{
 "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 DiscretizerConfig\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": [
    "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, quantitatives=quantitatives)\n",
    "    config = DiscretizerConfig(verbose=True)  # showing statistics\n",
    "    carver = Carver(features=features, min_freq=MIN_FREQ, max_n_mod=MAX_N_MOD, config=config)\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\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\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"
   ]
  },
  {
   "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, quantitatives=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)}, quantitatives={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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       "      <th id=\"T_a1bdd_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_a1bdd_level0_row0\" class=\"row_heading level0 row0\" >no checking</th>\n",
       "      <td id=\"T_a1bdd_row0_col0\" class=\"data row0 col0\" >0.1317</td>\n",
       "      <td id=\"T_a1bdd_row0_col1\" class=\"data row0 col1\" >0.4050</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_a1bdd_level0_row1\" class=\"row_heading level0 row1\" >>=200</th>\n",
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       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_34df2_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <td id=\"T_34df2_row0_col0\" class=\"data row0 col0\" >0.0694</td>\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 7it [00:00, 5284.40it/s]\n",
      "Testing robustness    :   0%|          | 0/7 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
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       "      <th id=\"T_99c63_level0_row0\" class=\"row_heading level0 row0\" >no checking, >=200</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_1d67b_row0_col0\" class=\"data row0 col0\" >0.0714</td>\n",
       "      <td id=\"T_1d67b_row0_col1\" class=\"data row0 col1\" >0.4200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_1d67b_row1_col0\" class=\"data row1 col0\" >0.4655</td>\n",
       "      <td id=\"T_1d67b_row1_col1\" class=\"data row1 col1\" >0.5800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('credit_history') (2/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
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       "<table id=\"T_ef48e\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_ef48e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_ef48e_level0_row0\" class=\"row_heading level0 row0\" >critical/other existing credit</th>\n",
       "      <td id=\"T_ef48e_row0_col0\" class=\"data row0 col0\" >0.1676</td>\n",
       "      <td id=\"T_ef48e_row0_col1\" class=\"data row0 col1\" >0.2883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ef48e_level0_row1\" class=\"row_heading level0 row1\" >existing paid</th>\n",
       "      <td id=\"T_ef48e_row1_col0\" class=\"data row1 col0\" >0.3185</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ef48e_level0_row2\" class=\"row_heading level0 row2\" >delayed previously</th>\n",
       "      <td id=\"T_ef48e_row2_col0\" class=\"data row2 col0\" >0.3621</td>\n",
       "      <td id=\"T_ef48e_row2_col1\" class=\"data row2 col1\" >0.0967</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_ef48e_level0_row3\" class=\"row_heading level0 row3\" >all paid</th>\n",
       "      <td id=\"T_ef48e_row3_col0\" class=\"data row3 col0\" >0.5455</td>\n",
       "      <td id=\"T_ef48e_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ef48e_level0_row4\" class=\"row_heading level0 row4\" >no credits/all paid</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_9f26e_row0_col1\" class=\"data row0 col1\" >0.2900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9f26e_row1_col0\" class=\"data row1 col0\" >0.2703</td>\n",
       "      <td id=\"T_9f26e_row1_col1\" class=\"data row1 col1\" >0.5550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9f26e_row2_col0\" class=\"data row2 col0\" >0.3571</td>\n",
       "      <td id=\"T_9f26e_row2_col1\" class=\"data row2 col1\" >0.0700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9f26e_row3_col0\" class=\"data row3 col0\" >0.7273</td>\n",
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       "    <tr>\n",
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    {
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     "text": [
      "Computing associations: 15it [00:00, 10330.80it/s]\n",
      "Testing robustness    :   0%|          | 0/15 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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       "      <th id=\"T_9b566_level0_row1\" class=\"row_heading level0 row1\" >existing paid, delayed previously</th>\n",
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       "    <tr>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_85733_row0_col0\" class=\"data row0 col0\" >0.2241</td>\n",
       "      <td id=\"T_85733_row0_col1\" class=\"data row0 col1\" >0.2900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_85733_row1_col0\" class=\"data row1 col0\" >0.2800</td>\n",
       "      <td id=\"T_85733_row1_col1\" class=\"data row1 col1\" >0.6250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_85733_row2_col0\" class=\"data row2 col0\" >0.7059</td>\n",
       "      <td id=\"T_85733_row2_col1\" class=\"data row2 col1\" >0.0850</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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     "text": [
      "--- [BinaryCarver] Fit Categorical('purpose') (3/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_f9fa5_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th id=\"T_f9fa5_level0_row0\" class=\"row_heading level0 row0\" >used car</th>\n",
       "      <td id=\"T_f9fa5_row0_col0\" class=\"data row0 col0\" >0.1875</td>\n",
       "      <td id=\"T_f9fa5_row0_col1\" class=\"data row0 col1\" >0.1067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row1\" class=\"row_heading level0 row1\" >radio/tv</th>\n",
       "      <td id=\"T_f9fa5_row1_col0\" class=\"data row1 col0\" >0.2303</td>\n",
       "      <td id=\"T_f9fa5_row1_col1\" class=\"data row1 col1\" >0.2750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row2\" class=\"row_heading level0 row2\" >other, domestic appliance, retraining</th>\n",
       "      <td id=\"T_f9fa5_row2_col0\" class=\"data row2 col0\" >0.2632</td>\n",
       "      <td id=\"T_f9fa5_row2_col1\" class=\"data row2 col1\" >0.0317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row3\" class=\"row_heading level0 row3\" >furniture/equipment</th>\n",
       "      <td id=\"T_f9fa5_row3_col0\" class=\"data row3 col0\" >0.3333</td>\n",
       "      <td id=\"T_f9fa5_row3_col1\" class=\"data row3 col1\" >0.1700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row4\" class=\"row_heading level0 row4\" >new car</th>\n",
       "      <td id=\"T_f9fa5_row4_col0\" class=\"data row4 col0\" >0.3401</td>\n",
       "      <td id=\"T_f9fa5_row4_col1\" class=\"data row4 col1\" >0.2450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row5\" class=\"row_heading level0 row5\" >business</th>\n",
       "      <td id=\"T_f9fa5_row5_col0\" class=\"data row5 col0\" >0.3729</td>\n",
       "      <td id=\"T_f9fa5_row5_col1\" class=\"data row5 col1\" >0.0983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row6\" class=\"row_heading level0 row6\" >repairs</th>\n",
       "      <td id=\"T_f9fa5_row6_col0\" class=\"data row6 col0\" >0.3750</td>\n",
       "      <td id=\"T_f9fa5_row6_col1\" class=\"data row6 col1\" >0.0267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_f9fa5_level0_row7\" class=\"row_heading level0 row7\" >education</th>\n",
       "      <td id=\"T_f9fa5_row7_col0\" class=\"data row7 col0\" >0.4643</td>\n",
       "      <td id=\"T_f9fa5_row7_col1\" class=\"data row7 col1\" >0.0467</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_c4a3f_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_c4a3f_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row0_col0\" class=\"data row0 col0\" >0.1250</td>\n",
       "      <td id=\"T_c4a3f_row0_col1\" class=\"data row0 col1\" >0.0800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row1_col0\" class=\"data row1 col0\" >0.2295</td>\n",
       "      <td id=\"T_c4a3f_row1_col1\" class=\"data row1 col1\" >0.3050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row2_col0\" class=\"data row2 col0\" >0.2727</td>\n",
       "      <td id=\"T_c4a3f_row2_col1\" class=\"data row2 col1\" >0.0550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row3_col0\" class=\"data row3 col0\" >0.3235</td>\n",
       "      <td id=\"T_c4a3f_row3_col1\" class=\"data row3 col1\" >0.1700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row4_col0\" class=\"data row4 col0\" >0.4222</td>\n",
       "      <td id=\"T_c4a3f_row4_col1\" class=\"data row4 col1\" >0.2250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row5_col0\" class=\"data row5 col0\" >0.2778</td>\n",
       "      <td id=\"T_c4a3f_row5_col1\" class=\"data row5 col1\" >0.0900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row6_col0\" class=\"data row6 col0\" >0.0000</td>\n",
       "      <td id=\"T_c4a3f_row6_col1\" class=\"data row6 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_c4a3f_row7_col0\" class=\"data row7 col0\" >0.4615</td>\n",
       "      <td id=\"T_c4a3f_row7_col1\" class=\"data row7 col1\" >0.0650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    {
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     "output_type": "stream",
     "text": [
      "Computing associations: 98it [00:00, 96015.37it/s]\n",
      "Testing robustness    :   0%|          | 0/98 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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     "text": [
      "\n"
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       "      <th id=\"T_fbded_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_fbded_level0_row0\" class=\"row_heading level0 row0\" >used car, radio/tv, other, domestic appliance, ret...</th>\n",
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       "      <td id=\"T_fbded_row0_col1\" class=\"data row0 col1\" >0.4133</td>\n",
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       "      <th id=\"T_fbded_level0_row1\" class=\"row_heading level0 row1\" >new car, furniture/equipment, business, education,...</th>\n",
       "      <td id=\"T_fbded_row1_col0\" class=\"data row1 col0\" >0.3551</td>\n",
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       "<table id=\"T_f007f\" style='display:inline'>\n",
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       "      <th id=\"T_f007f_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_f007f_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_f007f_row0_col0\" class=\"data row0 col0\" >0.2159</td>\n",
       "      <td id=\"T_f007f_row0_col1\" class=\"data row0 col1\" >0.4400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f007f_row1_col0\" class=\"data row1 col0\" >0.3661</td>\n",
       "      <td id=\"T_f007f_row1_col1\" class=\"data row1 col1\" >0.5600</td>\n",
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       "  </tbody>\n",
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     "text": [
      "--- [BinaryCarver] Fit Categorical('savings_status') (4/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <th id=\"T_7cbb6_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_7cbb6_level0_row2\" class=\"row_heading level0 row2\" >no known savings</th>\n",
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       "      <td id=\"T_7cbb6_row2_col1\" class=\"data row2 col1\" >0.1750</td>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_5b087_row0_col0\" class=\"data row0 col0\" >0.3333</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_5b087_row1_col0\" class=\"data row1 col0\" >0.1250</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_5b087_row2_col0\" class=\"data row2 col0\" >0.1667</td>\n",
       "      <td id=\"T_5b087_row2_col1\" class=\"data row2 col1\" >0.1800</td>\n",
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       "    <tr>\n",
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       "  </tbody>\n",
       "</table>\n"
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     "text": [
      "Computing associations: 15it [00:00, ?it/s]\n",
      "Testing robustness    :   0%|          | 0/15 [00:00<?, ?it/s]"
     ]
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     "name": "stdout",
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     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
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      "\n"
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       "      <th id=\"T_317ff_level0_row0\" class=\"row_heading level0 row0\" >no known savings, >=1000, 500<=X<1000</th>\n",
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       "      <th id=\"T_317ff_level0_row1\" class=\"row_heading level0 row1\" ><100, 100<=X<500</th>\n",
       "      <td id=\"T_317ff_row1_col0\" class=\"data row1 col0\" >0.3598</td>\n",
       "      <td id=\"T_317ff_row1_col1\" class=\"data row1 col1\" >0.7133</td>\n",
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       "<table id=\"T_51d2b\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
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       "      <th id=\"T_51d2b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_51d2b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_51d2b_row0_col0\" class=\"data row0 col0\" >0.1724</td>\n",
       "      <td id=\"T_51d2b_row0_col1\" class=\"data row0 col1\" >0.2900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_51d2b_row1_col0\" class=\"data row1 col0\" >0.3521</td>\n",
       "      <td id=\"T_51d2b_row1_col1\" class=\"data row1 col1\" >0.7100</td>\n",
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     "text": [
      "--- [BinaryCarver] Fit Categorical('employment') (5/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
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       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7cd69_level0_row1\" class=\"row_heading level0 row1\" >>=7</th>\n",
       "      <td id=\"T_7cd69_row1_col0\" class=\"data row1 col0\" >0.2516</td>\n",
       "      <td id=\"T_7cd69_row1_col1\" class=\"data row1 col1\" >0.2650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7cd69_level0_row2\" class=\"row_heading level0 row2\" >1<=X<4</th>\n",
       "      <td id=\"T_7cd69_row2_col0\" class=\"data row2 col0\" >0.2911</td>\n",
       "      <td id=\"T_7cd69_row2_col1\" class=\"data row2 col1\" >0.3550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7cd69_level0_row3\" class=\"row_heading level0 row3\" ><1</th>\n",
       "      <td id=\"T_7cd69_row3_col0\" class=\"data row3 col0\" >0.4272</td>\n",
       "      <td id=\"T_7cd69_row3_col1\" class=\"data row3 col1\" >0.1717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7cd69_level0_row4\" class=\"row_heading level0 row4\" >unemployed</th>\n",
       "      <td id=\"T_7cd69_row4_col0\" class=\"data row4 col0\" >0.5000</td>\n",
       "      <td id=\"T_7cd69_row4_col1\" class=\"data row4 col1\" >0.0533</td>\n",
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       "  </tbody>\n",
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       "  background-color: #94b6ff;\n",
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       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_117b1_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_117b1_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_117b1_row0_col0\" class=\"data row0 col0\" >0.2632</td>\n",
       "      <td id=\"T_117b1_row0_col1\" class=\"data row0 col1\" >0.1900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_117b1_row1_col0\" class=\"data row1 col0\" >0.2600</td>\n",
       "      <td id=\"T_117b1_row1_col1\" class=\"data row1 col1\" >0.2500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_117b1_row2_col0\" class=\"data row2 col0\" >0.3621</td>\n",
       "      <td id=\"T_117b1_row2_col1\" class=\"data row2 col1\" >0.2900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_117b1_row3_col0\" class=\"data row3 col0\" >0.3333</td>\n",
       "      <td id=\"T_117b1_row3_col1\" class=\"data row3 col1\" >0.1800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_117b1_row4_col0\" class=\"data row4 col0\" >0.2222</td>\n",
       "      <td id=\"T_117b1_row4_col1\" class=\"data row4 col1\" >0.0900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 15it [00:00, ?it/s]\n",
      "Testing robustness    :  60%|██████    | 9/15 [00:00<00:00, 220.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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       "<table id=\"T_950e8\" 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_950e8_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_950e8_level0_row0\" class=\"row_heading level0 row0\" >>=7, 4<=X<7</th>\n",
       "      <td id=\"T_950e8_row0_col0\" class=\"data row0 col0\" >0.2302</td>\n",
       "      <td id=\"T_950e8_row0_col1\" class=\"data row0 col1\" >0.4200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_950e8_level0_row1\" class=\"row_heading level0 row1\" >unemployed, 1<=X<4, <1</th>\n",
       "      <td id=\"T_950e8_row1_col0\" class=\"data row1 col0\" >0.3506</td>\n",
       "      <td id=\"T_950e8_row1_col1\" class=\"data row1 col1\" >0.5800</td>\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "      <th id=\"T_7a44a_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_7a44a_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_7a44a_row0_col0\" class=\"data row0 col0\" >0.2614</td>\n",
       "      <td id=\"T_7a44a_row0_col1\" class=\"data row0 col1\" >0.4400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7a44a_row1_col0\" class=\"data row1 col0\" >0.3304</td>\n",
       "      <td id=\"T_7a44a_row1_col1\" class=\"data row1 col1\" >0.5600</td>\n",
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       "  </tbody>\n",
       "</table>\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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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_b5394_level0_row0\" class=\"row_heading level0 row0\" >male single</th>\n",
       "      <td id=\"T_b5394_row0_col0\" class=\"data row0 col0\" >0.2679</td>\n",
       "      <td id=\"T_b5394_row0_col1\" class=\"data row0 col1\" >0.5600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5394_level0_row1\" class=\"row_heading level0 row1\" >male mar/wid</th>\n",
       "      <td id=\"T_b5394_row1_col0\" class=\"data row1 col0\" >0.2778</td>\n",
       "      <td id=\"T_b5394_row1_col1\" class=\"data row1 col1\" >0.0900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_b5394_level0_row2\" class=\"row_heading level0 row2\" >female div/dep/mar</th>\n",
       "      <td id=\"T_b5394_row2_col0\" class=\"data row2 col0\" >0.3559</td>\n",
       "      <td id=\"T_b5394_row2_col1\" class=\"data row2 col1\" >0.2950</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5394_level0_row3\" class=\"row_heading level0 row3\" >male div/sep</th>\n",
       "      <td id=\"T_b5394_row3_col0\" class=\"data row3 col0\" >0.3636</td>\n",
       "      <td id=\"T_b5394_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
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       "  background-color: #f5a081;\n",
       "  color: #000000;\n",
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       "<table id=\"T_50508\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_50508_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_50508_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_50508_row0_col0\" class=\"data row0 col0\" >0.2830</td>\n",
       "      <td id=\"T_50508_row0_col1\" class=\"data row0 col1\" >0.5300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_50508_row1_col0\" class=\"data row1 col0\" >0.2381</td>\n",
       "      <td id=\"T_50508_row1_col1\" class=\"data row1 col1\" >0.1050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_50508_row2_col0\" class=\"data row2 col0\" >0.3385</td>\n",
       "      <td id=\"T_50508_row2_col1\" class=\"data row2 col1\" >0.3250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_50508_row3_col0\" class=\"data row3 col0\" >0.3750</td>\n",
       "      <td id=\"T_50508_row3_col1\" class=\"data row3 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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     "text": [
      "Computing associations: 7it [00:00, 6363.27it/s]\n",
      "Testing robustness    :   0%|          | 0/7 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
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     "text": [
      "\n"
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     "data": {
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       "  <caption>X distribution</caption>\n",
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       "      <td id=\"T_fb3e1_row0_col1\" class=\"data row0 col1\" >0.6500</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_fb3e1_level0_row1\" class=\"row_heading level0 row1\" >female div/dep/mar, male div/sep</th>\n",
       "      <td id=\"T_fb3e1_row1_col0\" class=\"data row1 col0\" >0.3571</td>\n",
       "      <td id=\"T_fb3e1_row1_col1\" class=\"data row1 col1\" >0.3500</td>\n",
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       "#T_55a2b_row0_col1, #T_55a2b_row1_col0 {\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "      <th id=\"T_55a2b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_55a2b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_55a2b_row0_col0\" class=\"data row0 col0\" >0.2756</td>\n",
       "      <td id=\"T_55a2b_row0_col1\" class=\"data row0 col1\" >0.6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_55a2b_row1_col0\" class=\"data row1 col0\" >0.3425</td>\n",
       "      <td id=\"T_55a2b_row1_col1\" class=\"data row1 col1\" >0.3650</td>\n",
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       "  </tbody>\n",
       "</table>\n"
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     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('other_parties') (7/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "  <tbody>\n",
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       "      <td id=\"T_e405b_row0_col0\" class=\"data row0 col0\" >0.1786</td>\n",
       "      <td id=\"T_e405b_row0_col1\" class=\"data row0 col1\" >0.0467</td>\n",
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       "      <th id=\"T_e405b_level0_row2\" class=\"row_heading level0 row2\" >co applicant</th>\n",
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       "      <td id=\"T_e405b_row2_col1\" class=\"data row2 col1\" >0.0467</td>\n",
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       "#T_62fd5_row1_col1, #T_62fd5_row2_col0 {\n",
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       "  <caption>X_dev distribution</caption>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_62fd5_row0_col0\" class=\"data row0 col0\" >0.2500</td>\n",
       "      <td id=\"T_62fd5_row0_col1\" class=\"data row0 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_62fd5_row1_col0\" class=\"data row1 col0\" >0.2989</td>\n",
       "      <td id=\"T_62fd5_row1_col1\" class=\"data row1 col1\" >0.9200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_62fd5_row2_col0\" class=\"data row2 col0\" >0.3750</td>\n",
       "      <td id=\"T_62fd5_row2_col1\" class=\"data row2 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 3it [00:00, 3005.95it/s]\n",
      "Testing robustness    : 100%|██████████| 3/3 [00:00<00:00, 520.41it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "WARNING: No robust combination for Categorical('other_parties'). Consider increasing the size of X_dev or dropping the feature (X not representative of X_dev for this feature).\n",
      "--- [BinaryCarver] Fit Categorical('property_magnitude') (8/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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       "      <th id=\"T_890d7_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_890d7_level0_row0\" class=\"row_heading level0 row0\" >real estate</th>\n",
       "      <td id=\"T_890d7_row0_col0\" class=\"data row0 col0\" >0.2130</td>\n",
       "      <td id=\"T_890d7_row0_col1\" class=\"data row0 col1\" >0.2817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_890d7_level0_row1\" class=\"row_heading level0 row1\" >life insurance</th>\n",
       "      <td id=\"T_890d7_row1_col0\" class=\"data row1 col0\" >0.3125</td>\n",
       "      <td id=\"T_890d7_row1_col1\" class=\"data row1 col1\" >0.2133</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_890d7_row3_col1\" class=\"data row3 col1\" >0.1550</td>\n",
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       "      <td id=\"T_d1d24_row0_col0\" class=\"data row0 col0\" >0.2182</td>\n",
       "      <td id=\"T_d1d24_row0_col1\" class=\"data row0 col1\" >0.2750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d1d24_row1_col0\" class=\"data row1 col0\" >0.2600</td>\n",
       "      <td id=\"T_d1d24_row1_col1\" class=\"data row1 col1\" >0.2500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d1d24_row2_col0\" class=\"data row2 col0\" >0.3281</td>\n",
       "      <td id=\"T_d1d24_row2_col1\" class=\"data row2 col1\" >0.3200</td>\n",
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       "    <tr>\n",
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     "text": [
      "Computing associations: 7it [00:00, ?it/s]\n",
      "Testing robustness    :   0%|          | 0/7 [00:00<?, ?it/s]"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
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      "\n"
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_aa261_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  </thead>\n",
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       "      <th id=\"T_aa261_level0_row0\" class=\"row_heading level0 row0\" >real estate</th>\n",
       "      <td id=\"T_aa261_row0_col0\" class=\"data row0 col0\" >0.2130</td>\n",
       "      <td id=\"T_aa261_row0_col1\" class=\"data row0 col1\" >0.2817</td>\n",
       "    </tr>\n",
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       "      <th id=\"T_aa261_level0_row1\" class=\"row_heading level0 row1\" >car, life insurance</th>\n",
       "      <td id=\"T_aa261_row1_col0\" class=\"data row1 col0\" >0.3136</td>\n",
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       "      <td id=\"T_70d8b_row0_col0\" class=\"data row0 col0\" >0.2182</td>\n",
       "      <td id=\"T_70d8b_row0_col1\" class=\"data row0 col1\" >0.2750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_70d8b_row1_col0\" class=\"data row1 col0\" >0.2982</td>\n",
       "      <td id=\"T_70d8b_row1_col1\" class=\"data row1 col1\" >0.5700</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_70d8b_row2_col0\" class=\"data row2 col0\" >0.4516</td>\n",
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     "text": [
      "--- [BinaryCarver] Fit Categorical('other_payment_plans') (9/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "      <td id=\"T_8189e_row0_col0\" class=\"data row0 col0\" >0.2619</td>\n",
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       "      <td id=\"T_8189e_row2_col0\" class=\"data row2 col0\" >0.4699</td>\n",
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       "      <td id=\"T_7caf2_row0_col0\" class=\"data row0 col0\" >0.2866</td>\n",
       "      <td id=\"T_7caf2_row0_col1\" class=\"data row0 col1\" >0.8200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7caf2_row1_col0\" class=\"data row1 col0\" >0.4444</td>\n",
       "      <td id=\"T_7caf2_row1_col1\" class=\"data row1 col1\" >0.0450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_7caf2_row2_col0\" class=\"data row2 col0\" >0.3333</td>\n",
       "      <td id=\"T_7caf2_row2_col1\" class=\"data row2 col1\" >0.1350</td>\n",
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      "Computing associations: 3it [00:00, 2997.36it/s]\n",
      "Testing robustness    :   0%|          | 0/3 [00:00<?, ?it/s]"
     ]
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     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
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       "      <td id=\"T_94366_row0_col0\" class=\"data row0 col0\" >0.2866</td>\n",
       "      <td id=\"T_94366_row0_col1\" class=\"data row0 col1\" >0.8200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_94366_row1_col0\" class=\"data row1 col0\" >0.3611</td>\n",
       "      <td id=\"T_94366_row1_col1\" class=\"data row1 col1\" >0.1800</td>\n",
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       "  </tbody>\n",
       "</table>\n"
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     "text": [
      "--- [BinaryCarver] Fit Categorical('housing') (10/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_92426_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_92426_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_92426_level0_row0\" class=\"row_heading level0 row0\" >own</th>\n",
       "      <td id=\"T_92426_row0_col0\" class=\"data row0 col0\" >0.2558</td>\n",
       "      <td id=\"T_92426_row0_col1\" class=\"data row0 col1\" >0.7233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92426_level0_row1\" class=\"row_heading level0 row1\" >for free</th>\n",
       "      <td id=\"T_92426_row1_col0\" class=\"data row1 col0\" >0.3750</td>\n",
       "      <td id=\"T_92426_row1_col1\" class=\"data row1 col1\" >0.1067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_92426_level0_row2\" class=\"row_heading level0 row2\" >rent</th>\n",
       "      <td id=\"T_92426_row2_col0\" class=\"data row2 col0\" >0.4412</td>\n",
       "      <td id=\"T_92426_row2_col1\" class=\"data row2 col1\" >0.1700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  background-color: #3b4cc0;\n",
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       "  background-color: #4b64d5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_2d726\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_2d726_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_2d726_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_2d726_row0_col0\" class=\"data row0 col0\" >0.2857</td>\n",
       "      <td id=\"T_2d726_row0_col1\" class=\"data row0 col1\" >0.7350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2d726_row1_col0\" class=\"data row1 col0\" >0.4348</td>\n",
       "      <td id=\"T_2d726_row1_col1\" class=\"data row1 col1\" >0.1150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2d726_row2_col0\" class=\"data row2 col0\" >0.2667</td>\n",
       "      <td id=\"T_2d726_row2_col1\" class=\"data row2 col1\" >0.1500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 3it [00:00, ?it/s]\n",
      "Testing robustness    :   0%|          | 0/3 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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       "#T_e63f6_row0_col1, #T_e63f6_row1_col0 {\n",
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       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_e63f6\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e63f6_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_e63f6_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_e63f6_level0_row0\" class=\"row_heading level0 row0\" >own</th>\n",
       "      <td id=\"T_e63f6_row0_col0\" class=\"data row0 col0\" >0.2558</td>\n",
       "      <td id=\"T_e63f6_row0_col1\" class=\"data row0 col1\" >0.7233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e63f6_level0_row1\" class=\"row_heading level0 row1\" >for free, rent</th>\n",
       "      <td id=\"T_e63f6_row1_col0\" class=\"data row1 col0\" >0.4157</td>\n",
       "      <td id=\"T_e63f6_row1_col1\" class=\"data row1 col1\" >0.2767</td>\n",
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       "<table id=\"T_f978d\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_f978d_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_f978d_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_f978d_row0_col0\" class=\"data row0 col0\" >0.2857</td>\n",
       "      <td id=\"T_f978d_row0_col1\" class=\"data row0 col1\" >0.7350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f978d_row1_col0\" class=\"data row1 col0\" >0.3396</td>\n",
       "      <td id=\"T_f978d_row1_col1\" class=\"data row1 col1\" >0.2650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('job') (11/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_370a4_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_370a4_level0_row0\" class=\"row_heading level0 row0\" >skilled</th>\n",
       "      <td id=\"T_370a4_row0_col0\" class=\"data row0 col0\" >0.2898</td>\n",
       "      <td id=\"T_370a4_row0_col1\" class=\"data row0 col1\" >0.6383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_370a4_level0_row1\" class=\"row_heading level0 row1\" >unskilled resident</th>\n",
       "      <td id=\"T_370a4_row1_col0\" class=\"data row1 col0\" >0.2966</td>\n",
       "      <td id=\"T_370a4_row1_col1\" class=\"data row1 col1\" >0.1967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td id=\"T_370a4_row2_col1\" class=\"data row2 col1\" >0.1483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_370a4_level0_row3\" class=\"row_heading level0 row3\" >unemp/unskilled non res</th>\n",
       "      <td id=\"T_370a4_row3_col0\" class=\"data row3 col0\" >0.5000</td>\n",
       "      <td id=\"T_370a4_row3_col1\" class=\"data row3 col1\" >0.0167</td>\n",
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       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_869e2_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_869e2_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_869e2_row0_col0\" class=\"data row0 col0\" >0.2541</td>\n",
       "      <td id=\"T_869e2_row0_col1\" class=\"data row0 col1\" >0.6100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_869e2_row1_col0\" class=\"data row1 col0\" >0.3171</td>\n",
       "      <td id=\"T_869e2_row1_col1\" class=\"data row1 col1\" >0.2050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_869e2_row2_col0\" class=\"data row2 col0\" >0.4839</td>\n",
       "      <td id=\"T_869e2_row2_col1\" class=\"data row2 col1\" >0.1550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_869e2_row3_col0\" class=\"data row3 col0\" >0.1667</td>\n",
       "      <td id=\"T_869e2_row3_col1\" class=\"data row3 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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     "output_type": "stream",
     "text": [
      "Computing associations: 7it [00:00, ?it/s]\n",
      "Testing robustness    :  57%|█████▋    | 4/7 [00:00<00:00, 363.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
     "data": {
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       "      <td id=\"T_b5b77_row0_col1\" class=\"data row0 col1\" >0.8350</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_b5b77_level0_row1\" class=\"row_heading level0 row1\" >high qualif/self emp/mgmt, unemp/unskilled non res</th>\n",
       "      <td id=\"T_b5b77_row1_col0\" class=\"data row1 col0\" >0.3434</td>\n",
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       "<table id=\"T_310b7\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_310b7_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_310b7_row0_col0\" class=\"data row0 col0\" >0.2699</td>\n",
       "      <td id=\"T_310b7_row0_col1\" class=\"data row0 col1\" >0.8150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_310b7_row1_col0\" class=\"data row1 col0\" >0.4324</td>\n",
       "      <td id=\"T_310b7_row1_col1\" class=\"data row1 col1\" >0.1850</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Categorical('own_telephone') (12/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_6124d_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_6124d_level0_row0\" class=\"row_heading level0 row0\" >yes</th>\n",
       "      <td id=\"T_6124d_row0_col0\" class=\"data row0 col0\" >0.2645</td>\n",
       "      <td id=\"T_6124d_row0_col1\" class=\"data row0 col1\" >0.4033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_6124d_level0_row1\" class=\"row_heading level0 row1\" >none</th>\n",
       "      <td id=\"T_6124d_row1_col0\" class=\"data row1 col0\" >0.3240</td>\n",
       "      <td id=\"T_6124d_row1_col1\" class=\"data row1 col1\" >0.5967</td>\n",
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       "<table id=\"T_66053\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_66053_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_66053_row0_col0\" class=\"data row0 col0\" >0.3125</td>\n",
       "      <td id=\"T_66053_row0_col1\" class=\"data row0 col1\" >0.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_66053_row1_col0\" class=\"data row1 col0\" >0.2917</td>\n",
       "      <td id=\"T_66053_row1_col1\" class=\"data row1 col1\" >0.6000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 1it [00:00, ?it/s]\n",
      "Testing robustness    : 100%|██████████| 1/1 [00:00<00:00, 189.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "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"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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       "  <caption>X_dev distribution</caption>\n",
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       "      <th id=\"T_7697a_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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     "text": [
      "Computing associations: 1it [00:00, ?it/s]\n",
      "Testing robustness    : 100%|██████████| 1/1 [00:00<00:00, 473.08it/s]"
     ]
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     "text": [
      "\n",
      "\n",
      "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 Quantitative('duration') (14/20)\n",
      " [BinaryCarver] Raw distribution\n"
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       "  <tbody>\n",
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       "      <th id=\"T_a91f7_level0_row0\" class=\"row_heading level0 row0\" >x <= 8.00e+00</th>\n",
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       "    <tr>\n",
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       "      <td id=\"T_a91f7_row4_col1\" class=\"data row4 col1\" >0.0733</td>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_def67_row0_col0\" class=\"data row0 col0\" >0.1000</td>\n",
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       "      <td id=\"T_def67_row4_col1\" class=\"data row4 col1\" >0.0700</td>\n",
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       "      <td id=\"T_def67_row5_col1\" class=\"data row5 col1\" >0.1150</td>\n",
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       "      <td id=\"T_def67_row6_col1\" class=\"data row6 col1\" >0.0450</td>\n",
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     "text": [
      "Computing associations: 793it [00:00, 113615.13it/s]\n",
      "Testing robustness    :   0%|          | 0/793 [00:00<?, ?it/s]"
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
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     "output_type": "stream",
     "text": [
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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_d33f2_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_d33f2_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.10e+01</th>\n",
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       "<table id=\"T_2346b\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_2346b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_2346b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_2346b_row0_col0\" class=\"data row0 col0\" >0.1463</td>\n",
       "      <td id=\"T_2346b_row0_col1\" class=\"data row0 col1\" >0.2050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2346b_row1_col0\" class=\"data row1 col0\" >0.2966</td>\n",
       "      <td id=\"T_2346b_row1_col1\" class=\"data row1 col1\" >0.5900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2346b_row2_col0\" class=\"data row2 col0\" >0.4634</td>\n",
       "      <td id=\"T_2346b_row2_col1\" class=\"data row2 col1\" >0.2050</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Quantitative('credit_amount') (15/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "<table id=\"T_7093e\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_7093e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_7093e_level0_row0\" class=\"row_heading level0 row0\" >x <= 6.18e+02</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "      <td id=\"T_7093e_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row8\" class=\"row_heading level0 row8\" >1.26e+03 < x <= 1.31e+03</th>\n",
       "      <td id=\"T_7093e_row8_col0\" class=\"data row8 col0\" >0.3333</td>\n",
       "      <td id=\"T_7093e_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row9\" class=\"row_heading level0 row9\" >1.31e+03 < x <= 1.37e+03</th>\n",
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       "      <td id=\"T_7093e_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row10\" class=\"row_heading level0 row10\" >1.37e+03 < x <= 1.41e+03</th>\n",
       "      <td id=\"T_7093e_row10_col0\" class=\"data row10 col0\" >0.1250</td>\n",
       "      <td id=\"T_7093e_row10_col1\" class=\"data row10 col1\" >0.0267</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_7093e_row13_col0\" class=\"data row13 col0\" >0.2000</td>\n",
       "      <td id=\"T_7093e_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
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       "      <td id=\"T_7093e_row16_col1\" class=\"data row16 col1\" >0.0233</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "      <td id=\"T_7093e_row18_col0\" class=\"data row18 col0\" >0.2667</td>\n",
       "      <td id=\"T_7093e_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row19\" class=\"row_heading level0 row19\" >2.21e+03 < x <= 2.30e+03</th>\n",
       "      <td id=\"T_7093e_row19_col0\" class=\"data row19 col0\" >0.2667</td>\n",
       "      <td id=\"T_7093e_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row20\" class=\"row_heading level0 row20\" >2.30e+03 < x <= 2.38e+03</th>\n",
       "      <td id=\"T_7093e_row20_col0\" class=\"data row20 col0\" >0.2000</td>\n",
       "      <td id=\"T_7093e_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row21\" class=\"row_heading level0 row21\" >2.38e+03 < x <= 2.48e+03</th>\n",
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       "      <td id=\"T_7093e_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "    <tr>\n",
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       "      <td id=\"T_7093e_row23_col0\" class=\"data row23 col0\" >0.3333</td>\n",
       "      <td id=\"T_7093e_row23_col1\" class=\"data row23 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row24\" class=\"row_heading level0 row24\" >2.75e+03 < x <= 2.92e+03</th>\n",
       "      <td id=\"T_7093e_row24_col0\" class=\"data row24 col0\" >0.2000</td>\n",
       "      <td id=\"T_7093e_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row25\" class=\"row_heading level0 row25\" >2.92e+03 < x <= 3.07e+03</th>\n",
       "      <td id=\"T_7093e_row25_col0\" class=\"data row25 col0\" >0.2000</td>\n",
       "      <td id=\"T_7093e_row25_col1\" class=\"data row25 col1\" >0.0250</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_7093e_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row27\" class=\"row_heading level0 row27\" >3.35e+03 < x <= 3.51e+03</th>\n",
       "      <td id=\"T_7093e_row27_col0\" class=\"data row27 col0\" >0.1333</td>\n",
       "      <td id=\"T_7093e_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row28\" class=\"row_heading level0 row28\" >3.51e+03 < x <= 3.63e+03</th>\n",
       "      <td id=\"T_7093e_row28_col0\" class=\"data row28 col0\" >0.1333</td>\n",
       "      <td id=\"T_7093e_row28_col1\" class=\"data row28 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row29\" class=\"row_heading level0 row29\" >3.63e+03 < x <= 3.91e+03</th>\n",
       "      <td id=\"T_7093e_row29_col0\" class=\"data row29 col0\" >0.0667</td>\n",
       "      <td id=\"T_7093e_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row30\" class=\"row_heading level0 row30\" >3.91e+03 < x <= 4.24e+03</th>\n",
       "      <td id=\"T_7093e_row30_col0\" class=\"data row30 col0\" >0.4667</td>\n",
       "      <td id=\"T_7093e_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row31\" class=\"row_heading level0 row31\" >4.24e+03 < x <= 4.66e+03</th>\n",
       "      <td id=\"T_7093e_row31_col0\" class=\"data row31 col0\" >0.4000</td>\n",
       "      <td id=\"T_7093e_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row32\" class=\"row_heading level0 row32\" >4.66e+03 < x <= 5.08e+03</th>\n",
       "      <td id=\"T_7093e_row32_col0\" class=\"data row32 col0\" >0.4667</td>\n",
       "      <td id=\"T_7093e_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row33\" class=\"row_heading level0 row33\" >5.08e+03 < x <= 5.80e+03</th>\n",
       "      <td id=\"T_7093e_row33_col0\" class=\"data row33 col0\" >0.2000</td>\n",
       "      <td id=\"T_7093e_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row34\" class=\"row_heading level0 row34\" >5.80e+03 < x <= 6.36e+03</th>\n",
       "      <td id=\"T_7093e_row34_col0\" class=\"data row34 col0\" >0.2667</td>\n",
       "      <td id=\"T_7093e_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row35\" class=\"row_heading level0 row35\" >6.36e+03 < x <= 6.85e+03</th>\n",
       "      <td id=\"T_7093e_row35_col0\" class=\"data row35 col0\" >0.4667</td>\n",
       "      <td id=\"T_7093e_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row36\" class=\"row_heading level0 row36\" >6.85e+03 < x <= 7.48e+03</th>\n",
       "      <td id=\"T_7093e_row36_col0\" class=\"data row36 col0\" >0.2000</td>\n",
       "      <td id=\"T_7093e_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row37\" class=\"row_heading level0 row37\" >7.48e+03 < x <= 8.23e+03</th>\n",
       "      <td id=\"T_7093e_row37_col0\" class=\"data row37 col0\" >0.4667</td>\n",
       "      <td id=\"T_7093e_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row38\" class=\"row_heading level0 row38\" >8.23e+03 < x <= 9.57e+03</th>\n",
       "      <td id=\"T_7093e_row38_col0\" class=\"data row38 col0\" >0.4000</td>\n",
       "      <td id=\"T_7093e_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7093e_level0_row39\" class=\"row_heading level0 row39\" >9.57e+03 < x</th>\n",
       "      <td id=\"T_7093e_row39_col0\" class=\"data row39 col0\" >0.5333</td>\n",
       "      <td id=\"T_7093e_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
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       "  background-color: #8db0fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row0_col1, #T_ad00b_row31_col1, #T_ad00b_row33_col1 {\n",
       "  background-color: #aac7fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row1_col0, #T_ad00b_row2_col0, #T_ad00b_row6_col0, #T_ad00b_row18_col0, #T_ad00b_row19_col0, #T_ad00b_row27_col0 {\n",
       "  background-color: #f5c4ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row1_col1, #T_ad00b_row12_col1, #T_ad00b_row16_col1, #T_ad00b_row23_col1, #T_ad00b_row24_col1, #T_ad00b_row30_col1, #T_ad00b_row35_col1 {\n",
       "  background-color: #8caffe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row2_col1, #T_ad00b_row4_col0, #T_ad00b_row4_col1, #T_ad00b_row7_col0, #T_ad00b_row11_col0, #T_ad00b_row11_col1, #T_ad00b_row14_col0, #T_ad00b_row14_col1, #T_ad00b_row25_col0, #T_ad00b_row28_col1, #T_ad00b_row32_col0 {\n",
       "  background-color: #c5d6f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row3_col0, #T_ad00b_row8_col0, #T_ad00b_row10_col0, #T_ad00b_row13_col0, #T_ad00b_row17_col0, #T_ad00b_row20_col0, #T_ad00b_row21_col0, #T_ad00b_row21_col1, #T_ad00b_row23_col0, #T_ad00b_row24_col0, #T_ad00b_row28_col0, #T_ad00b_row35_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row3_col1, #T_ad00b_row6_col1, #T_ad00b_row8_col1, #T_ad00b_row18_col1, #T_ad00b_row19_col1 {\n",
       "  background-color: #5470de;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row5_col0 {\n",
       "  background-color: #7396f5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row5_col1, #T_ad00b_row9_col1, #T_ad00b_row15_col1, #T_ad00b_row33_col0, #T_ad00b_row34_col1 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row7_col1 {\n",
       "  background-color: #d1493f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row9_col0, #T_ad00b_row15_col0, #T_ad00b_row34_col0 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row10_col1, #T_ad00b_row13_col1, #T_ad00b_row20_col1, #T_ad00b_row22_col1, #T_ad00b_row25_col1, #T_ad00b_row32_col1, #T_ad00b_row36_col1, #T_ad00b_row37_col1, #T_ad00b_row38_col1 {\n",
       "  background-color: #6f92f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row12_col0, #T_ad00b_row16_col0, #T_ad00b_row30_col0 {\n",
       "  background-color: #a3c2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row17_col1, #T_ad00b_row27_col1 {\n",
       "  background-color: #efcebd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row22_col0, #T_ad00b_row36_col0, #T_ad00b_row37_col0, #T_ad00b_row38_col0 {\n",
       "  background-color: #e7745b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row26_col1, #T_ad00b_row29_col1 {\n",
       "  background-color: #f4987a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ad00b_row29_col0 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row31_col0, #T_ad00b_row39_col1 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_ad00b_row39_col0 {\n",
       "  background-color: #f29274;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_ad00b\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_ad00b_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_ad00b_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row0_col0\" class=\"data row0 col0\" >0.2000</td>\n",
       "      <td id=\"T_ad00b_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row1_col0\" class=\"data row1 col0\" >0.5000</td>\n",
       "      <td id=\"T_ad00b_row1_col1\" class=\"data row1 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row2_col0\" class=\"data row2 col0\" >0.5000</td>\n",
       "      <td id=\"T_ad00b_row2_col1\" class=\"data row2 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row3_col0\" class=\"data row3 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row3_col1\" class=\"data row3 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row4_col0\" class=\"data row4 col0\" >0.3333</td>\n",
       "      <td id=\"T_ad00b_row4_col1\" class=\"data row4 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row5_col0\" class=\"data row5 col0\" >0.1429</td>\n",
       "      <td id=\"T_ad00b_row5_col1\" class=\"data row5 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row6_col0\" class=\"data row6 col0\" >0.5000</td>\n",
       "      <td id=\"T_ad00b_row6_col1\" class=\"data row6 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row7_col0\" class=\"data row7 col0\" >0.3333</td>\n",
       "      <td id=\"T_ad00b_row7_col1\" class=\"data row7 col1\" >0.0600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row8_col0\" class=\"data row8 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row8_col1\" class=\"data row8 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row9_col0\" class=\"data row9 col0\" >0.2857</td>\n",
       "      <td id=\"T_ad00b_row9_col1\" class=\"data row9 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row10_col0\" class=\"data row10 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row10_col1\" class=\"data row10 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row11_col0\" class=\"data row11 col0\" >0.3333</td>\n",
       "      <td id=\"T_ad00b_row11_col1\" class=\"data row11 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row12_col0\" class=\"data row12 col0\" >0.2500</td>\n",
       "      <td id=\"T_ad00b_row12_col1\" class=\"data row12 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row13_col0\" class=\"data row13 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row13_col1\" class=\"data row13 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row14_col0\" class=\"data row14 col0\" >0.3333</td>\n",
       "      <td id=\"T_ad00b_row14_col1\" class=\"data row14 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row15_col0\" class=\"data row15 col0\" >0.2857</td>\n",
       "      <td id=\"T_ad00b_row15_col1\" class=\"data row15 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row16_col0\" class=\"data row16 col0\" >0.2500</td>\n",
       "      <td id=\"T_ad00b_row16_col1\" class=\"data row16 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row17_col0\" class=\"data row17 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row17_col1\" class=\"data row17 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row18_col0\" class=\"data row18 col0\" >0.5000</td>\n",
       "      <td id=\"T_ad00b_row18_col1\" class=\"data row18 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row19_col0\" class=\"data row19 col0\" >0.5000</td>\n",
       "      <td id=\"T_ad00b_row19_col1\" class=\"data row19 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row20_col0\" class=\"data row20 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row20_col1\" class=\"data row20 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row21_col0\" class=\"data row21 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row21_col1\" class=\"data row21 col1\" >0.0050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row22_col0\" class=\"data row22 col0\" >0.6667</td>\n",
       "      <td id=\"T_ad00b_row22_col1\" class=\"data row22 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row23_col0\" class=\"data row23 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row23_col1\" class=\"data row23 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row24_col0\" class=\"data row24 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row24_col1\" class=\"data row24 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row25_col0\" class=\"data row25 col0\" >0.3333</td>\n",
       "      <td id=\"T_ad00b_row25_col1\" class=\"data row25 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row26_col0\" class=\"data row26 col0\" >0.2000</td>\n",
       "      <td id=\"T_ad00b_row26_col1\" class=\"data row26 col1\" >0.0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row27_col0\" class=\"data row27 col0\" >0.5000</td>\n",
       "      <td id=\"T_ad00b_row27_col1\" class=\"data row27 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row28_col0\" class=\"data row28 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row28_col1\" class=\"data row28 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row29_col0\" class=\"data row29 col0\" >0.1000</td>\n",
       "      <td id=\"T_ad00b_row29_col1\" class=\"data row29 col1\" >0.0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row30_col0\" class=\"data row30 col0\" >0.2500</td>\n",
       "      <td id=\"T_ad00b_row30_col1\" class=\"data row30 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row31_col0\" class=\"data row31 col0\" >0.8000</td>\n",
       "      <td id=\"T_ad00b_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row32_col0\" class=\"data row32 col0\" >0.3333</td>\n",
       "      <td id=\"T_ad00b_row32_col1\" class=\"data row32 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row33_col0\" class=\"data row33 col0\" >0.4000</td>\n",
       "      <td id=\"T_ad00b_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row34_col0\" class=\"data row34 col0\" >0.2857</td>\n",
       "      <td id=\"T_ad00b_row34_col1\" class=\"data row34 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row35_col0\" class=\"data row35 col0\" >0.0000</td>\n",
       "      <td id=\"T_ad00b_row35_col1\" class=\"data row35 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row36_col0\" class=\"data row36 col0\" >0.6667</td>\n",
       "      <td id=\"T_ad00b_row36_col1\" class=\"data row36 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row37_col0\" class=\"data row37 col0\" >0.6667</td>\n",
       "      <td id=\"T_ad00b_row37_col1\" class=\"data row37 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row38_col0\" class=\"data row38 col0\" >0.6667</td>\n",
       "      <td id=\"T_ad00b_row38_col1\" class=\"data row38 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ad00b_row39_col0\" class=\"data row39 col0\" >0.6154</td>\n",
       "      <td id=\"T_ad00b_row39_col1\" class=\"data row39 col1\" >0.0650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 25717.85it/s]\n",
      "Testing robustness    :   0%|          | 0/92170 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_7a2a0_row0_col0 {\n",
       "  background-color: #f6bea4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_7a2a0_row0_col1, #T_7a2a0_row2_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
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       "#T_7a2a0_row1_col0, #T_7a2a0_row1_col1 {\n",
       "  background-color: #3b4cc0;\n",
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       "  color: #000000;\n",
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       "</style>\n",
       "<table id=\"T_7a2a0\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_7a2a0_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_7a2a0_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_7a2a0_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.35e+03</th>\n",
       "      <td id=\"T_7a2a0_row0_col0\" class=\"data row0 col0\" >0.2889</td>\n",
       "      <td id=\"T_7a2a0_row0_col1\" class=\"data row0 col1\" >0.6750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a2a0_level0_row1\" class=\"row_heading level0 row1\" >3.35e+03 < x <= 3.91e+03</th>\n",
       "      <td id=\"T_7a2a0_row1_col0\" class=\"data row1 col0\" >0.1111</td>\n",
       "      <td id=\"T_7a2a0_row1_col1\" class=\"data row1 col1\" >0.0750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_7a2a0_level0_row2\" class=\"row_heading level0 row2\" >3.91e+03 < x</th>\n",
       "      <td id=\"T_7a2a0_row2_col0\" class=\"data row2 col0\" >0.3867</td>\n",
       "      <td id=\"T_7a2a0_row2_col1\" class=\"data row2 col1\" >0.2500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "#T_450e9_row0_col1, #T_450e9_row2_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_450e9_row1_col0, #T_450e9_row1_col1 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
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       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
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       "</style>\n",
       "<table id=\"T_450e9\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_450e9_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_450e9_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_450e9_row0_col0\" class=\"data row0 col0\" >0.2460</td>\n",
       "      <td id=\"T_450e9_row0_col1\" class=\"data row0 col1\" >0.6300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_450e9_row1_col0\" class=\"data row1 col0\" >0.2083</td>\n",
       "      <td id=\"T_450e9_row1_col1\" class=\"data row1 col1\" >0.1200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_450e9_row2_col0\" class=\"data row2 col0\" >0.4800</td>\n",
       "      <td id=\"T_450e9_row2_col1\" class=\"data row2 col1\" >0.2500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Quantitative('installment_commitment') (16/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "<table id=\"T_4f21f\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_4f21f_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "#T_a7e1e_row3_col0, #T_a7e1e_row3_col1 {\n",
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       "</style>\n",
       "<table id=\"T_a7e1e\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_a7e1e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a7e1e_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_a7e1e_row0_col0\" class=\"data row0 col0\" >0.1071</td>\n",
       "      <td id=\"T_a7e1e_row0_col1\" class=\"data row0 col1\" >0.1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7e1e_row1_col0\" class=\"data row1 col0\" >0.2667</td>\n",
       "      <td id=\"T_a7e1e_row1_col1\" class=\"data row1 col1\" >0.2250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7e1e_row2_col0\" class=\"data row2 col0\" >0.2414</td>\n",
       "      <td id=\"T_a7e1e_row2_col1\" class=\"data row2 col1\" >0.1450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7e1e_row3_col0\" class=\"data row3 col0\" >0.3878</td>\n",
       "      <td id=\"T_a7e1e_row3_col1\" class=\"data row3 col1\" >0.4900</td>\n",
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       "  </tbody>\n",
       "</table>\n"
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     },
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     "text": [
      "Computing associations: 7it [00:00, ?it/s]\n",
      "Testing robustness    :   0%|          | 0/7 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
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      "\n"
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_8571b_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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       "      <th id=\"T_25afa_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <td id=\"T_25afa_row0_col0\" class=\"data row0 col0\" >0.2055</td>\n",
       "      <td id=\"T_25afa_row0_col1\" class=\"data row0 col1\" >0.3650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_25afa_row1_col0\" class=\"data row1 col0\" >0.3543</td>\n",
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     "text": [
      "--- [BinaryCarver] Fit Quantitative('residence_since') (17/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "<table id=\"T_b07ea\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_b07ea_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_b07ea_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td id=\"T_b07ea_row0_col0\" class=\"data row0 col0\" >0.2174</td>\n",
       "      <td id=\"T_b07ea_row0_col1\" class=\"data row0 col1\" >0.1150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b07ea_row1_col0\" class=\"data row1 col0\" >0.3529</td>\n",
       "      <td id=\"T_b07ea_row1_col1\" class=\"data row1 col1\" >0.3400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b07ea_row2_col0\" class=\"data row2 col0\" >0.3333</td>\n",
       "      <td id=\"T_b07ea_row2_col1\" class=\"data row2 col1\" >0.1500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b07ea_row3_col0\" class=\"data row3 col0\" >0.2658</td>\n",
       "      <td id=\"T_b07ea_row3_col1\" class=\"data row3 col1\" >0.3950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
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     },
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     "output_type": "stream",
     "text": [
      "Computing associations: 7it [00:00, ?it/s]\n",
      "Testing robustness    : 100%|██████████| 7/7 [00:00<00:00, 187.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "WARNING: No robust combination for Quantitative('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 Quantitative('age') (18/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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     "output_type": "stream",
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      "\n"
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       "}\n",
       "#T_382fb_row2_col1, #T_382fb_row11_col1 {\n",
       "  background-color: #d6dce4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row3_col0, #T_382fb_row16_col0, #T_382fb_row27_col0 {\n",
       "  background-color: #dfdbd9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row3_col1, #T_382fb_row21_col1 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row4_col0, #T_382fb_row4_col1, #T_382fb_row6_col1 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row5_col0, #T_382fb_row11_col0, #T_382fb_row17_col1, #T_382fb_row28_col1 {\n",
       "  background-color: #9abbff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row5_col1, #T_382fb_row9_col1 {\n",
       "  background-color: #e26952;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row6_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row7_col0 {\n",
       "  background-color: #f7a889;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row7_col1, #T_382fb_row12_col1, #T_382fb_row13_col1, #T_382fb_row19_col1 {\n",
       "  background-color: #edd1c2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row8_col0, #T_382fb_row15_col1 {\n",
       "  background-color: #f7b89c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row8_col1 {\n",
       "  background-color: #f4c6af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row9_col0, #T_382fb_row24_col1, #T_382fb_row25_col1 {\n",
       "  background-color: #779af7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row10_col1 {\n",
       "  background-color: #f39475;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row12_col0, #T_382fb_row13_col0 {\n",
       "  background-color: #f1cdba;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row14_col0 {\n",
       "  background-color: #536edd;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row14_col1 {\n",
       "  background-color: #d55042;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row15_col0 {\n",
       "  background-color: #7295f4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row17_col0 {\n",
       "  background-color: #5f7fe8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row18_col0, #T_382fb_row26_col0 {\n",
       "  background-color: #c1d4f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row18_col1, #T_382fb_row26_col1 {\n",
       "  background-color: #aac7fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row19_col0 {\n",
       "  background-color: #d5dbe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row20_col0 {\n",
       "  background-color: #afcafc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row20_col1 {\n",
       "  background-color: #4961d2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row21_col0 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row22_col0 {\n",
       "  background-color: #a6c4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_382fb_row23_col1, #T_382fb_row24_col0, #T_382fb_row25_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row27_col1 {\n",
       "  background-color: #5875e1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row28_col0 {\n",
       "  background-color: #ef886b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_382fb_row29_col0 {\n",
       "  background-color: #a9c6fd;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_382fb\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_382fb_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_382fb_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row0\" class=\"row_heading level0 row0\" >x <= 2.10e+01</th>\n",
       "      <td id=\"T_382fb_row0_col0\" class=\"data row0 col0\" >0.4000</td>\n",
       "      <td id=\"T_382fb_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row1\" class=\"row_heading level0 row1\" >2.10e+01 < x <= 2.20e+01</th>\n",
       "      <td id=\"T_382fb_row1_col0\" class=\"data row1 col0\" >0.3684</td>\n",
       "      <td id=\"T_382fb_row1_col1\" class=\"data row1 col1\" >0.0317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row2\" class=\"row_heading level0 row2\" >2.20e+01 < x <= 2.30e+01</th>\n",
       "      <td id=\"T_382fb_row2_col0\" class=\"data row2 col0\" >0.4500</td>\n",
       "      <td id=\"T_382fb_row2_col1\" class=\"data row2 col1\" >0.0333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row3\" class=\"row_heading level0 row3\" >2.30e+01 < x <= 2.40e+01</th>\n",
       "      <td id=\"T_382fb_row3_col0\" class=\"data row3 col0\" >0.3333</td>\n",
       "      <td id=\"T_382fb_row3_col1\" class=\"data row3 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row4\" class=\"row_heading level0 row4\" >2.40e+01 < x <= 2.50e+01</th>\n",
       "      <td id=\"T_382fb_row4_col0\" class=\"data row4 col0\" >0.5161</td>\n",
       "      <td id=\"T_382fb_row4_col1\" class=\"data row4 col1\" >0.0517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row5\" class=\"row_heading level0 row5\" >2.50e+01 < x <= 2.60e+01</th>\n",
       "      <td id=\"T_382fb_row5_col0\" class=\"data row5 col0\" >0.2500</td>\n",
       "      <td id=\"T_382fb_row5_col1\" class=\"data row5 col1\" >0.0467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row6\" class=\"row_heading level0 row6\" >2.60e+01 < x <= 2.70e+01</th>\n",
       "      <td id=\"T_382fb_row6_col0\" class=\"data row6 col0\" >0.2258</td>\n",
       "      <td id=\"T_382fb_row6_col1\" class=\"data row6 col1\" >0.0517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row7\" class=\"row_heading level0 row7\" >2.70e+01 < x <= 2.80e+01</th>\n",
       "      <td id=\"T_382fb_row7_col0\" class=\"data row7 col0\" >0.4091</td>\n",
       "      <td id=\"T_382fb_row7_col1\" class=\"data row7 col1\" >0.0367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row8\" class=\"row_heading level0 row8\" >2.80e+01 < x <= 2.90e+01</th>\n",
       "      <td id=\"T_382fb_row8_col0\" class=\"data row8 col0\" >0.3913</td>\n",
       "      <td id=\"T_382fb_row8_col1\" class=\"data row8 col1\" >0.0383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row9\" class=\"row_heading level0 row9\" >2.90e+01 < x <= 3.00e+01</th>\n",
       "      <td id=\"T_382fb_row9_col0\" class=\"data row9 col0\" >0.2143</td>\n",
       "      <td id=\"T_382fb_row9_col1\" class=\"data row9 col1\" >0.0467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row10\" class=\"row_heading level0 row10\" >3.00e+01 < x <= 3.10e+01</th>\n",
       "      <td id=\"T_382fb_row10_col0\" class=\"data row10 col0\" >0.2308</td>\n",
       "      <td id=\"T_382fb_row10_col1\" class=\"data row10 col1\" >0.0433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row11\" class=\"row_heading level0 row11\" >3.10e+01 < x <= 3.20e+01</th>\n",
       "      <td id=\"T_382fb_row11_col0\" class=\"data row11 col0\" >0.2500</td>\n",
       "      <td id=\"T_382fb_row11_col1\" class=\"data row11 col1\" >0.0333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row12\" class=\"row_heading level0 row12\" >3.20e+01 < x <= 3.30e+01</th>\n",
       "      <td id=\"T_382fb_row12_col0\" class=\"data row12 col0\" >0.3636</td>\n",
       "      <td id=\"T_382fb_row12_col1\" class=\"data row12 col1\" >0.0367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row13\" class=\"row_heading level0 row13\" >3.30e+01 < x <= 3.40e+01</th>\n",
       "      <td id=\"T_382fb_row13_col0\" class=\"data row13 col0\" >0.3636</td>\n",
       "      <td id=\"T_382fb_row13_col1\" class=\"data row13 col1\" >0.0367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row14\" class=\"row_heading level0 row14\" >3.40e+01 < x <= 3.50e+01</th>\n",
       "      <td id=\"T_382fb_row14_col0\" class=\"data row14 col0\" >0.1724</td>\n",
       "      <td id=\"T_382fb_row14_col1\" class=\"data row14 col1\" >0.0483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row15\" class=\"row_heading level0 row15\" >3.50e+01 < x <= 3.60e+01</th>\n",
       "      <td id=\"T_382fb_row15_col0\" class=\"data row15 col0\" >0.2083</td>\n",
       "      <td id=\"T_382fb_row15_col1\" class=\"data row15 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row16\" class=\"row_heading level0 row16\" >3.60e+01 < x <= 3.70e+01</th>\n",
       "      <td id=\"T_382fb_row16_col0\" class=\"data row16 col0\" >0.3333</td>\n",
       "      <td id=\"T_382fb_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row17\" class=\"row_heading level0 row17\" >3.70e+01 < x <= 3.80e+01</th>\n",
       "      <td id=\"T_382fb_row17_col0\" class=\"data row17 col0\" >0.1875</td>\n",
       "      <td id=\"T_382fb_row17_col1\" class=\"data row17 col1\" >0.0267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row18\" class=\"row_heading level0 row18\" >3.80e+01 < x <= 3.90e+01</th>\n",
       "      <td id=\"T_382fb_row18_col0\" class=\"data row18 col0\" >0.2941</td>\n",
       "      <td id=\"T_382fb_row18_col1\" class=\"data row18 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row19\" class=\"row_heading level0 row19\" >3.90e+01 < x <= 4.10e+01</th>\n",
       "      <td id=\"T_382fb_row19_col0\" class=\"data row19 col0\" >0.3182</td>\n",
       "      <td id=\"T_382fb_row19_col1\" class=\"data row19 col1\" >0.0367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row20\" class=\"row_heading level0 row20\" >4.10e+01 < x <= 4.20e+01</th>\n",
       "      <td id=\"T_382fb_row20_col0\" class=\"data row20 col0\" >0.2727</td>\n",
       "      <td id=\"T_382fb_row20_col1\" class=\"data row20 col1\" >0.0183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row21\" class=\"row_heading level0 row21\" >4.20e+01 < x <= 4.40e+01</th>\n",
       "      <td id=\"T_382fb_row21_col0\" class=\"data row21 col0\" >0.1905</td>\n",
       "      <td id=\"T_382fb_row21_col1\" class=\"data row21 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row22\" class=\"row_heading level0 row22\" >4.40e+01 < x <= 4.60e+01</th>\n",
       "      <td id=\"T_382fb_row22_col0\" class=\"data row22 col0\" >0.2632</td>\n",
       "      <td id=\"T_382fb_row22_col1\" class=\"data row22 col1\" >0.0317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row23\" class=\"row_heading level0 row23\" >4.60e+01 < x <= 4.70e+01</th>\n",
       "      <td id=\"T_382fb_row23_col0\" class=\"data row23 col0\" >0.4000</td>\n",
       "      <td id=\"T_382fb_row23_col1\" class=\"data row23 col1\" >0.0167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row24\" class=\"row_heading level0 row24\" >4.70e+01 < x <= 4.90e+01</th>\n",
       "      <td id=\"T_382fb_row24_col0\" class=\"data row24 col0\" >0.1429</td>\n",
       "      <td id=\"T_382fb_row24_col1\" class=\"data row24 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row25\" class=\"row_heading level0 row25\" >4.90e+01 < x <= 5.10e+01</th>\n",
       "      <td id=\"T_382fb_row25_col0\" class=\"data row25 col0\" >0.1429</td>\n",
       "      <td id=\"T_382fb_row25_col1\" class=\"data row25 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row26\" class=\"row_heading level0 row26\" >5.10e+01 < x <= 5.40e+01</th>\n",
       "      <td id=\"T_382fb_row26_col0\" class=\"data row26 col0\" >0.2941</td>\n",
       "      <td id=\"T_382fb_row26_col1\" class=\"data row26 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row27\" class=\"row_heading level0 row27\" >5.40e+01 < x <= 5.70e+01</th>\n",
       "      <td id=\"T_382fb_row27_col0\" class=\"data row27 col0\" >0.3333</td>\n",
       "      <td id=\"T_382fb_row27_col1\" class=\"data row27 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row28\" class=\"row_heading level0 row28\" >5.70e+01 < x <= 6.30e+01</th>\n",
       "      <td id=\"T_382fb_row28_col0\" class=\"data row28 col0\" >0.4375</td>\n",
       "      <td id=\"T_382fb_row28_col1\" class=\"data row28 col1\" >0.0267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_382fb_level0_row29\" class=\"row_heading level0 row29\" >6.30e+01 < x</th>\n",
       "      <td id=\"T_382fb_row29_col0\" class=\"data row29 col0\" >0.2667</td>\n",
       "      <td id=\"T_382fb_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_912e4_row0_col0, #T_912e4_row2_col0, #T_912e4_row4_col0, #T_912e4_row5_col0, #T_912e4_row10_col0, #T_912e4_row13_col0, #T_912e4_row21_col0 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row0_col1, #T_912e4_row10_col1, #T_912e4_row21_col1 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row1_col0, #T_912e4_row5_col1, #T_912e4_row9_col0, #T_912e4_row25_col0 {\n",
       "  background-color: #f08a6c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row1_col1, #T_912e4_row14_col1, #T_912e4_row17_col1, #T_912e4_row23_col1, #T_912e4_row27_col1 {\n",
       "  background-color: #80a3fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row2_col1, #T_912e4_row3_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row3_col1 {\n",
       "  background-color: #f7a889;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row4_col1, #T_912e4_row13_col1 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row6_col0 {\n",
       "  background-color: #89acfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row6_col1, #T_912e4_row19_col1 {\n",
       "  background-color: #e26952;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row7_col0, #T_912e4_row15_col0 {\n",
       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row7_col1, #T_912e4_row15_col1 {\n",
       "  background-color: #c9d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row8_col0 {\n",
       "  background-color: #f5c4ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row8_col1, #T_912e4_row11_col1, #T_912e4_row20_col1, #T_912e4_row24_col1, #T_912e4_row26_col1 {\n",
       "  background-color: #9abbff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row9_col1 {\n",
       "  background-color: #f6bfa6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row11_col0, #T_912e4_row24_col0 {\n",
       "  background-color: #a3c2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row12_col0 {\n",
       "  background-color: #f0cdbb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row12_col1, #T_912e4_row16_col1, #T_912e4_row22_col1, #T_912e4_row28_col1, #T_912e4_row29_col1 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row14_col0, #T_912e4_row16_col0, #T_912e4_row17_col0, #T_912e4_row27_col0, #T_912e4_row28_col0 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row18_col0, #T_912e4_row18_col1, #T_912e4_row23_col0, #T_912e4_row29_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row19_col0 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_912e4_row20_col0, #T_912e4_row26_col0 {\n",
       "  background-color: #c83836;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_912e4_row22_col0 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
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       "  background-color: #506bda;\n",
       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_912e4\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_912e4_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_912e4_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row0_col0\" class=\"data row0 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row0_col1\" class=\"data row0 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row1_col0\" class=\"data row1 col0\" >0.5000</td>\n",
       "      <td id=\"T_912e4_row1_col1\" class=\"data row1 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row2_col0\" class=\"data row2 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row2_col1\" class=\"data row2 col1\" >0.0750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row3_col0\" class=\"data row3 col0\" >0.6364</td>\n",
       "      <td id=\"T_912e4_row3_col1\" class=\"data row3 col1\" >0.0550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row4_col0\" class=\"data row4 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row4_col1\" class=\"data row4 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row5_col0\" class=\"data row5 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row5_col1\" class=\"data row5 col1\" >0.0600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row6_col0\" class=\"data row6 col0\" >0.1538</td>\n",
       "      <td id=\"T_912e4_row6_col1\" class=\"data row6 col1\" >0.0650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row7_col0\" class=\"data row7 col0\" >0.1429</td>\n",
       "      <td id=\"T_912e4_row7_col1\" class=\"data row7 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row8_col0\" class=\"data row8 col0\" >0.4000</td>\n",
       "      <td id=\"T_912e4_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row9_col0\" class=\"data row9 col0\" >0.5000</td>\n",
       "      <td id=\"T_912e4_row9_col1\" class=\"data row9 col1\" >0.0500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row10_col0\" class=\"data row10 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row10_col1\" class=\"data row10 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row11_col0\" class=\"data row11 col0\" >0.2000</td>\n",
       "      <td id=\"T_912e4_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row12_col0\" class=\"data row12 col0\" >0.3750</td>\n",
       "      <td id=\"T_912e4_row12_col1\" class=\"data row12 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row13_col0\" class=\"data row13 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row13_col1\" class=\"data row13 col1\" >0.0150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row14_col0\" class=\"data row14 col0\" >0.2500</td>\n",
       "      <td id=\"T_912e4_row14_col1\" class=\"data row14 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row15_col0\" class=\"data row15 col0\" >0.1429</td>\n",
       "      <td id=\"T_912e4_row15_col1\" class=\"data row15 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row16_col0\" class=\"data row16 col0\" >0.2500</td>\n",
       "      <td id=\"T_912e4_row16_col1\" class=\"data row16 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row17_col0\" class=\"data row17 col0\" >0.2500</td>\n",
       "      <td id=\"T_912e4_row17_col1\" class=\"data row17 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row18_col0\" class=\"data row18 col0\" >0.0000</td>\n",
       "      <td id=\"T_912e4_row18_col1\" class=\"data row18 col1\" >0.0050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row19_col0\" class=\"data row19 col0\" >0.2308</td>\n",
       "      <td id=\"T_912e4_row19_col1\" class=\"data row19 col1\" >0.0650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row20_col0\" class=\"data row20 col0\" >0.6000</td>\n",
       "      <td id=\"T_912e4_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row21_col0\" class=\"data row21 col0\" >0.3333</td>\n",
       "      <td id=\"T_912e4_row21_col1\" class=\"data row21 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row22_col0\" class=\"data row22 col0\" >0.1250</td>\n",
       "      <td id=\"T_912e4_row22_col1\" class=\"data row22 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row23_col0\" class=\"data row23 col0\" >0.0000</td>\n",
       "      <td id=\"T_912e4_row23_col1\" class=\"data row23 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row24_col0\" class=\"data row24 col0\" >0.2000</td>\n",
       "      <td id=\"T_912e4_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row25_col0\" class=\"data row25 col0\" >0.5000</td>\n",
       "      <td id=\"T_912e4_row25_col1\" class=\"data row25 col1\" >0.0100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row26_col0\" class=\"data row26 col0\" >0.6000</td>\n",
       "      <td id=\"T_912e4_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row27_col0\" class=\"data row27 col0\" >0.2500</td>\n",
       "      <td id=\"T_912e4_row27_col1\" class=\"data row27 col1\" >0.0200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row28_col0\" class=\"data row28 col0\" >0.2500</td>\n",
       "      <td id=\"T_912e4_row28_col1\" class=\"data row28 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_912e4_row29_col0\" class=\"data row29 col0\" >0.0000</td>\n",
       "      <td id=\"T_912e4_row29_col1\" class=\"data row29 col1\" >0.0400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 27840it [00:00, 36613.59it/s]\n",
      "Testing robustness    :   0%|          | 0/27840 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [BinaryCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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       "<table id=\"T_82809\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
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       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_82809_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_82809_level0_row0\" class=\"row_heading level0 row0\" >x <= 2.5e+01</th>\n",
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       "      <th id=\"T_82809_level0_row1\" class=\"row_heading level0 row1\" >2.5e+01 < x</th>\n",
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       "<table id=\"T_bbe39\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_bbe39_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_bbe39_row0_col0\" class=\"data row0 col0\" >0.4359</td>\n",
       "      <td id=\"T_bbe39_row0_col1\" class=\"data row0 col1\" >0.1950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_bbe39_row1_col0\" class=\"data row1 col0\" >0.2671</td>\n",
       "      <td id=\"T_bbe39_row1_col1\" class=\"data row1 col1\" >0.8050</td>\n",
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       "  </tbody>\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [BinaryCarver] Fit Quantitative('existing_credits') (19/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
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       "<table id=\"T_aa477\" 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_aa477_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "      <th id=\"T_aa477_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.00e+00</th>\n",
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       "      <td id=\"T_aa477_row2_col1\" class=\"data row2 col1\" >0.0233</td>\n",
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       "<table id=\"T_2beb9\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_2beb9_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_2beb9_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_2beb9_row0_col0\" class=\"data row0 col0\" >0.3000</td>\n",
       "      <td id=\"T_2beb9_row0_col1\" class=\"data row0 col1\" >0.6500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2beb9_row1_col0\" class=\"data row1 col0\" >0.3016</td>\n",
       "      <td id=\"T_2beb9_row1_col1\" class=\"data row1 col1\" >0.3150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_2beb9_row2_col0\" class=\"data row2 col0\" >0.2857</td>\n",
       "      <td id=\"T_2beb9_row2_col1\" class=\"data row2 col1\" >0.0350</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 3it [00:00, ?it/s]\n",
      "Testing robustness    : 100%|██████████| 3/3 [00:00<00:00, 489.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "WARNING: No robust combination for Quantitative('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 Quantitative('num_dependents') (20/20)\n",
      " [BinaryCarver] Raw distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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       "  <caption>X distribution</caption>\n",
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       "      <th id=\"T_13767_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "<table id=\"T_b7843\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_b7843_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "  <tbody>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_b7843_row1_col0\" class=\"data row1 col0\" >0.3000</td>\n",
       "      <td id=\"T_b7843_row1_col1\" class=\"data row1 col1\" >0.1500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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     "output_type": "stream",
     "text": [
      "Computing associations: 1it [00:00, ?it/s]\n",
      "Testing robustness    : 100%|██████████| 1/1 [00:00<00:00, 224.23it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "WARNING: No robust combination for Quantitative('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",
       "    .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_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>6.196</td>\n",
       "      <td>0.0126</td>\n",
       "      <td>0.8321</td>\n",
       "      <td>0.7874</td>\n",
       "      <td>0.0447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>optbinning</td>\n",
       "      <td>1.150</td>\n",
       "      <td>0.0131</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>0.0010</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  6.196       0.0126     0.8321    0.7874    0.0447\n",
       "1        optbinning  1.150       0.0131     0.8523    0.7931    0.0592\n",
       "2  KBinsDiscretizer  0.003       0.0010     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 = 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": {
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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",
      "quantitatives=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'quantitatives={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'])\n",
      "------\n",
      "\n",
      "---------\n",
      "------ [ContinuousCarver] Fit Features(['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude'])\n",
      "--- [ContinuousCarver] Fit Quantitative('MedInc') (1/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_1cbec_row0_col0 {\n",
       "  background-color: #4961d2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row0_col1, #T_1cbec_row1_col1, #T_1cbec_row6_col1, #T_1cbec_row8_col1, #T_1cbec_row10_col1, #T_1cbec_row12_col1, #T_1cbec_row13_col1, #T_1cbec_row15_col1, #T_1cbec_row17_col1, #T_1cbec_row27_col1, #T_1cbec_row31_col1, #T_1cbec_row33_col1, #T_1cbec_row36_col1, #T_1cbec_row38_col1, #T_1cbec_row39_col1 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row1_col0, #T_1cbec_row4_col1, #T_1cbec_row29_col1 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row2_col0 {\n",
       "  background-color: #4358cb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row2_col1, #T_1cbec_row9_col1, #T_1cbec_row11_col1, #T_1cbec_row14_col1, #T_1cbec_row16_col1, #T_1cbec_row18_col1, #T_1cbec_row20_col1, #T_1cbec_row21_col1, #T_1cbec_row26_col1, #T_1cbec_row30_col1, #T_1cbec_row32_col1, #T_1cbec_row37_col1 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row3_col0 {\n",
       "  background-color: #455cce;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row3_col1, #T_1cbec_row24_col1, #T_1cbec_row28_col1, #T_1cbec_row39_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row4_col0, #T_1cbec_row5_col0 {\n",
       "  background-color: #4a63d3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row5_col1, #T_1cbec_row19_col1, #T_1cbec_row22_col1, #T_1cbec_row34_col1 {\n",
       "  background-color: #ee8468;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row6_col0 {\n",
       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row7_col0 {\n",
       "  background-color: #5977e3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row7_col1, #T_1cbec_row23_col1, #T_1cbec_row25_col1, #T_1cbec_row35_col1 {\n",
       "  background-color: #7b9ff9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row8_col0 {\n",
       "  background-color: #5875e1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row9_col0 {\n",
       "  background-color: #5d7ce6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row10_col0 {\n",
       "  background-color: #6687ed;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row11_col0 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row12_col0 {\n",
       "  background-color: #6a8bef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row13_col0 {\n",
       "  background-color: #7295f4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row14_col0 {\n",
       "  background-color: #6f92f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row15_col0 {\n",
       "  background-color: #7699f6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row16_col0 {\n",
       "  background-color: #85a8fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row17_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1cbec_row18_col0 {\n",
       "  background-color: #89acfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row19_col0 {\n",
       "  background-color: #8badfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row20_col0 {\n",
       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row21_col0 {\n",
       "  background-color: #94b6ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row22_col0 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row23_col0, #T_1cbec_row24_col0 {\n",
       "  background-color: #97b8ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row25_col0 {\n",
       "  background-color: #a5c3fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row26_col0, #T_1cbec_row27_col0 {\n",
       "  background-color: #a9c6fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row28_col0 {\n",
       "  background-color: #aac7fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row29_col0 {\n",
       "  background-color: #bad0f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row30_col0 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row31_col0 {\n",
       "  background-color: #bcd2f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row32_col0 {\n",
       "  background-color: #c6d6f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row33_col0 {\n",
       "  background-color: #cfdaea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row34_col0 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row35_col0 {\n",
       "  background-color: #ebd3c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row36_col0 {\n",
       "  background-color: #f3c7b1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row37_col0 {\n",
       "  background-color: #f7ad90;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1cbec_row38_col0 {\n",
       "  background-color: #ec8165;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_1cbec\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1cbec_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_1cbec_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.335e+00</th>\n",
       "      <td id=\"T_1cbec_row0_col0\" class=\"data row0 col0\" >1.1984</td>\n",
       "      <td id=\"T_1cbec_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row1\" class=\"row_heading level0 row1\" >1.335e+00 < x <= 1.593e+00</th>\n",
       "      <td id=\"T_1cbec_row1_col0\" class=\"data row1 col0\" >1.0105</td>\n",
       "      <td id=\"T_1cbec_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row2\" class=\"row_heading level0 row2\" >1.593e+00 < x <= 1.740e+00</th>\n",
       "      <td id=\"T_1cbec_row2_col0\" class=\"data row2 col0\" >1.1133</td>\n",
       "      <td id=\"T_1cbec_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row3\" class=\"row_heading level0 row3\" >1.740e+00 < x <= 1.906e+00</th>\n",
       "      <td id=\"T_1cbec_row3_col0\" class=\"data row3 col0\" >1.1535</td>\n",
       "      <td id=\"T_1cbec_row3_col1\" class=\"data row3 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row4\" class=\"row_heading level0 row4\" >1.906e+00 < x <= 2.029e+00</th>\n",
       "      <td id=\"T_1cbec_row4_col0\" class=\"data row4 col0\" >1.2090</td>\n",
       "      <td id=\"T_1cbec_row4_col1\" class=\"data row4 col1\" >0.0248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row5\" class=\"row_heading level0 row5\" >2.029e+00 < x <= 2.152e+00</th>\n",
       "      <td id=\"T_1cbec_row5_col0\" class=\"data row5 col0\" >1.2141</td>\n",
       "      <td id=\"T_1cbec_row5_col1\" class=\"data row5 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row6\" class=\"row_heading level0 row6\" >2.152e+00 < x <= 2.243e+00</th>\n",
       "      <td id=\"T_1cbec_row6_col0\" class=\"data row6 col0\" >1.2417</td>\n",
       "      <td id=\"T_1cbec_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row7\" class=\"row_heading level0 row7\" >2.243e+00 < x <= 2.350e+00</th>\n",
       "      <td id=\"T_1cbec_row7_col0\" class=\"data row7 col0\" >1.3827</td>\n",
       "      <td id=\"T_1cbec_row7_col1\" class=\"data row7 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row8\" class=\"row_heading level0 row8\" >2.350e+00 < x <= 2.468e+00</th>\n",
       "      <td id=\"T_1cbec_row8_col0\" class=\"data row8 col0\" >1.3614</td>\n",
       "      <td id=\"T_1cbec_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row9\" class=\"row_heading level0 row9\" >2.468e+00 < x <= 2.569e+00</th>\n",
       "      <td id=\"T_1cbec_row9_col0\" class=\"data row9 col0\" >1.4190</td>\n",
       "      <td id=\"T_1cbec_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row10\" class=\"row_heading level0 row10\" >2.569e+00 < x <= 2.655e+00</th>\n",
       "      <td id=\"T_1cbec_row10_col0\" class=\"data row10 col0\" >1.5264</td>\n",
       "      <td id=\"T_1cbec_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row11\" class=\"row_heading level0 row11\" >2.655e+00 < x <= 2.737e+00</th>\n",
       "      <td id=\"T_1cbec_row11_col0\" class=\"data row11 col0\" >1.5428</td>\n",
       "      <td id=\"T_1cbec_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row12\" class=\"row_heading level0 row12\" >2.737e+00 < x <= 2.862e+00</th>\n",
       "      <td id=\"T_1cbec_row12_col0\" class=\"data row12 col0\" >1.5708</td>\n",
       "      <td id=\"T_1cbec_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row13\" class=\"row_heading level0 row13\" >2.862e+00 < x <= 2.974e+00</th>\n",
       "      <td id=\"T_1cbec_row13_col0\" class=\"data row13 col0\" >1.6630</td>\n",
       "      <td id=\"T_1cbec_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row14\" class=\"row_heading level0 row14\" >2.974e+00 < x <= 3.054e+00</th>\n",
       "      <td id=\"T_1cbec_row14_col0\" class=\"data row14 col0\" >1.6270</td>\n",
       "      <td id=\"T_1cbec_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row15\" class=\"row_heading level0 row15\" >3.054e+00 < x <= 3.135e+00</th>\n",
       "      <td id=\"T_1cbec_row15_col0\" class=\"data row15 col0\" >1.7079</td>\n",
       "      <td id=\"T_1cbec_row15_col1\" class=\"data row15 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row16\" class=\"row_heading level0 row16\" >3.135e+00 < x <= 3.216e+00</th>\n",
       "      <td id=\"T_1cbec_row16_col0\" class=\"data row16 col0\" >1.8554</td>\n",
       "      <td id=\"T_1cbec_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row17\" class=\"row_heading level0 row17\" >3.216e+00 < x <= 3.315e+00</th>\n",
       "      <td id=\"T_1cbec_row17_col0\" class=\"data row17 col0\" >1.8373</td>\n",
       "      <td id=\"T_1cbec_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row18\" class=\"row_heading level0 row18\" >3.315e+00 < x <= 3.423e+00</th>\n",
       "      <td id=\"T_1cbec_row18_col0\" class=\"data row18 col0\" >1.9121</td>\n",
       "      <td id=\"T_1cbec_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row19\" class=\"row_heading level0 row19\" >3.423e+00 < x <= 3.531e+00</th>\n",
       "      <td id=\"T_1cbec_row19_col0\" class=\"data row19 col0\" >1.9162</td>\n",
       "      <td id=\"T_1cbec_row19_col1\" class=\"data row19 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row20\" class=\"row_heading level0 row20\" >3.531e+00 < x <= 3.633e+00</th>\n",
       "      <td id=\"T_1cbec_row20_col0\" class=\"data row20 col0\" >1.9678</td>\n",
       "      <td id=\"T_1cbec_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row21\" class=\"row_heading level0 row21\" >3.633e+00 < x <= 3.723e+00</th>\n",
       "      <td id=\"T_1cbec_row21_col0\" class=\"data row21 col0\" >2.0226</td>\n",
       "      <td id=\"T_1cbec_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row22\" class=\"row_heading level0 row22\" >3.723e+00 < x <= 3.839e+00</th>\n",
       "      <td id=\"T_1cbec_row22_col0\" class=\"data row22 col0\" >1.9891</td>\n",
       "      <td id=\"T_1cbec_row22_col1\" class=\"data row22 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row23\" class=\"row_heading level0 row23\" >3.839e+00 < x <= 3.971e+00</th>\n",
       "      <td id=\"T_1cbec_row23_col0\" class=\"data row23 col0\" >2.0493</td>\n",
       "      <td id=\"T_1cbec_row23_col1\" class=\"data row23 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row24\" class=\"row_heading level0 row24\" >3.971e+00 < x <= 4.073e+00</th>\n",
       "      <td id=\"T_1cbec_row24_col0\" class=\"data row24 col0\" >2.0538</td>\n",
       "      <td id=\"T_1cbec_row24_col1\" class=\"data row24 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row25\" class=\"row_heading level0 row25\" >4.073e+00 < x <= 4.179e+00</th>\n",
       "      <td id=\"T_1cbec_row25_col0\" class=\"data row25 col0\" >2.2004</td>\n",
       "      <td id=\"T_1cbec_row25_col1\" class=\"data row25 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row26\" class=\"row_heading level0 row26\" >4.179e+00 < x <= 4.315e+00</th>\n",
       "      <td id=\"T_1cbec_row26_col0\" class=\"data row26 col0\" >2.2417</td>\n",
       "      <td id=\"T_1cbec_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row27\" class=\"row_heading level0 row27\" >4.315e+00 < x <= 4.464e+00</th>\n",
       "      <td id=\"T_1cbec_row27_col0\" class=\"data row27 col0\" >2.2394</td>\n",
       "      <td id=\"T_1cbec_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row28\" class=\"row_heading level0 row28\" >4.464e+00 < x <= 4.611e+00</th>\n",
       "      <td id=\"T_1cbec_row28_col0\" class=\"data row28 col0\" >2.2577</td>\n",
       "      <td id=\"T_1cbec_row28_col1\" class=\"data row28 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row29\" class=\"row_heading level0 row29\" >4.611e+00 < x <= 4.757e+00</th>\n",
       "      <td id=\"T_1cbec_row29_col0\" class=\"data row29 col0\" >2.4351</td>\n",
       "      <td id=\"T_1cbec_row29_col1\" class=\"data row29 col1\" >0.0248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row30\" class=\"row_heading level0 row30\" >4.757e+00 < x <= 4.946e+00</th>\n",
       "      <td id=\"T_1cbec_row30_col0\" class=\"data row30 col0\" >2.3482</td>\n",
       "      <td id=\"T_1cbec_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row31\" class=\"row_heading level0 row31\" >4.946e+00 < x <= 5.117e+00</th>\n",
       "      <td id=\"T_1cbec_row31_col0\" class=\"data row31 col0\" >2.4592</td>\n",
       "      <td id=\"T_1cbec_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row32\" class=\"row_heading level0 row32\" >5.117e+00 < x <= 5.308e+00</th>\n",
       "      <td id=\"T_1cbec_row32_col0\" class=\"data row32 col0\" >2.5784</td>\n",
       "      <td id=\"T_1cbec_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row33\" class=\"row_heading level0 row33\" >5.308e+00 < x <= 5.538e+00</th>\n",
       "      <td id=\"T_1cbec_row33_col0\" class=\"data row33 col0\" >2.6892</td>\n",
       "      <td id=\"T_1cbec_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row34\" class=\"row_heading level0 row34\" >5.538e+00 < x <= 5.828e+00</th>\n",
       "      <td id=\"T_1cbec_row34_col0\" class=\"data row34 col0\" >2.7867</td>\n",
       "      <td id=\"T_1cbec_row34_col1\" class=\"data row34 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row35\" class=\"row_heading level0 row35\" >5.828e+00 < x <= 6.148e+00</th>\n",
       "      <td id=\"T_1cbec_row35_col0\" class=\"data row35 col0\" >3.0943</td>\n",
       "      <td id=\"T_1cbec_row35_col1\" class=\"data row35 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row36\" class=\"row_heading level0 row36\" >6.148e+00 < x <= 6.599e+00</th>\n",
       "      <td id=\"T_1cbec_row36_col0\" class=\"data row36 col0\" >3.3031</td>\n",
       "      <td id=\"T_1cbec_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row37\" class=\"row_heading level0 row37\" >6.599e+00 < x <= 7.313e+00</th>\n",
       "      <td id=\"T_1cbec_row37_col0\" class=\"data row37 col0\" >3.6064</td>\n",
       "      <td id=\"T_1cbec_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row38\" class=\"row_heading level0 row38\" >7.313e+00 < x <= 8.433e+00</th>\n",
       "      <td id=\"T_1cbec_row38_col0\" class=\"data row38 col0\" >4.0191</td>\n",
       "      <td id=\"T_1cbec_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1cbec_level0_row39\" class=\"row_heading level0 row39\" >8.433e+00 < x</th>\n",
       "      <td id=\"T_1cbec_row39_col0\" class=\"data row39 col0\" >4.7343</td>\n",
       "      <td id=\"T_1cbec_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row0_col1 {\n",
       "  background-color: #e2dad5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row1_col0, #T_57e7d_row28_col1 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row1_col1 {\n",
       "  background-color: #f5c0a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row2_col0 {\n",
       "  background-color: #455cce;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row2_col1, #T_57e7d_row8_col1, #T_57e7d_row13_col1 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
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       "#T_57e7d_row3_col0 {\n",
       "  background-color: #3e51c5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row3_col1 {\n",
       "  background-color: #ebd3c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row4_col1, #T_57e7d_row25_col1 {\n",
       "  background-color: #adc9fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row5_col0, #T_57e7d_row6_col0 {\n",
       "  background-color: #4e68d8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row5_col1, #T_57e7d_row12_col1 {\n",
       "  background-color: #d65244;\n",
       "  color: #f1f1f1;\n",
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       "#T_57e7d_row6_col1, #T_57e7d_row11_col1 {\n",
       "  background-color: #7b9ff9;\n",
       "  color: #f1f1f1;\n",
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       "#T_57e7d_row7_col0 {\n",
       "  background-color: #5470de;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row7_col1, #T_57e7d_row26_col1, #T_57e7d_row27_col1 {\n",
       "  background-color: #f59d7e;\n",
       "  color: #000000;\n",
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       "#T_57e7d_row8_col0 {\n",
       "  background-color: #5f7fe8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row9_col0 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row9_col1, #T_57e7d_row39_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row10_col0 {\n",
       "  background-color: #6485ec;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row10_col1, #T_57e7d_row31_col1 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row11_col0 {\n",
       "  background-color: #7295f4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row12_col0 {\n",
       "  background-color: #688aef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row13_col0 {\n",
       "  background-color: #6e90f2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row14_col0 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row14_col1 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row15_col0 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row15_col1, #T_57e7d_row29_col1, #T_57e7d_row35_col1 {\n",
       "  background-color: #89acfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row16_col0 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row16_col1, #T_57e7d_row34_col1 {\n",
       "  background-color: #f39577;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row17_col0 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row17_col1 {\n",
       "  background-color: #ea7b60;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row18_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row18_col1 {\n",
       "  background-color: #f18d6f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row19_col0 {\n",
       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row19_col1 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row20_col0 {\n",
       "  background-color: #93b5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row20_col1 {\n",
       "  background-color: #c32e31;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row21_col0 {\n",
       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row21_col1 {\n",
       "  background-color: #90b2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row22_col0 {\n",
       "  background-color: #96b7ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row22_col1, #T_57e7d_row23_col1 {\n",
       "  background-color: #f7ac8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row23_col0 {\n",
       "  background-color: #a2c1ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row24_col0 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row24_col1 {\n",
       "  background-color: #dc5d4a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row25_col0 {\n",
       "  background-color: #a7c5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row26_col0, #T_57e7d_row28_col0, #T_57e7d_row30_col0 {\n",
       "  background-color: #b1cbfc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row27_col0 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row29_col0 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row30_col1, #T_57e7d_row32_col1 {\n",
       "  background-color: #e7d7ce;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row31_col0 {\n",
       "  background-color: #c3d5f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row32_col0 {\n",
       "  background-color: #cdd9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row33_col0 {\n",
       "  background-color: #d5dbe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row33_col1 {\n",
       "  background-color: #465ecf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row34_col0 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row35_col0 {\n",
       "  background-color: #edd2c3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row36_col0 {\n",
       "  background-color: #edd1c2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row36_col1 {\n",
       "  background-color: #f6a586;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row37_col0 {\n",
       "  background-color: #f7a688;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row37_col1 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_57e7d_row38_col0 {\n",
       "  background-color: #e67259;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row38_col1 {\n",
       "  background-color: #7597f6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_57e7d_row39_col1 {\n",
       "  background-color: #f7ba9f;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_57e7d\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_57e7d_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_57e7d_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row0_col0\" class=\"data row0 col0\" >1.2507</td>\n",
       "      <td id=\"T_57e7d_row0_col1\" class=\"data row0 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row1_col0\" class=\"data row1 col0\" >1.0319</td>\n",
       "      <td id=\"T_57e7d_row1_col1\" class=\"data row1 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row2_col0\" class=\"data row2 col0\" >1.1587</td>\n",
       "      <td id=\"T_57e7d_row2_col1\" class=\"data row2 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row3_col0\" class=\"data row3 col0\" >1.0855</td>\n",
       "      <td id=\"T_57e7d_row3_col1\" class=\"data row3 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row4_col0\" class=\"data row4 col0\" >1.2523</td>\n",
       "      <td id=\"T_57e7d_row4_col1\" class=\"data row4 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row5_col0\" class=\"data row5 col0\" >1.2606</td>\n",
       "      <td id=\"T_57e7d_row5_col1\" class=\"data row5 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row6_col0\" class=\"data row6 col0\" >1.2643</td>\n",
       "      <td id=\"T_57e7d_row6_col1\" class=\"data row6 col1\" >0.0208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row7_col0\" class=\"data row7 col0\" >1.3335</td>\n",
       "      <td id=\"T_57e7d_row7_col1\" class=\"data row7 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row8_col0\" class=\"data row8 col0\" >1.4528</td>\n",
       "      <td id=\"T_57e7d_row8_col1\" class=\"data row8 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row9_col0\" class=\"data row9 col0\" >1.4887</td>\n",
       "      <td id=\"T_57e7d_row9_col1\" class=\"data row9 col1\" >0.0305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row10_col0\" class=\"data row10 col0\" >1.5142</td>\n",
       "      <td id=\"T_57e7d_row10_col1\" class=\"data row10 col1\" >0.0237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row11_col0\" class=\"data row11 col0\" >1.6485</td>\n",
       "      <td id=\"T_57e7d_row11_col1\" class=\"data row11 col1\" >0.0208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row12_col0\" class=\"data row12 col0\" >1.5544</td>\n",
       "      <td id=\"T_57e7d_row12_col1\" class=\"data row12 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row13_col0\" class=\"data row13 col0\" >1.6189</td>\n",
       "      <td id=\"T_57e7d_row13_col1\" class=\"data row13 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row14_col0\" class=\"data row14 col0\" >1.7433</td>\n",
       "      <td id=\"T_57e7d_row14_col1\" class=\"data row14 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row15_col0\" class=\"data row15 col0\" >1.6369</td>\n",
       "      <td id=\"T_57e7d_row15_col1\" class=\"data row15 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row16_col0\" class=\"data row16 col0\" >1.7802</td>\n",
       "      <td id=\"T_57e7d_row16_col1\" class=\"data row16 col1\" >0.0276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row17_col0\" class=\"data row17 col0\" >1.9721</td>\n",
       "      <td id=\"T_57e7d_row17_col1\" class=\"data row17 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row18_col0\" class=\"data row18 col0\" >1.8287</td>\n",
       "      <td id=\"T_57e7d_row18_col1\" class=\"data row18 col1\" >0.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row19_col0\" class=\"data row19 col0\" >1.8295</td>\n",
       "      <td id=\"T_57e7d_row19_col1\" class=\"data row19 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row20_col0\" class=\"data row20 col0\" >1.9907</td>\n",
       "      <td id=\"T_57e7d_row20_col1\" class=\"data row20 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row21_col0\" class=\"data row21 col0\" >1.9517</td>\n",
       "      <td id=\"T_57e7d_row21_col1\" class=\"data row21 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row22_col0\" class=\"data row22 col0\" >2.0220</td>\n",
       "      <td id=\"T_57e7d_row22_col1\" class=\"data row22 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row23_col0\" class=\"data row23 col0\" >2.1509</td>\n",
       "      <td id=\"T_57e7d_row23_col1\" class=\"data row23 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row24_col0\" class=\"data row24 col0\" >2.0977</td>\n",
       "      <td id=\"T_57e7d_row24_col1\" class=\"data row24 col1\" >0.0291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row25_col0\" class=\"data row25 col0\" >2.2054</td>\n",
       "      <td id=\"T_57e7d_row25_col1\" class=\"data row25 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row26_col0\" class=\"data row26 col0\" >2.2979</td>\n",
       "      <td id=\"T_57e7d_row26_col1\" class=\"data row26 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row27_col0\" class=\"data row27 col0\" >2.3553</td>\n",
       "      <td id=\"T_57e7d_row27_col1\" class=\"data row27 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row28_col0\" class=\"data row28 col0\" >2.2924</td>\n",
       "      <td id=\"T_57e7d_row28_col1\" class=\"data row28 col1\" >0.0184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row29_col0\" class=\"data row29 col0\" >2.4401</td>\n",
       "      <td id=\"T_57e7d_row29_col1\" class=\"data row29 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row30_col0\" class=\"data row30 col0\" >2.2931</td>\n",
       "      <td id=\"T_57e7d_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row31_col0\" class=\"data row31 col0\" >2.4940</td>\n",
       "      <td id=\"T_57e7d_row31_col1\" class=\"data row31 col1\" >0.0237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row32_col0\" class=\"data row32 col0\" >2.6133</td>\n",
       "      <td id=\"T_57e7d_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_57e7d_row33_col0\" class=\"data row33 col0\" >2.7177</td>\n",
       "      <td id=\"T_57e7d_row33_col1\" class=\"data row33 col1\" >0.0189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row34_col0\" class=\"data row34 col0\" >2.9110</td>\n",
       "      <td id=\"T_57e7d_row34_col1\" class=\"data row34 col1\" >0.0276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row35_col0\" class=\"data row35 col0\" >3.0729</td>\n",
       "      <td id=\"T_57e7d_row35_col1\" class=\"data row35 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row36_col0\" class=\"data row36 col0\" >3.0759</td>\n",
       "      <td id=\"T_57e7d_row36_col1\" class=\"data row36 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row37_col0\" class=\"data row37 col0\" >3.5985</td>\n",
       "      <td id=\"T_57e7d_row37_col1\" class=\"data row37 col1\" >0.0228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row38_col0\" class=\"data row38 col0\" >4.0385</td>\n",
       "      <td id=\"T_57e7d_row38_col1\" class=\"data row38 col1\" >0.0206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_57e7d_row39_col0\" class=\"data row39 col0\" >4.6131</td>\n",
       "      <td id=\"T_57e7d_row39_col1\" class=\"data row39 col1\" >0.0264</td>\n",
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       "  </tbody>\n",
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     },
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 27184.56it/s]\n",
      "Testing robustness    :   0%|          | 0/92170 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
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       "  <caption>X_dev distribution</caption>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_012ea_row0_col0\" class=\"data row0 col0\" >1.2323</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_012ea_row1_col0\" class=\"data row1 col0\" >1.5934</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_012ea_row2_col0\" class=\"data row2 col0\" >1.9604</td>\n",
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     "text": [
      "--- [ContinuousCarver] Fit Quantitative('HouseAge') (2/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
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       "      <td id=\"T_5dc38_row3_col1\" class=\"data row3 col1\" >0.0267</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row6\" class=\"row_heading level0 row6\" >1.60e+01 < x <= 1.70e+01</th>\n",
       "      <td id=\"T_5dc38_row6_col0\" class=\"data row6 col0\" >1.8929</td>\n",
       "      <td id=\"T_5dc38_row6_col1\" class=\"data row6 col1\" >0.0319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row7\" class=\"row_heading level0 row7\" >1.70e+01 < x <= 1.80e+01</th>\n",
       "      <td id=\"T_5dc38_row7_col0\" class=\"data row7 col0\" >1.9455</td>\n",
       "      <td id=\"T_5dc38_row7_col1\" class=\"data row7 col1\" >0.0276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row8\" class=\"row_heading level0 row8\" >1.80e+01 < x <= 2.00e+01</th>\n",
       "      <td id=\"T_5dc38_row8_col0\" class=\"data row8 col0\" >1.9470</td>\n",
       "      <td id=\"T_5dc38_row8_col1\" class=\"data row8 col1\" >0.0470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row9\" class=\"row_heading level0 row9\" >2.00e+01 < x <= 2.10e+01</th>\n",
       "      <td id=\"T_5dc38_row9_col0\" class=\"data row9 col0\" >1.9630</td>\n",
       "      <td id=\"T_5dc38_row9_col1\" class=\"data row9 col1\" >0.0217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row10\" class=\"row_heading level0 row10\" >2.10e+01 < x <= 2.20e+01</th>\n",
       "      <td id=\"T_5dc38_row10_col0\" class=\"data row10 col0\" >2.0661</td>\n",
       "      <td id=\"T_5dc38_row10_col1\" class=\"data row10 col1\" >0.0195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row11\" class=\"row_heading level0 row11\" >2.20e+01 < x <= 2.30e+01</th>\n",
       "      <td id=\"T_5dc38_row11_col0\" class=\"data row11 col0\" >1.9593</td>\n",
       "      <td id=\"T_5dc38_row11_col1\" class=\"data row11 col1\" >0.0220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row12\" class=\"row_heading level0 row12\" >2.30e+01 < x <= 2.50e+01</th>\n",
       "      <td id=\"T_5dc38_row12_col0\" class=\"data row12 col0\" >2.1713</td>\n",
       "      <td id=\"T_5dc38_row12_col1\" class=\"data row12 col1\" >0.0480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row13\" class=\"row_heading level0 row13\" >2.50e+01 < x <= 2.60e+01</th>\n",
       "      <td id=\"T_5dc38_row13_col0\" class=\"data row13 col0\" >2.0937</td>\n",
       "      <td id=\"T_5dc38_row13_col1\" class=\"data row13 col1\" >0.0304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row14\" class=\"row_heading level0 row14\" >2.60e+01 < x <= 2.70e+01</th>\n",
       "      <td id=\"T_5dc38_row14_col0\" class=\"data row14 col0\" >2.0568</td>\n",
       "      <td id=\"T_5dc38_row14_col1\" class=\"data row14 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row15\" class=\"row_heading level0 row15\" >2.70e+01 < x <= 2.80e+01</th>\n",
       "      <td id=\"T_5dc38_row15_col0\" class=\"data row15 col0\" >1.9827</td>\n",
       "      <td id=\"T_5dc38_row15_col1\" class=\"data row15 col1\" >0.0241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row16\" class=\"row_heading level0 row16\" >2.80e+01 < x <= 2.90e+01</th>\n",
       "      <td id=\"T_5dc38_row16_col0\" class=\"data row16 col0\" >2.0203</td>\n",
       "      <td id=\"T_5dc38_row16_col1\" class=\"data row16 col1\" >0.0232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row17\" class=\"row_heading level0 row17\" >2.90e+01 < x <= 3.00e+01</th>\n",
       "      <td id=\"T_5dc38_row17_col0\" class=\"data row17 col0\" >2.0515</td>\n",
       "      <td id=\"T_5dc38_row17_col1\" class=\"data row17 col1\" >0.0236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row18\" class=\"row_heading level0 row18\" >3.00e+01 < x <= 3.20e+01</th>\n",
       "      <td id=\"T_5dc38_row18_col0\" class=\"data row18 col0\" >2.0453</td>\n",
       "      <td id=\"T_5dc38_row18_col1\" class=\"data row18 col1\" >0.0484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row19\" class=\"row_heading level0 row19\" >3.20e+01 < x <= 3.30e+01</th>\n",
       "      <td id=\"T_5dc38_row19_col0\" class=\"data row19 col0\" >2.0343</td>\n",
       "      <td id=\"T_5dc38_row19_col1\" class=\"data row19 col1\" >0.0316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row20\" class=\"row_heading level0 row20\" >3.30e+01 < x <= 3.40e+01</th>\n",
       "      <td id=\"T_5dc38_row20_col0\" class=\"data row20 col0\" >2.1357</td>\n",
       "      <td id=\"T_5dc38_row20_col1\" class=\"data row20 col1\" >0.0320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row21\" class=\"row_heading level0 row21\" >3.40e+01 < x <= 3.50e+01</th>\n",
       "      <td id=\"T_5dc38_row21_col0\" class=\"data row21 col0\" >2.0004</td>\n",
       "      <td id=\"T_5dc38_row21_col1\" class=\"data row21 col1\" >0.0399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row22\" class=\"row_heading level0 row22\" >3.50e+01 < x <= 3.60e+01</th>\n",
       "      <td id=\"T_5dc38_row22_col0\" class=\"data row22 col0\" >2.1148</td>\n",
       "      <td id=\"T_5dc38_row22_col1\" class=\"data row22 col1\" >0.0437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row23\" class=\"row_heading level0 row23\" >3.60e+01 < x <= 3.70e+01</th>\n",
       "      <td id=\"T_5dc38_row23_col0\" class=\"data row23 col0\" >2.0004</td>\n",
       "      <td id=\"T_5dc38_row23_col1\" class=\"data row23 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row24\" class=\"row_heading level0 row24\" >3.70e+01 < x <= 3.90e+01</th>\n",
       "      <td id=\"T_5dc38_row24_col0\" class=\"data row24 col0\" >2.0133</td>\n",
       "      <td id=\"T_5dc38_row24_col1\" class=\"data row24 col1\" >0.0355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row25\" class=\"row_heading level0 row25\" >3.90e+01 < x <= 4.10e+01</th>\n",
       "      <td id=\"T_5dc38_row25_col0\" class=\"data row25 col0\" >2.0306</td>\n",
       "      <td id=\"T_5dc38_row25_col1\" class=\"data row25 col1\" >0.0273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row26\" class=\"row_heading level0 row26\" >4.10e+01 < x <= 4.20e+01</th>\n",
       "      <td id=\"T_5dc38_row26_col0\" class=\"data row26 col0\" >1.9889</td>\n",
       "      <td id=\"T_5dc38_row26_col1\" class=\"data row26 col1\" >0.0167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row27\" class=\"row_heading level0 row27\" >4.20e+01 < x <= 4.40e+01</th>\n",
       "      <td id=\"T_5dc38_row27_col0\" class=\"data row27 col0\" >2.0742</td>\n",
       "      <td id=\"T_5dc38_row27_col1\" class=\"data row27 col1\" >0.0351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row28\" class=\"row_heading level0 row28\" >4.40e+01 < x <= 4.50e+01</th>\n",
       "      <td id=\"T_5dc38_row28_col0\" class=\"data row28 col0\" >2.2977</td>\n",
       "      <td id=\"T_5dc38_row28_col1\" class=\"data row28 col1\" >0.0132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row29\" class=\"row_heading level0 row29\" >4.50e+01 < x <= 4.70e+01</th>\n",
       "      <td id=\"T_5dc38_row29_col0\" class=\"data row29 col0\" >1.9517</td>\n",
       "      <td id=\"T_5dc38_row29_col1\" class=\"data row29 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_5dc38_level0_row30\" class=\"row_heading level0 row30\" >4.70e+01 < x</th>\n",
       "      <td id=\"T_5dc38_row30_col0\" class=\"data row30 col0\" >2.5848</td>\n",
       "      <td id=\"T_5dc38_row30_col1\" class=\"data row30 col1\" >0.0857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_9ad3c_row0_col0 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row0_col1 {\n",
       "  background-color: #5f7fe8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row1_col0, #T_9ad3c_row26_col0 {\n",
       "  background-color: #779af7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row1_col1 {\n",
       "  background-color: #6a8bef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row2_col0, #T_9ad3c_row7_col1 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row2_col1 {\n",
       "  background-color: #8db0fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row3_col0 {\n",
       "  background-color: #6384eb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row3_col1, #T_9ad3c_row14_col1 {\n",
       "  background-color: #536edd;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row4_col0, #T_9ad3c_row29_col1 {\n",
       "  background-color: #5673e0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row4_col1, #T_9ad3c_row26_col1 {\n",
       "  background-color: #4a63d3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row5_col0 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row5_col1 {\n",
       "  background-color: #f1ccb8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row6_col0 {\n",
       "  background-color: #5e7de7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row6_col1 {\n",
       "  background-color: #9bbcff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row7_col0, #T_9ad3c_row19_col1 {\n",
       "  background-color: #6687ed;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row8_col0 {\n",
       "  background-color: #6485ec;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row8_col1 {\n",
       "  background-color: #b7cff9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row9_col0 {\n",
       "  background-color: #93b5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row9_col1 {\n",
       "  background-color: #4f69d9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row10_col0 {\n",
       "  background-color: #e8d6cc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row10_col1 {\n",
       "  background-color: #3f53c6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row11_col0 {\n",
       "  background-color: #d5dbe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row11_col1 {\n",
       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row12_col0, #T_9ad3c_row20_col0 {\n",
       "  background-color: #bbd1f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row12_col1 {\n",
       "  background-color: #ebd3c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row13_col0 {\n",
       "  background-color: #b9d0f9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row13_col1, #T_9ad3c_row23_col1 {\n",
       "  background-color: #7699f6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row14_col0 {\n",
       "  background-color: #dcdddd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row15_col0 {\n",
       "  background-color: #ead5c9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row15_col1 {\n",
       "  background-color: #506bda;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row16_col0 {\n",
       "  background-color: #4055c8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row16_col1 {\n",
       "  background-color: #516ddb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row17_col0, #T_9ad3c_row28_col1 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row17_col1 {\n",
       "  background-color: #5a78e4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row18_col0 {\n",
       "  background-color: #adc9fd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row18_col1 {\n",
       "  background-color: #d3dbe7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row19_col0 {\n",
       "  background-color: #7da0f9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row20_col1 {\n",
       "  background-color: #8fb1fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row21_col0 {\n",
       "  background-color: #e1dad6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row21_col1, #T_9ad3c_row29_col0 {\n",
       "  background-color: #aec9fc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row22_col0 {\n",
       "  background-color: #9fbfff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row22_col1 {\n",
       "  background-color: #b5cdfa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row23_col0 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row24_col0 {\n",
       "  background-color: #9abbff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row24_col1 {\n",
       "  background-color: #90b2fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row25_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row25_col1 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row27_col0 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row27_col1 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ad3c_row28_col0 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ad3c_row30_col0, #T_9ad3c_row30_col1 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_9ad3c\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_9ad3c_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_9ad3c_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row0_col0\" class=\"data row0 col0\" >2.0720</td>\n",
       "      <td id=\"T_9ad3c_row0_col1\" class=\"data row0 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row1_col0\" class=\"data row1 col0\" >1.9201</td>\n",
       "      <td id=\"T_9ad3c_row1_col1\" class=\"data row1 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row2_col0\" class=\"data row2 col0\" >1.9054</td>\n",
       "      <td id=\"T_9ad3c_row2_col1\" class=\"data row2 col1\" >0.0344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row3_col0\" class=\"data row3 col0\" >1.8736</td>\n",
       "      <td id=\"T_9ad3c_row3_col1\" class=\"data row3 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row4_col0\" class=\"data row4 col0\" >1.8410</td>\n",
       "      <td id=\"T_9ad3c_row4_col1\" class=\"data row4 col1\" >0.0196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row5_col0\" class=\"data row5 col0\" >1.8826</td>\n",
       "      <td id=\"T_9ad3c_row5_col1\" class=\"data row5 col1\" >0.0606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row6_col0\" class=\"data row6 col0\" >1.8592</td>\n",
       "      <td id=\"T_9ad3c_row6_col1\" class=\"data row6 col1\" >0.0375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row7_col0\" class=\"data row7 col0\" >1.8799</td>\n",
       "      <td id=\"T_9ad3c_row7_col1\" class=\"data row7 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row8_col0\" class=\"data row8 col0\" >1.8746</td>\n",
       "      <td id=\"T_9ad3c_row8_col1\" class=\"data row8 col1\" >0.0436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row9_col0\" class=\"data row9 col0\" >1.9849</td>\n",
       "      <td id=\"T_9ad3c_row9_col1\" class=\"data row9 col1\" >0.0206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row10_col0\" class=\"data row10 col0\" >2.2181</td>\n",
       "      <td id=\"T_9ad3c_row10_col1\" class=\"data row10 col1\" >0.0170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row11_col0\" class=\"data row11 col0\" >2.1550</td>\n",
       "      <td id=\"T_9ad3c_row11_col1\" class=\"data row11 col1\" >0.0201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row12_col0\" class=\"data row12 col0\" >2.0847</td>\n",
       "      <td id=\"T_9ad3c_row12_col1\" class=\"data row12 col1\" >0.0579</td>\n",
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       "      <td id=\"T_9ad3c_row13_col0\" class=\"data row13 col0\" >2.0778</td>\n",
       "      <td id=\"T_9ad3c_row13_col1\" class=\"data row13 col1\" >0.0296</td>\n",
       "    </tr>\n",
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       "      <td id=\"T_9ad3c_row14_col0\" class=\"data row14 col0\" >2.1784</td>\n",
       "      <td id=\"T_9ad3c_row14_col1\" class=\"data row14 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row15_col0\" class=\"data row15 col0\" >2.2242</td>\n",
       "      <td id=\"T_9ad3c_row15_col1\" class=\"data row15 col1\" >0.0208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row16_col0\" class=\"data row16 col0\" >1.7802</td>\n",
       "      <td id=\"T_9ad3c_row16_col1\" class=\"data row16 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row17_col0\" class=\"data row17 col0\" >1.7629</td>\n",
       "      <td id=\"T_9ad3c_row17_col1\" class=\"data row17 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row18_col0\" class=\"data row18 col0\" >2.0493</td>\n",
       "      <td id=\"T_9ad3c_row18_col1\" class=\"data row18 col1\" >0.0504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row19_col0\" class=\"data row19 col0\" >1.9343</td>\n",
       "      <td id=\"T_9ad3c_row19_col1\" class=\"data row19 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row20_col0\" class=\"data row20 col0\" >2.0837</td>\n",
       "      <td id=\"T_9ad3c_row20_col1\" class=\"data row20 col1\" >0.0349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row21_col0\" class=\"data row21 col0\" >2.1957</td>\n",
       "      <td id=\"T_9ad3c_row21_col1\" class=\"data row21 col1\" >0.0417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row22_col0\" class=\"data row22 col0\" >2.0157</td>\n",
       "      <td id=\"T_9ad3c_row22_col1\" class=\"data row22 col1\" >0.0431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row23_col0\" class=\"data row23 col0\" >2.2006</td>\n",
       "      <td id=\"T_9ad3c_row23_col1\" class=\"data row23 col1\" >0.0296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row24_col0\" class=\"data row24 col0\" >2.0026</td>\n",
       "      <td id=\"T_9ad3c_row24_col1\" class=\"data row24 col1\" >0.0351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row25_col0\" class=\"data row25 col0\" >1.9461</td>\n",
       "      <td id=\"T_9ad3c_row25_col1\" class=\"data row25 col1\" >0.0305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row26_col0\" class=\"data row26 col0\" >1.9196</td>\n",
       "      <td id=\"T_9ad3c_row26_col1\" class=\"data row26 col1\" >0.0194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row27_col0\" class=\"data row27 col0\" >2.0117</td>\n",
       "      <td id=\"T_9ad3c_row27_col1\" class=\"data row27 col1\" >0.0312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row28_col0\" class=\"data row28 col0\" >2.1310</td>\n",
       "      <td id=\"T_9ad3c_row28_col1\" class=\"data row28 col1\" >0.0155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row29_col0\" class=\"data row29 col0\" >2.0515</td>\n",
       "      <td id=\"T_9ad3c_row29_col1\" class=\"data row29 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9ad3c_row30_col0\" class=\"data row30 col0\" >2.5968</td>\n",
       "      <td id=\"T_9ad3c_row30_col1\" class=\"data row30 col1\" >0.0911</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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     },
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 31930it [00:00, 33725.96it/s]\n",
      "Testing robustness    :   1%|          | 310/31930 [00:00<00:54, 584.35it/s] "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
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       "  <caption>X_dev distribution</caption>\n",
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       "  <tbody>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_87269_row1_col0\" class=\"data row1 col0\" >2.0824</td>\n",
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     "text": [
      "--- [ContinuousCarver] Fit Quantitative('AveRooms') (3/8)\n",
      " [ContinuousCarver] Raw 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_8f8ca_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_8f8ca_level0_row1\" class=\"row_heading level0 row1\" >3.066e+00 < x <= 3.432e+00</th>\n",
       "      <td id=\"T_8f8ca_row1_col0\" class=\"data row1 col0\" >1.8880</td>\n",
       "      <td id=\"T_8f8ca_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row2\" class=\"row_heading level0 row2\" >3.432e+00 < x <= 3.647e+00</th>\n",
       "      <td id=\"T_8f8ca_row2_col0\" class=\"data row2 col0\" >1.8233</td>\n",
       "      <td id=\"T_8f8ca_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row3\" class=\"row_heading level0 row3\" >3.647e+00 < x <= 3.792e+00</th>\n",
       "      <td id=\"T_8f8ca_row3_col0\" class=\"data row3 col0\" >1.8292</td>\n",
       "      <td id=\"T_8f8ca_row3_col1\" class=\"data row3 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row4\" class=\"row_heading level0 row4\" >3.792e+00 < x <= 3.933e+00</th>\n",
       "      <td id=\"T_8f8ca_row4_col0\" class=\"data row4 col0\" >1.7847</td>\n",
       "      <td id=\"T_8f8ca_row4_col1\" class=\"data row4 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row5\" class=\"row_heading level0 row5\" >3.933e+00 < x <= 4.052e+00</th>\n",
       "      <td id=\"T_8f8ca_row5_col0\" class=\"data row5 col0\" >1.8499</td>\n",
       "      <td id=\"T_8f8ca_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row6\" class=\"row_heading level0 row6\" >4.052e+00 < x <= 4.168e+00</th>\n",
       "      <td id=\"T_8f8ca_row6_col0\" class=\"data row6 col0\" >1.8718</td>\n",
       "      <td id=\"T_8f8ca_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row7\" class=\"row_heading level0 row7\" >4.168e+00 < x <= 4.276e+00</th>\n",
       "      <td id=\"T_8f8ca_row7_col0\" class=\"data row7 col0\" >1.8333</td>\n",
       "      <td id=\"T_8f8ca_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row8\" class=\"row_heading level0 row8\" >4.276e+00 < x <= 4.365e+00</th>\n",
       "      <td id=\"T_8f8ca_row8_col0\" class=\"data row8 col0\" >1.7965</td>\n",
       "      <td id=\"T_8f8ca_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row9\" class=\"row_heading level0 row9\" >4.365e+00 < x <= 4.454e+00</th>\n",
       "      <td id=\"T_8f8ca_row9_col0\" class=\"data row9 col0\" >1.6952</td>\n",
       "      <td id=\"T_8f8ca_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row10\" class=\"row_heading level0 row10\" >4.454e+00 < x <= 4.536e+00</th>\n",
       "      <td id=\"T_8f8ca_row10_col0\" class=\"data row10 col0\" >1.7535</td>\n",
       "      <td id=\"T_8f8ca_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row11\" class=\"row_heading level0 row11\" >4.536e+00 < x <= 4.621e+00</th>\n",
       "      <td id=\"T_8f8ca_row11_col0\" class=\"data row11 col0\" >1.7952</td>\n",
       "      <td id=\"T_8f8ca_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row12\" class=\"row_heading level0 row12\" >4.621e+00 < x <= 4.705e+00</th>\n",
       "      <td id=\"T_8f8ca_row12_col0\" class=\"data row12 col0\" >1.8465</td>\n",
       "      <td id=\"T_8f8ca_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row13\" class=\"row_heading level0 row13\" >4.705e+00 < x <= 4.794e+00</th>\n",
       "      <td id=\"T_8f8ca_row13_col0\" class=\"data row13 col0\" >1.7486</td>\n",
       "      <td id=\"T_8f8ca_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row14\" class=\"row_heading level0 row14\" >4.794e+00 < x <= 4.874e+00</th>\n",
       "      <td id=\"T_8f8ca_row14_col0\" class=\"data row14 col0\" >1.7719</td>\n",
       "      <td id=\"T_8f8ca_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row15\" class=\"row_heading level0 row15\" >4.874e+00 < x <= 4.941e+00</th>\n",
       "      <td id=\"T_8f8ca_row15_col0\" class=\"data row15 col0\" >1.7219</td>\n",
       "      <td id=\"T_8f8ca_row15_col1\" class=\"data row15 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row16\" class=\"row_heading level0 row16\" >4.941e+00 < x <= 5.014e+00</th>\n",
       "      <td id=\"T_8f8ca_row16_col0\" class=\"data row16 col0\" >1.7176</td>\n",
       "      <td id=\"T_8f8ca_row16_col1\" class=\"data row16 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row17\" class=\"row_heading level0 row17\" >5.014e+00 < x <= 5.088e+00</th>\n",
       "      <td id=\"T_8f8ca_row17_col0\" class=\"data row17 col0\" >1.7707</td>\n",
       "      <td id=\"T_8f8ca_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row18\" class=\"row_heading level0 row18\" >5.088e+00 < x <= 5.160e+00</th>\n",
       "      <td id=\"T_8f8ca_row18_col0\" class=\"data row18 col0\" >1.7918</td>\n",
       "      <td id=\"T_8f8ca_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row19\" class=\"row_heading level0 row19\" >5.160e+00 < x <= 5.233e+00</th>\n",
       "      <td id=\"T_8f8ca_row19_col0\" class=\"data row19 col0\" >1.7791</td>\n",
       "      <td id=\"T_8f8ca_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row20\" class=\"row_heading level0 row20\" >5.233e+00 < x <= 5.315e+00</th>\n",
       "      <td id=\"T_8f8ca_row20_col0\" class=\"data row20 col0\" >1.8209</td>\n",
       "      <td id=\"T_8f8ca_row20_col1\" class=\"data row20 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row21\" class=\"row_heading level0 row21\" >5.315e+00 < x <= 5.384e+00</th>\n",
       "      <td id=\"T_8f8ca_row21_col0\" class=\"data row21 col0\" >1.9107</td>\n",
       "      <td id=\"T_8f8ca_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row22\" class=\"row_heading level0 row22\" >5.384e+00 < x <= 5.460e+00</th>\n",
       "      <td id=\"T_8f8ca_row22_col0\" class=\"data row22 col0\" >1.7728</td>\n",
       "      <td id=\"T_8f8ca_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row23\" class=\"row_heading level0 row23\" >5.460e+00 < x <= 5.532e+00</th>\n",
       "      <td id=\"T_8f8ca_row23_col0\" class=\"data row23 col0\" >1.8996</td>\n",
       "      <td id=\"T_8f8ca_row23_col1\" class=\"data row23 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row24\" class=\"row_heading level0 row24\" >5.532e+00 < x <= 5.616e+00</th>\n",
       "      <td id=\"T_8f8ca_row24_col0\" class=\"data row24 col0\" >1.8872</td>\n",
       "      <td id=\"T_8f8ca_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row25\" class=\"row_heading level0 row25\" >5.616e+00 < x <= 5.694e+00</th>\n",
       "      <td id=\"T_8f8ca_row25_col0\" class=\"data row25 col0\" >1.9905</td>\n",
       "      <td id=\"T_8f8ca_row25_col1\" class=\"data row25 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row26\" class=\"row_heading level0 row26\" >5.694e+00 < x <= 5.778e+00</th>\n",
       "      <td id=\"T_8f8ca_row26_col0\" class=\"data row26 col0\" >2.0029</td>\n",
       "      <td id=\"T_8f8ca_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row27\" class=\"row_heading level0 row27\" >5.778e+00 < x <= 5.858e+00</th>\n",
       "      <td id=\"T_8f8ca_row27_col0\" class=\"data row27 col0\" >2.0107</td>\n",
       "      <td id=\"T_8f8ca_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row28\" class=\"row_heading level0 row28\" >5.858e+00 < x <= 5.959e+00</th>\n",
       "      <td id=\"T_8f8ca_row28_col0\" class=\"data row28 col0\" >2.1137</td>\n",
       "      <td id=\"T_8f8ca_row28_col1\" class=\"data row28 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row29\" class=\"row_heading level0 row29\" >5.959e+00 < x <= 6.059e+00</th>\n",
       "      <td id=\"T_8f8ca_row29_col0\" class=\"data row29 col0\" >2.0469</td>\n",
       "      <td id=\"T_8f8ca_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row30\" class=\"row_heading level0 row30\" >6.059e+00 < x <= 6.157e+00</th>\n",
       "      <td id=\"T_8f8ca_row30_col0\" class=\"data row30 col0\" >2.1450</td>\n",
       "      <td id=\"T_8f8ca_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row31\" class=\"row_heading level0 row31\" >6.157e+00 < x <= 6.270e+00</th>\n",
       "      <td id=\"T_8f8ca_row31_col0\" class=\"data row31 col0\" >2.2477</td>\n",
       "      <td id=\"T_8f8ca_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row32\" class=\"row_heading level0 row32\" >6.270e+00 < x <= 6.396e+00</th>\n",
       "      <td id=\"T_8f8ca_row32_col0\" class=\"data row32 col0\" >2.3495</td>\n",
       "      <td id=\"T_8f8ca_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row33\" class=\"row_heading level0 row33\" >6.396e+00 < x <= 6.543e+00</th>\n",
       "      <td id=\"T_8f8ca_row33_col0\" class=\"data row33 col0\" >2.4232</td>\n",
       "      <td id=\"T_8f8ca_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row34\" class=\"row_heading level0 row34\" >6.543e+00 < x <= 6.717e+00</th>\n",
       "      <td id=\"T_8f8ca_row34_col0\" class=\"data row34 col0\" >2.6241</td>\n",
       "      <td id=\"T_8f8ca_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row35\" class=\"row_heading level0 row35\" >6.717e+00 < x <= 6.946e+00</th>\n",
       "      <td id=\"T_8f8ca_row35_col0\" class=\"data row35 col0\" >2.7573</td>\n",
       "      <td id=\"T_8f8ca_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row36\" class=\"row_heading level0 row36\" >6.946e+00 < x <= 7.233e+00</th>\n",
       "      <td id=\"T_8f8ca_row36_col0\" class=\"data row36 col0\" >3.0763</td>\n",
       "      <td id=\"T_8f8ca_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row37\" class=\"row_heading level0 row37\" >7.233e+00 < x <= 7.637e+00</th>\n",
       "      <td id=\"T_8f8ca_row37_col0\" class=\"data row37 col0\" >3.1118</td>\n",
       "      <td id=\"T_8f8ca_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row38\" class=\"row_heading level0 row38\" >7.637e+00 < x <= 8.324e+00</th>\n",
       "      <td id=\"T_8f8ca_row38_col0\" class=\"data row38 col0\" >3.5846</td>\n",
       "      <td id=\"T_8f8ca_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8f8ca_level0_row39\" class=\"row_heading level0 row39\" >8.324e+00 < x</th>\n",
       "      <td id=\"T_8f8ca_row39_col0\" class=\"data row39 col0\" >2.7391</td>\n",
       "      <td id=\"T_8f8ca_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #8fb1fe;\n",
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       "  background-color: #abc8fd;\n",
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       "  background-color: #6282ea;\n",
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       "  background-color: #e4d9d2;\n",
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       "  background-color: #5a78e4;\n",
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       "  background-color: #7da0f9;\n",
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       "  background-color: #6180e9;\n",
       "  color: #f1f1f1;\n",
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       "#T_f29c5_row16_col1, #T_f29c5_row29_col0, #T_f29c5_row29_col1, #T_f29c5_row38_col1 {\n",
       "  background-color: #b1cbfc;\n",
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       "#T_f29c5_row17_col1, #T_f29c5_row18_col1, #T_f29c5_row21_col1 {\n",
       "  background-color: #e8d6cc;\n",
       "  color: #000000;\n",
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       "#T_f29c5_row18_col0 {\n",
       "  background-color: #4e68d8;\n",
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       "  background-color: #516ddb;\n",
       "  color: #f1f1f1;\n",
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       "#T_f29c5_row19_col1 {\n",
       "  background-color: #92b4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row20_col1, #T_f29c5_row36_col1 {\n",
       "  background-color: #f39475;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row22_col0, #T_f29c5_row23_col0 {\n",
       "  background-color: #6384eb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row22_col1 {\n",
       "  background-color: #e0dbd8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row26_col0 {\n",
       "  background-color: #8caffe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row27_col1 {\n",
       "  background-color: #4c66d6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row28_col0 {\n",
       "  background-color: #779af7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row28_col1 {\n",
       "  background-color: #f7b093;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row30_col0 {\n",
       "  background-color: #8db0fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row30_col1 {\n",
       "  background-color: #a6c4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row31_col0 {\n",
       "  background-color: #b5cdfa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row31_col1 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row32_col0 {\n",
       "  background-color: #bcd2f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row32_col1 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row33_col0 {\n",
       "  background-color: #dedcdb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row34_col0 {\n",
       "  background-color: #efcebd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row34_col1 {\n",
       "  background-color: #688aef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row35_col0 {\n",
       "  background-color: #f4c6af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row36_col0 {\n",
       "  background-color: #f29274;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row37_col0 {\n",
       "  background-color: #e36c55;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_f29c5_row39_col0 {\n",
       "  background-color: #f5c4ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_f29c5_row39_col1 {\n",
       "  background-color: #c4d5f3;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_f29c5\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_f29c5_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_f29c5_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row0_col0\" class=\"data row0 col0\" >2.0908</td>\n",
       "      <td id=\"T_f29c5_row0_col1\" class=\"data row0 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row1_col0\" class=\"data row1 col0\" >1.8579</td>\n",
       "      <td id=\"T_f29c5_row1_col1\" class=\"data row1 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row2_col0\" class=\"data row2 col0\" >2.0031</td>\n",
       "      <td id=\"T_f29c5_row2_col1\" class=\"data row2 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row3_col0\" class=\"data row3 col0\" >1.8060</td>\n",
       "      <td id=\"T_f29c5_row3_col1\" class=\"data row3 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row4_col0\" class=\"data row4 col0\" >1.8137</td>\n",
       "      <td id=\"T_f29c5_row4_col1\" class=\"data row4 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row5_col0\" class=\"data row5 col0\" >1.7725</td>\n",
       "      <td id=\"T_f29c5_row5_col1\" class=\"data row5 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row6_col0\" class=\"data row6 col0\" >1.7723</td>\n",
       "      <td id=\"T_f29c5_row6_col1\" class=\"data row6 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row7_col0\" class=\"data row7 col0\" >1.7839</td>\n",
       "      <td id=\"T_f29c5_row7_col1\" class=\"data row7 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row8_col0\" class=\"data row8 col0\" >1.7902</td>\n",
       "      <td id=\"T_f29c5_row8_col1\" class=\"data row8 col1\" >0.0286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row9_col0\" class=\"data row9 col0\" >1.8121</td>\n",
       "      <td id=\"T_f29c5_row9_col1\" class=\"data row9 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row10_col0\" class=\"data row10 col0\" >1.6265</td>\n",
       "      <td id=\"T_f29c5_row10_col1\" class=\"data row10 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row11_col0\" class=\"data row11 col0\" >1.8349</td>\n",
       "      <td id=\"T_f29c5_row11_col1\" class=\"data row11 col1\" >0.0276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row12_col0\" class=\"data row12 col0\" >1.8339</td>\n",
       "      <td id=\"T_f29c5_row12_col1\" class=\"data row12 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row13_col0\" class=\"data row13 col0\" >1.7725</td>\n",
       "      <td id=\"T_f29c5_row13_col1\" class=\"data row13 col1\" >0.0342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row14_col0\" class=\"data row14 col0\" >1.8188</td>\n",
       "      <td id=\"T_f29c5_row14_col1\" class=\"data row14 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row15_col0\" class=\"data row15 col0\" >1.8480</td>\n",
       "      <td id=\"T_f29c5_row15_col1\" class=\"data row15 col1\" >0.0191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row16_col0\" class=\"data row16 col0\" >1.8333</td>\n",
       "      <td id=\"T_f29c5_row16_col1\" class=\"data row16 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row17_col0\" class=\"data row17 col0\" >1.8191</td>\n",
       "      <td id=\"T_f29c5_row17_col1\" class=\"data row17 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row18_col0\" class=\"data row18 col0\" >1.7419</td>\n",
       "      <td id=\"T_f29c5_row18_col1\" class=\"data row18 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row19_col0\" class=\"data row19 col0\" >1.7642</td>\n",
       "      <td id=\"T_f29c5_row19_col1\" class=\"data row19 col1\" >0.0220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row20_col0\" class=\"data row20 col0\" >1.7645</td>\n",
       "      <td id=\"T_f29c5_row20_col1\" class=\"data row20 col1\" >0.0303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row21_col0\" class=\"data row21 col0\" >1.7917</td>\n",
       "      <td id=\"T_f29c5_row21_col1\" class=\"data row21 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row22_col0\" class=\"data row22 col0\" >1.8651</td>\n",
       "      <td id=\"T_f29c5_row22_col1\" class=\"data row22 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row23_col0\" class=\"data row23 col0\" >1.8645</td>\n",
       "      <td id=\"T_f29c5_row23_col1\" class=\"data row23 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row24_col0\" class=\"data row24 col0\" >1.8082</td>\n",
       "      <td id=\"T_f29c5_row24_col1\" class=\"data row24 col1\" >0.0286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row25_col0\" class=\"data row25 col0\" >1.8483</td>\n",
       "      <td id=\"T_f29c5_row25_col1\" class=\"data row25 col1\" >0.0177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row26_col0\" class=\"data row26 col0\" >2.0778</td>\n",
       "      <td id=\"T_f29c5_row26_col1\" class=\"data row26 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row27_col0\" class=\"data row27 col0\" >2.0005</td>\n",
       "      <td id=\"T_f29c5_row27_col1\" class=\"data row27 col1\" >0.0187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row28_col0\" class=\"data row28 col0\" >1.9724</td>\n",
       "      <td id=\"T_f29c5_row28_col1\" class=\"data row28 col1\" >0.0291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row29_col0\" class=\"data row29 col0\" >2.2623</td>\n",
       "      <td id=\"T_f29c5_row29_col1\" class=\"data row29 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row30_col0\" class=\"data row30 col0\" >2.0818</td>\n",
       "      <td id=\"T_f29c5_row30_col1\" class=\"data row30 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row31_col0\" class=\"data row31 col0\" >2.2889</td>\n",
       "      <td id=\"T_f29c5_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row32_col0\" class=\"data row32 col0\" >2.3280</td>\n",
       "      <td id=\"T_f29c5_row32_col1\" class=\"data row32 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row33_col0\" class=\"data row33 col0\" >2.5373</td>\n",
       "      <td id=\"T_f29c5_row33_col1\" class=\"data row33 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row34_col0\" class=\"data row34 col0\" >2.6787</td>\n",
       "      <td id=\"T_f29c5_row34_col1\" class=\"data row34 col1\" >0.0201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row35_col0\" class=\"data row35 col0\" >2.7457</td>\n",
       "      <td id=\"T_f29c5_row35_col1\" class=\"data row35 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row36_col0\" class=\"data row36 col0\" >3.0108</td>\n",
       "      <td id=\"T_f29c5_row36_col1\" class=\"data row36 col1\" >0.0303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row37_col0\" class=\"data row37 col0\" >3.1596</td>\n",
       "      <td id=\"T_f29c5_row37_col1\" class=\"data row37 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row38_col0\" class=\"data row38 col0\" >3.4340</td>\n",
       "      <td id=\"T_f29c5_row38_col1\" class=\"data row38 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_f29c5_row39_col0\" class=\"data row39 col0\" >2.7568</td>\n",
       "      <td id=\"T_f29c5_row39_col1\" class=\"data row39 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 28430.03it/s]\n",
      "Testing robustness    :   0%|          | 227/92170 [00:00<03:45, 407.92it/s] "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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       "#T_17b8e_row0_col1, #T_17b8e_row1_col0, #T_17b8e_row3_col1 {\n",
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       "</style>\n",
       "<table id=\"T_17b8e\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_17b8e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_17b8e_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_17b8e_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.65e+00</th>\n",
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       "      <td id=\"T_17b8e_row0_col1\" class=\"data row0 col1\" >0.0750</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_17b8e_level0_row1\" class=\"row_heading level0 row1\" >3.65e+00 < x <= 5.62e+00</th>\n",
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       "    <tr>\n",
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       "      <td id=\"T_17b8e_row2_col0\" class=\"data row2 col0\" >2.0516</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_17b8e_level0_row3\" class=\"row_heading level0 row3\" >6.16e+00 < x <= 6.54e+00</th>\n",
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       "      <td id=\"T_17b8e_row4_col1\" class=\"data row4 col1\" >0.1500</td>\n",
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       "#T_e2a12_row1_col0, #T_e2a12_row3_col1 {\n",
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       "#T_e2a12_row1_col1, #T_e2a12_row4_col0 {\n",
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       "#T_e2a12_row2_col0 {\n",
       "  background-color: #80a3fa;\n",
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       "#T_e2a12_row2_col1 {\n",
       "  background-color: #6282ea;\n",
       "  color: #f1f1f1;\n",
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       "#T_e2a12_row3_col0 {\n",
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       "  color: #000000;\n",
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       "#T_e2a12_row4_col1 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
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       "</style>\n",
       "<table id=\"T_e2a12\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_e2a12_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_e2a12_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_e2a12_row0_col0\" class=\"data row0 col0\" >1.9788</td>\n",
       "      <td id=\"T_e2a12_row0_col1\" class=\"data row0 col1\" >0.0739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e2a12_row1_col0\" class=\"data row1 col0\" >1.7962</td>\n",
       "      <td id=\"T_e2a12_row1_col1\" class=\"data row1 col1\" >0.5758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e2a12_row2_col0\" class=\"data row2 col0\" >2.0474</td>\n",
       "      <td id=\"T_e2a12_row2_col1\" class=\"data row2 col1\" >0.1359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e2a12_row3_col0\" class=\"data row3 col0\" >2.3886</td>\n",
       "      <td id=\"T_e2a12_row3_col1\" class=\"data row3 col1\" >0.0717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_e2a12_row4_col0\" class=\"data row4 col0\" >2.9752</td>\n",
       "      <td id=\"T_e2a12_row4_col1\" class=\"data row4 col1\" >0.1427</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Quantitative('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_ad45e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_ad45e_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row0\" class=\"row_heading level0 row0\" >x <= 9.1220e-01</th>\n",
       "      <td id=\"T_ad45e_row0_col0\" class=\"data row0 col0\" >2.0511</td>\n",
       "      <td id=\"T_ad45e_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row1\" class=\"row_heading level0 row1\" >9.1220e-01 < x <= 9.4022e-01</th>\n",
       "      <td id=\"T_ad45e_row1_col0\" class=\"data row1 col0\" >2.1264</td>\n",
       "      <td id=\"T_ad45e_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row2\" class=\"row_heading level0 row2\" >9.4022e-01 < x <= 9.5595e-01</th>\n",
       "      <td id=\"T_ad45e_row2_col0\" class=\"data row2 col0\" >2.0638</td>\n",
       "      <td id=\"T_ad45e_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row3\" class=\"row_heading level0 row3\" >9.5595e-01 < x <= 9.6743e-01</th>\n",
       "      <td id=\"T_ad45e_row3_col0\" class=\"data row3 col0\" >2.0756</td>\n",
       "      <td id=\"T_ad45e_row3_col1\" class=\"data row3 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row4\" class=\"row_heading level0 row4\" >9.6743e-01 < x <= 9.7590e-01</th>\n",
       "      <td id=\"T_ad45e_row4_col0\" class=\"data row4 col0\" >2.2562</td>\n",
       "      <td id=\"T_ad45e_row4_col1\" class=\"data row4 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row5\" class=\"row_heading level0 row5\" >9.7590e-01 < x <= 9.8343e-01</th>\n",
       "      <td id=\"T_ad45e_row5_col0\" class=\"data row5 col0\" >2.1709</td>\n",
       "      <td id=\"T_ad45e_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row6\" class=\"row_heading level0 row6\" >9.8343e-01 < x <= 9.8987e-01</th>\n",
       "      <td id=\"T_ad45e_row6_col0\" class=\"data row6 col0\" >2.1450</td>\n",
       "      <td id=\"T_ad45e_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row7\" class=\"row_heading level0 row7\" >9.8987e-01 < x <= 9.9592e-01</th>\n",
       "      <td id=\"T_ad45e_row7_col0\" class=\"data row7 col0\" >2.1772</td>\n",
       "      <td id=\"T_ad45e_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row8\" class=\"row_heading level0 row8\" >9.9592e-01 < x <= 1.0019e+00</th>\n",
       "      <td id=\"T_ad45e_row8_col0\" class=\"data row8 col0\" >2.1915</td>\n",
       "      <td id=\"T_ad45e_row8_col1\" class=\"data row8 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row9\" class=\"row_heading level0 row9\" >1.0019e+00 < x <= 1.0068e+00</th>\n",
       "      <td id=\"T_ad45e_row9_col0\" class=\"data row9 col0\" >2.0949</td>\n",
       "      <td id=\"T_ad45e_row9_col1\" class=\"data row9 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row10\" class=\"row_heading level0 row10\" >1.0068e+00 < x <= 1.0112e+00</th>\n",
       "      <td id=\"T_ad45e_row10_col0\" class=\"data row10 col0\" >2.2440</td>\n",
       "      <td id=\"T_ad45e_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row11\" class=\"row_heading level0 row11\" >1.0112e+00 < x <= 1.0156e+00</th>\n",
       "      <td id=\"T_ad45e_row11_col0\" class=\"data row11 col0\" >2.1687</td>\n",
       "      <td id=\"T_ad45e_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row12\" class=\"row_heading level0 row12\" >1.0156e+00 < x <= 1.0204e+00</th>\n",
       "      <td id=\"T_ad45e_row12_col0\" class=\"data row12 col0\" >2.1723</td>\n",
       "      <td id=\"T_ad45e_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row13\" class=\"row_heading level0 row13\" >1.0204e+00 < x <= 1.0250e+00</th>\n",
       "      <td id=\"T_ad45e_row13_col0\" class=\"data row13 col0\" >2.2003</td>\n",
       "      <td id=\"T_ad45e_row13_col1\" class=\"data row13 col1\" >0.0254</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row14\" class=\"row_heading level0 row14\" >1.0250e+00 < x <= 1.0290e+00</th>\n",
       "      <td id=\"T_ad45e_row14_col0\" class=\"data row14 col0\" >2.1324</td>\n",
       "      <td id=\"T_ad45e_row14_col1\" class=\"data row14 col1\" >0.0246</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row15\" class=\"row_heading level0 row15\" >1.0290e+00 < x <= 1.0331e+00</th>\n",
       "      <td id=\"T_ad45e_row15_col0\" class=\"data row15 col0\" >2.1840</td>\n",
       "      <td id=\"T_ad45e_row15_col1\" class=\"data row15 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row16\" class=\"row_heading level0 row16\" >1.0331e+00 < x <= 1.0369e+00</th>\n",
       "      <td id=\"T_ad45e_row16_col0\" class=\"data row16 col0\" >2.0321</td>\n",
       "      <td id=\"T_ad45e_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row17\" class=\"row_heading level0 row17\" >1.0369e+00 < x <= 1.0412e+00</th>\n",
       "      <td id=\"T_ad45e_row17_col0\" class=\"data row17 col0\" >2.1746</td>\n",
       "      <td id=\"T_ad45e_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row18\" class=\"row_heading level0 row18\" >1.0412e+00 < x <= 1.0453e+00</th>\n",
       "      <td id=\"T_ad45e_row18_col0\" class=\"data row18 col0\" >2.2536</td>\n",
       "      <td id=\"T_ad45e_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row19\" class=\"row_heading level0 row19\" >1.0453e+00 < x <= 1.0493e+00</th>\n",
       "      <td id=\"T_ad45e_row19_col0\" class=\"data row19 col0\" >2.1546</td>\n",
       "      <td id=\"T_ad45e_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row20\" class=\"row_heading level0 row20\" >1.0493e+00 < x <= 1.0534e+00</th>\n",
       "      <td id=\"T_ad45e_row20_col0\" class=\"data row20 col0\" >2.0738</td>\n",
       "      <td id=\"T_ad45e_row20_col1\" class=\"data row20 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row21\" class=\"row_heading level0 row21\" >1.0534e+00 < x <= 1.0574e+00</th>\n",
       "      <td id=\"T_ad45e_row21_col0\" class=\"data row21 col0\" >2.1224</td>\n",
       "      <td id=\"T_ad45e_row21_col1\" class=\"data row21 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row22\" class=\"row_heading level0 row22\" >1.0574e+00 < x <= 1.0615e+00</th>\n",
       "      <td id=\"T_ad45e_row22_col0\" class=\"data row22 col0\" >2.0414</td>\n",
       "      <td id=\"T_ad45e_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row23\" class=\"row_heading level0 row23\" >1.0615e+00 < x <= 1.0662e+00</th>\n",
       "      <td id=\"T_ad45e_row23_col0\" class=\"data row23 col0\" >2.1569</td>\n",
       "      <td id=\"T_ad45e_row23_col1\" class=\"data row23 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row24\" class=\"row_heading level0 row24\" >1.0662e+00 < x <= 1.0712e+00</th>\n",
       "      <td id=\"T_ad45e_row24_col0\" class=\"data row24 col0\" >2.0972</td>\n",
       "      <td id=\"T_ad45e_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row25\" class=\"row_heading level0 row25\" >1.0712e+00 < x <= 1.0763e+00</th>\n",
       "      <td id=\"T_ad45e_row25_col0\" class=\"data row25 col0\" >2.0714</td>\n",
       "      <td id=\"T_ad45e_row25_col1\" class=\"data row25 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row26\" class=\"row_heading level0 row26\" >1.0763e+00 < x <= 1.0816e+00</th>\n",
       "      <td id=\"T_ad45e_row26_col0\" class=\"data row26 col0\" >2.0244</td>\n",
       "      <td id=\"T_ad45e_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row27\" class=\"row_heading level0 row27\" >1.0816e+00 < x <= 1.0874e+00</th>\n",
       "      <td id=\"T_ad45e_row27_col0\" class=\"data row27 col0\" >2.0135</td>\n",
       "      <td id=\"T_ad45e_row27_col1\" class=\"data row27 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row28\" class=\"row_heading level0 row28\" >1.0874e+00 < x <= 1.0933e+00</th>\n",
       "      <td id=\"T_ad45e_row28_col0\" class=\"data row28 col0\" >2.2239</td>\n",
       "      <td id=\"T_ad45e_row28_col1\" class=\"data row28 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row29\" class=\"row_heading level0 row29\" >1.0933e+00 < x <= 1.1000e+00</th>\n",
       "      <td id=\"T_ad45e_row29_col0\" class=\"data row29 col0\" >2.0244</td>\n",
       "      <td id=\"T_ad45e_row29_col1\" class=\"data row29 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row30\" class=\"row_heading level0 row30\" >1.1000e+00 < x <= 1.1071e+00</th>\n",
       "      <td id=\"T_ad45e_row30_col0\" class=\"data row30 col0\" >2.0077</td>\n",
       "      <td id=\"T_ad45e_row30_col1\" class=\"data row30 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row31\" class=\"row_heading level0 row31\" >1.1071e+00 < x <= 1.1160e+00</th>\n",
       "      <td id=\"T_ad45e_row31_col0\" class=\"data row31 col0\" >1.9564</td>\n",
       "      <td id=\"T_ad45e_row31_col1\" class=\"data row31 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row32\" class=\"row_heading level0 row32\" >1.1160e+00 < x <= 1.1267e+00</th>\n",
       "      <td id=\"T_ad45e_row32_col0\" class=\"data row32 col0\" >2.0077</td>\n",
       "      <td id=\"T_ad45e_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row33\" class=\"row_heading level0 row33\" >1.1267e+00 < x <= 1.1387e+00</th>\n",
       "      <td id=\"T_ad45e_row33_col0\" class=\"data row33 col0\" >1.9305</td>\n",
       "      <td id=\"T_ad45e_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row34\" class=\"row_heading level0 row34\" >1.1387e+00 < x <= 1.1538e+00</th>\n",
       "      <td id=\"T_ad45e_row34_col0\" class=\"data row34 col0\" >1.8130</td>\n",
       "      <td id=\"T_ad45e_row34_col1\" class=\"data row34 col1\" >0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row35\" class=\"row_heading level0 row35\" >1.1538e+00 < x <= 1.1739e+00</th>\n",
       "      <td id=\"T_ad45e_row35_col0\" class=\"data row35 col0\" >1.8060</td>\n",
       "      <td id=\"T_ad45e_row35_col1\" class=\"data row35 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row36\" class=\"row_heading level0 row36\" >1.1739e+00 < x <= 1.2074e+00</th>\n",
       "      <td id=\"T_ad45e_row36_col0\" class=\"data row36 col0\" >1.9109</td>\n",
       "      <td id=\"T_ad45e_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row37\" class=\"row_heading level0 row37\" >1.2074e+00 < x <= 1.2730e+00</th>\n",
       "      <td id=\"T_ad45e_row37_col0\" class=\"data row37 col0\" >1.8950</td>\n",
       "      <td id=\"T_ad45e_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row38\" class=\"row_heading level0 row38\" >1.2730e+00 < x <= 1.5018e+00</th>\n",
       "      <td id=\"T_ad45e_row38_col0\" class=\"data row38 col0\" >1.7962</td>\n",
       "      <td id=\"T_ad45e_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_ad45e_level0_row39\" class=\"row_heading level0 row39\" >1.5018e+00 < x</th>\n",
       "      <td id=\"T_ad45e_row39_col0\" class=\"data row39 col0\" >1.4931</td>\n",
       "      <td id=\"T_ad45e_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
       "#T_a7bf7_row0_col0 {\n",
       "  background-color: #85a8fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row0_col1 {\n",
       "  background-color: #c3d5f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row1_col0 {\n",
       "  background-color: #d8dce2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row1_col1 {\n",
       "  background-color: #f6a283;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row2_col0 {\n",
       "  background-color: #e8765c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row2_col1, #T_a7bf7_row26_col1 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row3_col0 {\n",
       "  background-color: #f39778;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row3_col1, #T_a7bf7_row10_col1 {\n",
       "  background-color: #d6dce4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row4_col0 {\n",
       "  background-color: #e16751;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row4_col1, #T_a7bf7_row16_col1, #T_a7bf7_row27_col1, #T_a7bf7_row39_col1 {\n",
       "  background-color: #a6c4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row5_col0 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row5_col1, #T_a7bf7_row39_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row6_col0 {\n",
       "  background-color: #f7ba9f;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row6_col1 {\n",
       "  background-color: #445acc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row7_col0, #T_a7bf7_row7_col1 {\n",
       "  background-color: #f7b497;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row8_col0 {\n",
       "  background-color: #f5a081;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row8_col1, #T_a7bf7_row14_col0 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row9_col0 {\n",
       "  background-color: #f7b194;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row9_col1 {\n",
       "  background-color: #94b6ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row10_col0 {\n",
       "  background-color: #e4d9d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row11_col0 {\n",
       "  background-color: #ee8669;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row11_col1, #T_a7bf7_row37_col1 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row12_col0 {\n",
       "  background-color: #f08b6e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row12_col1 {\n",
       "  background-color: #f7af91;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row13_col0, #T_a7bf7_row26_col0 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row13_col1 {\n",
       "  background-color: #b7cff9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row14_col1 {\n",
       "  background-color: #88abfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row15_col0 {\n",
       "  background-color: #f4c5ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row15_col1 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row16_col0 {\n",
       "  background-color: #f3c8b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row17_col0, #T_a7bf7_row21_col0 {\n",
       "  background-color: #f59d7e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row17_col1, #T_a7bf7_row20_col0, #T_a7bf7_row32_col1, #T_a7bf7_row36_col1 {\n",
       "  background-color: #d2dbe8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row18_col0, #T_a7bf7_row27_col0 {\n",
       "  background-color: #dfdbd9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row18_col1, #T_a7bf7_row23_col1, #T_a7bf7_row34_col0 {\n",
       "  background-color: #a1c0ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row19_col0 {\n",
       "  background-color: #dbdcde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row19_col1, #T_a7bf7_row21_col1 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row20_col1 {\n",
       "  background-color: #9abbff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row22_col0 {\n",
       "  background-color: #bad0f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row22_col1 {\n",
       "  background-color: #c7d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row23_col0 {\n",
       "  background-color: #f6bda2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row24_col0 {\n",
       "  background-color: #f59f80;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row24_col1, #T_a7bf7_row29_col1 {\n",
       "  background-color: #ebd3c6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row25_col0 {\n",
       "  background-color: #cad8ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row25_col1, #T_a7bf7_row31_col1, #T_a7bf7_row34_col1 {\n",
       "  background-color: #e7d7ce;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row28_col0 {\n",
       "  background-color: #bbd1f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row28_col1 {\n",
       "  background-color: #dadce0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row29_col0 {\n",
       "  background-color: #f2c9b4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row30_col0 {\n",
       "  background-color: #b2ccfb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row30_col1 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row31_col0 {\n",
       "  background-color: #a2c1ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row32_col0 {\n",
       "  background-color: #c4d5f3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row33_col0 {\n",
       "  background-color: #dcdddd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row33_col1 {\n",
       "  background-color: #5470de;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row35_col0 {\n",
       "  background-color: #8db0fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row35_col1, #T_a7bf7_row38_col1 {\n",
       "  background-color: #bcd2f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row36_col0 {\n",
       "  background-color: #e1dad6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_a7bf7_row37_col0 {\n",
       "  background-color: #485fd1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_a7bf7_row38_col0 {\n",
       "  background-color: #6788ee;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_a7bf7\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_a7bf7_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_a7bf7_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row0_col0\" class=\"data row0 col0\" >1.7961</td>\n",
       "      <td id=\"T_a7bf7_row0_col1\" class=\"data row0 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row1_col0\" class=\"data row1 col0\" >2.0098</td>\n",
       "      <td id=\"T_a7bf7_row1_col1\" class=\"data row1 col1\" >0.0298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row2_col0\" class=\"data row2 col0\" >2.3039</td>\n",
       "      <td id=\"T_a7bf7_row2_col1\" class=\"data row2 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row3_col0\" class=\"data row3 col0\" >2.2390</td>\n",
       "      <td id=\"T_a7bf7_row3_col1\" class=\"data row3 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row4_col0\" class=\"data row4 col0\" >2.3293</td>\n",
       "      <td id=\"T_a7bf7_row4_col1\" class=\"data row4 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row5_col0\" class=\"data row5 col0\" >1.9318</td>\n",
       "      <td id=\"T_a7bf7_row5_col1\" class=\"data row5 col1\" >0.0194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row6_col0\" class=\"data row6 col0\" >2.1575</td>\n",
       "      <td id=\"T_a7bf7_row6_col1\" class=\"data row6 col1\" >0.0199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row7_col0\" class=\"data row7 col0\" >2.1740</td>\n",
       "      <td id=\"T_a7bf7_row7_col1\" class=\"data row7 col1\" >0.0291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row8_col0\" class=\"data row8 col0\" >2.2207</td>\n",
       "      <td id=\"T_a7bf7_row8_col1\" class=\"data row8 col1\" >0.0337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row9_col0\" class=\"data row9 col0\" >2.1811</td>\n",
       "      <td id=\"T_a7bf7_row9_col1\" class=\"data row9 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row10_col0\" class=\"data row10 col0\" >2.0475</td>\n",
       "      <td id=\"T_a7bf7_row10_col1\" class=\"data row10 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row11_col0\" class=\"data row11 col0\" >2.2743</td>\n",
       "      <td id=\"T_a7bf7_row11_col1\" class=\"data row11 col1\" >0.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row12_col0\" class=\"data row12 col0\" >2.2627</td>\n",
       "      <td id=\"T_a7bf7_row12_col1\" class=\"data row12 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row13_col0\" class=\"data row13 col0\" >2.1068</td>\n",
       "      <td id=\"T_a7bf7_row13_col1\" class=\"data row13 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row14_col0\" class=\"data row14 col0\" >2.4459</td>\n",
       "      <td id=\"T_a7bf7_row14_col1\" class=\"data row14 col1\" >0.0228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row15_col0\" class=\"data row15 col0\" >2.1280</td>\n",
       "      <td id=\"T_a7bf7_row15_col1\" class=\"data row15 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row16_col0\" class=\"data row16 col0\" >2.1193</td>\n",
       "      <td id=\"T_a7bf7_row16_col1\" class=\"data row16 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row17_col0\" class=\"data row17 col0\" >2.2280</td>\n",
       "      <td id=\"T_a7bf7_row17_col1\" class=\"data row17 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row18_col0\" class=\"data row18 col0\" >2.0336</td>\n",
       "      <td id=\"T_a7bf7_row18_col1\" class=\"data row18 col1\" >0.0237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row19_col0\" class=\"data row19 col0\" >2.0195</td>\n",
       "      <td id=\"T_a7bf7_row19_col1\" class=\"data row19 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row20_col0\" class=\"data row20 col0\" >1.9898</td>\n",
       "      <td id=\"T_a7bf7_row20_col1\" class=\"data row20 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row21_col0\" class=\"data row21 col0\" >2.2270</td>\n",
       "      <td id=\"T_a7bf7_row21_col1\" class=\"data row21 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row22_col0\" class=\"data row22 col0\" >1.9244</td>\n",
       "      <td id=\"T_a7bf7_row22_col1\" class=\"data row22 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row23_col0\" class=\"data row23 col0\" >2.1509</td>\n",
       "      <td id=\"T_a7bf7_row23_col1\" class=\"data row23 col1\" >0.0237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row24_col0\" class=\"data row24 col0\" >2.2223</td>\n",
       "      <td id=\"T_a7bf7_row24_col1\" class=\"data row24 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row25_col0\" class=\"data row25 col0\" >1.9654</td>\n",
       "      <td id=\"T_a7bf7_row25_col1\" class=\"data row25 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row26_col0\" class=\"data row26 col0\" >2.1085</td>\n",
       "      <td id=\"T_a7bf7_row26_col1\" class=\"data row26 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row27_col0\" class=\"data row27 col0\" >2.0332</td>\n",
       "      <td id=\"T_a7bf7_row27_col1\" class=\"data row27 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row28_col0\" class=\"data row28 col0\" >1.9262</td>\n",
       "      <td id=\"T_a7bf7_row28_col1\" class=\"data row28 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row29_col0\" class=\"data row29 col0\" >2.1139</td>\n",
       "      <td id=\"T_a7bf7_row29_col1\" class=\"data row29 col1\" >0.0274</td>\n",
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       "      <td id=\"T_a7bf7_row30_col0\" class=\"data row30 col0\" >1.9025</td>\n",
       "      <td id=\"T_a7bf7_row30_col1\" class=\"data row30 col1\" >0.0225</td>\n",
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       "      <td id=\"T_a7bf7_row31_col0\" class=\"data row31 col0\" >1.8628</td>\n",
       "      <td id=\"T_a7bf7_row31_col1\" class=\"data row31 col1\" >0.0271</td>\n",
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       "      <td id=\"T_a7bf7_row32_col0\" class=\"data row32 col0\" >1.9501</td>\n",
       "      <td id=\"T_a7bf7_row32_col1\" class=\"data row32 col1\" >0.0259</td>\n",
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       "      <td id=\"T_a7bf7_row33_col0\" class=\"data row33 col0\" >2.0231</td>\n",
       "      <td id=\"T_a7bf7_row33_col1\" class=\"data row33 col1\" >0.0206</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_a7bf7_row34_col0\" class=\"data row34 col0\" >1.8622</td>\n",
       "      <td id=\"T_a7bf7_row34_col1\" class=\"data row34 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row35_col0\" class=\"data row35 col0\" >1.8137</td>\n",
       "      <td id=\"T_a7bf7_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row36_col0\" class=\"data row36 col0\" >2.0399</td>\n",
       "      <td id=\"T_a7bf7_row36_col1\" class=\"data row36 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row37_col0\" class=\"data row37 col0\" >1.6392</td>\n",
       "      <td id=\"T_a7bf7_row37_col1\" class=\"data row37 col1\" >0.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_a7bf7_row38_col0\" class=\"data row38 col0\" >1.7221</td>\n",
       "      <td id=\"T_a7bf7_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
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       "      <td id=\"T_a7bf7_row39_col0\" class=\"data row39 col0\" >1.6019</td>\n",
       "      <td id=\"T_a7bf7_row39_col1\" class=\"data row39 col1\" >0.0240</td>\n",
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     },
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 26708.78it/s]\n",
      "Testing robustness    :   2%|▏         | 1722/92170 [00:02<02:08, 706.46it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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       "  <caption>X_dev distribution</caption>\n",
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       "      <td id=\"T_578ff_row0_col1\" class=\"data row0 col1\" >0.5029</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_578ff_row1_col0\" class=\"data row1 col0\" >2.0582</td>\n",
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       "      <td id=\"T_578ff_row2_col0\" class=\"data row2 col0\" >1.9707</td>\n",
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     "text": [
      "--- [ContinuousCarver] Fit Quantitative('Population') (5/8)\n",
      " [ContinuousCarver] Raw distribution\n"
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       "      <th id=\"T_757a5_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row5\" class=\"row_heading level0 row5\" >5.75e+02 < x <= 6.27e+02</th>\n",
       "      <td id=\"T_757a5_row5_col0\" class=\"data row5 col0\" >2.0731</td>\n",
       "      <td id=\"T_757a5_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row6\" class=\"row_heading level0 row6\" >6.27e+02 < x <= 6.75e+02</th>\n",
       "      <td id=\"T_757a5_row6_col0\" class=\"data row6 col0\" >2.3627</td>\n",
       "      <td id=\"T_757a5_row6_col1\" class=\"data row6 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row7\" class=\"row_heading level0 row7\" >6.75e+02 < x <= 7.16e+02</th>\n",
       "      <td id=\"T_757a5_row7_col0\" class=\"data row7 col0\" >2.2006</td>\n",
       "      <td id=\"T_757a5_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row8\" class=\"row_heading level0 row8\" >7.16e+02 < x <= 7.56e+02</th>\n",
       "      <td id=\"T_757a5_row8_col0\" class=\"data row8 col0\" >2.0900</td>\n",
       "      <td id=\"T_757a5_row8_col1\" class=\"data row8 col1\" >0.0253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row9\" class=\"row_heading level0 row9\" >7.56e+02 < x <= 7.94e+02</th>\n",
       "      <td id=\"T_757a5_row9_col0\" class=\"data row9 col0\" >2.0191</td>\n",
       "      <td id=\"T_757a5_row9_col1\" class=\"data row9 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row10\" class=\"row_heading level0 row10\" >7.94e+02 < x <= 8.32e+02</th>\n",
       "      <td id=\"T_757a5_row10_col0\" class=\"data row10 col0\" >2.3248</td>\n",
       "      <td id=\"T_757a5_row10_col1\" class=\"data row10 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row11\" class=\"row_heading level0 row11\" >8.32e+02 < x <= 8.67e+02</th>\n",
       "      <td id=\"T_757a5_row11_col0\" class=\"data row11 col0\" >2.0763</td>\n",
       "      <td id=\"T_757a5_row11_col1\" class=\"data row11 col1\" >0.0253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row12\" class=\"row_heading level0 row12\" >8.67e+02 < x <= 9.02e+02</th>\n",
       "      <td id=\"T_757a5_row12_col0\" class=\"data row12 col0\" >2.0313</td>\n",
       "      <td id=\"T_757a5_row12_col1\" class=\"data row12 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row13\" class=\"row_heading level0 row13\" >9.02e+02 < x <= 9.40e+02</th>\n",
       "      <td id=\"T_757a5_row13_col0\" class=\"data row13 col0\" >2.1185</td>\n",
       "      <td id=\"T_757a5_row13_col1\" class=\"data row13 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row14\" class=\"row_heading level0 row14\" >9.40e+02 < x <= 9.78e+02</th>\n",
       "      <td id=\"T_757a5_row14_col0\" class=\"data row14 col0\" >2.1790</td>\n",
       "      <td id=\"T_757a5_row14_col1\" class=\"data row14 col1\" >0.0253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row15\" class=\"row_heading level0 row15\" >9.78e+02 < x <= 1.02e+03</th>\n",
       "      <td id=\"T_757a5_row15_col0\" class=\"data row15 col0\" >2.0746</td>\n",
       "      <td id=\"T_757a5_row15_col1\" class=\"data row15 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row16\" class=\"row_heading level0 row16\" >1.02e+03 < x <= 1.06e+03</th>\n",
       "      <td id=\"T_757a5_row16_col0\" class=\"data row16 col0\" >1.9522</td>\n",
       "      <td id=\"T_757a5_row16_col1\" class=\"data row16 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row17\" class=\"row_heading level0 row17\" >1.06e+03 < x <= 1.09e+03</th>\n",
       "      <td id=\"T_757a5_row17_col0\" class=\"data row17 col0\" >2.1186</td>\n",
       "      <td id=\"T_757a5_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row18\" class=\"row_heading level0 row18\" >1.09e+03 < x <= 1.13e+03</th>\n",
       "      <td id=\"T_757a5_row18_col0\" class=\"data row18 col0\" >2.0592</td>\n",
       "      <td id=\"T_757a5_row18_col1\" class=\"data row18 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row19\" class=\"row_heading level0 row19\" >1.13e+03 < x <= 1.17e+03</th>\n",
       "      <td id=\"T_757a5_row19_col0\" class=\"data row19 col0\" >2.0640</td>\n",
       "      <td id=\"T_757a5_row19_col1\" class=\"data row19 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row20\" class=\"row_heading level0 row20\" >1.17e+03 < x <= 1.22e+03</th>\n",
       "      <td id=\"T_757a5_row20_col0\" class=\"data row20 col0\" >2.0134</td>\n",
       "      <td id=\"T_757a5_row20_col1\" class=\"data row20 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row21\" class=\"row_heading level0 row21\" >1.22e+03 < x <= 1.26e+03</th>\n",
       "      <td id=\"T_757a5_row21_col0\" class=\"data row21 col0\" >2.1690</td>\n",
       "      <td id=\"T_757a5_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row22\" class=\"row_heading level0 row22\" >1.26e+03 < x <= 1.30e+03</th>\n",
       "      <td id=\"T_757a5_row22_col0\" class=\"data row22 col0\" >2.0558</td>\n",
       "      <td id=\"T_757a5_row22_col1\" class=\"data row22 col1\" >0.0248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row23\" class=\"row_heading level0 row23\" >1.30e+03 < x <= 1.35e+03</th>\n",
       "      <td id=\"T_757a5_row23_col0\" class=\"data row23 col0\" >1.9711</td>\n",
       "      <td id=\"T_757a5_row23_col1\" class=\"data row23 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row24\" class=\"row_heading level0 row24\" >1.35e+03 < x <= 1.41e+03</th>\n",
       "      <td id=\"T_757a5_row24_col0\" class=\"data row24 col0\" >2.0185</td>\n",
       "      <td id=\"T_757a5_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row25\" class=\"row_heading level0 row25\" >1.41e+03 < x <= 1.46e+03</th>\n",
       "      <td id=\"T_757a5_row25_col0\" class=\"data row25 col0\" >2.0004</td>\n",
       "      <td id=\"T_757a5_row25_col1\" class=\"data row25 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row26\" class=\"row_heading level0 row26\" >1.46e+03 < x <= 1.52e+03</th>\n",
       "      <td id=\"T_757a5_row26_col0\" class=\"data row26 col0\" >2.0911</td>\n",
       "      <td id=\"T_757a5_row26_col1\" class=\"data row26 col1\" >0.0248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row27\" class=\"row_heading level0 row27\" >1.52e+03 < x <= 1.59e+03</th>\n",
       "      <td id=\"T_757a5_row27_col0\" class=\"data row27 col0\" >2.1322</td>\n",
       "      <td id=\"T_757a5_row27_col1\" class=\"data row27 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row28\" class=\"row_heading level0 row28\" >1.59e+03 < x <= 1.66e+03</th>\n",
       "      <td id=\"T_757a5_row28_col0\" class=\"data row28 col0\" >1.9949</td>\n",
       "      <td id=\"T_757a5_row28_col1\" class=\"data row28 col1\" >0.0246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row29\" class=\"row_heading level0 row29\" >1.66e+03 < x <= 1.73e+03</th>\n",
       "      <td id=\"T_757a5_row29_col0\" class=\"data row29 col0\" >2.0233</td>\n",
       "      <td id=\"T_757a5_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row30\" class=\"row_heading level0 row30\" >1.73e+03 < x <= 1.82e+03</th>\n",
       "      <td id=\"T_757a5_row30_col0\" class=\"data row30 col0\" >1.8946</td>\n",
       "      <td id=\"T_757a5_row30_col1\" class=\"data row30 col1\" >0.0253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row31\" class=\"row_heading level0 row31\" >1.82e+03 < x <= 1.91e+03</th>\n",
       "      <td id=\"T_757a5_row31_col0\" class=\"data row31 col0\" >1.9504</td>\n",
       "      <td id=\"T_757a5_row31_col1\" class=\"data row31 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row32\" class=\"row_heading level0 row32\" >1.91e+03 < x <= 2.02e+03</th>\n",
       "      <td id=\"T_757a5_row32_col0\" class=\"data row32 col0\" >2.0074</td>\n",
       "      <td id=\"T_757a5_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row33\" class=\"row_heading level0 row33\" >2.02e+03 < x <= 2.16e+03</th>\n",
       "      <td id=\"T_757a5_row33_col0\" class=\"data row33 col0\" >2.0213</td>\n",
       "      <td id=\"T_757a5_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row34\" class=\"row_heading level0 row34\" >2.16e+03 < x <= 2.32e+03</th>\n",
       "      <td id=\"T_757a5_row34_col0\" class=\"data row34 col0\" >2.0541</td>\n",
       "      <td id=\"T_757a5_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row35\" class=\"row_heading level0 row35\" >2.32e+03 < x <= 2.56e+03</th>\n",
       "      <td id=\"T_757a5_row35_col0\" class=\"data row35 col0\" >2.0757</td>\n",
       "      <td id=\"T_757a5_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row36\" class=\"row_heading level0 row36\" >2.56e+03 < x <= 2.86e+03</th>\n",
       "      <td id=\"T_757a5_row36_col0\" class=\"data row36 col0\" >2.0142</td>\n",
       "      <td id=\"T_757a5_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row37\" class=\"row_heading level0 row37\" >2.86e+03 < x <= 3.28e+03</th>\n",
       "      <td id=\"T_757a5_row37_col0\" class=\"data row37 col0\" >1.9196</td>\n",
       "      <td id=\"T_757a5_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row38\" class=\"row_heading level0 row38\" >3.28e+03 < x <= 4.25e+03</th>\n",
       "      <td id=\"T_757a5_row38_col0\" class=\"data row38 col0\" >2.0439</td>\n",
       "      <td id=\"T_757a5_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_757a5_level0_row39\" class=\"row_heading level0 row39\" >4.25e+03 < x</th>\n",
       "      <td id=\"T_757a5_row39_col0\" class=\"data row39 col0\" >2.0010</td>\n",
       "      <td id=\"T_757a5_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #f49a7b;\n",
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       "  background-color: #f18f71;\n",
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       "  background-color: #f6a385;\n",
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       "  background-color: #f6bda2;\n",
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       "#T_ae7b4_row9_col0, #T_ae7b4_row25_col1, #T_ae7b4_row32_col1 {\n",
       "  background-color: #f7ac8e;\n",
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       "#T_ae7b4_row9_col1 {\n",
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       "  background-color: #ecd3c5;\n",
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       "  background-color: #f6a283;\n",
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       "#T_ae7b4_row13_col1, #T_ae7b4_row15_col1, #T_ae7b4_row33_col1 {\n",
       "  background-color: #e3d9d3;\n",
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       "#T_ae7b4_row14_col0 {\n",
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       "  background-color: #d9dce1;\n",
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       "  background-color: #b9d0f9;\n",
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       "  background-color: #f2cbb7;\n",
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       "#T_ae7b4_row17_col0 {\n",
       "  background-color: #f4c5ad;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row18_col0 {\n",
       "  background-color: #b6cefa;\n",
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       "  background-color: #d6dce4;\n",
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       "  background-color: #f5c0a7;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row20_col1 {\n",
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       "  background-color: #aec9fc;\n",
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       "#T_ae7b4_row21_col1 {\n",
       "  background-color: #eed0c0;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row22_col0 {\n",
       "  background-color: #f7b99e;\n",
       "  color: #000000;\n",
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       "  background-color: #3b4cc0;\n",
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       "#T_ae7b4_row23_col0 {\n",
       "  background-color: #b3cdfb;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row23_col1, #T_ae7b4_row24_col1 {\n",
       "  background-color: #dcdddd;\n",
       "  color: #000000;\n",
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       "  background-color: #f7a889;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row26_col0, #T_ae7b4_row39_col1 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row27_col0 {\n",
       "  background-color: #a2c1ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ae7b4_row27_col1, #T_ae7b4_row38_col1 {\n",
       "  background-color: #f7b599;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_ae7b4_row28_col0 {\n",
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       "  color: #000000;\n",
       "}\n",
       "#T_ae7b4_row28_col1 {\n",
       "  background-color: #ee8468;\n",
       "  color: #f1f1f1;\n",
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       "#T_ae7b4_row29_col1 {\n",
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       "#T_ae7b4_row30_col1 {\n",
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       "#T_ae7b4_row32_col0 {\n",
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       "  background-color: #82a6fb;\n",
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       "  background-color: #c4d5f3;\n",
       "  color: #000000;\n",
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       "#T_ae7b4_row37_col0 {\n",
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       "</style>\n",
       "<table id=\"T_ae7b4\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_ae7b4_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_ae7b4_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row0_col0\" class=\"data row0 col0\" >1.9895</td>\n",
       "      <td id=\"T_ae7b4_row0_col1\" class=\"data row0 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row1_col0\" class=\"data row1 col0\" >1.8189</td>\n",
       "      <td id=\"T_ae7b4_row1_col1\" class=\"data row1 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row2_col0\" class=\"data row2 col0\" >2.1479</td>\n",
       "      <td id=\"T_ae7b4_row2_col1\" class=\"data row2 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row3_col0\" class=\"data row3 col0\" >2.2434</td>\n",
       "      <td id=\"T_ae7b4_row3_col1\" class=\"data row3 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row4_col0\" class=\"data row4 col0\" >2.1281</td>\n",
       "      <td id=\"T_ae7b4_row4_col1\" class=\"data row4 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row5_col0\" class=\"data row5 col0\" >2.2908</td>\n",
       "      <td id=\"T_ae7b4_row5_col1\" class=\"data row5 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row6_col0\" class=\"data row6 col0\" >2.0926</td>\n",
       "      <td id=\"T_ae7b4_row6_col1\" class=\"data row6 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row7_col0\" class=\"data row7 col0\" >2.1757</td>\n",
       "      <td id=\"T_ae7b4_row7_col1\" class=\"data row7 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row8_col0\" class=\"data row8 col0\" >2.2182</td>\n",
       "      <td id=\"T_ae7b4_row8_col1\" class=\"data row8 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row9_col0\" class=\"data row9 col0\" >2.1433</td>\n",
       "      <td id=\"T_ae7b4_row9_col1\" class=\"data row9 col1\" >0.0286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row10_col0\" class=\"data row10 col0\" >2.0769</td>\n",
       "      <td id=\"T_ae7b4_row10_col1\" class=\"data row10 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row11_col0\" class=\"data row11 col0\" >2.1889</td>\n",
       "      <td id=\"T_ae7b4_row11_col1\" class=\"data row11 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row12_col0\" class=\"data row12 col0\" >2.0488</td>\n",
       "      <td id=\"T_ae7b4_row12_col1\" class=\"data row12 col1\" >0.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row13_col0\" class=\"data row13 col0\" >2.1585</td>\n",
       "      <td id=\"T_ae7b4_row13_col1\" class=\"data row13 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row14_col0\" class=\"data row14 col0\" >2.0699</td>\n",
       "      <td id=\"T_ae7b4_row14_col1\" class=\"data row14 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row15_col0\" class=\"data row15 col0\" >2.0396</td>\n",
       "      <td id=\"T_ae7b4_row15_col1\" class=\"data row15 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row16_col0\" class=\"data row16 col0\" >1.9843</td>\n",
       "      <td id=\"T_ae7b4_row16_col1\" class=\"data row16 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row17_col0\" class=\"data row17 col0\" >2.1062</td>\n",
       "      <td id=\"T_ae7b4_row17_col1\" class=\"data row17 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row18_col0\" class=\"data row18 col0\" >1.9823</td>\n",
       "      <td id=\"T_ae7b4_row18_col1\" class=\"data row18 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row19_col0\" class=\"data row19 col0\" >2.1353</td>\n",
       "      <td id=\"T_ae7b4_row19_col1\" class=\"data row19 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row20_col0\" class=\"data row20 col0\" >2.1132</td>\n",
       "      <td id=\"T_ae7b4_row20_col1\" class=\"data row20 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row21_col0\" class=\"data row21 col0\" >1.9696</td>\n",
       "      <td id=\"T_ae7b4_row21_col1\" class=\"data row21 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row22_col0\" class=\"data row22 col0\" >2.1243</td>\n",
       "      <td id=\"T_ae7b4_row22_col1\" class=\"data row22 col1\" >0.0196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row23_col0\" class=\"data row23 col0\" >1.9774</td>\n",
       "      <td id=\"T_ae7b4_row23_col1\" class=\"data row23 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row24_col0\" class=\"data row24 col0\" >1.8002</td>\n",
       "      <td id=\"T_ae7b4_row24_col1\" class=\"data row24 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row25_col0\" class=\"data row25 col0\" >2.1500</td>\n",
       "      <td id=\"T_ae7b4_row25_col1\" class=\"data row25 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row26_col0\" class=\"data row26 col0\" >1.9471</td>\n",
       "      <td id=\"T_ae7b4_row26_col1\" class=\"data row26 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row27_col0\" class=\"data row27 col0\" >1.9535</td>\n",
       "      <td id=\"T_ae7b4_row27_col1\" class=\"data row27 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row28_col0\" class=\"data row28 col0\" >2.0915</td>\n",
       "      <td id=\"T_ae7b4_row28_col1\" class=\"data row28 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row29_col0\" class=\"data row29 col0\" >2.0390</td>\n",
       "      <td id=\"T_ae7b4_row29_col1\" class=\"data row29 col1\" >0.0228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row30_col0\" class=\"data row30 col0\" >2.1380</td>\n",
       "      <td id=\"T_ae7b4_row30_col1\" class=\"data row30 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row31_col0\" class=\"data row31 col0\" >1.9706</td>\n",
       "      <td id=\"T_ae7b4_row31_col1\" class=\"data row31 col1\" >0.0203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row32_col0\" class=\"data row32 col0\" >1.8717</td>\n",
       "      <td id=\"T_ae7b4_row32_col1\" class=\"data row32 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row33_col0\" class=\"data row33 col0\" >1.9082</td>\n",
       "      <td id=\"T_ae7b4_row33_col1\" class=\"data row33 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row34_col0\" class=\"data row34 col0\" >2.0895</td>\n",
       "      <td id=\"T_ae7b4_row34_col1\" class=\"data row34 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row35_col0\" class=\"data row35 col0\" >1.8131</td>\n",
       "      <td id=\"T_ae7b4_row35_col1\" class=\"data row35 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row36_col0\" class=\"data row36 col0\" >2.0019</td>\n",
       "      <td id=\"T_ae7b4_row36_col1\" class=\"data row36 col1\" >0.0269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row37_col0\" class=\"data row37 col0\" >2.0234</td>\n",
       "      <td id=\"T_ae7b4_row37_col1\" class=\"data row37 col1\" >0.0201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row38_col0\" class=\"data row38 col0\" >2.1558</td>\n",
       "      <td id=\"T_ae7b4_row38_col1\" class=\"data row38 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_ae7b4_row39_col0\" class=\"data row39 col0\" >2.0339</td>\n",
       "      <td id=\"T_ae7b4_row39_col1\" class=\"data row39 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 26163.59it/s]\n",
      "Testing robustness    :   1%|          | 753/92170 [00:00<01:43, 885.21it/s] "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\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_5ac35_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_5ac35_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.53e+02</th>\n",
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       "    <tr>\n",
       "      <th id=\"T_5ac35_level0_row2\" class=\"row_heading level0 row2\" >8.32e+02 < x <= 1.73e+03</th>\n",
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       "      <th id=\"T_5ac35_level0_row3\" class=\"row_heading level0 row3\" >1.73e+03 < x <= 2.16e+03</th>\n",
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       "    <tr>\n",
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       "<table id=\"T_d55d0\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_d55d0_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_d55d0_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_d55d0_row0_col0\" class=\"data row0 col0\" >1.9038</td>\n",
       "      <td id=\"T_d55d0_row0_col1\" class=\"data row0 col1\" >0.0540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d55d0_row1_col0\" class=\"data row1 col0\" >2.1659</td>\n",
       "      <td id=\"T_d55d0_row1_col1\" class=\"data row1 col1\" >0.2398</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_d55d0_row2_col0\" class=\"data row2 col0\" >2.0445</td>\n",
       "      <td id=\"T_d55d0_row2_col1\" class=\"data row2 col1\" >0.4680</td>\n",
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       "    <tr>\n",
       "      <td id=\"T_d55d0_row3_col0\" class=\"data row3 col0\" >1.9639</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_d55d0_row4_col1\" class=\"data row4 col1\" >0.1456</td>\n",
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       "  </tbody>\n",
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     "text": [
      "--- [ContinuousCarver] Fit Quantitative('AveOccup') (6/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
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       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row0_col1, #T_1867a_row1_col1, #T_1867a_row3_col1, #T_1867a_row5_col1, #T_1867a_row6_col1, #T_1867a_row8_col1, #T_1867a_row10_col1, #T_1867a_row12_col1, #T_1867a_row13_col1, #T_1867a_row15_col1, #T_1867a_row17_col1, #T_1867a_row19_col1, #T_1867a_row24_col1, #T_1867a_row26_col1, #T_1867a_row27_col1, #T_1867a_row28_col1, #T_1867a_row31_col1, #T_1867a_row33_col1, #T_1867a_row34_col1, #T_1867a_row36_col1, #T_1867a_row38_col1, #T_1867a_row39_col1 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row1_col0, #T_1867a_row20_col1 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row2_col0 {\n",
       "  background-color: #cc403a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row2_col1, #T_1867a_row4_col1, #T_1867a_row7_col1, #T_1867a_row9_col1, #T_1867a_row11_col1, #T_1867a_row14_col1, #T_1867a_row16_col1, #T_1867a_row18_col1, #T_1867a_row21_col1, #T_1867a_row22_col1, #T_1867a_row23_col1, #T_1867a_row25_col1, #T_1867a_row29_col1, #T_1867a_row30_col1, #T_1867a_row32_col1, #T_1867a_row35_col1, #T_1867a_row37_col1, #T_1867a_row38_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row3_col0 {\n",
       "  background-color: #e7745b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row4_col0 {\n",
       "  background-color: #f29274;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row5_col0 {\n",
       "  background-color: #f6bea4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row6_col0 {\n",
       "  background-color: #f7ac8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row7_col0 {\n",
       "  background-color: #f5c4ac;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row8_col0 {\n",
       "  background-color: #ead5c9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row9_col0 {\n",
       "  background-color: #f6bfa6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row10_col0 {\n",
       "  background-color: #f1cdba;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row11_col0, #T_1867a_row20_col0 {\n",
       "  background-color: #ecd3c5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row12_col0 {\n",
       "  background-color: #e8d6cc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row13_col0 {\n",
       "  background-color: #f4c5ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row14_col0 {\n",
       "  background-color: #e5d8d1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row15_col0 {\n",
       "  background-color: #f4c6af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row16_col0, #T_1867a_row26_col0 {\n",
       "  background-color: #dadce0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row17_col0 {\n",
       "  background-color: #f2c9b4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row18_col0 {\n",
       "  background-color: #e7d7ce;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row19_col0 {\n",
       "  background-color: #f5c0a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row21_col0 {\n",
       "  background-color: #f3c7b1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row22_col0 {\n",
       "  background-color: #dedcdb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row23_col0 {\n",
       "  background-color: #dbdcde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row24_col0 {\n",
       "  background-color: #cfdaea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row25_col0 {\n",
       "  background-color: #cad8ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row27_col0 {\n",
       "  background-color: #c4d5f3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row28_col0 {\n",
       "  background-color: #c7d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row29_col0 {\n",
       "  background-color: #bbd1f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row30_col0 {\n",
       "  background-color: #b9d0f9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row31_col0 {\n",
       "  background-color: #b7cff9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row32_col0 {\n",
       "  background-color: #a6c4fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_1867a_row33_col0 {\n",
       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row34_col0 {\n",
       "  background-color: #6e90f2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row35_col0 {\n",
       "  background-color: #6f92f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row36_col0 {\n",
       "  background-color: #5d7ce6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row37_col0 {\n",
       "  background-color: #4f69d9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_1867a_row39_col0 {\n",
       "  background-color: #6687ed;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_1867a\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_1867a_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_1867a_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row0\" class=\"row_heading level0 row0\" >x <= 1.699e+00</th>\n",
       "      <td id=\"T_1867a_row0_col0\" class=\"data row0 col0\" >2.6141</td>\n",
       "      <td id=\"T_1867a_row0_col1\" class=\"data row0 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row1\" class=\"row_heading level0 row1\" >1.699e+00 < x <= 1.868e+00</th>\n",
       "      <td id=\"T_1867a_row1_col0\" class=\"data row1 col0\" >2.7986</td>\n",
       "      <td id=\"T_1867a_row1_col1\" class=\"data row1 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row2\" class=\"row_heading level0 row2\" >1.868e+00 < x <= 1.976e+00</th>\n",
       "      <td id=\"T_1867a_row2_col0\" class=\"data row2 col0\" >2.6979</td>\n",
       "      <td id=\"T_1867a_row2_col1\" class=\"data row2 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row3\" class=\"row_heading level0 row3\" >1.976e+00 < x <= 2.071e+00</th>\n",
       "      <td id=\"T_1867a_row3_col0\" class=\"data row3 col0\" >2.5558</td>\n",
       "      <td id=\"T_1867a_row3_col1\" class=\"data row3 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row4\" class=\"row_heading level0 row4\" >2.071e+00 < x <= 2.161e+00</th>\n",
       "      <td id=\"T_1867a_row4_col0\" class=\"data row4 col0\" >2.4582</td>\n",
       "      <td id=\"T_1867a_row4_col1\" class=\"data row4 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row5\" class=\"row_heading level0 row5\" >2.161e+00 < x <= 2.228e+00</th>\n",
       "      <td id=\"T_1867a_row5_col0\" class=\"data row5 col0\" >2.2757</td>\n",
       "      <td id=\"T_1867a_row5_col1\" class=\"data row5 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row6\" class=\"row_heading level0 row6\" >2.228e+00 < x <= 2.288e+00</th>\n",
       "      <td id=\"T_1867a_row6_col0\" class=\"data row6 col0\" >2.3592</td>\n",
       "      <td id=\"T_1867a_row6_col1\" class=\"data row6 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row7\" class=\"row_heading level0 row7\" >2.288e+00 < x <= 2.341e+00</th>\n",
       "      <td id=\"T_1867a_row7_col0\" class=\"data row7 col0\" >2.2507</td>\n",
       "      <td id=\"T_1867a_row7_col1\" class=\"data row7 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row8\" class=\"row_heading level0 row8\" >2.341e+00 < x <= 2.388e+00</th>\n",
       "      <td id=\"T_1867a_row8_col0\" class=\"data row8 col0\" >2.1371</td>\n",
       "      <td id=\"T_1867a_row8_col1\" class=\"data row8 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row9\" class=\"row_heading level0 row9\" >2.388e+00 < x <= 2.435e+00</th>\n",
       "      <td id=\"T_1867a_row9_col0\" class=\"data row9 col0\" >2.2708</td>\n",
       "      <td id=\"T_1867a_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row10\" class=\"row_heading level0 row10\" >2.435e+00 < x <= 2.475e+00</th>\n",
       "      <td id=\"T_1867a_row10_col0\" class=\"data row10 col0\" >2.1989</td>\n",
       "      <td id=\"T_1867a_row10_col1\" class=\"data row10 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row11\" class=\"row_heading level0 row11\" >2.475e+00 < x <= 2.515e+00</th>\n",
       "      <td id=\"T_1867a_row11_col0\" class=\"data row11 col0\" >2.1564</td>\n",
       "      <td id=\"T_1867a_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row12\" class=\"row_heading level0 row12\" >2.515e+00 < x <= 2.557e+00</th>\n",
       "      <td id=\"T_1867a_row12_col0\" class=\"data row12 col0\" >2.1279</td>\n",
       "      <td id=\"T_1867a_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row13\" class=\"row_heading level0 row13\" >2.557e+00 < x <= 2.598e+00</th>\n",
       "      <td id=\"T_1867a_row13_col0\" class=\"data row13 col0\" >2.2428</td>\n",
       "      <td id=\"T_1867a_row13_col1\" class=\"data row13 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row14\" class=\"row_heading level0 row14\" >2.598e+00 < x <= 2.639e+00</th>\n",
       "      <td id=\"T_1867a_row14_col0\" class=\"data row14 col0\" >2.1116</td>\n",
       "      <td id=\"T_1867a_row14_col1\" class=\"data row14 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row15\" class=\"row_heading level0 row15\" >2.639e+00 < x <= 2.674e+00</th>\n",
       "      <td id=\"T_1867a_row15_col0\" class=\"data row15 col0\" >2.2343</td>\n",
       "      <td id=\"T_1867a_row15_col1\" class=\"data row15 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row16\" class=\"row_heading level0 row16\" >2.674e+00 < x <= 2.712e+00</th>\n",
       "      <td id=\"T_1867a_row16_col0\" class=\"data row16 col0\" >2.0489</td>\n",
       "      <td id=\"T_1867a_row16_col1\" class=\"data row16 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row17\" class=\"row_heading level0 row17\" >2.712e+00 < x <= 2.746e+00</th>\n",
       "      <td id=\"T_1867a_row17_col0\" class=\"data row17 col0\" >2.2196</td>\n",
       "      <td id=\"T_1867a_row17_col1\" class=\"data row17 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row18\" class=\"row_heading level0 row18\" >2.746e+00 < x <= 2.784e+00</th>\n",
       "      <td id=\"T_1867a_row18_col0\" class=\"data row18 col0\" >2.1211</td>\n",
       "      <td id=\"T_1867a_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row19\" class=\"row_heading level0 row19\" >2.784e+00 < x <= 2.824e+00</th>\n",
       "      <td id=\"T_1867a_row19_col0\" class=\"data row19 col0\" >2.2645</td>\n",
       "      <td id=\"T_1867a_row19_col1\" class=\"data row19 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row20\" class=\"row_heading level0 row20\" >2.824e+00 < x <= 2.861e+00</th>\n",
       "      <td id=\"T_1867a_row20_col0\" class=\"data row20 col0\" >2.1565</td>\n",
       "      <td id=\"T_1867a_row20_col1\" class=\"data row20 col1\" >0.0251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row21\" class=\"row_heading level0 row21\" >2.861e+00 < x <= 2.899e+00</th>\n",
       "      <td id=\"T_1867a_row21_col0\" class=\"data row21 col0\" >2.2323</td>\n",
       "      <td id=\"T_1867a_row21_col1\" class=\"data row21 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row22\" class=\"row_heading level0 row22\" >2.899e+00 < x <= 2.943e+00</th>\n",
       "      <td id=\"T_1867a_row22_col0\" class=\"data row22 col0\" >2.0714</td>\n",
       "      <td id=\"T_1867a_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row23\" class=\"row_heading level0 row23\" >2.943e+00 < x <= 2.984e+00</th>\n",
       "      <td id=\"T_1867a_row23_col0\" class=\"data row23 col0\" >2.0495</td>\n",
       "      <td id=\"T_1867a_row23_col1\" class=\"data row23 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row24\" class=\"row_heading level0 row24\" >2.984e+00 < x <= 3.026e+00</th>\n",
       "      <td id=\"T_1867a_row24_col0\" class=\"data row24 col0\" >1.9917</td>\n",
       "      <td id=\"T_1867a_row24_col1\" class=\"data row24 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row25\" class=\"row_heading level0 row25\" >3.026e+00 < x <= 3.071e+00</th>\n",
       "      <td id=\"T_1867a_row25_col0\" class=\"data row25 col0\" >1.9623</td>\n",
       "      <td id=\"T_1867a_row25_col1\" class=\"data row25 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row26\" class=\"row_heading level0 row26\" >3.071e+00 < x <= 3.117e+00</th>\n",
       "      <td id=\"T_1867a_row26_col0\" class=\"data row26 col0\" >2.0491</td>\n",
       "      <td id=\"T_1867a_row26_col1\" class=\"data row26 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row27\" class=\"row_heading level0 row27\" >3.117e+00 < x <= 3.168e+00</th>\n",
       "      <td id=\"T_1867a_row27_col0\" class=\"data row27 col0\" >1.9336</td>\n",
       "      <td id=\"T_1867a_row27_col1\" class=\"data row27 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row28\" class=\"row_heading level0 row28\" >3.168e+00 < x <= 3.221e+00</th>\n",
       "      <td id=\"T_1867a_row28_col0\" class=\"data row28 col0\" >1.9472</td>\n",
       "      <td id=\"T_1867a_row28_col1\" class=\"data row28 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row29\" class=\"row_heading level0 row29\" >3.221e+00 < x <= 3.279e+00</th>\n",
       "      <td id=\"T_1867a_row29_col0\" class=\"data row29 col0\" >1.8938</td>\n",
       "      <td id=\"T_1867a_row29_col1\" class=\"data row29 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row30\" class=\"row_heading level0 row30\" >3.279e+00 < x <= 3.344e+00</th>\n",
       "      <td id=\"T_1867a_row30_col0\" class=\"data row30 col0\" >1.8804</td>\n",
       "      <td id=\"T_1867a_row30_col1\" class=\"data row30 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row31\" class=\"row_heading level0 row31\" >3.344e+00 < x <= 3.424e+00</th>\n",
       "      <td id=\"T_1867a_row31_col0\" class=\"data row31 col0\" >1.8724</td>\n",
       "      <td id=\"T_1867a_row31_col1\" class=\"data row31 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row32\" class=\"row_heading level0 row32\" >3.424e+00 < x <= 3.508e+00</th>\n",
       "      <td id=\"T_1867a_row32_col0\" class=\"data row32 col0\" >1.8000</td>\n",
       "      <td id=\"T_1867a_row32_col1\" class=\"data row32 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row33\" class=\"row_heading level0 row33\" >3.508e+00 < x <= 3.606e+00</th>\n",
       "      <td id=\"T_1867a_row33_col0\" class=\"data row33 col0\" >1.6571</td>\n",
       "      <td id=\"T_1867a_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row34\" class=\"row_heading level0 row34\" >3.606e+00 < x <= 3.719e+00</th>\n",
       "      <td id=\"T_1867a_row34_col0\" class=\"data row34 col0\" >1.5624</td>\n",
       "      <td id=\"T_1867a_row34_col1\" class=\"data row34 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row35\" class=\"row_heading level0 row35\" >3.719e+00 < x <= 3.870e+00</th>\n",
       "      <td id=\"T_1867a_row35_col0\" class=\"data row35 col0\" >1.5709</td>\n",
       "      <td id=\"T_1867a_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row36\" class=\"row_heading level0 row36\" >3.870e+00 < x <= 4.089e+00</th>\n",
       "      <td id=\"T_1867a_row36_col0\" class=\"data row36 col0\" >1.4854</td>\n",
       "      <td id=\"T_1867a_row36_col1\" class=\"data row36 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row37\" class=\"row_heading level0 row37\" >4.089e+00 < x <= 4.317e+00</th>\n",
       "      <td id=\"T_1867a_row37_col0\" class=\"data row37 col0\" >1.4240</td>\n",
       "      <td id=\"T_1867a_row37_col1\" class=\"data row37 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row38\" class=\"row_heading level0 row38\" >4.317e+00 < x <= 4.705e+00</th>\n",
       "      <td id=\"T_1867a_row38_col0\" class=\"data row38 col0\" >1.3233</td>\n",
       "      <td id=\"T_1867a_row38_col1\" class=\"data row38 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1867a_level0_row39\" class=\"row_heading level0 row39\" >4.705e+00 < x</th>\n",
       "      <td id=\"T_1867a_row39_col0\" class=\"data row39 col0\" >1.5280</td>\n",
       "      <td id=\"T_1867a_row39_col1\" class=\"data row39 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "          <style type=\"text/css\">\n",
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       "  background-color: #ba162b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row0_col1, #T_3e78a_row37_col1 {\n",
       "  background-color: #98b9ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row1_col0, #T_3e78a_row9_col1 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row1_col1, #T_3e78a_row36_col1 {\n",
       "  background-color: #cb3e38;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row2_col0 {\n",
       "  background-color: #d44e41;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row2_col1, #T_3e78a_row9_col0, #T_3e78a_row18_col1 {\n",
       "  background-color: #f2c9b4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row3_col0, #T_3e78a_row20_col1 {\n",
       "  background-color: #df634e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row3_col1 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row4_col0 {\n",
       "  background-color: #f08b6e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row4_col1 {\n",
       "  background-color: #c43032;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row5_col0 {\n",
       "  background-color: #f6a385;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row5_col1, #T_3e78a_row16_col1, #T_3e78a_row33_col1 {\n",
       "  background-color: #e2dad5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row6_col0 {\n",
       "  background-color: #f4c6af;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row6_col1, #T_3e78a_row13_col1 {\n",
       "  background-color: #e9785d;\n",
       "  color: #f1f1f1;\n",
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       "#T_3e78a_row7_col0 {\n",
       "  background-color: #f5a081;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row7_col1, #T_3e78a_row14_col1, #T_3e78a_row29_col1 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row8_col0 {\n",
       "  background-color: #f7b194;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row8_col1, #T_3e78a_row32_col1 {\n",
       "  background-color: #7a9df8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row10_col0, #T_3e78a_row20_col0 {\n",
       "  background-color: #dcdddd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row10_col1 {\n",
       "  background-color: #ecd3c5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row11_col0 {\n",
       "  background-color: #efcfbf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row11_col1, #T_3e78a_row30_col1 {\n",
       "  background-color: #f5c2aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row12_col0 {\n",
       "  background-color: #e4d9d2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row12_col1, #T_3e78a_row38_col1 {\n",
       "  background-color: #f6bda2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row13_col0 {\n",
       "  background-color: #dddcdc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row14_col0, #T_3e78a_row19_col0 {\n",
       "  background-color: #cdd9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row15_col0, #T_3e78a_row26_col0 {\n",
       "  background-color: #dadce0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row15_col1, #T_3e78a_row27_col0 {\n",
       "  background-color: #a7c5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row16_col0 {\n",
       "  background-color: #f4c5ad;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row17_col0 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row17_col1 {\n",
       "  background-color: #81a4fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row18_col0, #T_3e78a_row23_col0 {\n",
       "  background-color: #f2cbb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row19_col1, #T_3e78a_row21_col1 {\n",
       "  background-color: #bed2f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row21_col0, #T_3e78a_row23_col1 {\n",
       "  background-color: #afcafc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row22_col0 {\n",
       "  background-color: #c7d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row22_col1, #T_3e78a_row35_col1 {\n",
       "  background-color: #e8d6cc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row24_col0 {\n",
       "  background-color: #dbdcde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row24_col1 {\n",
       "  background-color: #d24b40;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row25_col0 {\n",
       "  background-color: #c5d6f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row25_col1 {\n",
       "  background-color: #9fbfff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row26_col1 {\n",
       "  background-color: #ed8366;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row27_col1 {\n",
       "  background-color: #6384eb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row28_col0 {\n",
       "  background-color: #c0d4f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row28_col1, #T_3e78a_row36_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row29_col0 {\n",
       "  background-color: #85a8fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row30_col0 {\n",
       "  background-color: #93b5fe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row31_col0 {\n",
       "  background-color: #a1c0ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row31_col1 {\n",
       "  background-color: #f39577;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row32_col0 {\n",
       "  background-color: #7093f3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row33_col0 {\n",
       "  background-color: #7ea1fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row34_col0 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row34_col1 {\n",
       "  background-color: #f59d7e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_3e78a_row35_col0 {\n",
       "  background-color: #5a78e4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row37_col0 {\n",
       "  background-color: #5572df;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row38_col0 {\n",
       "  background-color: #3c4ec2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row39_col0 {\n",
       "  background-color: #5b7ae5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_3e78a_row39_col1 {\n",
       "  background-color: #f7ad90;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_3e78a\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_3e78a_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_3e78a_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row0_col0\" class=\"data row0 col0\" >2.7524</td>\n",
       "      <td id=\"T_3e78a_row0_col1\" class=\"data row0 col1\" >0.0220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row1_col0\" class=\"data row1 col0\" >2.7763</td>\n",
       "      <td id=\"T_3e78a_row1_col1\" class=\"data row1 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row2_col0\" class=\"data row2 col0\" >2.6502</td>\n",
       "      <td id=\"T_3e78a_row2_col1\" class=\"data row2 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row3_col0\" class=\"data row3 col0\" >2.5990</td>\n",
       "      <td id=\"T_3e78a_row3_col1\" class=\"data row3 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row4_col0\" class=\"data row4 col0\" >2.4828</td>\n",
       "      <td id=\"T_3e78a_row4_col1\" class=\"data row4 col1\" >0.0296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row5_col0\" class=\"data row5 col0\" >2.4039</td>\n",
       "      <td id=\"T_3e78a_row5_col1\" class=\"data row5 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row6_col0\" class=\"data row6 col0\" >2.2567</td>\n",
       "      <td id=\"T_3e78a_row6_col1\" class=\"data row6 col1\" >0.0281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row7_col0\" class=\"data row7 col0\" >2.4137</td>\n",
       "      <td id=\"T_3e78a_row7_col1\" class=\"data row7 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row8_col0\" class=\"data row8 col0\" >2.3471</td>\n",
       "      <td id=\"T_3e78a_row8_col1\" class=\"data row8 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row9_col0\" class=\"data row9 col0\" >2.2425</td>\n",
       "      <td id=\"T_3e78a_row9_col1\" class=\"data row9 col1\" >0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row10_col0\" class=\"data row10 col0\" >2.0911</td>\n",
       "      <td id=\"T_3e78a_row10_col1\" class=\"data row10 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row11_col0\" class=\"data row11 col0\" >2.2072</td>\n",
       "      <td id=\"T_3e78a_row11_col1\" class=\"data row11 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row12_col0\" class=\"data row12 col0\" >2.1370</td>\n",
       "      <td id=\"T_3e78a_row12_col1\" class=\"data row12 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row13_col0\" class=\"data row13 col0\" >2.0973</td>\n",
       "      <td id=\"T_3e78a_row13_col1\" class=\"data row13 col1\" >0.0281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row14_col0\" class=\"data row14 col0\" >2.0188</td>\n",
       "      <td id=\"T_3e78a_row14_col1\" class=\"data row14 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row15_col0\" class=\"data row15 col0\" >2.0825</td>\n",
       "      <td id=\"T_3e78a_row15_col1\" class=\"data row15 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row16_col0\" class=\"data row16 col0\" >2.2615</td>\n",
       "      <td id=\"T_3e78a_row16_col1\" class=\"data row16 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row17_col0\" class=\"data row17 col0\" >2.0114</td>\n",
       "      <td id=\"T_3e78a_row17_col1\" class=\"data row17 col1\" >0.0213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row18_col0\" class=\"data row18 col0\" >2.2314</td>\n",
       "      <td id=\"T_3e78a_row18_col1\" class=\"data row18 col1\" >0.0257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row19_col0\" class=\"data row19 col0\" >2.0203</td>\n",
       "      <td id=\"T_3e78a_row19_col1\" class=\"data row19 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row20_col0\" class=\"data row20 col0\" >2.0908</td>\n",
       "      <td id=\"T_3e78a_row20_col1\" class=\"data row20 col1\" >0.0286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row21_col0\" class=\"data row21 col0\" >1.8887</td>\n",
       "      <td id=\"T_3e78a_row21_col1\" class=\"data row21 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row22_col0\" class=\"data row22 col0\" >1.9894</td>\n",
       "      <td id=\"T_3e78a_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row23_col0\" class=\"data row23 col0\" >2.2316</td>\n",
       "      <td id=\"T_3e78a_row23_col1\" class=\"data row23 col1\" >0.0228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row24_col0\" class=\"data row24 col0\" >2.0891</td>\n",
       "      <td id=\"T_3e78a_row24_col1\" class=\"data row24 col1\" >0.0291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row25_col0\" class=\"data row25 col0\" >1.9787</td>\n",
       "      <td id=\"T_3e78a_row25_col1\" class=\"data row25 col1\" >0.0223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row26_col0\" class=\"data row26 col0\" >2.0818</td>\n",
       "      <td id=\"T_3e78a_row26_col1\" class=\"data row26 col1\" >0.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row27_col0\" class=\"data row27 col0\" >1.8602</td>\n",
       "      <td id=\"T_3e78a_row27_col1\" class=\"data row27 col1\" >0.0203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row28_col0\" class=\"data row28 col0\" >1.9611</td>\n",
       "      <td id=\"T_3e78a_row28_col1\" class=\"data row28 col1\" >0.0189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row29_col0\" class=\"data row29 col0\" >1.7265</td>\n",
       "      <td id=\"T_3e78a_row29_col1\" class=\"data row29 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row30_col0\" class=\"data row30 col0\" >1.7789</td>\n",
       "      <td id=\"T_3e78a_row30_col1\" class=\"data row30 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row31_col0\" class=\"data row31 col0\" >1.8341</td>\n",
       "      <td id=\"T_3e78a_row31_col1\" class=\"data row31 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row32_col0\" class=\"data row32 col0\" >1.6481</td>\n",
       "      <td id=\"T_3e78a_row32_col1\" class=\"data row32 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row33_col0\" class=\"data row33 col0\" >1.6989</td>\n",
       "      <td id=\"T_3e78a_row33_col1\" class=\"data row33 col1\" >0.0247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row34_col0\" class=\"data row34 col0\" >1.6267</td>\n",
       "      <td id=\"T_3e78a_row34_col1\" class=\"data row34 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row35_col0\" class=\"data row35 col0\" >1.5547</td>\n",
       "      <td id=\"T_3e78a_row35_col1\" class=\"data row35 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row36_col0\" class=\"data row36 col0\" >1.4150</td>\n",
       "      <td id=\"T_3e78a_row36_col1\" class=\"data row36 col1\" >0.0293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row37_col0\" class=\"data row37 col0\" >1.5364</td>\n",
       "      <td id=\"T_3e78a_row37_col1\" class=\"data row37 col1\" >0.0220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row38_col0\" class=\"data row38 col0\" >1.4245</td>\n",
       "      <td id=\"T_3e78a_row38_col1\" class=\"data row38 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_3e78a_row39_col0\" class=\"data row39 col0\" >1.5598</td>\n",
       "      <td id=\"T_3e78a_row39_col1\" class=\"data row39 col1\" >0.0266</td>\n",
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       "  </tbody>\n",
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     },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 26604.88it/s]\n",
      "Testing robustness    :   0%|          | 0/92170 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
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       "    <tr>\n",
       "      <td id=\"T_8062f_row1_col0\" class=\"data row1 col0\" >2.1665</td>\n",
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     "text": [
      "--- [ContinuousCarver] Fit Quantitative('Latitude') (7/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
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       "      <th id=\"T_49266_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_49266_level0_row1\" class=\"row_heading level0 row1\" >3.275e+01 < x <= 3.284e+01</th>\n",
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       "      <td id=\"T_49266_row1_col1\" class=\"data row1 col1\" >0.0220</td>\n",
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       "      <td id=\"T_49266_row3_col1\" class=\"data row3 col1\" >0.0279</td>\n",
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       "      <td id=\"T_49266_row4_col0\" class=\"data row4 col0\" >2.4326</td>\n",
       "      <td id=\"T_49266_row4_col1\" class=\"data row4 col1\" >0.0268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row5\" class=\"row_heading level0 row5\" >3.374e+01 < x <= 3.379e+01</th>\n",
       "      <td id=\"T_49266_row5_col0\" class=\"data row5 col0\" >2.1829</td>\n",
       "      <td id=\"T_49266_row5_col1\" class=\"data row5 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row6\" class=\"row_heading level0 row6\" >3.379e+01 < x <= 3.383e+01</th>\n",
       "      <td id=\"T_49266_row6_col0\" class=\"data row6 col0\" >2.4232</td>\n",
       "      <td id=\"T_49266_row6_col1\" class=\"data row6 col1\" >0.0229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row7\" class=\"row_heading level0 row7\" >3.383e+01 < x <= 3.387e+01</th>\n",
       "      <td id=\"T_49266_row7_col0\" class=\"data row7 col0\" >2.3003</td>\n",
       "      <td id=\"T_49266_row7_col1\" class=\"data row7 col1\" >0.0241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row8\" class=\"row_heading level0 row8\" >3.387e+01 < x <= 3.391e+01</th>\n",
       "      <td id=\"T_49266_row8_col0\" class=\"data row8 col0\" >2.1570</td>\n",
       "      <td id=\"T_49266_row8_col1\" class=\"data row8 col1\" >0.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row9\" class=\"row_heading level0 row9\" >3.391e+01 < x <= 3.394e+01</th>\n",
       "      <td id=\"T_49266_row9_col0\" class=\"data row9 col0\" >1.6300</td>\n",
       "      <td id=\"T_49266_row9_col1\" class=\"data row9 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row10\" class=\"row_heading level0 row10\" >3.394e+01 < x <= 3.397e+01</th>\n",
       "      <td id=\"T_49266_row10_col0\" class=\"data row10 col0\" >1.8594</td>\n",
       "      <td id=\"T_49266_row10_col1\" class=\"data row10 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row11\" class=\"row_heading level0 row11\" >3.397e+01 < x <= 3.400e+01</th>\n",
       "      <td id=\"T_49266_row11_col0\" class=\"data row11 col0\" >1.9482</td>\n",
       "      <td id=\"T_49266_row11_col1\" class=\"data row11 col1\" >0.0224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row12\" class=\"row_heading level0 row12\" >3.400e+01 < x <= 3.403e+01</th>\n",
       "      <td id=\"T_49266_row12_col0\" class=\"data row12 col0\" >2.1267</td>\n",
       "      <td id=\"T_49266_row12_col1\" class=\"data row12 col1\" >0.0277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row13\" class=\"row_heading level0 row13\" >3.403e+01 < x <= 3.406e+01</th>\n",
       "      <td id=\"T_49266_row13_col0\" class=\"data row13 col0\" >2.4021</td>\n",
       "      <td id=\"T_49266_row13_col1\" class=\"data row13 col1\" >0.0339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row14\" class=\"row_heading level0 row14\" >3.406e+01 < x <= 3.408e+01</th>\n",
       "      <td id=\"T_49266_row14_col0\" class=\"data row14 col0\" >2.2476</td>\n",
       "      <td id=\"T_49266_row14_col1\" class=\"data row14 col1\" >0.0214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row15\" class=\"row_heading level0 row15\" >3.408e+01 < x <= 3.410e+01</th>\n",
       "      <td id=\"T_49266_row15_col0\" class=\"data row15 col0\" >2.1003</td>\n",
       "      <td id=\"T_49266_row15_col1\" class=\"data row15 col1\" >0.0203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row16\" class=\"row_heading level0 row16\" >3.410e+01 < x <= 3.413e+01</th>\n",
       "      <td id=\"T_49266_row16_col0\" class=\"data row16 col0\" >2.3646</td>\n",
       "      <td id=\"T_49266_row16_col1\" class=\"data row16 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row17\" class=\"row_heading level0 row17\" >3.413e+01 < x <= 3.417e+01</th>\n",
       "      <td id=\"T_49266_row17_col0\" class=\"data row17 col0\" >2.7771</td>\n",
       "      <td id=\"T_49266_row17_col1\" class=\"data row17 col1\" >0.0301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row18\" class=\"row_heading level0 row18\" >3.417e+01 < x <= 3.420e+01</th>\n",
       "      <td id=\"T_49266_row18_col0\" class=\"data row18 col0\" >2.5061</td>\n",
       "      <td id=\"T_49266_row18_col1\" class=\"data row18 col1\" >0.0174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row19\" class=\"row_heading level0 row19\" >3.420e+01 < x <= 3.427e+01</th>\n",
       "      <td id=\"T_49266_row19_col0\" class=\"data row19 col0\" >2.3463</td>\n",
       "      <td id=\"T_49266_row19_col1\" class=\"data row19 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row20\" class=\"row_heading level0 row20\" >3.427e+01 < x <= 3.453e+01</th>\n",
       "      <td id=\"T_49266_row20_col0\" class=\"data row20 col0\" >2.4559</td>\n",
       "      <td id=\"T_49266_row20_col1\" class=\"data row20 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row21\" class=\"row_heading level0 row21\" >3.453e+01 < x <= 3.532e+01</th>\n",
       "      <td id=\"T_49266_row21_col0\" class=\"data row21 col0\" >1.4914</td>\n",
       "      <td id=\"T_49266_row21_col1\" class=\"data row21 col1\" >0.0246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row22\" class=\"row_heading level0 row22\" >3.532e+01 < x <= 3.623e+01</th>\n",
       "      <td id=\"T_49266_row22_col0\" class=\"data row22 col0\" >0.9208</td>\n",
       "      <td id=\"T_49266_row22_col1\" class=\"data row22 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row23\" class=\"row_heading level0 row23\" >3.623e+01 < x <= 3.672e+01</th>\n",
       "      <td id=\"T_49266_row23_col0\" class=\"data row23 col0\" >1.2441</td>\n",
       "      <td id=\"T_49266_row23_col1\" class=\"data row23 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row24\" class=\"row_heading level0 row24\" >3.672e+01 < x <= 3.697e+01</th>\n",
       "      <td id=\"T_49266_row24_col0\" class=\"data row24 col0\" >1.3129</td>\n",
       "      <td id=\"T_49266_row24_col1\" class=\"data row24 col1\" >0.0253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row25\" class=\"row_heading level0 row25\" >3.697e+01 < x <= 3.729e+01</th>\n",
       "      <td id=\"T_49266_row25_col0\" class=\"data row25 col0\" >2.6241</td>\n",
       "      <td id=\"T_49266_row25_col1\" class=\"data row25 col1\" >0.0239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row26\" class=\"row_heading level0 row26\" >3.729e+01 < x <= 3.737e+01</th>\n",
       "      <td id=\"T_49266_row26_col0\" class=\"data row26 col0\" >2.6574</td>\n",
       "      <td id=\"T_49266_row26_col1\" class=\"data row26 col1\" >0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row27\" class=\"row_heading level0 row27\" >3.737e+01 < x <= 3.753e+01</th>\n",
       "      <td id=\"T_49266_row27_col0\" class=\"data row27 col0\" >3.0105</td>\n",
       "      <td id=\"T_49266_row27_col1\" class=\"data row27 col1\" >0.0255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row28\" class=\"row_heading level0 row28\" >3.753e+01 < x <= 3.765e+01</th>\n",
       "      <td id=\"T_49266_row28_col0\" class=\"data row28 col0\" >2.4197</td>\n",
       "      <td id=\"T_49266_row28_col1\" class=\"data row28 col1\" >0.0243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row29\" class=\"row_heading level0 row29\" >3.765e+01 < x <= 3.772e+01</th>\n",
       "      <td id=\"T_49266_row29_col0\" class=\"data row29 col0\" >2.1174</td>\n",
       "      <td id=\"T_49266_row29_col1\" class=\"data row29 col1\" >0.0256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row30\" class=\"row_heading level0 row30\" >3.772e+01 < x <= 3.777e+01</th>\n",
       "      <td id=\"T_49266_row30_col0\" class=\"data row30 col0\" >2.5537</td>\n",
       "      <td id=\"T_49266_row30_col1\" class=\"data row30 col1\" >0.0286</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_49266_level0_row31\" class=\"row_heading level0 row31\" >3.777e+01 < x <= 3.781e+01</th>\n",
       "      <td id=\"T_49266_row31_col0\" class=\"data row31 col0\" >2.7647</td>\n",
       "      <td id=\"T_49266_row31_col1\" class=\"data row31 col1\" >0.0221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row32\" class=\"row_heading level0 row32\" >3.781e+01 < x <= 3.793e+01</th>\n",
       "      <td id=\"T_49266_row32_col0\" class=\"data row32 col0\" >2.6181</td>\n",
       "      <td id=\"T_49266_row32_col1\" class=\"data row32 col1\" >0.0238</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_49266_level0_row33\" class=\"row_heading level0 row33\" >3.793e+01 < x <= 3.800e+01</th>\n",
       "      <td id=\"T_49266_row33_col0\" class=\"data row33 col0\" >1.7622</td>\n",
       "      <td id=\"T_49266_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row34\" class=\"row_heading level0 row34\" >3.800e+01 < x <= 3.826e+01</th>\n",
       "      <td id=\"T_49266_row34_col0\" class=\"data row34 col0\" >1.5924</td>\n",
       "      <td id=\"T_49266_row34_col1\" class=\"data row34 col1\" >0.0243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row35\" class=\"row_heading level0 row35\" >3.826e+01 < x <= 3.850e+01</th>\n",
       "      <td id=\"T_49266_row35_col0\" class=\"data row35 col0\" >1.8570</td>\n",
       "      <td id=\"T_49266_row35_col1\" class=\"data row35 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row36\" class=\"row_heading level0 row36\" >3.850e+01 < x <= 3.863e+01</th>\n",
       "      <td id=\"T_49266_row36_col0\" class=\"data row36 col0\" >1.3981</td>\n",
       "      <td id=\"T_49266_row36_col1\" class=\"data row36 col1\" >0.0241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_49266_level0_row37\" class=\"row_heading level0 row37\" >3.863e+01 < x <= 3.898e+01</th>\n",
       "      <td id=\"T_49266_row37_col0\" class=\"data row37 col0\" >1.3962</td>\n",
       "      <td id=\"T_49266_row37_col1\" class=\"data row37 col1\" >0.0251</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_49266_level0_row38\" class=\"row_heading level0 row38\" >3.898e+01 < x <= 3.975e+01</th>\n",
       "      <td id=\"T_49266_row38_col0\" class=\"data row38 col0\" >1.1241</td>\n",
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       "    <tr>\n",
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       "      <td id=\"T_49266_row39_col1\" class=\"data row39 col1\" >0.0244</td>\n",
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       "  background-color: #eed0c0;\n",
       "  color: #000000;\n",
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       "  color: #f1f1f1;\n",
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       "#T_9861d_row30_col0 {\n",
       "  background-color: #e9785d;\n",
       "  color: #f1f1f1;\n",
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       "  background-color: #c6d6f1;\n",
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       "#T_9861d_row36_col0 {\n",
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       "</style>\n",
       "<table id=\"T_9861d\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_9861d_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_9861d_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row0_col0\" class=\"data row0 col0\" >1.5761</td>\n",
       "      <td id=\"T_9861d_row0_col1\" class=\"data row0 col1\" >0.0320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row1_col0\" class=\"data row1 col0\" >1.9445</td>\n",
       "      <td id=\"T_9861d_row1_col1\" class=\"data row1 col1\" >0.0298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row2_col0\" class=\"data row2 col0\" >2.2318</td>\n",
       "      <td id=\"T_9861d_row2_col1\" class=\"data row2 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row3_col0\" class=\"data row3 col0\" >2.7115</td>\n",
       "      <td id=\"T_9861d_row3_col1\" class=\"data row3 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row4_col0\" class=\"data row4 col0\" >2.4368</td>\n",
       "      <td id=\"T_9861d_row4_col1\" class=\"data row4 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row5_col0\" class=\"data row5 col0\" >2.2910</td>\n",
       "      <td id=\"T_9861d_row5_col1\" class=\"data row5 col1\" >0.0291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row6_col0\" class=\"data row6 col0\" >2.3528</td>\n",
       "      <td id=\"T_9861d_row6_col1\" class=\"data row6 col1\" >0.0220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row7_col0\" class=\"data row7 col0\" >2.3233</td>\n",
       "      <td id=\"T_9861d_row7_col1\" class=\"data row7 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row8_col0\" class=\"data row8 col0\" >2.0937</td>\n",
       "      <td id=\"T_9861d_row8_col1\" class=\"data row8 col1\" >0.0368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row9_col0\" class=\"data row9 col0\" >1.6319</td>\n",
       "      <td id=\"T_9861d_row9_col1\" class=\"data row9 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row10_col0\" class=\"data row10 col0\" >1.7992</td>\n",
       "      <td id=\"T_9861d_row10_col1\" class=\"data row10 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row11_col0\" class=\"data row11 col0\" >1.9408</td>\n",
       "      <td id=\"T_9861d_row11_col1\" class=\"data row11 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row12_col0\" class=\"data row12 col0\" >2.1292</td>\n",
       "      <td id=\"T_9861d_row12_col1\" class=\"data row12 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row13_col0\" class=\"data row13 col0\" >2.3261</td>\n",
       "      <td id=\"T_9861d_row13_col1\" class=\"data row13 col1\" >0.0334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row14_col0\" class=\"data row14 col0\" >2.2713</td>\n",
       "      <td id=\"T_9861d_row14_col1\" class=\"data row14 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row15_col0\" class=\"data row15 col0\" >2.2817</td>\n",
       "      <td id=\"T_9861d_row15_col1\" class=\"data row15 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row16_col0\" class=\"data row16 col0\" >2.2228</td>\n",
       "      <td id=\"T_9861d_row16_col1\" class=\"data row16 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row17_col0\" class=\"data row17 col0\" >2.8224</td>\n",
       "      <td id=\"T_9861d_row17_col1\" class=\"data row17 col1\" >0.0303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row18_col0\" class=\"data row18 col0\" >2.3178</td>\n",
       "      <td id=\"T_9861d_row18_col1\" class=\"data row18 col1\" >0.0187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row19_col0\" class=\"data row19 col0\" >2.2778</td>\n",
       "      <td id=\"T_9861d_row19_col1\" class=\"data row19 col1\" >0.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row20_col0\" class=\"data row20 col0\" >2.5025</td>\n",
       "      <td id=\"T_9861d_row20_col1\" class=\"data row20 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row21_col0\" class=\"data row21 col0\" >1.3719</td>\n",
       "      <td id=\"T_9861d_row21_col1\" class=\"data row21 col1\" >0.0201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row22_col0\" class=\"data row22 col0\" >0.9336</td>\n",
       "      <td id=\"T_9861d_row22_col1\" class=\"data row22 col1\" >0.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row23_col0\" class=\"data row23 col0\" >1.2516</td>\n",
       "      <td id=\"T_9861d_row23_col1\" class=\"data row23 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row24_col0\" class=\"data row24 col0\" >1.2597</td>\n",
       "      <td id=\"T_9861d_row24_col1\" class=\"data row24 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row25_col0\" class=\"data row25 col0\" >2.5507</td>\n",
       "      <td id=\"T_9861d_row25_col1\" class=\"data row25 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row26_col0\" class=\"data row26 col0\" >2.5351</td>\n",
       "      <td id=\"T_9861d_row26_col1\" class=\"data row26 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row27_col0\" class=\"data row27 col0\" >2.9827</td>\n",
       "      <td id=\"T_9861d_row27_col1\" class=\"data row27 col1\" >0.0283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row28_col0\" class=\"data row28 col0\" >2.6519</td>\n",
       "      <td id=\"T_9861d_row28_col1\" class=\"data row28 col1\" >0.0194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row29_col0\" class=\"data row29 col0\" >2.0869</td>\n",
       "      <td id=\"T_9861d_row29_col1\" class=\"data row29 col1\" >0.0203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row30_col0\" class=\"data row30 col0\" >2.6145</td>\n",
       "      <td id=\"T_9861d_row30_col1\" class=\"data row30 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row31_col0\" class=\"data row31 col0\" >2.5272</td>\n",
       "      <td id=\"T_9861d_row31_col1\" class=\"data row31 col1\" >0.0208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row32_col0\" class=\"data row32 col0\" >2.6246</td>\n",
       "      <td id=\"T_9861d_row32_col1\" class=\"data row32 col1\" >0.0308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row33_col0\" class=\"data row33 col0\" >1.6630</td>\n",
       "      <td id=\"T_9861d_row33_col1\" class=\"data row33 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row34_col0\" class=\"data row34 col0\" >1.5156</td>\n",
       "      <td id=\"T_9861d_row34_col1\" class=\"data row34 col1\" >0.0206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row35_col0\" class=\"data row35 col0\" >1.7549</td>\n",
       "      <td id=\"T_9861d_row35_col1\" class=\"data row35 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row36_col0\" class=\"data row36 col0\" >1.3101</td>\n",
       "      <td id=\"T_9861d_row36_col1\" class=\"data row36 col1\" >0.0196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row37_col0\" class=\"data row37 col0\" >1.3997</td>\n",
       "      <td id=\"T_9861d_row37_col1\" class=\"data row37 col1\" >0.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row38_col0\" class=\"data row38 col0\" >1.1114</td>\n",
       "      <td id=\"T_9861d_row38_col1\" class=\"data row38 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_9861d_row39_col0\" class=\"data row39 col0\" >0.8671</td>\n",
       "      <td id=\"T_9861d_row39_col1\" class=\"data row39 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 27314.34it/s]\n",
      "Testing robustness    :   0%|          | 1/92170 [00:00<12:41:40,  2.02it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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       "  <caption>X distribution</caption>\n",
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       "      <th id=\"T_5d163_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
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       "      <th id=\"T_5d163_level0_row0\" class=\"row_heading level0 row0\" >x <= 3.45e+01</th>\n",
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       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
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       "      <th id=\"T_848ab_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_848ab_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
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       "  <tbody>\n",
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       "      <td id=\"T_848ab_row0_col1\" class=\"data row0 col1\" >0.5487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_848ab_row1_col0\" class=\"data row1 col0\" >1.2065</td>\n",
       "      <td id=\"T_848ab_row1_col1\" class=\"data row1 col1\" >0.0952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_848ab_row2_col0\" class=\"data row2 col0\" >2.5902</td>\n",
       "      <td id=\"T_848ab_row2_col1\" class=\"data row2 col1\" >0.1945</td>\n",
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       "  </tbody>\n",
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     "output_type": "stream",
     "text": [
      "--- [ContinuousCarver] Fit Quantitative('Longitude') (8/8)\n",
      " [ContinuousCarver] Raw distribution\n"
     ]
    },
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       "  color: #000000;\n",
       "}\n",
       "#T_19975_row1_col0 {\n",
       "  background-color: #f39778;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row2_col0 {\n",
       "  background-color: #d24b40;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row2_col1, #T_19975_row29_col1 {\n",
       "  background-color: #d1dae9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row3_col0, #T_19975_row28_col1 {\n",
       "  background-color: #cbd8ee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row3_col1 {\n",
       "  background-color: #f7b99e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row4_col0 {\n",
       "  background-color: #e1dad6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row4_col1 {\n",
       "  background-color: #f6bfa6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row5_col0 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row5_col1 {\n",
       "  background-color: #5b7ae5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row6_col0 {\n",
       "  background-color: #f3c7b1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row6_col1, #T_19975_row12_col1 {\n",
       "  background-color: #f7b497;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row7_col0 {\n",
       "  background-color: #f5c0a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row7_col1 {\n",
       "  background-color: #ead5c9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row8_col0 {\n",
       "  background-color: #f7b79b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row8_col1, #T_19975_row34_col1 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row9_col0, #T_19975_row33_col1 {\n",
       "  background-color: #dbdcde;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row9_col1 {\n",
       "  background-color: #efcebd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row10_col0 {\n",
       "  background-color: #88abfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row10_col1, #T_19975_row27_col0 {\n",
       "  background-color: #c9d7f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row11_col0, #T_19975_row24_col1, #T_19975_row39_col0 {\n",
       "  background-color: #3b4cc0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row11_col1, #T_19975_row29_col0, #T_19975_row30_col1 {\n",
       "  background-color: #e8d6cc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row12_col0, #T_19975_row18_col0 {\n",
       "  background-color: #4f69d9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row13_col0 {\n",
       "  background-color: #6687ed;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row13_col1, #T_19975_row21_col1 {\n",
       "  background-color: #b9d0f9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row14_col0 {\n",
       "  background-color: #6384eb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row14_col1, #T_19975_row39_col1 {\n",
       "  background-color: #d4dbe6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row15_col0, #T_19975_row17_col0 {\n",
       "  background-color: #506bda;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row15_col1 {\n",
       "  background-color: #ecd3c5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row16_col0 {\n",
       "  background-color: #465ecf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row16_col1, #T_19975_row19_col1 {\n",
       "  background-color: #f3c8b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row17_col1 {\n",
       "  background-color: #bcd2f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row18_col1 {\n",
       "  background-color: #e3d9d3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row19_col0 {\n",
       "  background-color: #f7b396;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row20_col0 {\n",
       "  background-color: #dd5f4b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row20_col1 {\n",
       "  background-color: #cc403a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row21_col0, #T_19975_row35_col1 {\n",
       "  background-color: #b40426;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row22_col0 {\n",
       "  background-color: #f7af91;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row22_col1, #T_19975_row37_col1 {\n",
       "  background-color: #dedcdb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row23_col0 {\n",
       "  background-color: #e0dbd8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row23_col1 {\n",
       "  background-color: #f18f71;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row24_col0 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row25_col0 {\n",
       "  background-color: #82a6fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row25_col1 {\n",
       "  background-color: #ee8669;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row26_col0 {\n",
       "  background-color: #97b8ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row26_col1 {\n",
       "  background-color: #8badfd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row27_col1 {\n",
       "  background-color: #be242e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row28_col0 {\n",
       "  background-color: #d6dce4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row30_col0 {\n",
       "  background-color: #cdd9ec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row31_col0, #T_19975_row33_col0 {\n",
       "  background-color: #dadce0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row31_col1 {\n",
       "  background-color: #5e7de7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row32_col0 {\n",
       "  background-color: #eed0c0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row32_col1 {\n",
       "  background-color: #f7a98b;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row34_col0 {\n",
       "  background-color: #84a7fc;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row35_col0 {\n",
       "  background-color: #7da0f9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row36_col0 {\n",
       "  background-color: #bbd1f8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row36_col1 {\n",
       "  background-color: #94b6ff;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19975_row37_col0 {\n",
       "  background-color: #6a8bef;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row38_col0 {\n",
       "  background-color: #81a4fb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19975_row38_col1 {\n",
       "  background-color: #abc8fd;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_19975\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_19975_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_19975_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row0\" class=\"row_heading level0 row0\" >x <= -1.2269e+02</th>\n",
       "      <td id=\"T_19975_row0_col0\" class=\"data row0 col0\" >1.4063</td>\n",
       "      <td id=\"T_19975_row0_col1\" class=\"data row0 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row1\" class=\"row_heading level0 row1\" >-1.2269e+02 < x <= -1.2247e+02</th>\n",
       "      <td id=\"T_19975_row1_col0\" class=\"data row1 col0\" >2.8878</td>\n",
       "      <td id=\"T_19975_row1_col1\" class=\"data row1 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row2\" class=\"row_heading level0 row2\" >-1.2247e+02 < x <= -1.2241e+02</th>\n",
       "      <td id=\"T_19975_row2_col0\" class=\"data row2 col0\" >3.2397</td>\n",
       "      <td id=\"T_19975_row2_col1\" class=\"data row2 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row3\" class=\"row_heading level0 row3\" >-1.2241e+02 < x <= -1.2229e+02</th>\n",
       "      <td id=\"T_19975_row3_col0\" class=\"data row3 col0\" >2.1582</td>\n",
       "      <td id=\"T_19975_row3_col1\" class=\"data row3 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row4\" class=\"row_heading level0 row4\" >-1.2229e+02 < x <= -1.2223e+02</th>\n",
       "      <td id=\"T_19975_row4_col0\" class=\"data row4 col0\" >2.3463</td>\n",
       "      <td id=\"T_19975_row4_col1\" class=\"data row4 col1\" >0.0260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row5\" class=\"row_heading level0 row5\" >-1.2223e+02 < x <= -1.2215e+02</th>\n",
       "      <td id=\"T_19975_row5_col0\" class=\"data row5 col0\" >2.2598</td>\n",
       "      <td id=\"T_19975_row5_col1\" class=\"data row5 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row6\" class=\"row_heading level0 row6\" >-1.2215e+02 < x <= -1.2206e+02</th>\n",
       "      <td id=\"T_19975_row6_col0\" class=\"data row6 col0\" >2.5665</td>\n",
       "      <td id=\"T_19975_row6_col1\" class=\"data row6 col1\" >0.0263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row7\" class=\"row_heading level0 row7\" >-1.2206e+02 < x <= -1.2199e+02</th>\n",
       "      <td id=\"T_19975_row7_col0\" class=\"data row7 col0\" >2.6265</td>\n",
       "      <td id=\"T_19975_row7_col1\" class=\"data row7 col1\" >0.0253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row8\" class=\"row_heading level0 row8\" >-1.2199e+02 < x <= -1.2191e+02</th>\n",
       "      <td id=\"T_19975_row8_col0\" class=\"data row8 col0\" >2.6924</td>\n",
       "      <td id=\"T_19975_row8_col1\" class=\"data row8 col1\" >0.0237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row9\" class=\"row_heading level0 row9\" >-1.2191e+02 < x <= -1.2181e+02</th>\n",
       "      <td id=\"T_19975_row9_col0\" class=\"data row9 col0\" >2.2919</td>\n",
       "      <td id=\"T_19975_row9_col1\" class=\"data row9 col1\" >0.0255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row10\" class=\"row_heading level0 row10\" >-1.2181e+02 < x <= -1.2157e+02</th>\n",
       "      <td id=\"T_19975_row10_col0\" class=\"data row10 col0\" >1.7103</td>\n",
       "      <td id=\"T_19975_row10_col1\" class=\"data row10 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row11\" class=\"row_heading level0 row11\" >-1.2157e+02 < x <= -1.2139e+02</th>\n",
       "      <td id=\"T_19975_row11_col0\" class=\"data row11 col0\" >1.1736</td>\n",
       "      <td id=\"T_19975_row11_col1\" class=\"data row11 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row12\" class=\"row_heading level0 row12\" >-1.2139e+02 < x <= -1.2127e+02</th>\n",
       "      <td id=\"T_19975_row12_col0\" class=\"data row12 col0\" >1.3270</td>\n",
       "      <td id=\"T_19975_row12_col1\" class=\"data row12 col1\" >0.0263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row13\" class=\"row_heading level0 row13\" >-1.2127e+02 < x <= -1.2101e+02</th>\n",
       "      <td id=\"T_19975_row13_col0\" class=\"data row13 col0\" >1.4857</td>\n",
       "      <td id=\"T_19975_row13_col1\" class=\"data row13 col1\" >0.0238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row14\" class=\"row_heading level0 row14\" >-1.2101e+02 < x <= -1.2064e+02</th>\n",
       "      <td id=\"T_19975_row14_col0\" class=\"data row14 col0\" >1.4716</td>\n",
       "      <td id=\"T_19975_row14_col1\" class=\"data row14 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row15\" class=\"row_heading level0 row15\" >-1.2064e+02 < x <= -1.2007e+02</th>\n",
       "      <td id=\"T_19975_row15_col0\" class=\"data row15 col0\" >1.3376</td>\n",
       "      <td id=\"T_19975_row15_col1\" class=\"data row15 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row16\" class=\"row_heading level0 row16\" >-1.2007e+02 < x <= -1.1972e+02</th>\n",
       "      <td id=\"T_19975_row16_col0\" class=\"data row16 col0\" >1.2624</td>\n",
       "      <td id=\"T_19975_row16_col1\" class=\"data row16 col1\" >0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row17\" class=\"row_heading level0 row17\" >-1.1972e+02 < x <= -1.1929e+02</th>\n",
       "      <td id=\"T_19975_row17_col0\" class=\"data row17 col0\" >1.3332</td>\n",
       "      <td id=\"T_19975_row17_col1\" class=\"data row17 col1\" >0.0239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row18\" class=\"row_heading level0 row18\" >-1.1929e+02 < x <= -1.1897e+02</th>\n",
       "      <td id=\"T_19975_row18_col0\" class=\"data row18 col0\" >1.3300</td>\n",
       "      <td id=\"T_19975_row18_col1\" class=\"data row18 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row19\" class=\"row_heading level0 row19\" >-1.1897e+02 < x <= -1.1852e+02</th>\n",
       "      <td id=\"T_19975_row19_col0\" class=\"data row19 col0\" >2.7211</td>\n",
       "      <td id=\"T_19975_row19_col1\" class=\"data row19 col1\" >0.0258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row20\" class=\"row_heading level0 row20\" >-1.1852e+02 < x <= -1.1843e+02</th>\n",
       "      <td id=\"T_19975_row20_col0\" class=\"data row20 col0\" >3.1653</td>\n",
       "      <td id=\"T_19975_row20_col1\" class=\"data row20 col1\" >0.0284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row21\" class=\"row_heading level0 row21\" >-1.1843e+02 < x <= -1.1838e+02</th>\n",
       "      <td id=\"T_19975_row21_col0\" class=\"data row21 col0\" >3.4432</td>\n",
       "      <td id=\"T_19975_row21_col1\" class=\"data row21 col1\" >0.0238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row22\" class=\"row_heading level0 row22\" >-1.1838e+02 < x <= -1.1834e+02</th>\n",
       "      <td id=\"T_19975_row22_col0\" class=\"data row22 col0\" >2.7480</td>\n",
       "      <td id=\"T_19975_row22_col1\" class=\"data row22 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row23\" class=\"row_heading level0 row23\" >-1.1834e+02 < x <= -1.1830e+02</th>\n",
       "      <td id=\"T_19975_row23_col0\" class=\"data row23 col0\" >2.3435</td>\n",
       "      <td id=\"T_19975_row23_col1\" class=\"data row23 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row24\" class=\"row_heading level0 row24\" >-1.1830e+02 < x <= -1.1827e+02</th>\n",
       "      <td id=\"T_19975_row24_col0\" class=\"data row24 col0\" >1.8482</td>\n",
       "      <td id=\"T_19975_row24_col1\" class=\"data row24 col1\" >0.0207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row25\" class=\"row_heading level0 row25\" >-1.1827e+02 < x <= -1.1822e+02</th>\n",
       "      <td id=\"T_19975_row25_col0\" class=\"data row25 col0\" >1.6714</td>\n",
       "      <td id=\"T_19975_row25_col1\" class=\"data row25 col1\" >0.0273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row26\" class=\"row_heading level0 row26\" >-1.1822e+02 < x <= -1.1818e+02</th>\n",
       "      <td id=\"T_19975_row26_col0\" class=\"data row26 col0\" >1.8055</td>\n",
       "      <td id=\"T_19975_row26_col1\" class=\"data row26 col1\" >0.0227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row27\" class=\"row_heading level0 row27\" >-1.1818e+02 < x <= -1.1813e+02</th>\n",
       "      <td id=\"T_19975_row27_col0\" class=\"data row27 col0\" >2.1480</td>\n",
       "      <td id=\"T_19975_row27_col1\" class=\"data row27 col1\" >0.0287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row28\" class=\"row_heading level0 row28\" >-1.1813e+02 < x <= -1.1808e+02</th>\n",
       "      <td id=\"T_19975_row28_col0\" class=\"data row28 col0\" >2.2494</td>\n",
       "      <td id=\"T_19975_row28_col1\" class=\"data row28 col1\" >0.0243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row29\" class=\"row_heading level0 row29\" >-1.1808e+02 < x <= -1.1801e+02</th>\n",
       "      <td id=\"T_19975_row29_col0\" class=\"data row29 col0\" >2.4079</td>\n",
       "      <td id=\"T_19975_row29_col1\" class=\"data row29 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row30\" class=\"row_heading level0 row30\" >-1.1801e+02 < x <= -1.1795e+02</th>\n",
       "      <td id=\"T_19975_row30_col0\" class=\"data row30 col0\" >2.1794</td>\n",
       "      <td id=\"T_19975_row30_col1\" class=\"data row30 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row31\" class=\"row_heading level0 row31\" >-1.1795e+02 < x <= -1.1790e+02</th>\n",
       "      <td id=\"T_19975_row31_col0\" class=\"data row31 col0\" >2.2897</td>\n",
       "      <td id=\"T_19975_row31_col1\" class=\"data row31 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row32\" class=\"row_heading level0 row32\" >-1.1790e+02 < x <= -1.1780e+02</th>\n",
       "      <td id=\"T_19975_row32_col0\" class=\"data row32 col0\" >2.4820</td>\n",
       "      <td id=\"T_19975_row32_col1\" class=\"data row32 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row33\" class=\"row_heading level0 row33\" >-1.1780e+02 < x <= -1.1766e+02</th>\n",
       "      <td id=\"T_19975_row33_col0\" class=\"data row33 col0\" >2.2864</td>\n",
       "      <td id=\"T_19975_row33_col1\" class=\"data row33 col1\" >0.0248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row34\" class=\"row_heading level0 row34\" >-1.1766e+02 < x <= -1.1739e+02</th>\n",
       "      <td id=\"T_19975_row34_col0\" class=\"data row34 col0\" >1.6791</td>\n",
       "      <td id=\"T_19975_row34_col1\" class=\"data row34 col1\" >0.0237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row35\" class=\"row_heading level0 row35\" >-1.1739e+02 < x <= -1.1725e+02</th>\n",
       "      <td id=\"T_19975_row35_col0\" class=\"data row35 col0\" >1.6380</td>\n",
       "      <td id=\"T_19975_row35_col1\" class=\"data row35 col1\" >0.0290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row36\" class=\"row_heading level0 row36\" >-1.1725e+02 < x <= -1.1716e+02</th>\n",
       "      <td id=\"T_19975_row36_col0\" class=\"data row36 col0\" >2.0512</td>\n",
       "      <td id=\"T_19975_row36_col1\" class=\"data row36 col1\" >0.0229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row37\" class=\"row_heading level0 row37\" >-1.1716e+02 < x <= -1.1708e+02</th>\n",
       "      <td id=\"T_19975_row37_col0\" class=\"data row37 col0\" >1.5113</td>\n",
       "      <td id=\"T_19975_row37_col1\" class=\"data row37 col1\" >0.0249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row38\" class=\"row_heading level0 row38\" >-1.1708e+02 < x <= -1.1696e+02</th>\n",
       "      <td id=\"T_19975_row38_col0\" class=\"data row38 col0\" >1.6669</td>\n",
       "      <td id=\"T_19975_row38_col1\" class=\"data row38 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_19975_level0_row39\" class=\"row_heading level0 row39\" >-1.1696e+02 < x</th>\n",
       "      <td id=\"T_19975_row39_col0\" class=\"data row39 col0\" >1.1769</td>\n",
       "      <td id=\"T_19975_row39_col1\" class=\"data row39 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "  background-color: #6788ee;\n",
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       "  background-color: #f7af91;\n",
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       "#T_19495_row19_col0 {\n",
       "  background-color: #f7a889;\n",
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       "#T_19495_row20_col0 {\n",
       "  background-color: #c43032;\n",
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       "#T_19495_row20_col1, #T_19495_row32_col0, #T_19495_row36_col1 {\n",
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       "#T_19495_row21_col1, #T_19495_row25_col1 {\n",
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       "#T_19495_row22_col1, #T_19495_row29_col0 {\n",
       "  background-color: #f1cdba;\n",
       "  color: #000000;\n",
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       "#T_19495_row23_col0 {\n",
       "  background-color: #dedcdb;\n",
       "  color: #000000;\n",
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       "#T_19495_row23_col1 {\n",
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       "#T_19495_row24_col0 {\n",
       "  background-color: #9bbcff;\n",
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       "#T_19495_row25_col0 {\n",
       "  background-color: #9ebeff;\n",
       "  color: #000000;\n",
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       "#T_19495_row26_col0 {\n",
       "  background-color: #85a8fc;\n",
       "  color: #f1f1f1;\n",
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       "#T_19495_row26_col1 {\n",
       "  background-color: #d75445;\n",
       "  color: #f1f1f1;\n",
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       "#T_19495_row27_col0 {\n",
       "  background-color: #ccd9ed;\n",
       "  color: #000000;\n",
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       "#T_19495_row27_col1 {\n",
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       "#T_19495_row28_col0 {\n",
       "  background-color: #ead5c9;\n",
       "  color: #000000;\n",
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       "#T_19495_row28_col1 {\n",
       "  background-color: #cedaeb;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19495_row29_col1, #T_19495_row33_col1 {\n",
       "  background-color: #b6cefa;\n",
       "  color: #000000;\n",
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       "#T_19495_row30_col0 {\n",
       "  background-color: #d7dce3;\n",
       "  color: #000000;\n",
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       "#T_19495_row30_col1 {\n",
       "  background-color: #ee8669;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19495_row31_col1 {\n",
       "  background-color: #6e90f2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19495_row32_col1 {\n",
       "  background-color: #eb7d62;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19495_row33_col0 {\n",
       "  background-color: #e1dad6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19495_row37_col0 {\n",
       "  background-color: #6b8df0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19495_row37_col1 {\n",
       "  background-color: #f59f80;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_19495_row38_col0 {\n",
       "  background-color: #80a3fa;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19495_row39_col0 {\n",
       "  background-color: #4f69d9;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_19495_row39_col1 {\n",
       "  background-color: #edd1c2;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_19495\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_19495_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_19495_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row0_col0\" class=\"data row0 col0\" >1.3927</td>\n",
       "      <td id=\"T_19495_row0_col1\" class=\"data row0 col1\" >0.0216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row1_col0\" class=\"data row1 col0\" >3.0129</td>\n",
       "      <td id=\"T_19495_row1_col1\" class=\"data row1 col1\" >0.0233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row2_col0\" class=\"data row2 col0\" >3.1899</td>\n",
       "      <td id=\"T_19495_row2_col1\" class=\"data row2 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row3_col0\" class=\"data row3 col0\" >2.1911</td>\n",
       "      <td id=\"T_19495_row3_col1\" class=\"data row3 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row4_col0\" class=\"data row4 col0\" >2.3576</td>\n",
       "      <td id=\"T_19495_row4_col1\" class=\"data row4 col1\" >0.0254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row5_col0\" class=\"data row5 col0\" >2.2342</td>\n",
       "      <td id=\"T_19495_row5_col1\" class=\"data row5 col1\" >0.0199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row6_col0\" class=\"data row6 col0\" >2.9862</td>\n",
       "      <td id=\"T_19495_row6_col1\" class=\"data row6 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row7_col0\" class=\"data row7 col0\" >2.5471</td>\n",
       "      <td id=\"T_19495_row7_col1\" class=\"data row7 col1\" >0.0240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row8_col0\" class=\"data row8 col0\" >2.6969</td>\n",
       "      <td id=\"T_19495_row8_col1\" class=\"data row8 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row9_col0\" class=\"data row9 col0\" >2.1464</td>\n",
       "      <td id=\"T_19495_row9_col1\" class=\"data row9 col1\" >0.0250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row10_col0\" class=\"data row10 col0\" >1.7105</td>\n",
       "      <td id=\"T_19495_row10_col1\" class=\"data row10 col1\" >0.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row11_col0\" class=\"data row11 col0\" >1.0959</td>\n",
       "      <td id=\"T_19495_row11_col1\" class=\"data row11 col1\" >0.0220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row12_col0\" class=\"data row12 col0\" >1.2918</td>\n",
       "      <td id=\"T_19495_row12_col1\" class=\"data row12 col1\" >0.0291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row13_col0\" class=\"data row13 col0\" >1.3781</td>\n",
       "      <td id=\"T_19495_row13_col1\" class=\"data row13 col1\" >0.0230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row14_col0\" class=\"data row14 col0\" >1.4767</td>\n",
       "      <td id=\"T_19495_row14_col1\" class=\"data row14 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row15_col0\" class=\"data row15 col0\" >1.2441</td>\n",
       "      <td id=\"T_19495_row15_col1\" class=\"data row15 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row16_col0\" class=\"data row16 col0\" >1.2810</td>\n",
       "      <td id=\"T_19495_row16_col1\" class=\"data row16 col1\" >0.0281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row17_col0\" class=\"data row17 col0\" >1.2813</td>\n",
       "      <td id=\"T_19495_row17_col1\" class=\"data row17 col1\" >0.0252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row18_col0\" class=\"data row18 col0\" >1.4223</td>\n",
       "      <td id=\"T_19495_row18_col1\" class=\"data row18 col1\" >0.0274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row19_col0\" class=\"data row19 col0\" >2.7081</td>\n",
       "      <td id=\"T_19495_row19_col1\" class=\"data row19 col1\" >0.0218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row20_col0\" class=\"data row20 col0\" >3.2548</td>\n",
       "      <td id=\"T_19495_row20_col1\" class=\"data row20 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row21_col0\" class=\"data row21 col0\" >3.3604</td>\n",
       "      <td id=\"T_19495_row21_col1\" class=\"data row21 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row22_col0\" class=\"data row22 col0\" >2.8064</td>\n",
       "      <td id=\"T_19495_row22_col1\" class=\"data row22 col1\" >0.0262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row23_col0\" class=\"data row23 col0\" >2.2395</td>\n",
       "      <td id=\"T_19495_row23_col1\" class=\"data row23 col1\" >0.0305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row24_col0\" class=\"data row24 col0\" >1.7551</td>\n",
       "      <td id=\"T_19495_row24_col1\" class=\"data row24 col1\" >0.0191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row25_col0\" class=\"data row25 col0\" >1.7695</td>\n",
       "      <td id=\"T_19495_row25_col1\" class=\"data row25 col1\" >0.0242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row26_col0\" class=\"data row26 col0\" >1.6175</td>\n",
       "      <td id=\"T_19495_row26_col1\" class=\"data row26 col1\" >0.0298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row27_col0\" class=\"data row27 col0\" >2.0881</td>\n",
       "      <td id=\"T_19495_row27_col1\" class=\"data row27 col1\" >0.0264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row28_col0\" class=\"data row28 col0\" >2.3487</td>\n",
       "      <td id=\"T_19495_row28_col1\" class=\"data row28 col1\" >0.0245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row29_col0\" class=\"data row29 col0\" >2.4322</td>\n",
       "      <td id=\"T_19495_row29_col1\" class=\"data row29 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row30_col0\" class=\"data row30 col0\" >2.1831</td>\n",
       "      <td id=\"T_19495_row30_col1\" class=\"data row30 col1\" >0.0286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row31_col0\" class=\"data row31 col0\" >2.1875</td>\n",
       "      <td id=\"T_19495_row31_col1\" class=\"data row31 col1\" >0.0211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row32_col0\" class=\"data row32 col0\" >2.5202</td>\n",
       "      <td id=\"T_19495_row32_col1\" class=\"data row32 col1\" >0.0288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row33_col0\" class=\"data row33 col0\" >2.2701</td>\n",
       "      <td id=\"T_19495_row33_col1\" class=\"data row33 col1\" >0.0235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row34_col0\" class=\"data row34 col0\" >1.7464</td>\n",
       "      <td id=\"T_19495_row34_col1\" class=\"data row34 col1\" >0.0225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row35_col0\" class=\"data row35 col0\" >1.8748</td>\n",
       "      <td id=\"T_19495_row35_col1\" class=\"data row35 col1\" >0.0310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row36_col0\" class=\"data row36 col0\" >2.1466</td>\n",
       "      <td id=\"T_19495_row36_col1\" class=\"data row36 col1\" >0.0266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row37_col0\" class=\"data row37 col0\" >1.4479</td>\n",
       "      <td id=\"T_19495_row37_col1\" class=\"data row37 col1\" >0.0279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row38_col0\" class=\"data row38 col0\" >1.5746</td>\n",
       "      <td id=\"T_19495_row38_col1\" class=\"data row38 col1\" >0.0271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_19495_row39_col0\" class=\"data row39 col0\" >1.2465</td>\n",
       "      <td id=\"T_19495_row39_col1\" class=\"data row39 col1\" >0.0259</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing associations: 92170it [00:03, 27465.39it/s]\n",
      "Testing robustness    :   0%|          | 1/92170 [00:00<4:52:24,  5.25it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      " [ContinuousCarver] Carved distribution\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table id=\"T_2da7e\" style='display:inline'>\n",
       "  <caption>X distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_2da7e_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_2da7e_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_2da7e_level0_row0\" class=\"row_heading level0 row0\" >x <= -1.218e+02</th>\n",
       "      <td id=\"T_2da7e_row0_col0\" class=\"data row0 col0\" >2.4438</td>\n",
       "      <td id=\"T_2da7e_row0_col1\" class=\"data row0 col1\" >0.2509</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_2da7e_level0_row1\" class=\"row_heading level0 row1\" >-1.218e+02 < x <= -1.190e+02</th>\n",
       "      <td id=\"T_2da7e_row1_col0\" class=\"data row1 col0\" >1.3787</td>\n",
       "      <td id=\"T_2da7e_row1_col1\" class=\"data row1 col1\" >0.2242</td>\n",
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       "    <tr>\n",
       "      <th id=\"T_2da7e_level0_row2\" class=\"row_heading level0 row2\" >-1.190e+02 < x <= -1.183e+02</th>\n",
       "      <td id=\"T_2da7e_row2_col0\" class=\"data row2 col0\" >3.0175</td>\n",
       "      <td id=\"T_2da7e_row2_col1\" class=\"data row2 col1\" >0.1029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_2da7e_level0_row3\" class=\"row_heading level0 row3\" >-1.183e+02 < x <= -1.177e+02</th>\n",
       "      <td id=\"T_2da7e_row3_col0\" class=\"data row3 col0\" >2.1601</td>\n",
       "      <td id=\"T_2da7e_row3_col1\" class=\"data row3 col1\" >0.2735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_2da7e_level0_row4\" class=\"row_heading level0 row4\" >-1.177e+02 < x</th>\n",
       "      <td id=\"T_2da7e_row4_col0\" class=\"data row4 col0\" >1.6155</td>\n",
       "      <td id=\"T_2da7e_row4_col1\" class=\"data row4 col1\" >0.1486</td>\n",
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       "</style>\n",
       "<table id=\"T_34850\" style='display:inline'>\n",
       "  <caption>X_dev distribution</caption>\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th id=\"T_34850_level0_col0\" class=\"col_heading level0 col0\" >target_mean</th>\n",
       "      <th id=\"T_34850_level0_col1\" class=\"col_heading level0 col1\" >frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_34850_row0_col0\" class=\"data row0 col0\" >2.4780</td>\n",
       "      <td id=\"T_34850_row0_col1\" class=\"data row0 col1\" >0.2357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_34850_row1_col0\" class=\"data row1 col0\" >1.3487</td>\n",
       "      <td id=\"T_34850_row1_col1\" class=\"data row1 col1\" >0.2243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_34850_row2_col0\" class=\"data row2 col0\" >3.0414</td>\n",
       "      <td id=\"T_34850_row2_col1\" class=\"data row2 col1\" >0.0988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_34850_row3_col0\" class=\"data row3 col0\" >2.1328</td>\n",
       "      <td id=\"T_34850_row3_col1\" class=\"data row3 col1\" >0.2800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_34850_row4_col0\" class=\"data row4 col0\" >1.6763</td>\n",
       "      <td id=\"T_34850_row4_col1\" class=\"data row4 col1\" >0.1611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ]
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    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "  <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>33.499</td>\n",
       "      <td>0.0577</td>\n",
       "      <td>0.6633</td>\n",
       "      <td>0.6566</td>\n",
       "      <td>0.0067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>optbinning</td>\n",
       "      <td>2.548</td>\n",
       "      <td>0.0086</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>0.007</td>\n",
       "      <td>0.0015</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  33.499       0.0577    0.6633   0.6566   0.0067\n",
       "1        optbinning   2.548       0.0086    0.5145   0.5077   0.0068\n",
       "2  KBinsDiscretizer   0.007       0.0015    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 = 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": "f0e3640f",
   "metadata": {},
   "outputs": [
    {
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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."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "AutoCarver",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}