <= 3.400e+01</th>\n",
       "      <td id=\"T_e9a4f_row10_col0\" class=\"data row10 col0\" >1.9482</td>\n",
       "      <td id=\"T_e9a4f_row10_col1\" class=\"data row10 col1\" >0.0224</td>\n",
       "      <td id=\"T_e9a4f_row10_col2\" class=\"data row10 col2\" >278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row11\" class=\"row_heading level0 row11\" >3.400e+01 < x <= 3.403e+01</th>\n",
       "      <td id=\"T_e9a4f_row11_col0\" class=\"data row11 col0\" >2.1267</td>\n",
       "      <td id=\"T_e9a4f_row11_col1\" class=\"data row11 col1\" >0.0277</td>\n",
       "      <td id=\"T_e9a4f_row11_col2\" class=\"data row11 col2\" >343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row12\" class=\"row_heading level0 row12\" >3.403e+01 < x <= 3.406e+01</th>\n",
       "      <td id=\"T_e9a4f_row12_col0\" class=\"data row12 col0\" >2.4021</td>\n",
       "      <td id=\"T_e9a4f_row12_col1\" class=\"data row12 col1\" >0.0339</td>\n",
       "      <td id=\"T_e9a4f_row12_col2\" class=\"data row12 col2\" >420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row13\" class=\"row_heading level0 row13\" >3.406e+01 < x <= 3.410e+01</th>\n",
       "      <td id=\"T_e9a4f_row13_col0\" class=\"data row13 col0\" >2.1760</td>\n",
       "      <td id=\"T_e9a4f_row13_col1\" class=\"data row13 col1\" >0.0417</td>\n",
       "      <td id=\"T_e9a4f_row13_col2\" class=\"data row13 col2\" >516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row14\" class=\"row_heading level0 row14\" >3.410e+01 < x <= 3.413e+01</th>\n",
       "      <td id=\"T_e9a4f_row14_col0\" class=\"data row14 col0\" >2.3646</td>\n",
       "      <td id=\"T_e9a4f_row14_col1\" class=\"data row14 col1\" >0.0242</td>\n",
       "      <td id=\"T_e9a4f_row14_col2\" class=\"data row14 col2\" >300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row15\" class=\"row_heading level0 row15\" >3.413e+01 < x <= 3.417e+01</th>\n",
       "      <td id=\"T_e9a4f_row15_col0\" class=\"data row15 col0\" >2.7771</td>\n",
       "      <td id=\"T_e9a4f_row15_col1\" class=\"data row15 col1\" >0.0301</td>\n",
       "      <td id=\"T_e9a4f_row15_col2\" class=\"data row15 col2\" >373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row16\" class=\"row_heading level0 row16\" >3.417e+01 < x <= 3.427e+01</th>\n",
       "      <td id=\"T_e9a4f_row16_col0\" class=\"data row16 col0\" >2.4100</td>\n",
       "      <td id=\"T_e9a4f_row16_col1\" class=\"data row16 col1\" >0.0435</td>\n",
       "      <td id=\"T_e9a4f_row16_col2\" class=\"data row16 col2\" >539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row17\" class=\"row_heading level0 row17\" >3.427e+01 < x <= 3.453e+01</th>\n",
       "      <td id=\"T_e9a4f_row17_col0\" class=\"data row17 col0\" >2.4559</td>\n",
       "      <td id=\"T_e9a4f_row17_col1\" class=\"data row17 col1\" >0.0240</td>\n",
       "      <td id=\"T_e9a4f_row17_col2\" class=\"data row17 col2\" >297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row18\" class=\"row_heading level0 row18\" >3.453e+01 < x <= 3.532e+01</th>\n",
       "      <td id=\"T_e9a4f_row18_col0\" class=\"data row18 col0\" >1.4914</td>\n",
       "      <td id=\"T_e9a4f_row18_col1\" class=\"data row18 col1\" >0.0246</td>\n",
       "      <td id=\"T_e9a4f_row18_col2\" class=\"data row18 col2\" >305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row19\" class=\"row_heading level0 row19\" >3.532e+01 < x <= 3.623e+01</th>\n",
       "      <td id=\"T_e9a4f_row19_col0\" class=\"data row19 col0\" >0.9208</td>\n",
       "      <td id=\"T_e9a4f_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "      <td id=\"T_e9a4f_row19_col2\" class=\"data row19 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row20\" class=\"row_heading level0 row20\" >3.623e+01 < x <= 3.672e+01</th>\n",
       "      <td id=\"T_e9a4f_row20_col0\" class=\"data row20 col0\" >1.2441</td>\n",
       "      <td id=\"T_e9a4f_row20_col1\" class=\"data row20 col1\" >0.0262</td>\n",
       "      <td id=\"T_e9a4f_row20_col2\" class=\"data row20 col2\" >324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row21\" class=\"row_heading level0 row21\" >3.672e+01 < x <= 3.697e+01</th>\n",
       "      <td id=\"T_e9a4f_row21_col0\" class=\"data row21 col0\" >1.3129</td>\n",
       "      <td id=\"T_e9a4f_row21_col1\" class=\"data row21 col1\" >0.0253</td>\n",
       "      <td id=\"T_e9a4f_row21_col2\" class=\"data row21 col2\" >313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row22_col0\" class=\"data row22 col0\" >2.6241</td>\n",
       "      <td id=\"T_e9a4f_row22_col1\" class=\"data row22 col1\" >0.0239</td>\n",
       "      <td id=\"T_e9a4f_row22_col2\" class=\"data row22 col2\" >296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row23_col0\" class=\"data row23 col0\" >2.6574</td>\n",
       "      <td id=\"T_e9a4f_row23_col1\" class=\"data row23 col1\" >0.0258</td>\n",
       "      <td id=\"T_e9a4f_row23_col2\" class=\"data row23 col2\" >320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row24\" class=\"row_heading level0 row24\" >3.737e+01 < x <= 3.753e+01</th>\n",
       "      <td id=\"T_e9a4f_row24_col0\" class=\"data row24 col0\" >3.0105</td>\n",
       "      <td id=\"T_e9a4f_row24_col1\" class=\"data row24 col1\" >0.0255</td>\n",
       "      <td id=\"T_e9a4f_row24_col2\" class=\"data row24 col2\" >316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row25_col0\" class=\"data row25 col0\" >2.4197</td>\n",
       "      <td id=\"T_e9a4f_row25_col1\" class=\"data row25 col1\" >0.0243</td>\n",
       "      <td id=\"T_e9a4f_row25_col2\" class=\"data row25 col2\" >301</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row26_col0\" class=\"data row26 col0\" >2.1174</td>\n",
       "      <td id=\"T_e9a4f_row26_col1\" class=\"data row26 col1\" >0.0256</td>\n",
       "      <td id=\"T_e9a4f_row26_col2\" class=\"data row26 col2\" >317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row27\" class=\"row_heading level0 row27\" >3.772e+01 < x <= 3.777e+01</th>\n",
       "      <td id=\"T_e9a4f_row27_col0\" class=\"data row27 col0\" >2.5537</td>\n",
       "      <td id=\"T_e9a4f_row27_col1\" class=\"data row27 col1\" >0.0286</td>\n",
       "      <td id=\"T_e9a4f_row27_col2\" class=\"data row27 col2\" >354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row28\" class=\"row_heading level0 row28\" >3.777e+01 < x <= 3.793e+01</th>\n",
       "      <td id=\"T_e9a4f_row28_col0\" class=\"data row28 col0\" >2.6887</td>\n",
       "      <td id=\"T_e9a4f_row28_col1\" class=\"data row28 col1\" >0.0459</td>\n",
       "      <td id=\"T_e9a4f_row28_col2\" class=\"data row28 col2\" >569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row29_col0\" class=\"data row29 col0\" >1.7622</td>\n",
       "      <td id=\"T_e9a4f_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_e9a4f_row29_col2\" class=\"data row29 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row30\" class=\"row_heading level0 row30\" >3.800e+01 < x <= 3.826e+01</th>\n",
       "      <td id=\"T_e9a4f_row30_col0\" class=\"data row30 col0\" >1.5924</td>\n",
       "      <td id=\"T_e9a4f_row30_col1\" class=\"data row30 col1\" >0.0243</td>\n",
       "      <td id=\"T_e9a4f_row30_col2\" class=\"data row30 col2\" >301</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row31_col0\" class=\"data row31 col0\" >1.8570</td>\n",
       "      <td id=\"T_e9a4f_row31_col1\" class=\"data row31 col1\" >0.0254</td>\n",
       "      <td id=\"T_e9a4f_row31_col2\" class=\"data row31 col2\" >315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row32\" class=\"row_heading level0 row32\" >3.850e+01 < x <= 3.863e+01</th>\n",
       "      <td id=\"T_e9a4f_row32_col0\" class=\"data row32 col0\" >1.3981</td>\n",
       "      <td id=\"T_e9a4f_row32_col1\" class=\"data row32 col1\" >0.0241</td>\n",
       "      <td id=\"T_e9a4f_row32_col2\" class=\"data row32 col2\" >298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e9a4f_level0_row33\" class=\"row_heading level0 row33\" >3.863e+01 < x <= 3.898e+01</th>\n",
       "      <td id=\"T_e9a4f_row33_col0\" class=\"data row33 col0\" >1.3962</td>\n",
       "      <td id=\"T_e9a4f_row33_col1\" class=\"data row33 col1\" >0.0251</td>\n",
       "      <td id=\"T_e9a4f_row33_col2\" class=\"data row33 col2\" >311</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_e9a4f_row34_col0\" class=\"data row34 col0\" >1.1241</td>\n",
       "      <td id=\"T_e9a4f_row34_col1\" class=\"data row34 col1\" >0.0255</td>\n",
       "      <td id=\"T_e9a4f_row34_col2\" class=\"data row34 col2\" >316</td>\n",
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       "      <td id=\"T_e9a4f_row35_col2\" class=\"data row35 col2\" >302</td>\n",
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       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_af8e1_row32_col1, #T_af8e1_row32_col2 {\n",
       "  background-color: #3c4ec2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_af8e1_row33_col1, #T_af8e1_row33_col2 {\n",
       "  background-color: #88abfd;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_af8e1\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_af8e1_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_af8e1_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_af8e1_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row0_col0\" class=\"data row0 col0\" >1.5761</td>\n",
       "      <td id=\"T_af8e1_row0_col1\" class=\"data row0 col1\" >0.0320</td>\n",
       "      <td id=\"T_af8e1_row0_col2\" class=\"data row0 col2\" >132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row1_col0\" class=\"data row1 col0\" >2.0768</td>\n",
       "      <td id=\"T_af8e1_row1_col1\" class=\"data row1 col1\" >0.0552</td>\n",
       "      <td id=\"T_af8e1_row1_col2\" class=\"data row1 col2\" >228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row2_col0\" class=\"data row2 col0\" >2.7115</td>\n",
       "      <td id=\"T_af8e1_row2_col1\" class=\"data row2 col1\" >0.0264</td>\n",
       "      <td id=\"T_af8e1_row2_col2\" class=\"data row2 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row3_col0\" class=\"data row3 col0\" >2.4368</td>\n",
       "      <td id=\"T_af8e1_row3_col1\" class=\"data row3 col1\" >0.0262</td>\n",
       "      <td id=\"T_af8e1_row3_col2\" class=\"data row3 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row4_col0\" class=\"data row4 col0\" >2.2910</td>\n",
       "      <td id=\"T_af8e1_row4_col1\" class=\"data row4 col1\" >0.0291</td>\n",
       "      <td id=\"T_af8e1_row4_col2\" class=\"data row4 col2\" >120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row5_col0\" class=\"data row5 col0\" >2.3528</td>\n",
       "      <td id=\"T_af8e1_row5_col1\" class=\"data row5 col1\" >0.0220</td>\n",
       "      <td id=\"T_af8e1_row5_col2\" class=\"data row5 col2\" >91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row6_col0\" class=\"data row6 col0\" >2.3233</td>\n",
       "      <td id=\"T_af8e1_row6_col1\" class=\"data row6 col1\" >0.0233</td>\n",
       "      <td id=\"T_af8e1_row6_col2\" class=\"data row6 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row7_col0\" class=\"data row7 col0\" >2.0937</td>\n",
       "      <td id=\"T_af8e1_row7_col1\" class=\"data row7 col1\" >0.0368</td>\n",
       "      <td id=\"T_af8e1_row7_col2\" class=\"data row7 col2\" >152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row8_col0\" class=\"data row8 col0\" >1.6319</td>\n",
       "      <td id=\"T_af8e1_row8_col1\" class=\"data row8 col1\" >0.0230</td>\n",
       "      <td id=\"T_af8e1_row8_col2\" class=\"data row8 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row9_col0\" class=\"data row9 col0\" >1.7992</td>\n",
       "      <td id=\"T_af8e1_row9_col1\" class=\"data row9 col1\" >0.0235</td>\n",
       "      <td id=\"T_af8e1_row9_col2\" class=\"data row9 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row10_col0\" class=\"data row10 col0\" >1.9408</td>\n",
       "      <td id=\"T_af8e1_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "      <td id=\"T_af8e1_row10_col2\" class=\"data row10 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row11_col0\" class=\"data row11 col0\" >2.1292</td>\n",
       "      <td id=\"T_af8e1_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "      <td id=\"T_af8e1_row11_col2\" class=\"data row11 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row12_col0\" class=\"data row12 col0\" >2.3261</td>\n",
       "      <td id=\"T_af8e1_row12_col1\" class=\"data row12 col1\" >0.0334</td>\n",
       "      <td id=\"T_af8e1_row12_col2\" class=\"data row12 col2\" >138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row13_col0\" class=\"data row13 col0\" >2.2762</td>\n",
       "      <td id=\"T_af8e1_row13_col1\" class=\"data row13 col1\" >0.0443</td>\n",
       "      <td id=\"T_af8e1_row13_col2\" class=\"data row13 col2\" >183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row14_col0\" class=\"data row14 col0\" >2.2228</td>\n",
       "      <td id=\"T_af8e1_row14_col1\" class=\"data row14 col1\" >0.0216</td>\n",
       "      <td id=\"T_af8e1_row14_col2\" class=\"data row14 col2\" >89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row15_col0\" class=\"data row15 col0\" >2.8224</td>\n",
       "      <td id=\"T_af8e1_row15_col1\" class=\"data row15 col1\" >0.0303</td>\n",
       "      <td id=\"T_af8e1_row15_col2\" class=\"data row15 col2\" >125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row16_col0\" class=\"data row16 col0\" >2.2938</td>\n",
       "      <td id=\"T_af8e1_row16_col1\" class=\"data row16 col1\" >0.0465</td>\n",
       "      <td id=\"T_af8e1_row16_col2\" class=\"data row16 col2\" >192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row17_col0\" class=\"data row17 col0\" >2.5025</td>\n",
       "      <td id=\"T_af8e1_row17_col1\" class=\"data row17 col1\" >0.0252</td>\n",
       "      <td id=\"T_af8e1_row17_col2\" class=\"data row17 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row18_col0\" class=\"data row18 col0\" >1.3719</td>\n",
       "      <td id=\"T_af8e1_row18_col1\" class=\"data row18 col1\" >0.0201</td>\n",
       "      <td id=\"T_af8e1_row18_col2\" class=\"data row18 col2\" >83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row19_col0\" class=\"data row19 col0\" >0.9336</td>\n",
       "      <td id=\"T_af8e1_row19_col1\" class=\"data row19 col1\" >0.0218</td>\n",
       "      <td id=\"T_af8e1_row19_col2\" class=\"data row19 col2\" >90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row20_col0\" class=\"data row20 col0\" >1.2516</td>\n",
       "      <td id=\"T_af8e1_row20_col1\" class=\"data row20 col1\" >0.0259</td>\n",
       "      <td id=\"T_af8e1_row20_col2\" class=\"data row20 col2\" >107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row21_col0\" class=\"data row21 col0\" >1.2597</td>\n",
       "      <td id=\"T_af8e1_row21_col1\" class=\"data row21 col1\" >0.0274</td>\n",
       "      <td id=\"T_af8e1_row21_col2\" class=\"data row21 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row22_col0\" class=\"data row22 col0\" >2.5507</td>\n",
       "      <td id=\"T_af8e1_row22_col1\" class=\"data row22 col1\" >0.0240</td>\n",
       "      <td id=\"T_af8e1_row22_col2\" class=\"data row22 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row23_col0\" class=\"data row23 col0\" >2.5351</td>\n",
       "      <td id=\"T_af8e1_row23_col1\" class=\"data row23 col1\" >0.0266</td>\n",
       "      <td id=\"T_af8e1_row23_col2\" class=\"data row23 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row24_col0\" class=\"data row24 col0\" >2.9827</td>\n",
       "      <td id=\"T_af8e1_row24_col1\" class=\"data row24 col1\" >0.0283</td>\n",
       "      <td id=\"T_af8e1_row24_col2\" class=\"data row24 col2\" >117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row25_col0\" class=\"data row25 col0\" >2.6519</td>\n",
       "      <td id=\"T_af8e1_row25_col1\" class=\"data row25 col1\" >0.0194</td>\n",
       "      <td id=\"T_af8e1_row25_col2\" class=\"data row25 col2\" >80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row26_col0\" class=\"data row26 col0\" >2.0869</td>\n",
       "      <td id=\"T_af8e1_row26_col1\" class=\"data row26 col1\" >0.0203</td>\n",
       "      <td id=\"T_af8e1_row26_col2\" class=\"data row26 col2\" >84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row27_col0\" class=\"data row27 col0\" >2.6145</td>\n",
       "      <td id=\"T_af8e1_row27_col1\" class=\"data row27 col1\" >0.0242</td>\n",
       "      <td id=\"T_af8e1_row27_col2\" class=\"data row27 col2\" >100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row28_col0\" class=\"data row28 col0\" >2.5853</td>\n",
       "      <td id=\"T_af8e1_row28_col1\" class=\"data row28 col1\" >0.0516</td>\n",
       "      <td id=\"T_af8e1_row28_col2\" class=\"data row28 col2\" >213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row29_col0\" class=\"data row29 col0\" >1.6630</td>\n",
       "      <td id=\"T_af8e1_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "      <td id=\"T_af8e1_row29_col2\" class=\"data row29 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row30_col0\" class=\"data row30 col0\" >1.5156</td>\n",
       "      <td id=\"T_af8e1_row30_col1\" class=\"data row30 col1\" >0.0206</td>\n",
       "      <td id=\"T_af8e1_row30_col2\" class=\"data row30 col2\" >85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row31_col0\" class=\"data row31 col0\" >1.7549</td>\n",
       "      <td id=\"T_af8e1_row31_col1\" class=\"data row31 col1\" >0.0225</td>\n",
       "      <td id=\"T_af8e1_row31_col2\" class=\"data row31 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row32_col0\" class=\"data row32 col0\" >1.3101</td>\n",
       "      <td id=\"T_af8e1_row32_col1\" class=\"data row32 col1\" >0.0196</td>\n",
       "      <td id=\"T_af8e1_row32_col2\" class=\"data row32 col2\" >81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row33_col0\" class=\"data row33 col0\" >1.3997</td>\n",
       "      <td id=\"T_af8e1_row33_col1\" class=\"data row33 col1\" >0.0279</td>\n",
       "      <td id=\"T_af8e1_row33_col2\" class=\"data row33 col2\" >115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row34_col0\" class=\"data row34 col0\" >1.1114</td>\n",
       "      <td id=\"T_af8e1_row34_col1\" class=\"data row34 col1\" >0.0235</td>\n",
       "      <td id=\"T_af8e1_row34_col2\" class=\"data row34 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_af8e1_row35_col0\" class=\"data row35 col0\" >0.8671</td>\n",
       "      <td id=\"T_af8e1_row35_col1\" class=\"data row35 col1\" >0.0225</td>\n",
       "      <td id=\"T_af8e1_row35_col2\" class=\"data row35 col2\" >93</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "<table id=\"T_0e5e8\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_0e5e8_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "<table id=\"T_d1e62\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_d1e62_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_d1e62_row0_col0\" class=\"data row0 col0\" >2.2111</td>\n",
       "      <td id=\"T_d1e62_row0_col1\" class=\"data row0 col1\" >0.5487</td>\n",
       "      <td id=\"T_d1e62_row0_col2\" class=\"data row0 col2\" >2265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d1e62_row1_col0\" class=\"data row1 col0\" >1.2065</td>\n",
       "      <td id=\"T_d1e62_row1_col1\" class=\"data row1 col1\" >0.0952</td>\n",
       "      <td id=\"T_d1e62_row1_col2\" class=\"data row1 col2\" >393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d1e62_row2_col0\" class=\"data row2 col0\" >2.5902</td>\n",
       "      <td id=\"T_d1e62_row2_col1\" class=\"data row2 col1\" >0.1945</td>\n",
       "      <td id=\"T_d1e62_row2_col2\" class=\"data row2 col2\" >803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d1e62_row3_col0\" class=\"data row3 col0\" >1.5312</td>\n",
       "      <td id=\"T_d1e62_row3_col1\" class=\"data row3 col1\" >0.1156</td>\n",
       "      <td id=\"T_d1e62_row3_col2\" class=\"data row3 col2\" >477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d1e62_row4_col0\" class=\"data row4 col0\" >0.9918</td>\n",
       "      <td id=\"T_d1e62_row4_col1\" class=\"data row4 col1\" >0.0460</td>\n",
       "      <td id=\"T_d1e62_row4_col2\" class=\"data row4 col2\" >190</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Numerical('Longitude') (8/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_f36b0_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_f36b0_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_f36b0_level0_row0\" class=\"row_heading level0 row0\" >x <= -1.2269e+02</th>\n",
       "      <td id=\"T_f36b0_row0_col0\" class=\"data row0 col0\" >1.4063</td>\n",
       "      <td id=\"T_f36b0_row0_col1\" class=\"data row0 col1\" >0.0259</td>\n",
       "      <td id=\"T_f36b0_row0_col2\" class=\"data row0 col2\" >321</td>\n",
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       "      <th id=\"T_f36b0_level0_row1\" class=\"row_heading level0 row1\" >-1.2269e+02 < x <= -1.2247e+02</th>\n",
       "      <td id=\"T_f36b0_row1_col0\" class=\"data row1 col0\" >2.8878</td>\n",
       "      <td id=\"T_f36b0_row1_col1\" class=\"data row1 col1\" >0.0259</td>\n",
       "      <td id=\"T_f36b0_row1_col2\" class=\"data row1 col2\" >321</td>\n",
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       "      <th id=\"T_f36b0_level0_row2\" class=\"row_heading level0 row2\" >-1.2247e+02 < x <= -1.2241e+02</th>\n",
       "      <td id=\"T_f36b0_row2_col0\" class=\"data row2 col0\" >3.2397</td>\n",
       "      <td id=\"T_f36b0_row2_col1\" class=\"data row2 col1\" >0.0245</td>\n",
       "      <td id=\"T_f36b0_row2_col2\" class=\"data row2 col2\" >303</td>\n",
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       "      <td id=\"T_f36b0_row3_col0\" class=\"data row3 col0\" >2.1582</td>\n",
       "      <td id=\"T_f36b0_row3_col1\" class=\"data row3 col1\" >0.0262</td>\n",
       "      <td id=\"T_f36b0_row3_col2\" class=\"data row3 col2\" >324</td>\n",
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       "      <td id=\"T_f36b0_row4_col0\" class=\"data row4 col0\" >2.3071</td>\n",
       "      <td id=\"T_f36b0_row4_col1\" class=\"data row4 col1\" >0.0476</td>\n",
       "      <td id=\"T_f36b0_row4_col2\" class=\"data row4 col2\" >589</td>\n",
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       "      <td id=\"T_f36b0_row5_col1\" class=\"data row5 col1\" >0.0263</td>\n",
       "      <td id=\"T_f36b0_row5_col2\" class=\"data row5 col2\" >326</td>\n",
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       "      <td id=\"T_f36b0_row6_col0\" class=\"data row6 col0\" >2.6265</td>\n",
       "      <td id=\"T_f36b0_row6_col1\" class=\"data row6 col1\" >0.0253</td>\n",
       "      <td id=\"T_f36b0_row6_col2\" class=\"data row6 col2\" >313</td>\n",
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       "      <td id=\"T_f36b0_row7_col0\" class=\"data row7 col0\" >2.6924</td>\n",
       "      <td id=\"T_f36b0_row7_col1\" class=\"data row7 col1\" >0.0237</td>\n",
       "      <td id=\"T_f36b0_row7_col2\" class=\"data row7 col2\" >294</td>\n",
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       "      <td id=\"T_f36b0_row8_col1\" class=\"data row8 col1\" >0.0255</td>\n",
       "      <td id=\"T_f36b0_row8_col2\" class=\"data row8 col2\" >316</td>\n",
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       "      <th id=\"T_f36b0_level0_row9\" class=\"row_heading level0 row9\" >-1.2181e+02 < x <= -1.2157e+02</th>\n",
       "      <td id=\"T_f36b0_row9_col0\" class=\"data row9 col0\" >1.7103</td>\n",
       "      <td id=\"T_f36b0_row9_col1\" class=\"data row9 col1\" >0.0242</td>\n",
       "      <td id=\"T_f36b0_row9_col2\" class=\"data row9 col2\" >300</td>\n",
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       "      <th id=\"T_f36b0_level0_row10\" class=\"row_heading level0 row10\" >-1.2157e+02 < x <= -1.2139e+02</th>\n",
       "      <td id=\"T_f36b0_row10_col0\" class=\"data row10 col0\" >1.1736</td>\n",
       "      <td id=\"T_f36b0_row10_col1\" class=\"data row10 col1\" >0.0252</td>\n",
       "      <td id=\"T_f36b0_row10_col2\" class=\"data row10 col2\" >312</td>\n",
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       "      <th id=\"T_f36b0_level0_row11\" class=\"row_heading level0 row11\" >-1.2139e+02 < x <= -1.2127e+02</th>\n",
       "      <td id=\"T_f36b0_row11_col0\" class=\"data row11 col0\" >1.3270</td>\n",
       "      <td id=\"T_f36b0_row11_col1\" class=\"data row11 col1\" >0.0263</td>\n",
       "      <td id=\"T_f36b0_row11_col2\" class=\"data row11 col2\" >326</td>\n",
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       "      <th id=\"T_f36b0_level0_row12\" class=\"row_heading level0 row12\" >-1.2127e+02 < x <= -1.2101e+02</th>\n",
       "      <td id=\"T_f36b0_row12_col0\" class=\"data row12 col0\" >1.4857</td>\n",
       "      <td id=\"T_f36b0_row12_col1\" class=\"data row12 col1\" >0.0238</td>\n",
       "      <td id=\"T_f36b0_row12_col2\" class=\"data row12 col2\" >295</td>\n",
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       "      <th id=\"T_f36b0_level0_row13\" class=\"row_heading level0 row13\" >-1.2101e+02 < x <= -1.2064e+02</th>\n",
       "      <td id=\"T_f36b0_row13_col0\" class=\"data row13 col0\" >1.4716</td>\n",
       "      <td id=\"T_f36b0_row13_col1\" class=\"data row13 col1\" >0.0245</td>\n",
       "      <td id=\"T_f36b0_row13_col2\" class=\"data row13 col2\" >304</td>\n",
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       "      <th id=\"T_f36b0_level0_row14\" class=\"row_heading level0 row14\" >-1.2064e+02 < x <= -1.2007e+02</th>\n",
       "      <td id=\"T_f36b0_row14_col0\" class=\"data row14 col0\" >1.3376</td>\n",
       "      <td id=\"T_f36b0_row14_col1\" class=\"data row14 col1\" >0.0254</td>\n",
       "      <td id=\"T_f36b0_row14_col2\" class=\"data row14 col2\" >314</td>\n",
       "    </tr>\n",
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       "      <th id=\"T_f36b0_level0_row15\" class=\"row_heading level0 row15\" >-1.2007e+02 < x <= -1.1972e+02</th>\n",
       "      <td id=\"T_f36b0_row15_col0\" class=\"data row15 col0\" >1.2624</td>\n",
       "      <td id=\"T_f36b0_row15_col1\" class=\"data row15 col1\" >0.0258</td>\n",
       "      <td id=\"T_f36b0_row15_col2\" class=\"data row15 col2\" >319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f36b0_level0_row16\" class=\"row_heading level0 row16\" >-1.1972e+02 < x <= -1.1929e+02</th>\n",
       "      <td id=\"T_f36b0_row16_col0\" class=\"data row16 col0\" >1.3332</td>\n",
       "      <td id=\"T_f36b0_row16_col1\" class=\"data row16 col1\" >0.0239</td>\n",
       "      <td id=\"T_f36b0_row16_col2\" class=\"data row16 col2\" >296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row17_col0\" class=\"data row17 col0\" >1.3300</td>\n",
       "      <td id=\"T_f36b0_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "      <td id=\"T_f36b0_row17_col2\" class=\"data row17 col2\" >310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row18_col0\" class=\"data row18 col0\" >2.7211</td>\n",
       "      <td id=\"T_f36b0_row18_col1\" class=\"data row18 col1\" >0.0258</td>\n",
       "      <td id=\"T_f36b0_row18_col2\" class=\"data row18 col2\" >319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row19_col0\" class=\"data row19 col0\" >3.1653</td>\n",
       "      <td id=\"T_f36b0_row19_col1\" class=\"data row19 col1\" >0.0284</td>\n",
       "      <td id=\"T_f36b0_row19_col2\" class=\"data row19 col2\" >352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f36b0_level0_row20\" class=\"row_heading level0 row20\" >-1.1843e+02 < x <= -1.1838e+02</th>\n",
       "      <td id=\"T_f36b0_row20_col0\" class=\"data row20 col0\" >3.4432</td>\n",
       "      <td id=\"T_f36b0_row20_col1\" class=\"data row20 col1\" >0.0238</td>\n",
       "      <td id=\"T_f36b0_row20_col2\" class=\"data row20 col2\" >295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row21_col0\" class=\"data row21 col0\" >2.7480</td>\n",
       "      <td id=\"T_f36b0_row21_col1\" class=\"data row21 col1\" >0.0249</td>\n",
       "      <td id=\"T_f36b0_row21_col2\" class=\"data row21 col2\" >308</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row22_col0\" class=\"data row22 col0\" >2.3435</td>\n",
       "      <td id=\"T_f36b0_row22_col1\" class=\"data row22 col1\" >0.0271</td>\n",
       "      <td id=\"T_f36b0_row22_col2\" class=\"data row22 col2\" >336</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row23_col0\" class=\"data row23 col0\" >1.7476</td>\n",
       "      <td id=\"T_f36b0_row23_col1\" class=\"data row23 col1\" >0.0480</td>\n",
       "      <td id=\"T_f36b0_row23_col2\" class=\"data row23 col2\" >594</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row24_col0\" class=\"data row24 col0\" >1.8055</td>\n",
       "      <td id=\"T_f36b0_row24_col1\" class=\"data row24 col1\" >0.0227</td>\n",
       "      <td id=\"T_f36b0_row24_col2\" class=\"data row24 col2\" >281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row25_col0\" class=\"data row25 col0\" >2.1480</td>\n",
       "      <td id=\"T_f36b0_row25_col1\" class=\"data row25 col1\" >0.0287</td>\n",
       "      <td id=\"T_f36b0_row25_col2\" class=\"data row25 col2\" >356</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row26_col0\" class=\"data row26 col0\" >2.2494</td>\n",
       "      <td id=\"T_f36b0_row26_col1\" class=\"data row26 col1\" >0.0243</td>\n",
       "      <td id=\"T_f36b0_row26_col2\" class=\"data row26 col2\" >301</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row27_col0\" class=\"data row27 col0\" >2.4079</td>\n",
       "      <td id=\"T_f36b0_row27_col1\" class=\"data row27 col1\" >0.0245</td>\n",
       "      <td id=\"T_f36b0_row27_col2\" class=\"data row27 col2\" >303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row28_col0\" class=\"data row28 col0\" >2.2304</td>\n",
       "      <td id=\"T_f36b0_row28_col1\" class=\"data row28 col1\" >0.0468</td>\n",
       "      <td id=\"T_f36b0_row28_col2\" class=\"data row28 col2\" >580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row29_col0\" class=\"data row29 col0\" >2.4820</td>\n",
       "      <td id=\"T_f36b0_row29_col1\" class=\"data row29 col1\" >0.0266</td>\n",
       "      <td id=\"T_f36b0_row29_col2\" class=\"data row29 col2\" >329</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row30_col0\" class=\"data row30 col0\" >2.2864</td>\n",
       "      <td id=\"T_f36b0_row30_col1\" class=\"data row30 col1\" >0.0248</td>\n",
       "      <td id=\"T_f36b0_row30_col2\" class=\"data row30 col2\" >307</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row31_col0\" class=\"data row31 col0\" >1.6791</td>\n",
       "      <td id=\"T_f36b0_row31_col1\" class=\"data row31 col1\" >0.0237</td>\n",
       "      <td id=\"T_f36b0_row31_col2\" class=\"data row31 col2\" >294</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row32_col0\" class=\"data row32 col0\" >1.6380</td>\n",
       "      <td id=\"T_f36b0_row32_col1\" class=\"data row32 col1\" >0.0290</td>\n",
       "      <td id=\"T_f36b0_row32_col2\" class=\"data row32 col2\" >359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row33_col0\" class=\"data row33 col0\" >2.0512</td>\n",
       "      <td id=\"T_f36b0_row33_col1\" class=\"data row33 col1\" >0.0229</td>\n",
       "      <td id=\"T_f36b0_row33_col2\" class=\"data row33 col2\" >284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_f36b0_row34_col0\" class=\"data row34 col0\" >1.5113</td>\n",
       "      <td id=\"T_f36b0_row34_col1\" class=\"data row34 col1\" >0.0249</td>\n",
       "      <td id=\"T_f36b0_row34_col2\" class=\"data row34 col2\" >308</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row35_col0\" class=\"data row35 col0\" >1.6669</td>\n",
       "      <td id=\"T_f36b0_row35_col1\" class=\"data row35 col1\" >0.0235</td>\n",
       "      <td id=\"T_f36b0_row35_col2\" class=\"data row35 col2\" >291</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_f36b0_row36_col2\" class=\"data row36 col2\" >304</td>\n",
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       "}\n",
       "#T_a6b6e_row34_col1, #T_a6b6e_row34_col2 {\n",
       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a6b6e_row35_col0 {\n",
       "  background-color: #80a3fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_a6b6e\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_a6b6e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a6b6e_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_a6b6e_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row0_col0\" class=\"data row0 col0\" >1.3927</td>\n",
       "      <td id=\"T_a6b6e_row0_col1\" class=\"data row0 col1\" >0.0216</td>\n",
       "      <td id=\"T_a6b6e_row0_col2\" class=\"data row0 col2\" >89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row1_col0\" class=\"data row1 col0\" >3.0129</td>\n",
       "      <td id=\"T_a6b6e_row1_col1\" class=\"data row1 col1\" >0.0233</td>\n",
       "      <td id=\"T_a6b6e_row1_col2\" class=\"data row1 col2\" >96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row2_col0\" class=\"data row2 col0\" >3.1899</td>\n",
       "      <td id=\"T_a6b6e_row2_col1\" class=\"data row2 col1\" >0.0225</td>\n",
       "      <td id=\"T_a6b6e_row2_col2\" class=\"data row2 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row3_col0\" class=\"data row3 col0\" >2.1911</td>\n",
       "      <td id=\"T_a6b6e_row3_col1\" class=\"data row3 col1\" >0.0271</td>\n",
       "      <td id=\"T_a6b6e_row3_col2\" class=\"data row3 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row4_col0\" class=\"data row4 col0\" >2.3035</td>\n",
       "      <td id=\"T_a6b6e_row4_col1\" class=\"data row4 col1\" >0.0453</td>\n",
       "      <td id=\"T_a6b6e_row4_col2\" class=\"data row4 col2\" >187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row5_col0\" class=\"data row5 col0\" >2.9862</td>\n",
       "      <td id=\"T_a6b6e_row5_col1\" class=\"data row5 col1\" >0.0240</td>\n",
       "      <td id=\"T_a6b6e_row5_col2\" class=\"data row5 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row6_col0\" class=\"data row6 col0\" >2.5471</td>\n",
       "      <td id=\"T_a6b6e_row6_col1\" class=\"data row6 col1\" >0.0240</td>\n",
       "      <td id=\"T_a6b6e_row6_col2\" class=\"data row6 col2\" >99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row7_col0\" class=\"data row7 col0\" >2.6969</td>\n",
       "      <td id=\"T_a6b6e_row7_col1\" class=\"data row7 col1\" >0.0230</td>\n",
       "      <td id=\"T_a6b6e_row7_col2\" class=\"data row7 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row8_col0\" class=\"data row8 col0\" >2.1464</td>\n",
       "      <td id=\"T_a6b6e_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "      <td id=\"T_a6b6e_row8_col2\" class=\"data row8 col2\" >103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row9_col0\" class=\"data row9 col0\" >1.7105</td>\n",
       "      <td id=\"T_a6b6e_row9_col1\" class=\"data row9 col1\" >0.0218</td>\n",
       "      <td id=\"T_a6b6e_row9_col2\" class=\"data row9 col2\" >90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row10_col0\" class=\"data row10 col0\" >1.0959</td>\n",
       "      <td id=\"T_a6b6e_row10_col1\" class=\"data row10 col1\" >0.0220</td>\n",
       "      <td id=\"T_a6b6e_row10_col2\" class=\"data row10 col2\" >91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row11_col0\" class=\"data row11 col0\" >1.2918</td>\n",
       "      <td id=\"T_a6b6e_row11_col1\" class=\"data row11 col1\" >0.0291</td>\n",
       "      <td id=\"T_a6b6e_row11_col2\" class=\"data row11 col2\" >120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row12_col0\" class=\"data row12 col0\" >1.3781</td>\n",
       "      <td id=\"T_a6b6e_row12_col1\" class=\"data row12 col1\" >0.0230</td>\n",
       "      <td id=\"T_a6b6e_row12_col2\" class=\"data row12 col2\" >95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row13_col0\" class=\"data row13 col0\" >1.4767</td>\n",
       "      <td id=\"T_a6b6e_row13_col1\" class=\"data row13 col1\" >0.0225</td>\n",
       "      <td id=\"T_a6b6e_row13_col2\" class=\"data row13 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row14_col0\" class=\"data row14 col0\" >1.2441</td>\n",
       "      <td id=\"T_a6b6e_row14_col1\" class=\"data row14 col1\" >0.0252</td>\n",
       "      <td id=\"T_a6b6e_row14_col2\" class=\"data row14 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row15_col0\" class=\"data row15 col0\" >1.2810</td>\n",
       "      <td id=\"T_a6b6e_row15_col1\" class=\"data row15 col1\" >0.0281</td>\n",
       "      <td id=\"T_a6b6e_row15_col2\" class=\"data row15 col2\" >116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row16_col0\" class=\"data row16 col0\" >1.2813</td>\n",
       "      <td id=\"T_a6b6e_row16_col1\" class=\"data row16 col1\" >0.0252</td>\n",
       "      <td id=\"T_a6b6e_row16_col2\" class=\"data row16 col2\" >104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row17_col0\" class=\"data row17 col0\" >1.4223</td>\n",
       "      <td id=\"T_a6b6e_row17_col1\" class=\"data row17 col1\" >0.0274</td>\n",
       "      <td id=\"T_a6b6e_row17_col2\" class=\"data row17 col2\" >113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row18_col0\" class=\"data row18 col0\" >2.7081</td>\n",
       "      <td id=\"T_a6b6e_row18_col1\" class=\"data row18 col1\" >0.0218</td>\n",
       "      <td id=\"T_a6b6e_row18_col2\" class=\"data row18 col2\" >90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row19_col0\" class=\"data row19 col0\" >3.2548</td>\n",
       "      <td id=\"T_a6b6e_row19_col1\" class=\"data row19 col1\" >0.0266</td>\n",
       "      <td id=\"T_a6b6e_row19_col2\" class=\"data row19 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row20_col0\" class=\"data row20 col0\" >3.3604</td>\n",
       "      <td id=\"T_a6b6e_row20_col1\" class=\"data row20 col1\" >0.0242</td>\n",
       "      <td id=\"T_a6b6e_row20_col2\" class=\"data row20 col2\" >100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row21_col0\" class=\"data row21 col0\" >2.8064</td>\n",
       "      <td id=\"T_a6b6e_row21_col1\" class=\"data row21 col1\" >0.0262</td>\n",
       "      <td id=\"T_a6b6e_row21_col2\" class=\"data row21 col2\" >108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row22_col0\" class=\"data row22 col0\" >2.2395</td>\n",
       "      <td id=\"T_a6b6e_row22_col1\" class=\"data row22 col1\" >0.0305</td>\n",
       "      <td id=\"T_a6b6e_row22_col2\" class=\"data row22 col2\" >126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row23_col0\" class=\"data row23 col0\" >1.7631</td>\n",
       "      <td id=\"T_a6b6e_row23_col1\" class=\"data row23 col1\" >0.0434</td>\n",
       "      <td id=\"T_a6b6e_row23_col2\" class=\"data row23 col2\" >179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row24_col0\" class=\"data row24 col0\" >1.6175</td>\n",
       "      <td id=\"T_a6b6e_row24_col1\" class=\"data row24 col1\" >0.0298</td>\n",
       "      <td id=\"T_a6b6e_row24_col2\" class=\"data row24 col2\" >123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row25_col0\" class=\"data row25 col0\" >2.0881</td>\n",
       "      <td id=\"T_a6b6e_row25_col1\" class=\"data row25 col1\" >0.0264</td>\n",
       "      <td id=\"T_a6b6e_row25_col2\" class=\"data row25 col2\" >109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row26_col0\" class=\"data row26 col0\" >2.3487</td>\n",
       "      <td id=\"T_a6b6e_row26_col1\" class=\"data row26 col1\" >0.0245</td>\n",
       "      <td id=\"T_a6b6e_row26_col2\" class=\"data row26 col2\" >101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row27_col0\" class=\"data row27 col0\" >2.4322</td>\n",
       "      <td id=\"T_a6b6e_row27_col1\" class=\"data row27 col1\" >0.0235</td>\n",
       "      <td id=\"T_a6b6e_row27_col2\" class=\"data row27 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row28_col0\" class=\"data row28 col0\" >2.1850</td>\n",
       "      <td id=\"T_a6b6e_row28_col1\" class=\"data row28 col1\" >0.0497</td>\n",
       "      <td id=\"T_a6b6e_row28_col2\" class=\"data row28 col2\" >205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row29_col0\" class=\"data row29 col0\" >2.5202</td>\n",
       "      <td id=\"T_a6b6e_row29_col1\" class=\"data row29 col1\" >0.0288</td>\n",
       "      <td id=\"T_a6b6e_row29_col2\" class=\"data row29 col2\" >119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row30_col0\" class=\"data row30 col0\" >2.2701</td>\n",
       "      <td id=\"T_a6b6e_row30_col1\" class=\"data row30 col1\" >0.0235</td>\n",
       "      <td id=\"T_a6b6e_row30_col2\" class=\"data row30 col2\" >97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row31_col0\" class=\"data row31 col0\" >1.7464</td>\n",
       "      <td id=\"T_a6b6e_row31_col1\" class=\"data row31 col1\" >0.0225</td>\n",
       "      <td id=\"T_a6b6e_row31_col2\" class=\"data row31 col2\" >93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row32_col0\" class=\"data row32 col0\" >1.8748</td>\n",
       "      <td id=\"T_a6b6e_row32_col1\" class=\"data row32 col1\" >0.0310</td>\n",
       "      <td id=\"T_a6b6e_row32_col2\" class=\"data row32 col2\" >128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row33_col0\" class=\"data row33 col0\" >2.1466</td>\n",
       "      <td id=\"T_a6b6e_row33_col1\" class=\"data row33 col1\" >0.0266</td>\n",
       "      <td id=\"T_a6b6e_row33_col2\" class=\"data row33 col2\" >110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row34_col0\" class=\"data row34 col0\" >1.4479</td>\n",
       "      <td id=\"T_a6b6e_row34_col1\" class=\"data row34 col1\" >0.0279</td>\n",
       "      <td id=\"T_a6b6e_row34_col2\" class=\"data row34 col2\" >115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row35_col0\" class=\"data row35 col0\" >1.5746</td>\n",
       "      <td id=\"T_a6b6e_row35_col1\" class=\"data row35 col1\" >0.0271</td>\n",
       "      <td id=\"T_a6b6e_row35_col2\" class=\"data row35 col2\" >112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a6b6e_row36_col0\" class=\"data row36 col0\" >1.2465</td>\n",
       "      <td id=\"T_a6b6e_row36_col1\" class=\"data row36 col1\" >0.0259</td>\n",
       "      <td id=\"T_a6b6e_row36_col2\" class=\"data row36 col2\" >107</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "data": {
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       "<table id=\"T_5a7e3\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_5a7e3_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "    <tr>\n",
       "      <th id=\"T_d0eeb_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_d0eeb_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "      <th id=\"T_d0eeb_level0_col2\" class=\"col_heading level0 col2\" >count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_d0eeb_row0_col0\" class=\"data row0 col0\" >2.4780</td>\n",
       "      <td id=\"T_d0eeb_row0_col1\" class=\"data row0 col1\" >0.2357</td>\n",
       "      <td id=\"T_d0eeb_row0_col2\" class=\"data row0 col2\" >973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d0eeb_row1_col0\" class=\"data row1 col0\" >1.3487</td>\n",
       "      <td id=\"T_d0eeb_row1_col1\" class=\"data row1 col1\" >0.2243</td>\n",
       "      <td id=\"T_d0eeb_row1_col2\" class=\"data row1 col2\" >926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d0eeb_row2_col0\" class=\"data row2 col0\" >3.0414</td>\n",
       "      <td id=\"T_d0eeb_row2_col1\" class=\"data row2 col1\" >0.0988</td>\n",
       "      <td id=\"T_d0eeb_row2_col2\" class=\"data row2 col2\" >408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d0eeb_row3_col0\" class=\"data row3 col0\" >2.1328</td>\n",
       "      <td id=\"T_d0eeb_row3_col1\" class=\"data row3 col1\" >0.2800</td>\n",
       "      <td id=\"T_d0eeb_row3_col2\" class=\"data row3 col2\" >1156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d0eeb_row4_col0\" class=\"data row4 col0\" >1.6763</td>\n",
       "      <td id=\"T_d0eeb_row4_col1\" class=\"data row4 col1\" >0.1611</td>\n",
       "      <td id=\"T_d0eeb_row4_col2\" class=\"data row4 col2\" >665</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>library</th>\n",
       "      <th>fit_s</th>\n",
       "      <th>transform_s</th>\n",
       "      <th>train_r2</th>\n",
       "      <th>test_r2</th>\n",
       "      <th>r2_drop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AutoCarver</td>\n",
       "      <td>5.141</td>\n",
       "      <td>0.0694</td>\n",
       "      <td>0.6652</td>\n",
       "      <td>0.6595</td>\n",
       "      <td>0.0057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>optbinning</td>\n",
       "      <td>2.655</td>\n",
       "      <td>0.0096</td>\n",
       "      <td>0.5145</td>\n",
       "      <td>0.5077</td>\n",
       "      <td>0.0068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>KBinsDiscretizer</td>\n",
       "      <td>0.008</td>\n",
       "      <td>0.0018</td>\n",
       "      <td>0.6181</td>\n",
       "      <td>0.6192</td>\n",
       "      <td>-0.0011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            library  fit_s  transform_s  train_r2  test_r2  r2_drop\n",
       "0        AutoCarver  5.141       0.0694    0.6652   0.6595   0.0057\n",
       "1        optbinning  2.655       0.0096    0.5145   0.5077   0.0068\n",
       "2  KBinsDiscretizer  0.008       0.0018    0.6181   0.6192  -0.0011"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train_full = pd.concat([y_train, y_dev])\n",
    "\n",
    "runs = [(\n",
    "    'AutoCarver',\n",
    "    lambda: bin_with_autocarver(X_train, y_train, X_dev, y_dev, X_test, categoricals, quantitatives, 'continuous'),\n",
    ")]\n",
    "if HAS_OPTBINNING:\n",
    "    runs.append((\n",
    "        'optbinning',\n",
    "        lambda: bin_with_optbinning(X_train, y_train, X_dev, y_dev, X_test, categoricals, quantitatives, 'continuous'),\n",
    "    ))\n",
    "runs.append((\n",
    "    'KBinsDiscretizer',\n",
    "    lambda: bin_with_kbins(X_train, X_dev, X_test, categoricals, quantitatives),\n",
    "))\n",
    "\n",
    "rows = []\n",
    "for name, run in runs:\n",
    "    X_tr, X_te, fit_t, transform_t, carver = run()\n",
    "    scores = fit_eval_regression(X_tr, X_te, y_train_full, y_test)\n",
    "    rows.append({\n",
    "        'library': name,\n",
    "        'fit_s': round(fit_t, 3),\n",
    "        'transform_s': round(transform_t, 4),\n",
    "        'train_r2': round(scores['train_r2'], 4),\n",
    "        'test_r2': round(scores['test_r2'], 4),\n",
    "        'r2_drop': round(scores['train_r2'] - scores['test_r2'], 4),\n",
    "    })\n",
    "\n",
    "regression_results = pd.DataFrame(rows)\n",
    "regression_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b7da7c9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x350 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_bars(regression_results, ['fit_s', 'test_r2', 'r2_drop'], 'California Housing \\u2014 regression')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "notes-md",
   "metadata": {},
   "source": [
    "## How to read these numbers\n",
    "\n",
    "- **`fit_s` / `transform_s`** measure only `.fit` / `.transform` wall-clock — not data loading, not one-hot encoding, not the downstream model.\n",
    "- **`test_auc` / `test_r2`** are the headline metric. They reflect how well a *simple* downstream model performs on each library's binned output. A tree-based downstream model would tell a different (and less binning-sensitive) story.\n",
    "- **`auc_drop` / `r2_drop`** are `train - test` and measure how much each library's bins overfit. Lower is more robust. AutoCarver's dev-set veto is designed to keep this small.\n",
    "- **Same data, same seed, same downstream model** across libraries — but a single run, on one machine, with one set of hyper-parameters. Treat as illustrative.\n",
    "\n",
    "## When the result will move\n",
    "\n",
    "- **Bigger `max_n_mod` / smaller `min_freq`** will improve AutoCarver and optbinning's in-sample scores at the cost of `*_drop`. KBins doesn't have a target, so it's mostly insensitive.\n",
    "- **Different downstream model.** Gradient-boosted trees on the raw features beat any binning + linear pipeline. The point of binning is interpretability, not raw accuracy.\n",
    "- **Different dataset.** German Credit is small; on a 10M-row credit-risk dataset, `fit_s` is what dominates the comparison.\n",
    "\n",
    "See [comparison.rst](../../comparison.html) for the qualitative scope and algorithmic comparison."
   ]
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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