IDS_CTF.ipynb

{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/parmigggiana/ml-ids/blob/main/IDS_CTF.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "tGLYJuXmFBZI"
      },
      "source": [
        "# Attack detection using CTF dataset"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "lEXk3Cipho3k"
      },
      "source": [
        "You shouldn't use 'Run All' on this notebook: in the sections 'Dimensionality Reduction' and 'Training' only run one of the subsections for each.\n",
        "If you run all the cells it won't cause any error, just waste time on operations that will then be overwritten."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hJVAToeYFV2Q"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from sklearn import metrics\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.ensemble import IsolationForest\n",
        "from sklearn.preprocessing import RobustScaler\n",
        "from sklearn.experimental import enable_halving_search_cv\n",
        "from sklearn.model_selection import HalvingGridSearchCV\n",
        "from sklearn.cluster import KMeans, MeanShift, FeatureAgglomeration\n",
        "from pandas.plotting import scatter_matrix\n",
        "\n",
        "%matplotlib inline"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "VqkUwYVfho3o"
      },
      "source": [
        "## Utility Functions"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "id": "SC_AoGB5ho3p"
      },
      "outputs": [],
      "source": [
        "def print_scores(y_test, y_pred):\n",
        "    y_pred_swapped = [0 if x == 1 else 1 for x in y_pred] \n",
        "    \n",
        "    uniques, counts = np.unique(y_pred, return_counts=True)\n",
        "    try:\n",
        "        if counts[1] > counts[0]: # We want the majority class to be benign\n",
        "            y_pred = y_pred_swapped\n",
        "    except Exception:\n",
        "        pass\n",
        "    \n",
        "    auroc = metrics.roc_auc_score(y_test, y_pred)\n",
        "    auroc_swapped = metrics.roc_auc_score(y_test, y_pred_swapped)\n",
        "\n",
        "    if auroc_swapped > auroc:\n",
        "        y_pred = y_pred_swapped\n",
        "        auroc = auroc_swapped\n",
        "\n",
        "    Accuracy = metrics.accuracy_score(y_test, y_pred)\n",
        "    Precision = metrics.precision_score(y_test, y_pred)\n",
        "    Recall = metrics.recall_score(y_test, y_pred)\n",
        "    F1 = metrics.f1_score(y_test, y_pred)\n",
        "    fpr, tpr, threasholds = metrics.roc_curve(y_test, y_pred)\n",
        "\n",
        "    cf_matrix = metrics.confusion_matrix(y_test, y_pred)\n",
        "    group_names = ['TN','FP','FN', 'TP']\n",
        "    group_counts = [f\"{value}\" for value in\n",
        "                cf_matrix.flatten()]\n",
        "    #group_percentages = [f\"{value:.2f}%\" for value in cf_matrix.flatten()/np.sum(cf_matrix)]\n",
        "    labels = [f\"{v1}\\n{v2}\" for v1, v2 in\n",
        "          zip(group_names, group_counts)]\n",
        "    labels = np.asarray(labels).reshape(2,2)\n",
        "    plt.figure(figsize=(5, 4))\n",
        "    sns.heatmap(cf_matrix/np.sum(cf_matrix), annot=labels, fmt='', cmap='Greys', vmin=0, vmax=1, annot_kws={'size': 19}) # thx https://medium.com/@dtuk81/confusion-matrix-visualization-fc31e3f30fea\n",
        "\n",
        "    print(f\"{Accuracy = :,.2%}\")\n",
        "    print(f\"{F1 = :,.2%}\")\n",
        "    print(f\"{Recall = :,.2%}\")\n",
        "    print(f\"{Precision = :,.2%}\")\n",
        "    print(f\"Area Under ROC Curve = {auroc:,.2%}\")\n",
        "    plt.figure(figsize=(5, 4))\n",
        "    plt.plot(fpr, tpr)\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7Sz9zzUjho3q"
      },
      "outputs": [],
      "source": [
        "def load_test(scaler, dimred):\n",
        "    global test_df\n",
        "\n",
        "    if 'test_df' not in globals():\n",
        "        test_df = pd.read_csv(filepath_or_buffer=\"definitive_dataset.csv\")\n",
        "\n",
        "    X_test = test_df.drop(columns=\"Label\")\n",
        "    if isinstance(dimred, list):\n",
        "        X_test = X_test[dimred]\n",
        "\n",
        "    y_test = test_df[\"Label\"]\n",
        "    \n",
        "    X_test = scaler.transform(X_test)\n",
        "    \n",
        "    if not isinstance(dimred, list):\n",
        "        X_test = dimred.transform(X_test)\n",
        "\n",
        "    return X_test, y_test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hA8QpGEwho3r"
      },
      "outputs": [],
      "source": [
        "def visualize_features(X):\n",
        "    corr_matrix = pd.DataFrame(X).corr()\n",
        "    plt.rcParams['figure.figsize'] = (18, 8)\n",
        "    g = sns.heatmap(corr_matrix, annot=True, fmt=\".1g\", cmap=\"mako\")\n",
        "    g.set_xticklabels(\n",
        "        g.get_xticklabels(),\n",
        "        verticalalignment=\"top\",\n",
        "        horizontalalignment=\"right\",\n",
        "        rotation=30,\n",
        "    )\n",
        "    plt.show()\n",
        "    scatter_matrix(pd.DataFrame(X), alpha=0.2, figsize=(20, 20), diagonal=\"kde\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "G-9PXXNaho3r"
      },
      "source": [
        "## Data preparation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9A526YEoqe1K"
      },
      "outputs": [],
      "source": [
        "!wget https://github.com/parmigggiana/ml-ids/raw/main/CTF%20Data/Thu15.csv -O 'CTF Data/dataset_ctf1.csv'\n",
        "!wget https://github.com/parmigggiana/ml-ids/raw/main/CTF%20Data/Nazionale2022.csv -O 'CTF Data/dataset_ctf2.csv'\n",
        "!wget https://github.com/parmigggiana/ml-ids/raw/main/CTF%20Data/Nazionale2022.csv -O 'CTF Data/dataset_ctf3.csv'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yIqeKHKYGCoz"
      },
      "outputs": [],
      "source": [
        "from pathlib import Path\n",
        "li = []\n",
        "for filename in Path('./CTF Data/').glob('*.csv'):\n",
        "  li.append(pd.read_csv(filename))\n",
        "df = pd.concat(li, axis=0, ignore_index=True)\n",
        "\n",
        "#df = pd.read_csv(\"CTF Data/Thu15.csv\")\n",
        "df.shape"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "KLMdekcqho3u"
      },
      "source": [
        "Make sure that there's no null rows"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7ltfHW8dh7Tw"
      },
      "outputs": [],
      "source": [
        "df = df.drop(df[pd.isnull(df[\"Flow ID\"])].index)\n",
        "df.shape"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "EFPHGpA8ho3v"
      },
      "source": [
        "Drop Label column since it's useless"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qEqbD5w1ho3v"
      },
      "outputs": [],
      "source": [
        "df.drop(columns=\"Label\", inplace=True)\n",
        "df.shape"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "8fLhU16gho3w"
      },
      "source": [
        "Drop all flows pertaining ssh and caronte"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DJVBxG8xho3w"
      },
      "outputs": [],
      "source": [
        "df.drop(df[df[\"Src Port\"] == 22].index, inplace=True)\n",
        "df.drop(df[df[\"Dst Port\"] == 22].index, inplace=True)\n",
        "df.drop(df[df[\"Src Port\"] == 3333].index, inplace=True)\n",
        "df.drop(df[df[\"Dst Port\"] == 3333].index, inplace=True)\n",
        "df.shape"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ByM4xWKZho3x"
      },
      "source": [
        "Drop all flows made by our team"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "gJuQbwkAho3x"
      },
      "outputs": [],
      "source": [
        "df.drop(df[df[\"Src IP\"].str.fullmatch(r\"10\\.80\\.39\\.\\d{1,3}\")].index, inplace=True)\n",
        "df.drop(df[df[\"Dst IP\"].str.fullmatch(r\"10\\.80\\.39\\.\\d{1,3}\")].index, inplace=True)\n",
        "df.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Pp3zFw35ho3y"
      },
      "outputs": [],
      "source": [
        "df[\"Src IP\"].unique()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "RpoXgIJRho3y"
      },
      "source": [
        "I noticed there's some flows belonging to other addresses. This probably means there's an error in the gameserver, leaking some packets. Upon manual inspection of the pcap, I noticed they are mostly FIN/ACK and RST.\n",
        "I chose to keep these flows as it's still actual traffic and we will be removing the IP features anyway"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Z962m9WCho3y"
      },
      "outputs": [],
      "source": [
        "df[\n",
        "    ((df[\"Src IP\"] != \"10.254.0.1\") & (df[\"Src IP\"] != \"10.60.39.1\"))\n",
        "    | ((df[\"Dst IP\"] != \"10.254.0.1\") & (df[\"Dst IP\"] != \"10.60.39.1\"))\n",
        "].shape"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ZN6DKttXiH7J"
      },
      "source": [
        "The \"Flow Bytes/s\" and \"Flow Packets/s\" columns have non-numerical values, replace them."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mZ2ffToLi02x"
      },
      "outputs": [],
      "source": [
        "df.replace(\"Infinity\", -1, inplace=True)\n",
        "df[[\"Flow Bytes/s\", \"Flow Packets/s\"]] = df[[\"Flow Bytes/s\", \"Flow Packets/s\"]].apply(\n",
        "    pd.to_numeric\n",
        ")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "OAVqCLK8qe1P"
      },
      "source": [
        "Replace the NaN values and infinity values with -1."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FgZGWpa0qe1P"
      },
      "outputs": [],
      "source": [
        "df.replace([np.inf, -np.inf, np.nan], -1, inplace=True)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "1k2G5UAEt9cw"
      },
      "source": [
        "7 features (Flow ID, Source IP, Source Port, Destination IP, Destination Port, Protocol, Timestamp) are excluded from the dataset. The hypothesis is that the \"shape\" of the data being transmitted is more important than these attributes. In addition, ports and addresses can be substituted by an attacker, so it is better that the ML algorithm does not take these features into account in training [Kostas2018]."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8yza95R2t_1N"
      },
      "outputs": [],
      "source": [
        "excluded = [\n",
        "    \"Flow ID\",\n",
        "    \"Src IP\",\n",
        "    \"Src Port\",\n",
        "    \"Dst IP\",\n",
        "    \"Dst Port\",\n",
        "    \"Protocol\",\n",
        "    \"Timestamp\",\n",
        "]\n",
        "df.drop(columns=excluded, inplace=True)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "rZrJzhlRho30"
      },
      "source": [
        "## Dimensionality Reduction"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "jqptBL9sho30"
      },
      "source": [
        "We don't have labels to select features based on importance. A simple approach would be using the same features selected on the CIC-IDS-2017 Dataset"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "t6XpSbvxho30"
      },
      "source": [
        "### Feature Selection"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "CeuNJ5Bhho30"
      },
      "outputs": [],
      "source": [
        "dimred = [\n",
        "    \"RST Flag Count\",\n",
        "    \"Total Length of Fwd Packet\",\n",
        "    \"Fwd Packet Length Max\",\n",
        "    \"Packet Length Variance\",\n",
        "    \"Fwd Packets/s\",\n",
        "    \"Fwd Packet Length Mean\",\n",
        "    \"Flow IAT Max\",\n",
        "    \"Flow Duration\",\n",
        "    \"Flow Packets/s\",\n",
        "    \"Total TCP Flow Time\",\n",
        "    \"PSH Flag Count\",\n",
        "    \"Packet Length Min\",\n",
        "    \"Bwd IAT Total\",\n",
        "    \"FWD Init Win Bytes\",\n",
        "    \"Flow Bytes/s\",\n",
        "    \"ACK Flag Count\",\n",
        "    \"Fwd Header Length\",\n",
        "    \"SYN Flag Count\",\n",
        "    \"Total Bwd packets\",\n",
        "]\n",
        "X = df[dimred]\n",
        "\n",
        "scaler = RobustScaler()\n",
        "scaler.fit(X)\n",
        "X = scaler.transform(X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "visualize_features(X)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "VmAw1-Mkho30"
      },
      "source": [
        "We can see how many of the selected features are practically independent from the dataset. This means they don't bring much information."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "wcXMwErlho31"
      },
      "source": [
        "### PCA"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "id": "Mpv49aDgho31"
      },
      "outputs": [],
      "source": [
        "scaler = RobustScaler()\n",
        "scaler.fit(df)\n",
        "X = scaler.transform(df)\n",
        "\n",
        "dimred = PCA(20, random_state=42)\n",
        "dimred.fit(X)\n",
        "X = dimred.transform(X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "visualize_features(X)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "9JxJjNPPho31"
      },
      "source": [
        "### Feature Agglomeration"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {
        "id": "2Ybxw2xWho31"
      },
      "outputs": [],
      "source": [
        "scaler = RobustScaler()\n",
        "scaler.fit(df)\n",
        "X = scaler.transform(df)\n",
        "\n",
        "dimred = FeatureAgglomeration(n_clusters=20)\n",
        "dimred.fit(X)\n",
        "X = dimred.transform(X)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "visualize_features(X)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ucW7bmaPho31"
      },
      "source": [
        "## Training\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### K-Means"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {
        "id": "cIuCansnho31"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "n_iterations: 4\n",
            "n_required_iterations: 4\n",
            "n_possible_iterations: 4\n",
            "min_resources_: 11569\n",
            "max_resources_: 312374\n",
            "aggressive_elimination: False\n",
            "factor: 3\n",
            "----------\n",
            "iter: 0\n",
            "n_candidates: 50\n",
            "n_resources: 11569\n",
            "Fitting 5 folds for each of 50 candidates, totalling 250 fits\n",
            "[CV 1/5; 1/50] START algorithm=lloyd, max_iter=100, n_init=1....................\n",
            "[CV 2/5; 1/50] START algorithm=lloyd, max_iter=100, n_init=1....................\n",
            "[CV 3/5; 1/50] START algorithm=lloyd, max_iter=100, n_init=1....................\n",
            "[CV 4/5; 1/50] START algorithm=lloyd, max_iter=100, n_init=1....................\n",
            "[CV 5/5; 1/50] START algorithm=lloyd, max_iter=100, n_init=1....................\n",
            "[CV 1/5; 2/50] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "[CV 2/5; 2/50] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "[CV 3/5; 2/50] START algorithm=lloyd, max_iter=100, n_init=2....................\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[CV 4/5; 2/50] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "[CV 5/5; 2/50] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "[CV 1/5; 3/50] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "[CV 2/5; 3/50] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "Initialization complete\n",
            "[CV 3/5; 3/50] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.2623797410997965e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18.Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.[CV 4/5; 3/50] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 1/5; 1/50] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.0s\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 3/50] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18.[CV 3/5; 1/50] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Initialization complete\n",
            "[CV 2/5; 1/50] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "[CV 4/5; 1/50] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2955944943697354e+18.Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "[CV 5/5; 1/50] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1sIteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 2/5; 2/50] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Initialization complete\n",
            "[CV 3/5; 2/50] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "[CV 1/5; 2/50] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1sIteration 1, inertia 8.455227723727127e+17.\n",
            "\n",
            "[CV 1/5; 4/50] START algorithm=lloyd, max_iter=100, n_init=10...................\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.Iteration 0, inertia 1.0378737400031786e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "[CV 2/5; 4/50] START algorithm=lloyd, max_iter=100, n_init=10...................\n",
            "Iteration 1, inertia 1.0881296815058084e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 3/5; 4/50] START algorithm=lloyd, max_iter=100, n_init=10...................\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.487046573483123e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.Iteration 1, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 2, inertia 1.0090588543869284e+18.Iteration 1, inertia 1.212028086142774e+18.\n",
            "\n",
            "[CV 4/5; 2/50] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s[CV 5/5; 2/50] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "[CV 4/5; 4/50] START algorithm=lloyd, max_iter=100, n_init=10...................Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 1, inertia 1.1083416791461348e+18.Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 8.750879686554075e+17.Initialization complete\n",
            "\n",
            "[CV 5/5; 4/50] START algorithm=lloyd, max_iter=100, n_init=10...................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 2/5; 3/50] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Initialization completeIteration 0, inertia 1.150132924482597e+18.\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18.Iteration 1, inertia 1.0081165701966167e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "[CV 1/5; 3/50] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1s\n",
            "Iteration 3, inertia 8.447419717369426e+17.Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "[CV 3/5; 3/50] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.Iteration 0, inertia 8.819485615334089e+17.\n",
            "\n",
            "[CV 1/5; 5/50] START algorithm=lloyd, max_iter=100, n_init=20...................\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.[CV 2/5; 5/50] START algorithm=lloyd, max_iter=100, n_init=20...................\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.913106669613622e+17.Iteration 0, inertia 1.0258602933005588e+18.\n",
            "[CV 4/5; 3/50] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "[CV 3/5; 5/50] START algorithm=lloyd, max_iter=100, n_init=20...................\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.Iteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 3/50] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2sInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17.Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 4/5; 5/50] START algorithm=lloyd, max_iter=100, n_init=20...................Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.Iteration 2, inertia 8.447850136009285e+17.Iteration 0, inertia 1.1249930466599508e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.545934058008046e+17.Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Iteration 0, inertia 1.240901986333844e+18.Iteration 2, inertia 1.4716671989580838e+18.\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Initialization complete\n",
            "[CV 5/5; 5/50] START algorithm=lloyd, max_iter=100, n_init=20...................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 8.819485615334089e+17.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3904057942299423e+18.Iteration 0, inertia 1.3045051554282396e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 1, inertia 1.0730434129410399e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.[CV 1/5; 6/50] START algorithm=lloyd, max_iter=300, n_init=1....................\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.Iteration 2, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18.Iteration 2, inertia 1.070509496999371e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1716604082418143e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.Iteration 0, inertia 1.2955944943697354e+18.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.2057325074807488e+18.\n",
            "\n",
            "Iteration 0, inertia 1.5031610596527631e+18.Iteration 0, inertia 1.1173210485879459e+18.Iteration 1, inertia 1.0085924247778981e+18.Iteration 1, inertia 1.1654412341182886e+18.\n",
            "\n",
            "\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "[CV 2/5; 6/50] START algorithm=lloyd, max_iter=300, n_init=1....................\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17.Iteration 2, inertia 1.0079895014973908e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Iteration 0, inertia 1.2911985785438387e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.5033148940116687e+18.\n",
            "\n",
            "Initialization complete\n",
            "[CV 3/5; 6/50] START algorithm=lloyd, max_iter=300, n_init=1....................\n",
            "Iteration 1, inertia 1.4724709565819748e+18.Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Initialization complete\n",
            "[CV 4/5; 6/50] START algorithm=lloyd, max_iter=300, n_init=1....................\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Iteration 0, inertia 1.272929630009978e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18.Converged at iteration 5: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 0, inertia 1.313177103282234e+18.Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 4/50] END algorithm=lloyd, max_iter=100, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "Iteration 0, inertia 1.313177103282234e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.Iteration 0, inertia 1.4247487358020186e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0127877090891699e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Initialization completeIteration 2, inertia 1.0082162180148598e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "[CV 5/5; 6/50] START algorithm=lloyd, max_iter=300, n_init=1....................\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 0, inertia 1.3904057942299423e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 1.0725580191228658e+18.Iteration 0, inertia 1.0177590498264413e+18.\n",
            "\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 4/5; 4/50] END algorithm=lloyd, max_iter=100, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 0, inertia 1.2247772870959578e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "[CV 2/5; 4/50] END algorithm=lloyd, max_iter=100, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.3045051554282396e+18.Iteration 1, inertia 1.0127877090891699e+18.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.Iteration 2, inertia 1.0082162180148598e+18.\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0730434129410399e+18.Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "[CV 1/5; 7/50] START algorithm=lloyd, max_iter=300, n_init=2....................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 2, inertia 1.070509496999371e+18.Iteration 0, inertia 1.0318997705304239e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.Initialization completeInitialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0080035915547364e+18.\n",
            "Initialization complete\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.[CV 1/5; 6/50] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1s\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Initialization complete\n",
            "[CV 2/5; 7/50] START algorithm=lloyd, max_iter=300, n_init=2....................\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.\n",
            "Iteration 0, inertia 1.0231305992907543e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 1, inertia 1.0080295385863777e+18.\n",
            "\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 2, inertia 1.0079845826625068e+18.[CV 3/5; 6/50] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Iteration 0, inertia 1.0415650688511432e+18.\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Iteration 0, inertia 1.1173210485879459e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 1.008349842550025e+18.Iteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "[CV 4/5; 6/50] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "[CV 2/5; 6/50] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2057325074807488e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "[CV 3/5; 7/50] START algorithm=lloyd, max_iter=300, n_init=2....................\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.2965024918169244e+18.\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.1666057540769375e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "Initialization complete\n",
            "Initialization complete[CV 5/5; 7/50] START algorithm=lloyd, max_iter=300, n_init=2....................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 0, inertia 1.2911985785438387e+18.\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 8.92075489333822e+17.Iteration 0, inertia 1.0428315491353743e+18.\n",
            "\n",
            "\n",
            "[CV 3/5; 4/50] END algorithm=lloyd, max_iter=100, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.4s\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0083858909778154e+18.Iteration 0, inertia 1.5033148940116687e+18.\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 0, inertia 1.1554012015452723e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.[CV 2/5; 8/50] START algorithm=lloyd, max_iter=300, n_init=5....................\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Initialization completeInitialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 8.913106669603469e+17.\n",
            "Iteration 0, inertia 1.2276558821962452e+18.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.Iteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.[CV 4/5; 8/50] START algorithm=lloyd, max_iter=300, n_init=5....................\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.1821260785401482e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0142189341975858e+18.\n",
            "Iteration 0, inertia 8.722224441331773e+17.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.008360297000703e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.Iteration 0, inertia 1.2955944943697354e+18.Iteration 0, inertia 1.1461250959874822e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.2611169731921554e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0079858131349481e+18.\n",
            "Initialization completeIteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "\n",
            "Initialization complete[CV 1/5; 9/50] START algorithm=lloyd, max_iter=300, n_init=10...................\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 6/50] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Iteration 0, inertia 1.2201588900079593e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 8.88520367762163e+17.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 3/5; 9/50] START algorithm=lloyd, max_iter=300, n_init=10...................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.449015598207089e+17.\n",
            "Initialization completeIteration 0, inertia 1.2682634786749325e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 1, inertia 1.0725580191228658e+18.Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 0, inertia 1.157037056659286e+18.\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Initialization completeInitialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.1554012015452723e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.1297070077679695e+18.Iteration 0, inertia 8.707159751098547e+17.\n",
            "\n",
            "Iteration 0, inertia 1.043490380109659e+18.\n",
            "[CV 5/5; 9/50] START algorithm=lloyd, max_iter=300, n_init=10...................\n",
            "Iteration 0, inertia 1.207232917558037e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 1, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0881296815058084e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2224381906961562e+18.Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 1, inertia 1.0085566292423684e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1669027955043333e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 0, inertia 1.1249930466589841e+18.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0705125923137364e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.211606347795643e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "[CV 5/5; 7/50] END algorithm=lloyd, max_iter=300, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "[CV 1/5; 8/50] START algorithm=lloyd, max_iter=300, n_init=5....................\n",
            "Iteration 1, inertia 1.471668680863414e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0324692054912893e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3102582047146307e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 1.0080978519240932e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Iteration 0, inertia 1.171660408241309e+18.\n",
            "Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 2, inertia 1.0079858131349481e+18.Iteration 0, inertia 1.2247772870959578e+18.\n",
            "\n",
            "Iteration 0, inertia 8.913106669603739e+17.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.Iteration 1, inertia 1.0082162180148598e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.4186587536318787e+18.\n",
            "[CV 2/5; 10/50] START algorithm=lloyd, max_iter=300, n_init=20..................\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17.Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 1, inertia 1.2117112254738772e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1461250959874822e+18.Iteration 2, inertia 1.2116961152735693e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.2943493548757983e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 0, inertia 1.0267939407803899e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0079953392926545e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Iteration 0, inertia 9.368732861978089e+17.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 0, inertia 1.5000579797329167e+18.\n",
            "\n",
            "[CV 2/5; 7/50] END algorithm=lloyd, max_iter=300, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.5482409654189978e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 1, inertia 8.462299919239924e+17.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.472189254351007e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2400800857649114e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "[CV 1/5; 7/50] END algorithm=lloyd, max_iter=300, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "Iteration 2, inertia 1.2126158637080632e+18.Iteration 0, inertia 1.7314230785741125e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "[CV 3/5; 5/50] END algorithm=lloyd, max_iter=100, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.4s\n",
            "Iteration 0, inertia 1.157037056659286e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 1, inertia 1.706763441779004e+18.\n",
            "Iteration 3, inertia 1.2117021367495741e+18.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "Iteration 4, inertia 1.2116961152735693e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.Iteration 3, inertia 1.2117111833662856e+18.Iteration 1, inertia 8.455227723727127e+17.\n",
            "\n",
            "Iteration 0, inertia 1.390748501746746e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "[CV 3/5; 7/50] END algorithm=lloyd, max_iter=300, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "[CV 4/5; 7/50] START algorithm=lloyd, max_iter=300, n_init=2....................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "[CV 4/5; 10/50] START algorithm=lloyd, max_iter=300, n_init=20..................\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 0, inertia 1.22353162871688e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1693665371866058e+18.[CV 1/5; 11/50] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.Iteration 1, inertia 1.0080065576089388e+18.\n",
            "\n",
            "[CV 5/5; 4/50] END algorithm=lloyd, max_iter=100, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.5s\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 8.72501299753844e+17.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "\n",
            "Iteration 8, inertia 1.7066371940498135e+18.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 0, inertia 1.2384362688327741e+18.\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1277031329437329e+18.\n",
            "Iteration 1, inertia 1.2118971912504015e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4977096031832474e+18.\n",
            "[CV 3/5; 11/50] START algorithm=lloyd, max_iter=650, n_init=1...................Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 1/5; 5/50] END algorithm=lloyd, max_iter=100, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.5s\n",
            "Iteration 2, inertia 1.2117125510874122e+18.\n",
            "\n",
            "Iteration 0, inertia 8.913106669613622e+17.Iteration 1, inertia 1.4718423951519214e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 0, inertia 1.7327686348293896e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Iteration 1, inertia 1.706829152925865e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0081165701966167e+18.Iteration 0, inertia 1.1716604082418143e+18.\n",
            "\n",
            "[CV 5/5; 11/50] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "Iteration 0, inertia 1.2168473048514227e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.706724211751431e+18.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.[CV 4/5; 8/50] END algorithm=lloyd, max_iter=300, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "[CV 5/5; 8/50] START algorithm=lloyd, max_iter=300, n_init=5....................\n",
            "Iteration 3, inertia 1.7067150556948572e+18.\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Initialization completeIteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Iteration 0, inertia 1.1835031598887793e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "[CV 2/5; 12/50] START algorithm=lloyd, max_iter=650, n_init=2...................\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.Initialization complete\n",
            "Iteration 0, inertia 1.226874800460351e+18.Iteration 6, inertia 1.706668197129372e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 7, inertia 1.7066513845679045e+18.\n",
            "Iteration 1, inertia 1.0085924247778981e+18.Iteration 0, inertia 1.2417342180964667e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Initialization complete\n",
            "Initialization completeIteration 8, inertia 1.7066389007777372e+18.\n",
            "\n",
            "Iteration 1, inertia 1.2123843981660764e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "[CV 1/5; 8/50] END algorithm=lloyd, max_iter=300, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1sIteration 0, inertia 1.2919611508391158e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 9: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 2, inertia 1.2117607597359286e+18.\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Iteration 1, inertia 1.4724709565819748e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1512249872685015e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0082162180148598e+18.Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 0, inertia 1.1716604082416594e+18.Initialization complete\n",
            "\n",
            "[CV 4/5; 12/50] START algorithm=lloyd, max_iter=650, n_init=2...................\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.313177103282234e+18.\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18.Iteration 0, inertia 1.2329479489208366e+18.Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 2, inertia 1.070509496999371e+18.Iteration 1, inertia 1.0127877090891699e+18.\n",
            "\n",
            "Iteration 1, inertia 1.2118971912504015e+18.Iteration 0, inertia 1.240901986333844e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 2, inertia 1.0082162180148598e+18.Initialization complete\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 2, inertia 1.2117125510874122e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.Iteration 0, inertia 1.4247487358020186e+18.\n",
            "[CV 3/5; 11/50] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "\n",
            "[CV 4/5; 11/50] START algorithm=lloyd, max_iter=650, n_init=1...................Iteration 0, inertia 1.733808505943469e+18.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 2/5; 8/50] END algorithm=lloyd, max_iter=300, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "[CV 3/5; 8/50] START algorithm=lloyd, max_iter=300, n_init=5....................\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.706881292636756e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.Iteration 2, inertia 1.706724211751431e+18.\n",
            "Initialization completeInitialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.5013045999586875e+18.Iteration 0, inertia 1.4247487358020186e+18.\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.7067150556948572e+18.\n",
            "\n",
            "[CV 4/5; 5/50] END algorithm=lloyd, max_iter=100, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.5s\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 1, inertia 1.472249316093667e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 6, inertia 1.706668197129372e+18.\n",
            "Initialization complete\n",
            "[CV 1/5; 11/50] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1s\n",
            "[CV 2/5; 11/50] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 7, inertia 1.7066513845679045e+18.\n",
            "\n",
            "Initialization completeConverged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Initialization completeIteration 1, inertia 1.070509496999371e+18.\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "[CV 1/5; 13/50] START algorithm=lloyd, max_iter=650, n_init=5...................\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2113443018143224e+18.Iteration 0, inertia 1.150132924482597e+18.Iteration 1, inertia 1.0082162180148598e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Iteration 0, inertia 8.913106669613622e+17.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Converged at iteration 9: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Initialization completeIteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1197487720131841e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 7/50] END algorithm=lloyd, max_iter=300, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.487046573483123e+18.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.Iteration 0, inertia 1.731901516828085e+18.\n",
            "\n",
            "\n",
            "[CV 4/5; 11/50] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.0sInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.7067822559158804e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2057325074807488e+18.Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0080065576089388e+18.Iteration 0, inertia 1.2333328523891924e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7066683157015132e+18.Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "[CV 4/5; 12/50] END algorithm=lloyd, max_iter=650, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Initialization complete\n",
            "[CV 5/5; 12/50] START algorithm=lloyd, max_iter=650, n_init=2...................\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Iteration 0, inertia 1.1402560584010045e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.Iteration 0, inertia 1.2911985785438387e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 1, inertia 1.0705125923137364e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "[CV 5/5; 8/50] END algorithm=lloyd, max_iter=300, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 8, inertia 1.7066371940498135e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 8: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 3/5; 9/50] END algorithm=lloyd, max_iter=300, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.3s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "[CV 4/5; 9/50] START algorithm=lloyd, max_iter=300, n_init=10...................\n",
            "Iteration 3, inertia 8.447419717369426e+17.[CV 2/5; 5/50] END algorithm=lloyd, max_iter=100, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.6s\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "[CV 3/5; 13/50] START algorithm=lloyd, max_iter=650, n_init=5...................\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3904057942299423e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 0, inertia 1.1355536470472552e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "[CV 5/5; 13/50] START algorithm=lloyd, max_iter=650, n_init=5...................\n",
            "Initialization completeIteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.4848417727669837e+18.\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "[CV 2/5; 14/50] START algorithm=lloyd, max_iter=650, n_init=10..................\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.2116474395942075e+18.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "[CV 4/5; 14/50] START algorithm=lloyd, max_iter=650, n_init=10..................\n",
            "[CV 2/5; 11/50] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.772267302526236e+17.Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 5/50] END algorithm=lloyd, max_iter=100, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.6s\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 5/5; 11/50] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "[CV 1/5; 12/50] START algorithm=lloyd, max_iter=650, n_init=2...................\n",
            "[CV 2/5; 12/50] END algorithm=lloyd, max_iter=650, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "[CV 3/5; 12/50] START algorithm=lloyd, max_iter=650, n_init=2...................\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "[CV 3/5; 8/50] END algorithm=lloyd, max_iter=300, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "[CV 1/5; 15/50] START algorithm=lloyd, max_iter=650, n_init=20..................\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "[CV 5/5; 12/50] END algorithm=lloyd, max_iter=650, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.[CV 3/5; 15/50] START algorithm=lloyd, max_iter=650, n_init=20..................\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Initialization completeIteration 0, inertia 1.2201588900079593e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "[CV 5/5; 15/50] START algorithm=lloyd, max_iter=650, n_init=20..................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 2/5; 16/50] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization completeIteration 1, inertia 1.0922290092868687e+18.\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.207232917558037e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "\n",
            "[CV 1/5; 9/50] END algorithm=lloyd, max_iter=300, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.4s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.487046573483123e+18.Iteration 0, inertia 1.0378737400031786e+18.\n",
            "[CV 2/5; 9/50] START algorithm=lloyd, max_iter=300, n_init=10...................\n",
            "\n",
            "Iteration 0, inertia 1.3045051554282396e+18.Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0282326577082554e+18.Iteration 0, inertia 1.240901986333844e+18.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 0, inertia 1.211606347795643e+18.\n",
            "Iteration 1, inertia 1.0730434129410399e+18.\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.Iteration 1, inertia 1.2121083397353147e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1554012015452723e+18.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.Iteration 3, inertia 1.0080065576089388e+18.\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 13/50] END algorithm=lloyd, max_iter=650, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "\n",
            "[CV 2/5; 13/50] START algorithm=lloyd, max_iter=650, n_init=5...................Iteration 0, inertia 1.2955944943697354e+18.\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18.Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.Iteration 2, inertia 1.070509496999371e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 2, inertia 1.2117166576143967e+18.Initialization complete\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 0, inertia 1.4186587536318787e+18.Initialization complete\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "[CV 3/5; 12/50] END algorithm=lloyd, max_iter=650, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.2117112254738772e+18.Iteration 2, inertia 1.0090588543869284e+18.\n",
            "\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18.Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2116961152735693e+18.Iteration 3, inertia 1.0080065576089388e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Initialization complete\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.1486962461079674e+18.\n",
            "\n",
            "Iteration 0, inertia 1.5482409654189978e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 0, inertia 1.1173210485879459e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "[CV 4/5; 16/50] START algorithm=lloyd, max_iter=1000, n_init=1..................Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.0258602933005588e+18.Iteration 1, inertia 1.2400800857649114e+18.\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.15540120155327e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 2, inertia 1.2126158637080632e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 3, inertia 1.2117021367495741e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Initialization complete\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 1, inertia 8.455227723727127e+17.\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.2116961152735693e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.1175182667246842e+18.Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4848417727669837e+18.Iteration 3, inertia 1.2623626139332086e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Initialization completeIteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.Iteration 0, inertia 1.22353162871688e+18.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 2, inertia 1.4716671989580838e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2057325074807488e+18.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 1, inertia 1.1486962461079674e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "[CV 2/5; 16/50] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1sConverged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.1190479604926958e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.0081165701966167e+18.\n",
            "\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.[CV 3/5; 16/50] START algorithm=lloyd, max_iter=1000, n_init=1..................Iteration 0, inertia 1.2911985785438387e+18.Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 0, inertia 1.2384362688327741e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.Iteration 1, inertia 1.2118971912504015e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17.Iteration 2, inertia 1.2117125510874122e+18.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Initialization completeIteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1083416791461348e+18.Iteration 2, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 1.150132924482597e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.Iteration 0, inertia 1.2168473048514227e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 2, inertia 1.1485240393271603e+18.Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 0, inertia 1.313177103282234e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 0, inertia 1.157037056659286e+18.Iteration 1, inertia 1.0127877090891699e+18.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18.Initialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447850136009285e+17.Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.0082162180148598e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization completeIteration 0, inertia 1.2243251281984748e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2417342180964667e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2057325074807488e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 3, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 1, inertia 1.2123843981660764e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 2, inertia 1.2117607597359286e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 5/5; 9/50] END algorithm=lloyd, max_iter=300, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.5s\n",
            "[CV 1/5; 10/50] START algorithm=lloyd, max_iter=300, n_init=20..................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 4/5; 16/50] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "[CV 5/5; 16/50] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.Converged at iteration 1: strict convergence.\n",
            "\n",
            "[CV 3/5; 13/50] END algorithm=lloyd, max_iter=650, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "[CV 4/5; 13/50] START algorithm=lloyd, max_iter=650, n_init=5...................\n",
            "Iteration 0, inertia 1.2911985785438387e+18.Initialization complete\n",
            "\n",
            "[CV 4/5; 9/50] END algorithm=lloyd, max_iter=300, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2sIteration 2, inertia 1.070509496999371e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18.Initialization complete\n",
            "Iteration 0, inertia 1.2329479489208366e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 1, inertia 1.2118971912504015e+18.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4724709565819748e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 2, inertia 1.2117125510874122e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.Iteration 2, inertia 1.4717244068260792e+18.\n",
            "\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 3, inertia 1.2117111833662856e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "[CV 1/5; 17/50] START algorithm=lloyd, max_iter=1000, n_init=2..................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Iteration 0, inertia 1.2682634786749325e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.0725580191228658e+18.\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "[CV 4/5; 10/50] END algorithm=lloyd, max_iter=300, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.5s\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "[CV 5/5; 10/50] START algorithm=lloyd, max_iter=300, n_init=20..................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "[CV 3/5; 16/50] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1sInitialization completeIteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.Iteration 2, inertia 1.1654412341182886e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 1.1249930466599508e+18.Iteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7066371940498135e+18.Iteration 0, inertia 9.139200899778077e+17.\n",
            "\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.545934058008046e+17.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.[CV 1/5; 12/50] END algorithm=lloyd, max_iter=650, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.0318997705304239e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0080035915547364e+18.\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "\n",
            "Iteration 0, inertia 1.3045051554282396e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.Iteration 0, inertia 1.1669027955043333e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 1, inertia 1.0730434129410399e+18.\n",
            "Iteration 1, inertia 1.0705125923137364e+18.Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18.[CV 3/5; 17/50] START algorithm=lloyd, max_iter=1000, n_init=2..................\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Iteration 0, inertia 1.0231305992907543e+18.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "[CV 4/5; 14/50] END algorithm=lloyd, max_iter=650, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "\n",
            "[CV 5/5; 14/50] START algorithm=lloyd, max_iter=650, n_init=10..................\n",
            "Iteration 2, inertia 1.2623797410997965e+18.Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 0, inertia 8.819485615334089e+17.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0080295385863777e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "Converged at iteration 4: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.171660408241309e+18.\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Initialization completeIteration 0, inertia 1.3904057942299423e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.[CV 5/5; 17/50] START algorithm=lloyd, max_iter=1000, n_init=2..................\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0415650688511432e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 1, inertia 1.2624485479205458e+18.\n",
            "\n",
            "Iteration 2, inertia 1.4717244068260792e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "\n",
            "[CV 5/5; 13/50] END algorithm=lloyd, max_iter=650, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.3sIteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.[CV 1/5; 14/50] START algorithm=lloyd, max_iter=650, n_init=10..................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.008349842550025e+18.\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.455227723727127e+17.Initialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.240901986333844e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 16/50] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1sIteration 0, inertia 1.1173210485879459e+18.\n",
            "Iteration 1, inertia 1.1083416791461348e+18.Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Initialization complete\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Initialization complete\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 0, inertia 8.772267302526236e+17.Iteration 0, inertia 1.5000579797329167e+18.\n",
            "Iteration 0, inertia 1.2965024918169244e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Initialization complete\n",
            "\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.472189254351007e+18.\n",
            "Iteration 1, inertia 1.1666057540769375e+18.Iteration 5, inertia 1.4716671989580838e+18.\n",
            "\n",
            "Converged at iteration 5: strict convergence.[CV 1/5; 17/50] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1s\n",
            "\n",
            "[CV 2/5; 17/50] START algorithm=lloyd, max_iter=1000, n_init=2..................Iteration 0, inertia 1.1554012015452723e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 0, inertia 8.913106669613622e+17.Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 2/5; 18/50] START algorithm=lloyd, max_iter=1000, n_init=5..................\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.235724441939072e+18.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Iteration 0, inertia 1.150132924482597e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 0, inertia 1.0428315491353743e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.Iteration 0, inertia 1.1297070077679695e+18.[CV 2/5; 13/50] END algorithm=lloyd, max_iter=650, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0083858909778154e+18.\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717244068260792e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Initialization completeIteration 1, inertia 1.262767366299658e+18.\n",
            "[CV 4/5; 13/50] END algorithm=lloyd, max_iter=650, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1sInitialization complete\n",
            "Converged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.7080535176353436e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.Iteration 0, inertia 1.4247487358020186e+18.\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1083416791461348e+18.Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "[CV 4/5; 18/50] START algorithm=lloyd, max_iter=1000, n_init=5..................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 0, inertia 1.3045051554282396e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "Iteration 0, inertia 8.750879686554075e+17.Iteration 0, inertia 1.1693665371866058e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2276558821962452e+18.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Iteration 1, inertia 1.471668680863414e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0730434129410399e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 1, inertia 8.447857561778035e+17.Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Iteration 0, inertia 1.2611169731921554e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.[CV 1/5; 19/50] START algorithm=lloyd, max_iter=1000, n_init=10.................\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 8.72501299752553e+17.\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.150132924482597e+18.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 8.447857561778035e+17.\n",
            "\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4848417727669837e+18.Iteration 1, inertia 8.455227723727127e+17.\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 1, inertia 1.0725580191228658e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete[CV 2/5; 17/50] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1sIteration 0, inertia 1.487046573483123e+18.\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18.Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 1.1821260785401482e+18.\n",
            "Initialization completeIteration 1, inertia 1.0282326577082554e+18.\n",
            "\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 1, inertia 1.0142189341975858e+18.\n",
            "Iteration 0, inertia 1.1554012015452723e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.008360297000703e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 1, inertia 1.7080535176353436e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "[CV 2/5; 14/50] END algorithm=lloyd, max_iter=650, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.4s\n",
            "[CV 3/5; 19/50] START algorithm=lloyd, max_iter=1000, n_init=10.................[CV 3/5; 14/50] START algorithm=lloyd, max_iter=650, n_init=10..................\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 3, inertia 1.0079858131349481e+18.Iteration 1, inertia 1.070509496999371e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18.Iteration 0, inertia 1.4977096031832474e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.4718423951519214e+18.Iteration 3, inertia 8.447419717369426e+17.Iteration 4, inertia 1.0079845826625068e+18.\n",
            "\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2955944943697354e+18.Iteration 0, inertia 1.3904057942299423e+18.Iteration 2, inertia 1.2623797410997965e+18.\n",
            "\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.043490380109659e+18.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.\n",
            "Initialization completeInitialization complete\n",
            "Initialization complete\n",
            "\n",
            "[CV 3/5; 17/50] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "[CV 4/5; 17/50] START algorithm=lloyd, max_iter=1000, n_init=2..................\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "Iteration 1, inertia 1.0085566292423684e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.157037056659286e+18.\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 0, inertia 8.92075489333822e+17.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 0, inertia 9.139200899778077e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 0, inertia 1.1173210485879459e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.0378737400031786e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Initialization completeConverged at iteration 2: strict convergence.Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.Iteration 1, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 0, inertia 1.157037056659286e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.Iteration 0, inertia 1.1554012015452723e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 1, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 0, inertia 1.0324692054912893e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080978519240932e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2224381906961562e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.913106669603469e+17.Iteration 3, inertia 1.0080065576089388e+18.\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "Iteration 2, inertia 1.0079858131349481e+18.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.Iteration 4, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "[CV 2/5; 18/50] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "[CV 3/5; 18/50] START algorithm=lloyd, max_iter=1000, n_init=5..................\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "[CV 5/5; 17/50] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "[CV 1/5; 18/50] START algorithm=lloyd, max_iter=1000, n_init=5..................Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 0, inertia 1.2224381906961562e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.913106669613622e+17.Iteration 0, inertia 1.1835031598887793e+18.\n",
            "\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 0, inertia 1.3102582047146307e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 4/5; 17/50] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Iteration 0, inertia 1.0267939407803899e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18.Iteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0079953392926545e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 8.722224441331773e+17.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.Iteration 0, inertia 1.2943493548757983e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18.Iteration 1, inertia 1.0882998057056221e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 5/5; 19/50] START algorithm=lloyd, max_iter=1000, n_init=10.................\n",
            "Iteration 0, inertia 1.2682634786749325e+18.Iteration 0, inertia 1.157037056659286e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0725580191228658e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.3102582047146307e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 8.88520367762163e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Initialization complete\n",
            "[CV 3/5; 15/50] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.5s\n",
            "[CV 4/5; 15/50] START algorithm=lloyd, max_iter=650, n_init=20..................\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 1, inertia 8.449015598207089e+17.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Iteration 0, inertia 1.1716604082416594e+18.\n",
            "Iteration 0, inertia 1.7314230785741125e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.706763441779004e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Initialization complete\n",
            "[CV 5/5; 14/50] END algorithm=lloyd, max_iter=650, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.3s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "[CV 4/5; 18/50] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "[CV 5/5; 18/50] START algorithm=lloyd, max_iter=1000, n_init=5..................\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 2/5; 9/50] END algorithm=lloyd, max_iter=300, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.5s\n",
            "Iteration 0, inertia 1.3904057942299423e+18.\n",
            "Iteration 3, inertia 1.7067112802635612e+18.Iteration 1, inertia 1.0081165701966167e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 8.707159751098547e+17.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 2/5; 20/50] START algorithm=lloyd, max_iter=1000, n_init=20.................\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1249930466589841e+18.\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 8, inertia 1.7066371940498135e+18.\n",
            "\n",
            "Converged at iteration 8: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 0, inertia 1.313177103282234e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 0, inertia 8.92075489333822e+17.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 4/5; 20/50] START algorithm=lloyd, max_iter=1000, n_init=20.................Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.Iteration 1, inertia 1.0127877090891699e+18.\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 0, inertia 1.2566161030730243e+18.Iteration 0, inertia 1.1277031329437329e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5013045999586875e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 2, inertia 1.0082162180148598e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2943493548757983e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Iteration 1, inertia 1.472249316093667e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Iteration 3, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 0, inertia 1.313177103282234e+18.\n",
            "Iteration 0, inertia 8.913106669603739e+17.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0127877090891699e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 0, inertia 1.7327686348293896e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 2, inertia 1.0082162180148598e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.Iteration 0, inertia 1.0177590498264413e+18.\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.706829152925865e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.Iteration 1, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.706724211751431e+18.\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.7067150556948572e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.368732861978089e+17.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.462299919239924e+17.\n",
            "Iteration 0, inertia 8.913106669603469e+17.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.Iteration 0, inertia 1.0238730199197012e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 1, inertia 1.1083416791461348e+18.Iteration 1, inertia 1.0080065576089388e+18.\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 6, inertia 1.706668197129372e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.7314230785741125e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 7, inertia 1.7066513845679045e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Initialization complete[CV 1/5; 19/50] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 19/50] START algorithm=lloyd, max_iter=1000, n_init=10.................\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0081165701966167e+18.Iteration 8, inertia 1.7066389007777372e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "\n",
            "Iteration 0, inertia 8.722224441331773e+17.Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 9: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.390748501746746e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.545934058008046e+17.Iteration 1, inertia 1.471668680863414e+18.\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.706763441779004e+18.\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 1.1486962461079674e+18.\n",
            "\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 1.7067150556948572e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 18/50] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.88520367762163e+17.\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 0, inertia 1.1197487720131841e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1190479604926958e+18.Iteration 5, inertia 1.706668197129372e+18.\n",
            "\n",
            "Iteration 0, inertia 1.240901986333844e+18.Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 0, inertia 8.72501299753844e+17.\n",
            "\n",
            "Iteration 1, inertia 8.449015598207089e+17.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 0, inertia 1.1512249872685015e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "[CV 3/5; 14/50] END algorithm=lloyd, max_iter=650, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.3s\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.2117111833662856e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 8, inertia 1.7066371940498135e+18.Iteration 2, inertia 1.1654412341182886e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 8: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 8.707159751098547e+17.Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.[CV 1/5; 21/50] START algorithm=lloyd, max_iter=2000, n_init=1..................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Initialization complete\n",
            "[CV 1/5; 15/50] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.7s\n",
            "[CV 2/5; 15/50] START algorithm=lloyd, max_iter=650, n_init=20..................\n",
            "Iteration 0, inertia 1.733808505943469e+18.\n",
            "Initialization completeIteration 0, inertia 1.3904057942299423e+18.\n",
            "\n",
            "[CV 3/5; 21/50] START algorithm=lloyd, max_iter=2000, n_init=1..................\n",
            "Iteration 0, inertia 1.1716604082418143e+18.Iteration 0, inertia 1.1277031329437329e+18.\n",
            "\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.706881292636756e+18.[CV 3/5; 19/50] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.3s\n",
            "\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "[CV 4/5; 19/50] START algorithm=lloyd, max_iter=1000, n_init=10.................Initialization complete\n",
            "\n",
            "Iteration 0, inertia 9.139200899778077e+17.Initialization complete\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 2, inertia 1.706724211751431e+18.\n",
            "Initialization completeIteration 1, inertia 1.1486962461079674e+18.\n",
            "\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1402560584010045e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.Iteration 3, inertia 1.7067150556948572e+18.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.235724441939072e+18.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447419717369426e+17.\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.7327686348293896e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Initialization completeIteration 0, inertia 1.9386646838060462e+18.\n",
            "\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Iteration 1, inertia 1.706829152925865e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.150132924482597e+18.\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.7080535176353436e+18.\n",
            "\n",
            "Iteration 6, inertia 1.706668197129372e+18.\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.706724211751431e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.Iteration 1, inertia 1.0705125923137364e+18.\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.240901986333844e+18.Iteration 7, inertia 1.7066513845679045e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7067150556948572e+18.Iteration 0, inertia 1.1175182667246842e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18.Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Initialization complete\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.Iteration 1, inertia 1.2121083397353147e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2113443018143224e+18.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 0, inertia 1.1249930466589841e+18.Iteration 0, inertia 1.2919611508391158e+18.\n",
            "\n",
            "Iteration 9, inertia 1.7066371940498135e+18.Iteration 0, inertia 1.2087601219902717e+18.\n",
            "\n",
            "Initialization completeConverged at iteration 9: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.Iteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "\n",
            "Iteration 6, inertia 1.706668197129372e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.Iteration 3, inertia 1.2117111833662856e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.Iteration 7, inertia 1.7066513845679045e+18.\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.Iteration 0, inertia 1.731901516828085e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.Iteration 1, inertia 1.7067822559158804e+18.\n",
            "\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Initialization complete\n",
            "Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.Converged at iteration 9: strict convergence.\n",
            "\n",
            "[CV 2/5; 10/50] END algorithm=lloyd, max_iter=300, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   1.0sConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.235724441939072e+18.[CV 3/5; 10/50] START algorithm=lloyd, max_iter=300, n_init=20..................\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 0, inertia 8.913106669603739e+17.Iteration 1, inertia 1.212028086142774e+18.\n",
            "\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.[CV 1/5; 21/50] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1s\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Converged at iteration 4: strict convergence.Initialization complete\n",
            "\n",
            "[CV 2/5; 21/50] START algorithm=lloyd, max_iter=2000, n_init=1..................\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4724709565819748e+18.Iteration 0, inertia 1.2057325074807488e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.2117166576143967e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Iteration 0, inertia 1.1512249872685015e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Initialization completeIteration 3, inertia 1.2117111833662856e+18.Iteration 0, inertia 1.3045051554282396e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.[CV 5/5; 18/50] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "\n",
            "Iteration 0, inertia 8.819485615334089e+17.Iteration 5, inertia 1.706668197129372e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Iteration 1, inertia 1.0730434129410399e+18.Iteration 0, inertia 1.2611169731921554e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Initialization completeInitialization complete\n",
            "\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Iteration 1, inertia 8.447850136009285e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Initialization complete\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.Iteration 0, inertia 1.2911985785438387e+18.\n",
            "\n",
            "Iteration 0, inertia 9.368732861978089e+17.Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "Iteration 8, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.462299919239924e+17.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 0, inertia 1.733808505943469e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2113443018143224e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17.Iteration 1, inertia 1.0082162180148598e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3045051554282396e+18.\n",
            "Iteration 1, inertia 1.706881292636756e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17.Iteration 0, inertia 1.1355536470472552e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.706724211751431e+18.Iteration 1, inertia 1.0730434129410399e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 0, inertia 1.1554012015452723e+18.Iteration 1, inertia 1.0882667934067881e+18.Iteration 1, inertia 8.450920001067808e+17.\n",
            "\n",
            "\n",
            "[CV 5/5; 21/50] START algorithm=lloyd, max_iter=2000, n_init=1..................\n",
            "Iteration 0, inertia 1.1173210485879459e+18.\n",
            "Iteration 3, inertia 1.7067150556948572e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.272929630009978e+18.Iteration 3, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.390748501746746e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Iteration 6, inertia 1.706668197129372e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1173210485879459e+18.\n",
            "[CV 5/5; 10/50] END algorithm=lloyd, max_iter=300, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.6s\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Iteration 7, inertia 1.7066513845679045e+18.\n",
            "Iteration 0, inertia 1.2057325074807488e+18.\n",
            "[CV 2/5; 21/50] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.0s\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Iteration 0, inertia 8.72501299753844e+17.Iteration 0, inertia 8.72501299752553e+17.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 9: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.Iteration 1, inertia 8.447857561778035e+17.\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 2/5; 22/50] START algorithm=lloyd, max_iter=2000, n_init=2..................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 22/50] START algorithm=lloyd, max_iter=2000, n_init=2..................\n",
            "[CV 3/5; 21/50] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.731901516828085e+18.[CV 4/5; 21/50] START algorithm=lloyd, max_iter=2000, n_init=1..................\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.2911985785438387e+18.Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.7067822559158804e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Iteration 2, inertia 1.4717244068260792e+18.Iteration 0, inertia 1.15540120155327e+18.\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.2201588900079593e+18.\n",
            "\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "[CV 1/5; 10/50] END algorithm=lloyd, max_iter=300, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.6s\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.Iteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 5: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "[CV 1/5; 14/50] END algorithm=lloyd, max_iter=650, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.5s\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 0, inertia 1.3045051554282396e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Initialization complete[CV 1/5; 18/50] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0730434129410399e+18.Iteration 0, inertia 1.207232917558037e+18.\n",
            "\n",
            "Initialization complete\n",
            "[CV 1/5; 23/50] START algorithm=lloyd, max_iter=2000, n_init=5..................\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 8, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Initialization completeConverged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.211606347795643e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0725580191228658e+18.\n",
            "Iteration 0, inertia 1.2057325074807488e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Iteration 0, inertia 1.1355536470472552e+18.\n",
            "\n",
            "[CV 3/5; 23/50] START algorithm=lloyd, max_iter=2000, n_init=5..................\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.Iteration 2, inertia 1.1485240393271603e+18.Initialization complete\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.Iteration 1, inertia 1.0725580191228658e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 0, inertia 1.1173210485879459e+18.Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4186587536318787e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Initialization complete\n",
            "[CV 5/5; 23/50] START algorithm=lloyd, max_iter=2000, n_init=5..................\n",
            "Iteration 0, inertia 1.2911985785438387e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2117112254738772e+18.\n",
            "Iteration 0, inertia 1.1669027955043333e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "[CV 5/5; 15/50] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.8s\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Initialization complete\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "[CV 1/5; 16/50] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5033148940116687e+18.Iteration 2, inertia 1.2116961152735693e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 1, inertia 1.0705125923137364e+18.\n",
            "\n",
            "[CV 2/5; 19/50] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "[CV 2/5; 22/50] END algorithm=lloyd, max_iter=2000, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "[CV 3/5; 22/50] START algorithm=lloyd, max_iter=2000, n_init=2..................\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18.Iteration 2, inertia 1.4717244068260792e+18.Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.5482409654189978e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2400800857649114e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 2/5; 24/50] START algorithm=lloyd, max_iter=2000, n_init=10.................Iteration 0, inertia 1.2201588900079593e+18.\n",
            "\n",
            "[CV 4/5; 21/50] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Iteration 0, inertia 1.272929630009978e+18.Iteration 2, inertia 1.2126158637080632e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.157037056659286e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.171660408241309e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117021367495741e+18.\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.1487278975061972e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.Converged at iteration 5: strict convergence.\n",
            "Iteration 4, inertia 1.2116961152735693e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Initialization completeIteration 0, inertia 1.2919611508391158e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18.Iteration 3, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 0, inertia 1.22353162871688e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18.Iteration 1, inertia 1.0082162180148598e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.Iteration 0, inertia 1.207232917558037e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "[CV 5/5; 21/50] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Iteration 2, inertia 1.0079845826625068e+18.[CV 4/5; 24/50] START algorithm=lloyd, max_iter=2000, n_init=10.................\n",
            "\n",
            "Iteration 3, inertia 1.2623626139332086e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "[CV 1/5; 22/50] START algorithm=lloyd, max_iter=2000, n_init=2..................\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Iteration 0, inertia 1.5000579797329167e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 0, inertia 8.819485615334089e+17.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18.Iteration 0, inertia 1.0378737400031786e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 16/50] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.0s\n",
            "Iteration 1, inertia 1.472189254351007e+18.\n",
            "Iteration 0, inertia 1.2384362688327741e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 0, inertia 1.211606347795643e+18.\n",
            "Initialization completeIteration 2, inertia 1.4717021739819359e+18.\n",
            "\n",
            "Iteration 1, inertia 1.2118971912504015e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Initialization completeIteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.2117125510874122e+18.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "[CV 4/5; 19/50] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2sIteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 1, inertia 1.0725580191228658e+18.\n",
            "Initialization complete[CV 1/5; 25/50] START algorithm=lloyd, max_iter=2000, n_init=20.................\n",
            "\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.Converged at iteration 5: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 5/5; 19/50] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.4s\n",
            "[CV 1/5; 20/50] START algorithm=lloyd, max_iter=1000, n_init=20.................\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 0, inertia 1.2168473048514227e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.[CV 3/5; 22/50] END algorithm=lloyd, max_iter=2000, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "\n",
            "Iteration 0, inertia 1.4186587536318787e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 3/5; 25/50] START algorithm=lloyd, max_iter=2000, n_init=20.................\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 2, inertia 1.2117166576143967e+18.\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.2117112254738772e+18.\n",
            "\n",
            "Iteration 0, inertia 1.487046573483123e+18.Iteration 1, inertia 1.1654412341182886e+18.Iteration 0, inertia 1.1693665371866058e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4716671989580838e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2116961152735693e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Iteration 0, inertia 1.1669027955043333e+18.\n",
            "[CV 5/5; 25/50] START algorithm=lloyd, max_iter=2000, n_init=20.................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2417342180964667e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.Iteration 1, inertia 8.447857561778035e+17.\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0705125923137364e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1190479604926958e+18.Iteration 1, inertia 1.2123843981660764e+18.\n",
            "\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.070509496999371e+18.Iteration 2, inertia 1.2117607597359286e+18.Iteration 0, inertia 1.5482409654189978e+18.\n",
            "\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Initialization completeIteration 2, inertia 1.0090588543869284e+18.Iteration 3, inertia 1.2117111833662856e+18.\n",
            "[CV 4/5; 22/50] END algorithm=lloyd, max_iter=2000, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Iteration 1, inertia 1.2400800857649114e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "[CV 5/5; 22/50] START algorithm=lloyd, max_iter=2000, n_init=2..................\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "[CV 1/5; 23/50] END algorithm=lloyd, max_iter=2000, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1s\n",
            "Iteration 2, inertia 1.2126158637080632e+18.[CV 2/5; 23/50] START algorithm=lloyd, max_iter=2000, n_init=5..................\n",
            "\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.171660408241309e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 0, inertia 1.4977096031832474e+18.\n",
            "Iteration 3, inertia 1.2117021367495741e+18.Iteration 2, inertia 1.2623797410997965e+18.\n",
            "\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2329479489208366e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 1, inertia 1.4718423951519214e+18.Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization completeIteration 4, inertia 1.2116961152735693e+18.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 1.2118971912504015e+18.Iteration 1, inertia 1.0706813203331648e+18.Converged at iteration 4: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.Iteration 2, inertia 1.070509496999371e+18.Iteration 2, inertia 1.2117125510874122e+18.\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18.Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18.Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.Iteration 0, inertia 1.2955944943697354e+18.Iteration 0, inertia 9.139200899778077e+17.\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 2, inertia 1.2623797410997965e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 0, inertia 1.22353162871688e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17.Iteration 1, inertia 1.0942767175129962e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.5000579797329167e+18.\n",
            "\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "[CV 4/5; 15/50] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.5s\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.472189254351007e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Iteration 0, inertia 1.1835031598887793e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 0, inertia 1.2384362688327741e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 1, inertia 1.471668680863414e+18.Iteration 2, inertia 1.2117166576143967e+18.\n",
            "\n",
            "[CV 2/5; 26/50] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.2118971912504015e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117125510874122e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3045051554282396e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Iteration 0, inertia 1.1693665371866058e+18.\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18.Iteration 0, inertia 1.1716604082416594e+18.Iteration 1, inertia 1.0730434129410399e+18.\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 3, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 2: strict convergence.Iteration 2, inertia 1.070509496999371e+18.\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2168473048514227e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Initialization completeConverged at iteration 2: strict convergence.Iteration 2, inertia 1.070509496999371e+18.\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Iteration 0, inertia 8.750879686554075e+17.Iteration 0, inertia 1.150132924482597e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "Initialization completeIteration 0, inertia 1.313177103282234e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1173210485879459e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17.Iteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 1.0127877090891699e+18.\n",
            "Iteration 0, inertia 1.4977096031832474e+18.\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 0, inertia 1.5013045999586875e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 1, inertia 1.4718423951519214e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2417342180964667e+18.\n",
            "Iteration 1, inertia 1.472249316093667e+18.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 2, inertia 1.0082162180148598e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2123843981660764e+18.\n",
            "Initialization complete\n",
            "[CV 1/5; 22/50] END algorithm=lloyd, max_iter=2000, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "[CV 2/5; 26/50] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "\n",
            "[CV 3/5; 26/50] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Iteration 2, inertia 1.2117607597359286e+18.\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.Iteration 1, inertia 1.7080535176353436e+18.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 22/50] END algorithm=lloyd, max_iter=2000, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.Converged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1835031598887793e+18.\n",
            "Iteration 0, inertia 1.2329479489208366e+18.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.3904057942299423e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.226874800460351e+18.Iteration 1, inertia 1.2118971912504015e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0081165701966167e+18.\n",
            "Iteration 0, inertia 1.1197487720131841e+18.\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.\n",
            "Iteration 2, inertia 1.2117125510874122e+18.Iteration 1, inertia 1.0085924247778981e+18.\n",
            "\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18Iteration 1, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Iteration 2, inertia 1.0079895014973908e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 1/5; 27/50] START algorithm=elkan, max_iter=100, n_init=2...................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7066440650260457e+18.\n",
            "Iteration 0, inertia 1.2057325074807488e+18.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Initialization complete\n",
            "[CV 4/5; 20/50] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.6sIteration 1, inertia 1.0725580191228658e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1716604082416594e+18.\n",
            "[CV 5/5; 20/50] START algorithm=lloyd, max_iter=1000, n_init=20.................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 1, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 0, inertia 1.1402560584010045e+18.\n",
            "Initialization complete\n",
            "[CV 4/5; 26/50] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.313177103282234e+18.\n",
            "[CV 3/5; 26/50] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.0s\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 0, inertia 1.1554012015452723e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2911985785438387e+18.\n",
            "Iteration 1, inertia 1.0705125923137364e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "[CV 3/5; 23/50] END algorithm=lloyd, max_iter=2000, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.3s\n",
            "[CV 4/5; 23/50] START algorithm=lloyd, max_iter=2000, n_init=5..................\n",
            "Iteration 1, inertia 1.0127877090891699e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0082162180148598e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 2/5; 24/50] END algorithm=lloyd, max_iter=2000, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "[CV 3/5; 24/50] START algorithm=lloyd, max_iter=2000, n_init=10.................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 5/5; 23/50] END algorithm=lloyd, max_iter=2000, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.3s\n",
            "Initialization complete\n",
            "[CV 3/5; 27/50] START algorithm=elkan, max_iter=100, n_init=2...................\n",
            "[CV 1/5; 24/50] START algorithm=lloyd, max_iter=2000, n_init=10.................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Iteration 0, inertia 1.2333328523891924e+18.[CV 2/5; 20/50] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.6s\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 3/5; 20/50] START algorithm=lloyd, max_iter=1000, n_init=20.................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.5013045999586875e+18.Iteration 0, inertia 1.2955944943697354e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 1, inertia 1.472249316093667e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 2, inertia 1.4717021739819359e+18.Iteration 2, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 0, inertia 1.2243251281984748e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Iteration 0, inertia 1.2919611508391158e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.92075489333822e+17.\n",
            "Iteration 2, inertia 1.2623797410997965e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 3, inertia 1.2623626139332086e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.0318997705304239e+18.\n",
            "Iteration 0, inertia 1.157037056659286e+18.\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "[CV 4/5; 24/50] END algorithm=lloyd, max_iter=2000, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "Iteration 0, inertia 1.487046573483123e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18[CV 5/5; 24/50] START algorithm=lloyd, max_iter=2000, n_init=10.................\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080035915547364e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.913106669603469e+17.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Initialization complete\n",
            "\n",
            "[CV 4/5; 26/50] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 5/5; 26/50] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Iteration 0, inertia 1.4247487358020186e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "Iteration 0, inertia 1.2224381906961562e+18.\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18.Iteration 1, inertia 1.1083416791461348e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.0282326577082554e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "[CV 2/5; 23/50] END algorithm=lloyd, max_iter=2000, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 2, inertia 1.0090588543869284e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.819485615334089e+17.\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 0, inertia 1.0231305992907543e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.722224441331773e+17.\n",
            "Iteration 1, inertia 1.0942767175129962e+18.\n",
            "Iteration 3, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.0080295385863777e+18.\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.3102582047146307e+18.\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 8.447857561778035e+17.\n",
            "\n",
            "Iteration 0, inertia 1.1197487720131841e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 0, inertia 1.0318997705304239e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 1, inertia 1.0882998057056221e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080035915547364e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "[CV 3/5; 27/50] END algorithm=elkan, max_iter=100, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "[CV 4/5; 27/50] START algorithm=elkan, max_iter=100, n_init=2...................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 0, inertia 8.913106669613622e+17.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Initialization completeIteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 0, inertia 1.0258602933005588e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18.\n",
            "[CV 5/5; 27/50] START algorithm=elkan, max_iter=100, n_init=2...................\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 0, inertia 8.88520367762163e+17.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2943493548757983e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Iteration 1, inertia 1.0080065576089388e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.449015598207089e+17.\n",
            "Iteration 0, inertia 1.0415650688511432e+18.\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 0, inertia 1.0231305992907543e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0081165701966167e+18.Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0080295385863777e+18.\n",
            "[CV 5/5; 26/50] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.0sIteration 3, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4247487358020186e+18.Iteration 0, inertia 8.750879686554075e+17.\n",
            "\n",
            "Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.008349842550025e+18.\n",
            "Initialization completeIteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1083416791461348e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 8.707159751098547e+17.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.Iteration 2, inertia 1.0079895014973908e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2566161030730243e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.7314230785741125e+18.\n",
            "Iteration 1, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.Iteration 0, inertia 1.226874800460351e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 1/5; 27/50] END algorithm=elkan, max_iter=100, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "[CV 2/5; 27/50] START algorithm=elkan, max_iter=100, n_init=2...................\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.706763441779004e+18.\n",
            "[CV 2/5; 28/50] START algorithm=elkan, max_iter=100, n_init=5...................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1249930466599508e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.0415650688511432e+18.\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Initialization completeIteration 2, inertia 1.0079895014973908e+18.\n",
            "\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 0, inertia 1.1249930466589841e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7067112802635612e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.7066683157015132e+18.Iteration 1, inertia 1.008349842550025e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.Iteration 3, inertia 1.7066440650260457e+18.Initialization complete\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Iteration 0, inertia 1.2955944943697354e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 0, inertia 1.1402560584010045e+18.Iteration 1, inertia 1.0081165701966167e+18.Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.0942767175129962e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 8.447419717369426e+17.Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Iteration 0, inertia 1.313177103282234e+18.Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 2, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2965024918169244e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18Iteration 0, inertia 1.3904057942299423e+18.\n",
            "\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Iteration 1, inertia 1.0127877090891699e+18.Initialization complete\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1666057540769375e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 8, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 2, inertia 1.0082162180148598e+18.\n",
            "Iteration 0, inertia 1.2965024918169244e+18.Iteration 0, inertia 1.9386646838060462e+18.\n",
            "Iteration 1, inertia 1.0705125923137364e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623626139332086e+18.Iteration 0, inertia 8.913106669603739e+17.\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.7080535176353436e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1666057540769375e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.226874800460351e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.7066683157015132e+18.\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.\n",
            "[CV 4/5; 27/50] END algorithm=elkan, max_iter=100, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.1277031329437329e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085924247778981e+18.\n",
            "Iteration 0, inertia 8.772267302526236e+17.\n",
            "Iteration 1, inertia 1.0704651742305503e+18Iteration 0, inertia 1.1175182667246842e+18\n",
            "\n",
            "Iteration 1, inertia 1.0881296815058084e+18Iteration 3, inertia 1.7066440650260457e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.Iteration 1, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.368732861978089e+17.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0428315491353743e+18.\n",
            "[CV 5/5; 27/50] END algorithm=elkan, max_iter=100, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "[CV 1/5; 28/50] START algorithm=elkan, max_iter=100, n_init=5...................\n",
            "Iteration 1, inertia 8.462299919239924e+17.\n",
            "Iteration 0, inertia 1.7327686348293896e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 4/5; 28/50] START algorithm=elkan, max_iter=100, n_init=5...................\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 0, inertia 1.0428315491353743e+18.\n",
            "Iteration 0, inertia 1.0238730199197012e+18.\n",
            "Iteration 0, inertia 1.2611169731921554e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 1, inertia 1.0083858909778154e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.706829152925865e+18.\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 0, inertia 1.1249930466599508e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "Iteration 1, inertia 1.0083858909778154e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.706724211751431e+18.Iteration 3, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0922290092868687e+18.\n",
            "Iteration 0, inertia 1.313177103282234e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.Iteration 2, inertia 1.4716671989580838e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.7067150556948572e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18.Iteration 1, inertia 1.0127877090891699e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 3, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Initialization completeIteration 2, inertia 1.0082162180148598e+18.\n",
            "\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2333328523891924e+18.Iteration 3, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Iteration 5, inertia 1.7067021438101663e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 0, inertia 8.72501299752553e+17.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447850136009285e+17.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "[CV 2/5; 27/50] END algorithm=elkan, max_iter=100, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 6, inertia 1.706668197129372e+18.Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.2276558821962452e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 0, inertia 1.1554012015452723e+18.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 3, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2117235003020692e+18.Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18Iteration 2, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 7, inertia 1.7066513845679045e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.390748501746746e+18.\n",
            "Iteration 1, inertia 1.262767366299658e+18Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0177590498264413e+18.\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Initialization complete\n",
            "[CV 2/5; 15/50] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.7s\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18.\n",
            "Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Converged at iteration 9: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 1, inertia 1.0079845826625068e+18.\n",
            "[CV 1/5; 29/50] START algorithm=elkan, max_iter=100, n_init=10..................\n",
            "[CV 3/5; 24/50] END algorithm=lloyd, max_iter=2000, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 3, inertia 1.2623626139332086e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1821260785401482e+18.\n",
            "[CV 1/5; 24/50] END algorithm=lloyd, max_iter=2000, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "Iteration 1, inertia 1.0706813203331648e+18Iteration 0, inertia 1.2087601219902717e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0142189341975858e+18.Iteration 0, inertia 1.235724441939072e+18.\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.1512249872685015e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2276558821962452e+18.Iteration 0, inertia 1.3904057942299423e+18.Iteration 2, inertia 1.008360297000703e+18.\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0238730199197012e+18.Iteration 0, inertia 1.15540120155327e+18.Iteration 0, inertia 9.139200899778077e+17\n",
            "\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.0079858131349481e+18.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "[CV 3/5; 29/50] START algorithm=elkan, max_iter=100, n_init=10..................\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.1554012015452723e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Iteration 1, inertia 1.0080065576089388e+18.Iteration 4, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.212028086142774e+18Iteration 1, inertia 1.2624485479205458e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 2/5; 30/50] START algorithm=elkan, max_iter=100, n_init=20..................Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.4724709565819748e+18\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "[CV 4/5; 23/50] END algorithm=lloyd, max_iter=2000, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "Iteration 2, inertia 1.2623626139332086e+18.\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 29/50] START algorithm=elkan, max_iter=100, n_init=10..................\n",
            "Iteration 0, inertia 8.72501299753844e+17.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 0, inertia 1.1821260785401482e+18.Iteration 0, inertia 1.043490380109659e+18.\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "\n",
            "Iteration 1, inertia 1.0085566292423684e+18.\n",
            "Iteration 1, inertia 1.0142189341975858e+18.\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2333328523891924e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 0, inertia 1.733808505943469e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 2, inertia 1.008360297000703e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18.[CV 4/5; 30/50] START algorithm=elkan, max_iter=100, n_init=20..................\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 1, inertia 1.1655007853811927e+18.\n",
            "Iteration 3, inertia 1.0079858131349481e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18Iteration 2, inertia 1.0881296815058084e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18.Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 4: strict convergence.Iteration 0, inertia 8.772267302526236e+17.\n",
            "\n",
            "Iteration 1, inertia 1.262767366299658e+18Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 1, inertia 1.706881292636756e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "[CV 2/5; 28/50] END algorithm=elkan, max_iter=100, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2sIteration 0, inertia 1.0378737400031786e+18\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "Iteration 0, inertia 1.15540120155327e+18.\n",
            "[CV 3/5; 28/50] START algorithm=elkan, max_iter=100, n_init=5...................\n",
            "Iteration 0, inertia 1.157037056659286e+18.\n",
            "\n",
            "Iteration 2, inertia 1.706724211751431e+18.\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18Iteration 0, inertia 1.043490380109659e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.Initialization complete\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7067150556948572e+18.\n",
            "Iteration 0, inertia 1.0324692054912893e+18.Iteration 0, inertia 1.0318997705304239e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.0085566292423684e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.240901986333844e+18Iteration 1, inertia 1.0080035915547364e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0080978519240932e+18.\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 1.0079858131349481e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 25/50] END algorithm=lloyd, max_iter=2000, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.5s\n",
            "[CV 2/5; 25/50] START algorithm=lloyd, max_iter=2000, n_init=20.................\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 2, inertia 1.2117235003020692e+18Iteration 3, inertia 1.0079845826625068e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "[CV 5/5; 24/50] END algorithm=lloyd, max_iter=2000, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.3s\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Iteration 1, inertia 1.0282326577082554e+18Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 1.0231305992907543e+18.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 0, inertia 1.0324692054912893e+18.\n",
            "Iteration 1, inertia 1.0080295385863777e+18.Iteration 0, inertia 1.0267939407803899e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "[CV 1/5; 31/50] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "Iteration 1, inertia 1.0079953392926545e+18.Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 5, inertia 1.7067021438101663e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18Iteration 4, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 0, inertia 1.1461250959874822e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0080978519240932e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18.Iteration 6, inertia 1.706668197129372e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0882667934067881e+18.\n",
            "\n",
            "Iteration 2, inertia 1.0079858131349481e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 0, inertia 1.0415650688511432e+18.\n",
            "Iteration 0, inertia 8.910116600060681e+17.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.[CV 1/5; 28/50] END algorithm=elkan, max_iter=100, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "\n",
            "Iteration 0, inertia 1.487046573483123e+18Iteration 0, inertia 1.0258602933005588e+18\n",
            "\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.1175182667246842e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Iteration 1, inertia 1.008349842550025e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 3/5; 25/50] END algorithm=lloyd, max_iter=2000, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.6s[CV 4/5; 28/50] END algorithm=elkan, max_iter=100, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "\n",
            "[CV 5/5; 28/50] START algorithm=elkan, max_iter=100, n_init=5...................Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 7, inertia 1.7066513845679045e+18.\n",
            "[CV 4/5; 25/50] START algorithm=lloyd, max_iter=2000, n_init=20.................\n",
            "\n",
            "Iteration 1, inertia 1.0282326577082554e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 8, inertia 1.7066389007777372e+18.Iteration 2, inertia 1.0090588543869284e+18\n",
            "\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 0, inertia 1.0267939407803899e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 3/5; 31/50] START algorithm=elkan, max_iter=300, n_init=1...................Initialization complete\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 9: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18Iteration 1, inertia 1.0079953392926545e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 4: strict convergence.Iteration 0, inertia 1.2955944943697354e+18\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.0079845826625068e+18.\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18Iteration 0, inertia 1.2919611508391158e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Initialization completeIteration 0, inertia 1.2566161030730243e+18\n",
            "\n",
            "Iteration 0, inertia 1.2965024918169244e+18.\n",
            "Iteration 0, inertia 1.4848417727669837e+18.\n",
            "Initialization completeInitialization complete\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 0, inertia 1.157037056659286e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 1, inertia 1.1666057540769375e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18Initialization complete\n",
            "\n",
            "[CV 3/5; 10/50] END algorithm=lloyd, max_iter=300, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.8s\n",
            "Iteration 2, inertia 1.1654412341182886e+18.Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.731901516828085e+18.\n",
            "Iteration 1, inertia 1.471668680863414e+18.\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Iteration 1, inertia 1.0942767175129962e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 0, inertia 8.72501299752553e+17.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "Initialization completeConverged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization completeInitialization complete\n",
            "Iteration 0, inertia 1.0428315491353743e+18.\n",
            "\n",
            "[CV 1/5; 31/50] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1sIteration 0, inertia 1.2116474395942075e+18\n",
            "\n",
            "[CV 2/5; 31/50] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "Iteration 1, inertia 1.7067822559158804e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.[CV 5/5; 31/50] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0083858909778154e+18.\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 0, inertia 1.2398408449517553e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 2, inertia 1.0079895014973908e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 1, inertia 1.212028086142774e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.Iteration 1, inertia 1.070509496999371e+18\n",
            "\n",
            "Iteration 4, inertia 1.7067021438101663e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117235003020692e+18Iteration 2, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Initialization completeIteration 0, inertia 1.1190479604926958e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085924247778981e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "[CV 3/5; 31/50] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.2276558821962452e+18.[CV 4/5; 31/50] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "Iteration 0, inertia 8.92075489333822e+17.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 0, inertia 1.1716604082418143e+18Initialization completeInitialization complete\n",
            "\n",
            "\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18Iteration 0, inertia 1.1175182667246842e+18\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 3, inertia 8.447419717369426e+17\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18Iteration 0, inertia 1.2247772870959578e+18.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.235724441939072e+18Converged at iteration 1: strict convergence.\n",
            "\n",
            "[CV 3/5; 28/50] END algorithm=elkan, max_iter=100, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 7, inertia 1.7066389007777372e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Initialization completeIteration 0, inertia 1.1297070077679695e+18\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Initialization completeInitialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.2224381906961562e+18.\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 0, inertia 1.1821260785401482e+18.\n",
            "Iteration 0, inertia 1.3904057942299423e+18Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "[CV 2/5; 31/50] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.0sInitialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0142189341975858e+18.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeIteration 2, inertia 1.008360297000703e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18.[CV 2/5; 32/50] START algorithm=elkan, max_iter=300, n_init=2...................\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18.\n",
            "Iteration 0, inertia 1.1716604082418143e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0079858131349481e+18.Iteration 8, inertia 1.7066371940498135e+18.\n",
            "\n",
            "Converged at iteration 8: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18.\n",
            "[CV 4/5; 32/50] START algorithm=elkan, max_iter=300, n_init=2...................\n",
            "Iteration 1, inertia 1.0706813203331648e+18.Iteration 0, inertia 1.2113443018143224e+18\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18.Iteration 2, inertia 1.4717244068260792e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117235003020692e+18.Iteration 2, inertia 1.070509496999371e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 8.772267302526236e+17Iteration 0, inertia 1.1355536470472552e+18.\n",
            "\n",
            "[CV 4/5; 31/50] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.0s[CV 5/5; 31/50] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "[CV 1/5; 32/50] START algorithm=elkan, max_iter=300, n_init=2...................Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18.Iteration 0, inertia 1.3102582047146307e+18.\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.913106669603469e+17.\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.0127877090891699e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.043490380109659e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.5031610596527631e+18.\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0085566292423684e+18.\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Iteration 0, inertia 1.235724441939072e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 2, inertia 1.0079895014973908e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "Iteration 0, inertia 8.910116600060681e+17Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2943493548757983e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "[CV 1/5; 33/50] START algorithm=elkan, max_iter=300, n_init=5...................\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Converged at iteration 4: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18.\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 1.2087601219902717e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0324692054912893e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2113443018143224e+18.\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "Iteration 0, inertia 8.722224441331773e+17.\n",
            "Iteration 1, inertia 1.0080978519240932e+18.\n",
            "Iteration 0, inertia 1.0177590498264413e+18\n",
            "[CV 5/5; 28/50] END algorithm=elkan, max_iter=100, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Iteration 0, inertia 1.3045051554282396e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.\n",
            "Iteration 2, inertia 1.0079858131349481e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0730434129410399e+18.\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 1, inertia 1.262767366299658e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.[CV 5/5; 25/50] END algorithm=lloyd, max_iter=2000, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.7s\n",
            "\n",
            "[CV 1/5; 26/50] START algorithm=elkan, max_iter=100, n_init=1...................Iteration 0, inertia 8.72501299752553e+17Initialization complete\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 2, inertia 1.2623797410997965e+18\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "[CV 3/5; 33/50] START algorithm=elkan, max_iter=300, n_init=5...................Iteration 1, inertia 8.447857561778035e+17\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.7314230785741125e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 1, inertia 1.0704651742305503e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 1: strict convergence.Iteration 2, inertia 8.447419717369426e+17.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18Initialization complete\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2057325074807488e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1173210485879459e+18.Iteration 0, inertia 1.272929630009978e+18\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18.Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Iteration 0, inertia 1.4848417727669837e+18Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.88520367762163e+17.\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "[CV 4/5; 32/50] END algorithm=elkan, max_iter=300, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "[CV 1/5; 29/50] END algorithm=elkan, max_iter=100, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 0, inertia 1.9386646838060462e+18[CV 2/5; 29/50] START algorithm=elkan, max_iter=100, n_init=10..................\n",
            "[CV 5/5; 32/50] START algorithm=elkan, max_iter=300, n_init=2...................\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 1, inertia 1.471668680863414e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.5033148940116687e+18.\n",
            "Iteration 1, inertia 1.7080535176353436e+18Iteration 0, inertia 1.0238730199197012e+18\n",
            "\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Initialization complete\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2911985785438387e+18.\n",
            "Iteration 1, inertia 1.4724709565819748e+18.\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 2, inertia 1.7066683157015132e+18Iteration 3, inertia 1.2623626139332086e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.449015598207089e+17.\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Iteration 1, inertia 1.706763441779004e+18.\n",
            "Initialization completeIteration 0, inertia 1.0267939407803899e+18.\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.4717244068260792e+18.\n",
            "Iteration 0, inertia 1.2243251281984748e+18[CV 2/5; 32/50] END algorithm=elkan, max_iter=300, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "[CV 1/5; 32/50] END algorithm=elkan, max_iter=300, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1s\n",
            "\n",
            "[CV 3/5; 32/50] START algorithm=elkan, max_iter=300, n_init=2...................Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0079953392926545e+18.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18Iteration 0, inertia 1.1172735037602289e+18\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 0, inertia 9.139200899778077e+17\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 4: strict convergence.Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.455227723727127e+17[CV 5/5; 33/50] START algorithm=elkan, max_iter=300, n_init=5...................Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.7067150556948572e+18.\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 0, inertia 1.272929630009978e+18.\n",
            "Initialization completeInitialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Initialization completeIteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Iteration 0, inertia 1.1175182667246842e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1172735037602289e+18.\n",
            "Iteration 3, inertia 8.447419717369426e+17Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 20/50] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.6s\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 0, inertia 1.2682634786749325e+18\n",
            "\n",
            "Iteration 4, inertia 1.7067021438101663e+18.Iteration 0, inertia 1.2201588900079593e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18Iteration 0, inertia 8.707159751098547e+17.\n",
            "Iteration 1, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.Iteration 0, inertia 1.487046573483123e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Iteration 5, inertia 1.706668197129372e+18.Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "\n",
            "Iteration 0, inertia 1.2333328523891924e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.447419717369426e+17.Iteration 1, inertia 1.0082162180148598e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 0, inertia 8.819485615334089e+17Iteration 1, inertia 1.1655007853811927e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.2682634786749325e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 7, inertia 1.7066389007777372e+18.Iteration 3, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 1, inertia 1.0922290092868687e+18\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0725580191228658e+18.\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 0, inertia 1.2243251281984748e+18.Iteration 0, inertia 1.1297070077679695e+18\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Initialization completeConverged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "\n",
            "Iteration 8, inertia 1.7066371940498135e+18.Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Converged at iteration 8: strict convergence.Iteration 2, inertia 1.1654412341182886e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.Initialization complete\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.1669027955043333e+18\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.207232917558037e+18\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Iteration 2, inertia 1.4716671989580838e+18Iteration 0, inertia 1.2955944943697354e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.0258602933005588e+18\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 34/50] START algorithm=elkan, max_iter=300, n_init=10..................Iteration 0, inertia 8.913106669613622e+17\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 0, inertia 1.1249930466589841e+18.\n",
            "[CV 5/5; 32/50] END algorithm=elkan, max_iter=300, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.0080065576089388e+18[CV 3/5; 29/50] END algorithm=elkan, max_iter=100, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.4s\n",
            "Iteration 0, inertia 1.1669027955043333e+18.\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.545934058008046e+17.\n",
            "[CV 4/5; 29/50] START algorithm=elkan, max_iter=100, n_init=10..................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18Initialization complete\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.0705125923137364e+18.\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2201588900079593e+18.\n",
            "Iteration 0, inertia 1.1277031329437329e+18.\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.171660408241309e+18Iteration 0, inertia 1.1190479604926958e+18\n",
            "\n",
            "[CV 4/5; 34/50] START algorithm=elkan, max_iter=300, n_init=10..................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.211606347795643e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18.[CV 1/5; 26/50] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1s\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18.Converged at iteration 1: strict convergence.\n",
            "\n",
            "[CV 3/5; 32/50] END algorithm=elkan, max_iter=300, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18Iteration 1, inertia 1.1487278975061972e+18\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.171660408241309e+18.\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.1554012015452723e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17.Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0881296815058084e+18Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 35/50] START algorithm=elkan, max_iter=300, n_init=20..................Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.7327686348293896e+18.\n",
            "Iteration 0, inertia 1.207232917558037e+18.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "[CV 3/5; 35/50] START algorithm=elkan, max_iter=300, n_init=20..................\n",
            "Iteration 0, inertia 8.913106669603739e+17.Iteration 0, inertia 1.1716604082418143e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5000579797329167e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "[CV 1/5; 33/50] END algorithm=elkan, max_iter=300, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "Iteration 0, inertia 1.4186587536318787e+18[CV 2/5; 33/50] START algorithm=elkan, max_iter=300, n_init=5...................\n",
            "Iteration 1, inertia 1.1485240393271603e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Initialization completeIteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 8.450920001067808e+17.\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 1, inertia 1.472189254351007e+18\n",
            "Iteration 1, inertia 1.706829152925865e+18.\n",
            "Iteration 1, inertia 1.2117112254738772e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.5000579797329167e+18.\n",
            "Iteration 0, inertia 1.2087601219902717e+18Iteration 2, inertia 1.0882667934067881e+18\n",
            "\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.472189254351007e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18Iteration 2, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18.Iteration 0, inertia 1.211606347795643e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "[CV 3/5; 33/50] END algorithm=elkan, max_iter=300, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "[CV 4/5; 33/50] START algorithm=elkan, max_iter=300, n_init=5...................\n",
            "Iteration 0, inertia 9.368732861978089e+17.Iteration 3, inertia 1.471681224004746e+18.\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.7067150556948572e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization completeIteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.150132924482597e+18Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Iteration 1, inertia 8.462299919239924e+17.\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 0, inertia 1.5482409654189978e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Converged at iteration 5: strict convergence.Iteration 2, inertia 8.447850136009285e+17.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17.Iteration 1, inertia 1.2400800857649114e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.Initialization complete\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 0, inertia 1.1693665371866058e+18Iteration 5, inertia 1.7067021438101663e+18.\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1693665371866058e+18.Iteration 2, inertia 1.2126158637080632e+18\n",
            "\n",
            "Iteration 1, inertia 1.262767366299658e+18Iteration 1, inertia 1.0706813203331648e+18Iteration 2, inertia 1.4717244068260792e+18\n",
            "\n",
            "Iteration 6, inertia 1.706668197129372e+18.\n",
            "Iteration 0, inertia 1.4186587536318787e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization completeIteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Iteration 3, inertia 1.2117021367495741e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18Iteration 7, inertia 1.7066513845679045e+18.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.390748501746746e+18.Iteration 0, inertia 1.9386646838060462e+18\n",
            "\n",
            "Iteration 1, inertia 1.2117112254738772e+18.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 4, inertia 1.2116961152735693e+18Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "\n",
            "Iteration 1, inertia 1.2624485479205458e+18.\n",
            "Iteration 2, inertia 1.2116961152735693e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18Iteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 2, inertia 1.2623626139332086e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 9, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 9: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4977096031832474e+18\n",
            "Iteration 0, inertia 1.4977096031832474e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 0, inertia 1.5482409654189978e+18.\n",
            "Iteration 0, inertia 1.22353162871688e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Iteration 1, inertia 1.4718423951519214e+18\n",
            "Iteration 0, inertia 1.487046573483123e+18Iteration 0, inertia 8.72501299753844e+17.Converged at iteration 4: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.2398408449517553e+18Iteration 1, inertia 1.4718423951519214e+18.\n",
            "\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "Iteration 1, inertia 1.2400800857649114e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18Iteration 0, inertia 1.4848417727669837e+18\n",
            "\n",
            "Iteration 2, inertia 1.4717021739819359e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17.\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Initialization completeIteration 1, inertia 1.212028086142774e+18Iteration 2, inertia 1.4717021739819359e+18.\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 2, inertia 1.2126158637080632e+18.\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18Iteration 2, inertia 8.447419717369426e+17.\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18.Iteration 2, inertia 1.2117166576143967e+18\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.2117021367495741e+18.\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 33/50] END algorithm=elkan, max_iter=300, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18Iteration 4, inertia 1.4716726230250877e+18[CV 1/5; 34/50] START algorithm=elkan, max_iter=300, n_init=10..................\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.2116961152735693e+18.\n",
            "Converged at iteration 4: strict convergence.Iteration 1, inertia 1.212028086142774e+18\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17Iteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.Iteration 4, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 1.1512249872685015e+18.Iteration 3, inertia 1.0704651742305503e+18\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 2, inertia 1.2117166576143967e+18\n",
            "\n",
            "Initialization complete\n",
            "[CV 1/5; 20/50] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   1.0s\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2384362688327741e+18Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "\n",
            "Iteration 1, inertia 1.2118971912504015e+18Iteration 2, inertia 1.2117235003020692e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Iteration 0, inertia 1.1835031598887793e+18.\n",
            "Iteration 0, inertia 1.1835031598887793e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.0258602933005588e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.22353162871688e+18.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 1.0706813203331648e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18.Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "[CV 5/5; 35/50] START algorithm=elkan, max_iter=300, n_init=20..................Converged at iteration 1: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.240901986333844e+18Iteration 0, inertia 8.819485615334089e+17Iteration 1, inertia 1.0706813203331648e+18\n",
            "\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.4848417727669837e+18\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.157037056659286e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 1, inertia 8.447850136009285e+17Iteration 2, inertia 1.070509496999371e+18\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.733808505943469e+18.\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 0, inertia 1.1716604082416594e+18.\n",
            "Iteration 0, inertia 1.1716604082416594e+18\n",
            "Iteration 1, inertia 1.1654412341182886e+18Iteration 0, inertia 1.2168473048514227e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.5033148940116687e+18Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18.\n",
            "Iteration 0, inertia 1.2384362688327741e+18.Iteration 1, inertia 1.706881292636756e+18.\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 1, inertia 1.1486962461079674e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18.\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 1, inertia 1.2118971912504015e+18.\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.913106669613622e+17Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117125510874122e+18.Iteration 0, inertia 1.5031610596527631e+18\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18Iteration 3, inertia 1.471681224004746e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 1, inertia 1.0081165701966167e+18Iteration 2, inertia 1.1485240393271603e+18Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18Iteration 3, inertia 1.7067150556948572e+18.\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.2117111833662856e+18.\n",
            "\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 0, inertia 1.2919611508391158e+18\n",
            "\n",
            "Iteration 2, inertia 1.4717244068260792e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.5013045999586875e+18.\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18Initialization complete\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 0, inertia 1.5013045999586875e+18\n",
            "Iteration 0, inertia 1.2417342180964667e+18\n",
            "\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1190479604926958e+18Iteration 3, inertia 1.471681224004746e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 1, inertia 1.472249316093667e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.472249316093667e+18Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Iteration 1, inertia 1.2123843981660764e+18Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "\n",
            "Iteration 2, inertia 1.4717021739819359e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2168473048514227e+18.Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.4717021739819359e+18Iteration 1, inertia 1.0942767175129962e+18\n",
            "\n",
            "Iteration 3, inertia 1.2623626139332086e+18Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117607597359286e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 3, inertia 1.471681224004746e+18.\n",
            "[CV 4/5; 33/50] END algorithm=elkan, max_iter=300, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18.Iteration 0, inertia 1.1172735037602289e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 3, inertia 1.471681224004746e+18\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization completeIteration 4, inertia 1.4716726230250877e+18.\n",
            "\n",
            "Iteration 4, inertia 1.7067112802635612e+18.\n",
            "Iteration 4, inertia 1.4716726230250877e+18Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Initialization completeIteration 1, inertia 1.0730434129410399e+18Initialization complete\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.7067021438101663e+18.Initialization complete\n",
            "Initialization complete\n",
            "[CV 2/5; 36/50] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.Iteration 2, inertia 1.070509496999371e+18\n",
            "\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 0, inertia 1.2329479489208366e+18\n",
            "Iteration 0, inertia 1.1197487720131841e+18.\n",
            "Iteration 0, inertia 1.2417342180964667e+18.Initialization complete\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.1197487720131841e+18\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18.\n",
            "[CV 5/5; 29/50] END algorithm=elkan, max_iter=100, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.6sIteration 1, inertia 1.0725580191228658e+18\n",
            "\n",
            "Initialization completeIteration 6, inertia 1.706668197129372e+18.\n",
            "\n",
            "Iteration 1, inertia 1.2123843981660764e+18.Iteration 1, inertia 8.545934058008046e+17\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 7, inertia 1.7066513845679045e+18.\n",
            "Iteration 2, inertia 1.2117607597359286e+18.\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1173210485879459e+18Iteration 0, inertia 1.2911985785438387e+18\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 8, inertia 1.7066389007777372e+18.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 0, inertia 1.1402560584010045e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 1, inertia 8.455227723727127e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1402560584010045e+18Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0705125923137364e+18.\n",
            "[CV 4/5; 30/50] END algorithm=elkan, max_iter=100, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.6sIteration 9, inertia 1.7066371940498135e+18.\n",
            "\n",
            "Converged at iteration 9: strict convergence.Iteration 1, inertia 1.0127877090891699e+18\n",
            "\n",
            "[CV 2/5; 29/50] END algorithm=elkan, max_iter=100, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "[CV 5/5; 30/50] START algorithm=elkan, max_iter=100, n_init=20..................\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 1, inertia 1.0705125923137364e+18Iteration 3, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.2329479489208366e+18.\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "Iteration 0, inertia 1.3904057942299423e+18Iteration 2, inertia 1.0704651742305503e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 2, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Iteration 1, inertia 1.4724709565819748e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.2624485479205458e+18Iteration 3, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.2118971912504015e+18.Initialization complete\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18.\n",
            "[CV 1/5; 30/50] START algorithm=elkan, max_iter=100, n_init=20..................\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "[CV 2/5; 25/50] END algorithm=lloyd, max_iter=2000, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.6s\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 4/5; 36/50] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18.\n",
            "[CV 2/5; 30/50] END algorithm=elkan, max_iter=100, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.6s\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "[CV 3/5; 30/50] START algorithm=elkan, max_iter=100, n_init=20..................\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.731901516828085e+18.\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.7067822559158804e+18.\n",
            "[CV 2/5; 36/50] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.0s\n",
            "Initialization complete\n",
            "[CV 3/5; 36/50] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.1485240393271603e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "[CV 4/5; 25/50] END algorithm=lloyd, max_iter=2000, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.5s\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "[CV 1/5; 37/50] START algorithm=elkan, max_iter=650, n_init=2...................\n",
            "Iteration 0, inertia 1.0177590498264413e+18\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Iteration 2, inertia 1.7067150556948572e+18.Iteration 0, inertia 1.1172735037602289e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 1, inertia 1.0704651742305503e+18Iteration 1, inertia 1.7080535176353436e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.7067112802635612e+18.\n",
            "Iteration 0, inertia 1.2057325074807488e+18Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "[CV 3/5; 37/50] START algorithm=elkan, max_iter=650, n_init=2...................\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 0, inertia 8.910116600060681e+17Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Iteration 4, inertia 1.7067021438101663e+18.Initialization completeInitialization complete\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 29/50] END algorithm=elkan, max_iter=100, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "Iteration 5, inertia 1.706668197129372e+18.\n",
            "Iteration 0, inertia 1.2911985785438387e+18Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 6, inertia 1.7066513845679045e+18.\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 1, inertia 1.0922290092868687e+18\n",
            "Iteration 7, inertia 1.7066389007777372e+18.\n",
            "Initialization completeIteration 1, inertia 1.0282326577082554e+18\n",
            "\n",
            "[CV 2/5; 34/50] END algorithm=elkan, max_iter=300, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "[CV 3/5; 34/50] START algorithm=elkan, max_iter=300, n_init=10..................\n",
            "Iteration 2, inertia 1.0882667934067881e+18[CV 5/5; 37/50] START algorithm=elkan, max_iter=650, n_init=2...................\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 0, inertia 1.0238730199197012e+18\n",
            "[CV 3/5; 36/50] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.0s\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18Iteration 0, inertia 1.272929630009978e+18\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "[CV 4/5; 36/50] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1sConverged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "[CV 5/5; 36/50] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 8, inertia 1.7066371940498135e+18.\n",
            "Converged at iteration 8: strict convergence.Iteration 1, inertia 1.1487278975061972e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "[CV 2/5; 38/50] START algorithm=elkan, max_iter=650, n_init=5...................\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1554012015452723e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 0, inertia 8.92075489333822e+17Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 0, inertia 1.2243251281984748e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 1, inertia 1.0080065576089388e+18Initialization complete\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18Iteration 0, inertia 1.0378737400031786e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1355536470472552e+18.[CV 2/5; 33/50] END algorithm=elkan, max_iter=300, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "[CV 4/5; 34/50] END algorithm=elkan, max_iter=300, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3sIteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 5/5; 34/50] START algorithm=elkan, max_iter=300, n_init=10..................Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "\n",
            "Iteration 0, inertia 8.913106669603469e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Initialization complete\n",
            "[CV 1/5; 37/50] END algorithm=elkan, max_iter=650, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1sIteration 1, inertia 1.1654412341182886e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 37/50] START algorithm=elkan, max_iter=650, n_init=2...................\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18.\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 1, inertia 8.450920001067808e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 0, inertia 1.1461250959874822e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 0, inertia 1.2333328523891924e+18\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18Iteration 4, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.1655007853811927e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 2, inertia 1.0881296815058084e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete[CV 4/5; 38/50] START algorithm=elkan, max_iter=650, n_init=5...................\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.722224441331773e+17\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "[CV 3/5; 37/50] END algorithm=elkan, max_iter=650, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1sInitialization completeIteration 0, inertia 1.1297070077679695e+18\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "[CV 4/5; 37/50] START algorithm=elkan, max_iter=650, n_init=2...................Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.Initialization complete\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.1297070077679695e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 0, inertia 1.487046573483123e+18\n",
            "\n",
            "Iteration 0, inertia 1.157037056659286e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0942767175129962e+18Iteration 2, inertia 1.4716671989580838e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "[CV 5/5; 20/50] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   1.0s\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Iteration 2, inertia 1.1654412341182886e+18Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "[CV 5/5; 36/50] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 1, inertia 1.0085924247778981e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 37/50] END algorithm=elkan, max_iter=650, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "[CV 1/5; 38/50] START algorithm=elkan, max_iter=650, n_init=5...................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Iteration 0, inertia 8.88520367762163e+17\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.449015598207089e+17\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.2224381906961562e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "[CV 1/5; 39/50] START algorithm=elkan, max_iter=650, n_init=10..................\n",
            "Iteration 3, inertia 8.447419717369426e+17Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.471668680863414e+18Iteration 1, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 0, inertia 1.0318997705304239e+18\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 8.707159751098547e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 1, inertia 1.0080035915547364e+18\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "Iteration 1, inertia 1.0127877090891699e+18\n",
            "Iteration 1, inertia 8.447419717369426e+17\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Iteration 0, inertia 1.3102582047146307e+18Iteration 2, inertia 1.0082162180148598e+18\n",
            "\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Initialization complete\n",
            "[CV 2/5; 37/50] END algorithm=elkan, max_iter=650, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 3/5; 39/50] START algorithm=elkan, max_iter=650, n_init=10..................\n",
            "Iteration 3, inertia 1.0079845826625068e+18Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1249930466589841e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 3, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.0177590498264413e+18\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "[CV 5/5; 39/50] START algorithm=elkan, max_iter=650, n_init=10..................\n",
            "Iteration 0, inertia 1.2943493548757983e+18Iteration 1, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0231305992907543e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 1, inertia 1.0080295385863777e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 0, inertia 1.0238730199197012e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17\n",
            "Iteration 0, inertia 8.913106669603739e+17\n",
            "[CV 4/5; 37/50] END algorithm=elkan, max_iter=650, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17Iteration 1, inertia 8.450920001067808e+17\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.7314230785741125e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.706763441779004e+18\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.7080535176353436e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 0, inertia 1.2333328523891924e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 1, inertia 1.1655007853811927e+18\n",
            "[CV 2/5; 40/50] START algorithm=elkan, max_iter=650, n_init=20..................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.368732861978089e+17\n",
            "Iteration 0, inertia 1.2116474395942075e+18Iteration 0, inertia 9.139200899778077e+17\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 2, inertia 1.1654412341182886e+18Iteration 5, inertia 1.706668197129372e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.462299919239924e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 2/5; 38/50] END algorithm=elkan, max_iter=650, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "[CV 3/5; 38/50] START algorithm=elkan, max_iter=650, n_init=5...................\n",
            "Iteration 4, inertia 1.7066371940498135e+18Iteration 0, inertia 1.0415650688511432e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 6, inertia 1.7066513845679045e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.008349842550025e+18\n",
            "Initialization complete\n",
            "Iteration 7, inertia 1.7066389007777372e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 8, inertia 1.7066371940498135e+18Iteration 0, inertia 1.0318997705304239e+18\n",
            "\n",
            "Converged at iteration 8: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 34/50] END algorithm=elkan, max_iter=300, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.4s\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080035915547364e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.390748501746746e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1277031329437329e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.2965024918169244e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 4/5; 40/50] START algorithm=elkan, max_iter=650, n_init=20..................\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1666057540769375e+18\n",
            "Iteration 0, inertia 1.0231305992907543e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 2, inertia 1.0079895014973908e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18Iteration 3, inertia 1.0080065576089388e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0080295385863777e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0922290092868687e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 0, inertia 1.7327686348293896e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 8.72501299753844e+17\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.706829152925865e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0428315491353743e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18Iteration 1, inertia 1.0083858909778154e+18\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 0, inertia 1.0415650688511432e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.313177103282234e+18Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.487046573483123e+18Iteration 2, inertia 1.0079895014973908e+18\n",
            "\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 1, inertia 1.008349842550025e+18Iteration 4, inertia 1.7067112802635612e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17Iteration 3, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 1, inertia 1.0127877090891699e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 5, inertia 1.7067021438101663e+18Iteration 2, inertia 1.0079895014973908e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 6, inertia 1.706668197129372e+18Iteration 3, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 35/50] END algorithm=elkan, max_iter=300, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.5sConverged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18Initialization complete\n",
            "[CV 2/5; 35/50] START algorithm=elkan, max_iter=300, n_init=20..................\n",
            "Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18Iteration 7, inertia 1.7066513845679045e+18\n",
            "\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2276558821962452e+18\n",
            "Iteration 0, inertia 1.4848417727669837e+18Iteration 1, inertia 8.455227723727127e+17\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 9, inertia 1.7066371940498135e+18Iteration 0, inertia 1.2965024918169244e+18\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18Converged at iteration 9: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17Initialization completeIteration 1, inertia 1.1666057540769375e+18\n",
            "\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17Initialization completeIteration 3, inertia 1.0881296815058084e+18Iteration 0, inertia 1.1554012015452723e+18\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Iteration 0, inertia 1.0177590498264413e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1821260785401482e+18Iteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 0, inertia 1.1512249872685015e+18\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization completeIteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0142189341975858e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.913106669613622e+17Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0922290092868687e+18\n",
            "Iteration 2, inertia 1.008360297000703e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18Iteration 2, inertia 1.0881296815058084e+18Iteration 0, inertia 1.0428315491353743e+18\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18Initialization complete\n",
            "Iteration 0, inertia 1.1190479604926958e+18Iteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079858131349481e+18\n",
            "Iteration 1, inertia 1.0083858909778154e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Converged at iteration 1: strict convergence.Iteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 2, inertia 1.0079895014973908e+18Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 1, inertia 1.0081165701966167e+18Iteration 1, inertia 1.212028086142774e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0238730199197012e+18\n",
            "Iteration 0, inertia 1.2247772870959578e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.Iteration 0, inertia 1.733808505943469e+18Iteration 3, inertia 1.0079845826625068e+18\n",
            "\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18Iteration 0, inertia 8.819485615334089e+17Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 1, inertia 1.706881292636756e+18\n",
            "Initialization completeIteration 0, inertia 1.4848417727669837e+18\n",
            "Initialization completeIteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17Iteration 0, inertia 1.043490380109659e+18\n",
            "\n",
            "Iteration 2, inertia 1.706724211751431e+18Initialization complete\n",
            "\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 1, inertia 1.0085566292423684e+18\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "\n",
            "Iteration 0, inertia 1.2276558821962452e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 4, inertia 1.7067112802635612e+18\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.7080535176353436e+18Iteration 5, inertia 1.7067021438101663e+18\n",
            "\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079895014973908e+18Iteration 0, inertia 8.913106669613622e+17Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18Iteration 0, inertia 1.2333328523891924e+18\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 7, inertia 1.7066513845679045e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 1, inertia 1.1655007853811927e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 8.913106669613622e+17\n",
            "\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.0324692054912893e+18\n",
            "\n",
            "Iteration 8, inertia 1.7066389007777372e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.450920001067808e+17[CV 3/5; 38/50] END algorithm=elkan, max_iter=650, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "\n",
            "Iteration 0, inertia 1.1554012015452723e+18Iteration 1, inertia 8.450920001067808e+17\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeConverged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0080978519240932e+18\n",
            "Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 9: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 0, inertia 1.2247772870959578e+18\n",
            "\n",
            "Iteration 2, inertia 1.0079858131349481e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 1, inertia 1.1486962461079674e+18Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "[CV 3/5; 34/50] END algorithm=elkan, max_iter=300, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.3sIteration 1, inertia 1.0127877090891699e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.731901516828085e+18\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "[CV 1/5; 41/50] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 0, inertia 1.1821260785401482e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.7067822559158804e+18Iteration 1, inertia 1.0882667934067881e+18Iteration 1, inertia 8.447857561778035e+17\n",
            "\n",
            "Iteration 0, inertia 1.0267939407803899e+18\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 1, inertia 1.0922290092868687e+18\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 1, inertia 1.0142189341975858e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 1.0079953392926545e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.008360297000703e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.1487278975061972e+18\n",
            "\n",
            "[CV 3/5; 41/50] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 3, inertia 1.0079858131349481e+18\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18Iteration 0, inertia 1.0177590498264413e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 3/5; 35/50] END algorithm=elkan, max_iter=300, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.6sIteration 6, inertia 1.7066513845679045e+18\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "[CV 4/5; 35/50] START algorithm=elkan, max_iter=300, n_init=20..................\n",
            "Iteration 1, inertia 8.545934058008046e+17Iteration 0, inertia 8.750879686554075e+17\n",
            "\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization completeIteration 7, inertia 1.7066389007777372e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization completeIteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.1554012015452723e+18Iteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Iteration 8, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 8: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.043490380109659e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0085566292423684e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 0, inertia 1.0238730199197012e+18\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 1.2113443018143224e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1355536470472552e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "Iteration 0, inertia 1.157037056659286e+18\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 0, inertia 1.2919611508391158e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.262767366299658e+18\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18Iteration 3, inertia 1.471681224004746e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 1.1461250959874822e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "[CV 5/5; 35/50] END algorithm=elkan, max_iter=300, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.5s\n",
            "[CV 1/5; 36/50] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Iteration 0, inertia 1.2333328523891924e+18\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18Iteration 1, inertia 1.2121083397353147e+18\n",
            "Initialization complete\n",
            "Converged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Iteration 1, inertia 1.1655007853811927e+18\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "[CV 1/5; 38/50] END algorithm=elkan, max_iter=650, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0324692054912893e+18\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 41/50] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1s\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "[CV 2/5; 41/50] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0080978519240932e+18\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 0, inertia 1.1173210485879459e+18\n",
            "\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0730434129410399e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 39/50] END algorithm=elkan, max_iter=650, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.3s\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 39/50] START algorithm=elkan, max_iter=650, n_init=10..................\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "[CV 3/5; 41/50] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Initialization complete\n",
            "[CV 4/5; 41/50] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 34/50] END algorithm=elkan, max_iter=300, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.3s\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079858131349481e+18\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623797410997965e+18Iteration 0, inertia 1.1173210485879459e+18\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 0, inertia 1.157037056659286e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.2624485479205458e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2911985785438387e+18[CV 5/5; 41/50] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 0, inertia 1.240901986333844e+18Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "\n",
            "Iteration 0, inertia 8.72501299752553e+17Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete[CV 1/5; 36/50] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.0s\n",
            "[CV 2/5; 41/50] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.0s\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 0, inertia 1.0267939407803899e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "[CV 2/5; 42/50] START algorithm=elkan, max_iter=1000, n_init=2..................\n",
            "Iteration 1, inertia 1.0079953392926545e+18Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 0, inertia 1.5033148940116687e+18\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "[CV 4/5; 42/50] START algorithm=elkan, max_iter=1000, n_init=2..................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4724709565819748e+18[CV 1/5; 39/50] END algorithm=elkan, max_iter=650, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18[CV 2/5; 39/50] START algorithm=elkan, max_iter=650, n_init=10..................\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "[CV 3/5; 30/50] END algorithm=elkan, max_iter=100, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.5s\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 43/50] START algorithm=elkan, max_iter=1000, n_init=5..................\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 0, inertia 1.2224381906961562e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1172735037602289e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18[CV 4/5; 41/50] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.0s\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Initialization complete\n",
            "[CV 4/5; 38/50] END algorithm=elkan, max_iter=650, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.4s\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "[CV 5/5; 38/50] START algorithm=elkan, max_iter=650, n_init=5...................\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "[CV 3/5; 43/50] START algorithm=elkan, max_iter=1000, n_init=5..................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 0, inertia 1.2682634786749325e+18[CV 5/5; 43/50] START algorithm=elkan, max_iter=1000, n_init=5..................\n",
            "\n",
            "Iteration 0, inertia 1.2955944943697354e+18Iteration 0, inertia 1.1175182667246842e+18\n",
            "\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "Iteration 0, inertia 1.157037056659286e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 5: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Iteration 1, inertia 1.0882998057056221e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18Iteration 0, inertia 1.3102582047146307e+18\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeIteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Initialization completeConverged at iteration 3: strict convergence.Iteration 0, inertia 1.4848417727669837e+18\n",
            "\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.471668680863414e+18Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2201588900079593e+18\n",
            "Iteration 0, inertia 1.2057325074807488e+18Iteration 0, inertia 1.1172735037602289e+18\n",
            "\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 2, inertia 1.4716671989580838e+18[CV 5/5; 41/50] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "\n",
            "[CV 1/5; 42/50] START algorithm=elkan, max_iter=1000, n_init=2..................Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882998057056221e+18Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117166576143967e+18Iteration 0, inertia 1.1669027955043333e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Iteration 0, inertia 8.910116600060681e+17Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.207232917558037e+18\n",
            "[CV 5/5; 39/50] END algorithm=elkan, max_iter=650, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.4s\n",
            "Iteration 3, inertia 1.2117111833662856e+18[CV 1/5; 40/50] START algorithm=elkan, max_iter=650, n_init=20..................\n",
            "\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18Initialization complete\n",
            "\n",
            "[CV 4/5; 42/50] END algorithm=elkan, max_iter=1000, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1sInitialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "[CV 5/5; 42/50] START algorithm=elkan, max_iter=1000, n_init=2..................\n",
            "Iteration 2, inertia 8.447419717369426e+17Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.211606347795643e+18\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.2943493548757983e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 0, inertia 1.171660408241309e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 3, inertia 1.0080065576089388e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18Iteration 1, inertia 1.0882998057056221e+18Iteration 1, inertia 1.471668680863414e+18\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 2, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4186587536318787e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.2117112254738772e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "[CV 2/5; 42/50] END algorithm=elkan, max_iter=1000, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "[CV 3/5; 42/50] START algorithm=elkan, max_iter=1000, n_init=2..................\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 2, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Iteration 0, inertia 1.1669027955043333e+18\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18Iteration 1, inertia 1.0881296815058084e+18Iteration 0, inertia 1.5000579797329167e+18Iteration 1, inertia 1.1083416791461348e+18\n",
            "\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.5482409654189978e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 1, inertia 1.2400800857649114e+18\n",
            "Iteration 0, inertia 1.7314230785741125e+18\n",
            "Iteration 1, inertia 1.472189254351007e+18Iteration 2, inertia 1.0882667934067881e+18\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 2, inertia 1.2126158637080632e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 1, inertia 1.706763441779004e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717021739819359e+18Iteration 3, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.2117021367495741e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "[CV 5/5; 42/50] END algorithm=elkan, max_iter=1000, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.0s\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "[CV 1/5; 42/50] END algorithm=elkan, max_iter=1000, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1sIteration 1, inertia 8.455227723727127e+17\n",
            "\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Iteration 4, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18Initialization complete\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 1, inertia 1.1654412341182886e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.171660408241309e+18\n",
            "Iteration 4, inertia 1.7067021438101663e+18Iteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Iteration 1, inertia 1.0082162180148598e+18Iteration 5, inertia 1.706668197129372e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.22353162871688e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 6, inertia 1.7066513845679045e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.92075489333822e+17\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Iteration 0, inertia 1.2201588900079593e+18\n",
            "[CV 2/5; 44/50] START algorithm=elkan, max_iter=1000, n_init=10.................\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 7, inertia 1.7066389007777372e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 8, inertia 1.7066371940498135e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 8: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 4/5; 44/50] START algorithm=elkan, max_iter=1000, n_init=10.................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2384362688327741e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 0, inertia 1.207232917558037e+18Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1277031329437329e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18Iteration 0, inertia 1.1693665371866058e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2117125510874122e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0081165701966167e+18Iteration 1, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Iteration 0, inertia 1.5000579797329167e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.472189254351007e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 0, inertia 1.211606347795643e+18\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 0, inertia 1.2168473048514227e+18Iteration 1, inertia 1.1487278975061972e+18\n",
            "\n",
            "Iteration 0, inertia 1.7327686348293896e+18\n",
            "Iteration 0, inertia 1.150132924482597e+18Iteration 2, inertia 1.7066683157015132e+18\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 1, inertia 1.706829152925865e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 0, inertia 8.913106669603469e+17\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 3, inertia 1.7066440650260457e+18\n",
            "\n",
            "[CV 3/5; 42/50] END algorithm=elkan, max_iter=1000, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18Iteration 1, inertia 1.0704651742305503e+18\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 4, inertia 1.7066371940498135e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.4186587536318787e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 4, inertia 1.7067112802635612e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.4977096031832474e+18Iteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 1, inertia 1.2117112254738772e+18\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.4718423951519214e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 1.2116961152735693e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 45/50] START algorithm=elkan, max_iter=1000, n_init=20.................\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 0, inertia 1.2417342180964667e+18\n",
            "[CV 5/5; 38/50] END algorithm=elkan, max_iter=650, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 7, inertia 1.7066513845679045e+18\n",
            "[CV 3/5; 43/50] END algorithm=elkan, max_iter=1000, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Initialization completeIteration 0, inertia 1.9386646838060462e+18\n",
            "\n",
            "Iteration 0, inertia 1.1172735037602289e+18Iteration 2, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 43/50] START algorithm=elkan, max_iter=1000, n_init=5..................\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Iteration 1, inertia 1.2123843981660764e+18[CV 1/5; 43/50] END algorithm=elkan, max_iter=1000, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2s\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 2/5; 43/50] START algorithm=elkan, max_iter=1000, n_init=5..................\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.2117607597359286e+18\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5482409654189978e+18\n",
            "Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 9: strict convergence.\n",
            "Iteration 0, inertia 1.1693665371866058e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.2400800857649114e+18Iteration 0, inertia 1.2398408449517553e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18Iteration 1, inertia 1.0706813203331648e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.2126158637080632e+18\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.070509496999371e+18Iteration 3, inertia 1.7066440650260457e+18\n",
            "\n",
            "Iteration 3, inertia 1.2117021367495741e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18Initialization complete\n",
            "[CV 3/5; 45/50] START algorithm=elkan, max_iter=1000, n_init=20.................\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 0, inertia 1.1512249872685015e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 4, inertia 1.7066371940498135e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 4, inertia 1.2116961152735693e+18Iteration 0, inertia 1.2329479489208366e+18\n",
            "\n",
            "Initialization completeConverged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0725580191228658e+18Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18Initialization complete\n",
            "\n",
            "Iteration 0, inertia 9.139200899778077e+17Iteration 2, inertia 1.2117125510874122e+18\n",
            "\n",
            "Iteration 0, inertia 1.1835031598887793e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.722224441331773e+17\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.22353162871688e+18\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "[CV 5/5; 43/50] END algorithm=elkan, max_iter=1000, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2sInitialization completeIteration 0, inertia 1.1175182667246842e+18\n",
            "\n",
            "\n",
            "Initialization complete[CV 1/5; 44/50] START algorithm=elkan, max_iter=1000, n_init=10.................\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.2919611508391158e+18Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "Iteration 0, inertia 1.733808505943469e+18\n",
            "[CV 2/5; 39/50] END algorithm=elkan, max_iter=650, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Iteration 1, inertia 8.447857561778035e+17Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "[CV 4/5; 40/50] END algorithm=elkan, max_iter=650, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.5s\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4977096031832474e+18\n",
            "[CV 5/5; 40/50] START algorithm=elkan, max_iter=650, n_init=20..................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.706881292636756e+18Iteration 1, inertia 1.262767366299658e+18\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 3, inertia 1.0704651742305503e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.4718423951519214e+18Iteration 0, inertia 1.2384362688327741e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18Iteration 2, inertia 1.2623797410997965e+18\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.7067150556948572e+18Iteration 3, inertia 1.2623626139332086e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "[CV 5/5; 45/50] START algorithm=elkan, max_iter=1000, n_init=20.................Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 4, inertia 1.7067112802635612e+18Iteration 1, inertia 1.4724709565819748e+18\n",
            "\n",
            "Iteration 1, inertia 1.471668680863414e+18Iteration 0, inertia 1.240901986333844e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 5, inertia 1.7067021438101663e+18Iteration 0, inertia 1.1716604082416594e+18\n",
            "\n",
            "Iteration 2, inertia 1.4716671989580838e+18Iteration 1, inertia 1.2121083397353147e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization completeInitialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 4, inertia 1.4716726230250877e+18Initialization complete\n",
            "\n",
            "\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 0, inertia 8.88520367762163e+17Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Iteration 7, inertia 1.7066513845679045e+18Iteration 1, inertia 8.455227723727127e+17\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.4716671989580838e+18Iteration 2, inertia 8.447850136009285e+17\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18Iteration 0, inertia 1.2168473048514227e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "[CV 4/5; 39/50] END algorithm=elkan, max_iter=650, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3sIteration 0, inertia 1.2919611508391158e+18Iteration 8, inertia 1.7066389007777372e+18Iteration 2, inertia 8.447850136009285e+17\n",
            "\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "\n",
            "Iteration 1, inertia 1.0942767175129962e+18Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 9: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.449015598207089e+17\n",
            "Iteration 2, inertia 1.0882667934067881e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.3045051554282396e+18\n",
            "\n",
            "Iteration 0, inertia 1.235724441939072e+18Iteration 2, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 46/50] START algorithm=elkan, max_iter=2000, n_init=1..................\n",
            "Iteration 0, inertia 1.1835031598887793e+18\n",
            "Iteration 0, inertia 1.2417342180964667e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.731901516828085e+18Iteration 0, inertia 8.819485615334089e+17\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2123843981660764e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 0, inertia 1.5013045999586875e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18Iteration 1, inertia 1.0706813203331648e+18\n",
            "\n",
            "Iteration 1, inertia 1.7067822559158804e+18\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117607597359286e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.472249316093667e+18\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 2, inertia 1.7067150556948572e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0282326577082554e+18Iteration 2, inertia 1.070509496999371e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Iteration 2, inertia 1.4717021739819359e+18Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 0, inertia 8.707159751098547e+17\n",
            "Iteration 2, inertia 1.0090588543869284e+18Iteration 3, inertia 1.0704651742305503e+18Iteration 0, inertia 9.139200899778077e+17\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 8.447419717369426e+17\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 1, inertia 8.455227723727127e+17Iteration 3, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 3, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 5, inertia 1.706668197129372e+18Iteration 0, inertia 8.913106669613622e+17\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 0, inertia 1.2329479489208366e+18\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18Iteration 2, inertia 8.447850136009285e+17\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 6, inertia 1.7066513845679045e+18Iteration 1, inertia 8.450920001067808e+17\n",
            "\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 7, inertia 1.7066389007777372e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.1716604082416594e+18\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1197487720131841e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 8, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 8: strict convergence.\n",
            "[CV 4/5; 35/50] END algorithm=elkan, max_iter=300, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.4s\n",
            "Iteration 0, inertia 8.819485615334089e+17Iteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.1249930466589841e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 2/5; 46/50] START algorithm=elkan, max_iter=2000, n_init=1..................\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "[CV 2/5; 43/50] END algorithm=elkan, max_iter=1000, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.1172735037602289e+18\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Iteration 0, inertia 1.2566161030730243e+18Iteration 0, inertia 1.5013045999586875e+18\n",
            "\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1355536470472552e+18\n",
            "Iteration 0, inertia 1.1402560584010045e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 0, inertia 8.913106669613622e+17Iteration 1, inertia 1.472249316093667e+18Iteration 1, inertia 1.1654412341182886e+18\n",
            "\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "[CV 3/5; 46/50] START algorithm=elkan, max_iter=2000, n_init=1..................\n",
            "Iteration 3, inertia 1.471681224004746e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 0, inertia 8.913106669603739e+17\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 1, inertia 1.1083416791461348e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.[CV 2/5; 40/50] END algorithm=elkan, max_iter=650, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.6s\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 40/50] START algorithm=elkan, max_iter=650, n_init=20..................\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Iteration 1, inertia 1.0922290092868687e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "[CV 5/5; 30/50] END algorithm=elkan, max_iter=100, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.9s\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "[CV 2/5; 44/50] END algorithm=elkan, max_iter=1000, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "[CV 3/5; 44/50] START algorithm=elkan, max_iter=1000, n_init=10.................\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 4/5; 44/50] END algorithm=elkan, max_iter=1000, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "Iteration 0, inertia 1.235724441939072e+18Iteration 1, inertia 8.545934058008046e+17\n",
            "\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "[CV 5/5; 44/50] START algorithm=elkan, max_iter=1000, n_init=10.................\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.1197487720131841e+18\n",
            "Iteration 0, inertia 1.1554012015452723e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 46/50] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-1262362613933208832.000, test=-57355438053966416.000) total time=   0.1s\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.[CV 4/5; 46/50] START algorithm=elkan, max_iter=2000, n_init=1..................\n",
            "\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.910116600060681e+17\n",
            "Initialization complete\n",
            "[CV 4/5; 43/50] END algorithm=elkan, max_iter=1000, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.2s\n",
            "Iteration 0, inertia 1.1249930466599508e+18Iteration 2, inertia 1.0079895014973908e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0079845826625068e+18Iteration 1, inertia 8.545934058008046e+17Iteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.15540120155327e+18\n",
            "\n",
            "[CV 5/5; 46/50] START algorithm=elkan, max_iter=2000, n_init=1..................\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.0082162180148598e+18Iteration 1, inertia 1.0082162180148598e+18\n",
            "\n",
            "[CV 2/5; 46/50] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "Initialization complete\n",
            "[CV 1/5; 47/50] START algorithm=elkan, max_iter=2000, n_init=2..................\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.1402560584010045e+18\n",
            "Initialization complete\n",
            "[CV 2/5; 47/50] START algorithm=elkan, max_iter=2000, n_init=2..................\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.313177103282234e+18\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "\n",
            "Iteration 1, inertia 1.0127877090891699e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.368732861978089e+17Iteration 0, inertia 1.3904057942299423e+18Iteration 2, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "[CV 3/5; 46/50] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 1, inertia 8.462299919239924e+17\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.Iteration 0, inertia 8.92075489333822e+17Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2623626139332086e+18Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "[CV 2/5; 35/50] END algorithm=elkan, max_iter=300, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.6s\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18Initialization complete\n",
            "\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.[CV 3/5; 47/50] START algorithm=elkan, max_iter=2000, n_init=2..................\n",
            "\n",
            "Initialization completeIteration 3, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.157037056659286e+18\n",
            "\n",
            "Iteration 0, inertia 1.0177590498264413e+18Iteration 0, inertia 1.9386646838060462e+18\n",
            "\n",
            "Iteration 1, inertia 1.1083416791461348e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 8.913106669603469e+17\n",
            "Iteration 1, inertia 1.0942767175129962e+18Iteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 47/50] START algorithm=elkan, max_iter=2000, n_init=2..................\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "[CV 4/5; 46/50] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Iteration 3, inertia 1.7066440650260457e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization completeIteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.0238730199197012e+18Iteration 0, inertia 1.2224381906961562e+18\n",
            "\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 0, inertia 1.2566161030730243e+18Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.[CV 5/5; 47/50] START algorithm=elkan, max_iter=2000, n_init=2..................\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 1, inertia 1.0882998057056221e+18\n",
            "[CV 5/5; 46/50] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.722224441331773e+17\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17Iteration 0, inertia 8.910116600060681e+17\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.390748501746746e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "Iteration 1, inertia 1.0922290092868687e+18\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "\n",
            "[CV 1/5; 48/50] START algorithm=elkan, max_iter=2000, n_init=5..................Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.2566161030730243e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 1, inertia 8.455227723727127e+17\n",
            "Iteration 0, inertia 1.9386646838060462e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.3102582047146307e+18\n",
            "Iteration 1, inertia 1.1654412341182886e+18Iteration 0, inertia 8.88520367762163e+17\n",
            "Iteration 1, inertia 1.0082162180148598e+18Iteration 1, inertia 1.0081165701966167e+18\n",
            "\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization completeIteration 0, inertia 1.2333328523891924e+18\n",
            "Iteration 0, inertia 8.910116600060681e+17\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 1, inertia 8.449015598207089e+17\n",
            "Iteration 2, inertia 1.0079845826625068e+18Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1655007853811927e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization completeIteration 3, inertia 1.7066440650260457e+18\n",
            "\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1554012015452723e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 0, inertia 1.2087601219902717e+18Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization complete[CV 1/5; 47/50] END algorithm=elkan, max_iter=2000, n_init=2;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.1s\n",
            "\n",
            "Iteration 0, inertia 8.707159751098547e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 0, inertia 1.2943493548757983e+18\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 2, inertia 1.0090588543869284e+18Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 0, inertia 1.2611169731921554e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0318997705304239e+18\n",
            "Iteration 3, inertia 1.0080065576089388e+18Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 8.72501299753844e+17\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0922290092868687e+18Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1175182667246842e+18Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0080035915547364e+18\n",
            "[CV 1/5; 44/50] END algorithm=elkan, max_iter=1000, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "[CV 2/5; 48/50] START algorithm=elkan, max_iter=2000, n_init=5..................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 0, inertia 1.1249930466589841e+18\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 0, inertia 1.2398408449517553e+18\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 0, inertia 1.7314230785741125e+18\n",
            "Iteration 1, inertia 1.262767366299658e+18Iteration 1, inertia 8.545934058008046e+17\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Iteration 1, inertia 1.212028086142774e+18Iteration 0, inertia 1.1297070077679695e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.706763441779004e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.0127877090891699e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "[CV 3/5; 47/50] END algorithm=elkan, max_iter=2000, n_init=2;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.1s\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 0, inertia 1.1554012015452723e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "[CV 3/5; 48/50] START algorithm=elkan, max_iter=2000, n_init=5..................\n",
            "Iteration 2, inertia 1.0079895014973908e+18Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.0231305992907543e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 8.72501299752553e+17\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.0080295385863777e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 47/50] END algorithm=elkan, max_iter=2000, n_init=2;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "[CV 4/5; 48/50] START algorithm=elkan, max_iter=2000, n_init=5..................\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0079845826625068e+18Iteration 0, inertia 8.913106669603739e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17Iteration 6, inertia 1.7066513845679045e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17Iteration 0, inertia 1.0177590498264413e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.139200899778077e+17\n",
            "[CV 1/5; 30/50] END algorithm=elkan, max_iter=100, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   1.0s\n",
            "[CV 4/5; 47/50] END algorithm=elkan, max_iter=2000, n_init=2;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Iteration 7, inertia 1.7066389007777372e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Initialization completeIteration 1, inertia 8.455227723727127e+17\n",
            "\n",
            "Iteration 8, inertia 1.7066371940498135e+18[CV 5/5; 48/50] START algorithm=elkan, max_iter=2000, n_init=5..................\n",
            "\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 0, inertia 1.157037056659286e+18Iteration 1, inertia 1.0882667934067881e+18\n",
            "\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.447419717369426e+17Iteration 1, inertia 1.0127877090891699e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.0415650688511432e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 0, inertia 1.1175182667246842e+18Iteration 1, inertia 1.471668680863414e+18\n",
            "\n",
            "\n",
            "Iteration 0, inertia 1.0238730199197012e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 9.368732861978089e+17\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 0, inertia 1.1277031329437329e+18Iteration 1, inertia 1.008349842550025e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 1, inertia 8.462299919239924e+17\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 1/5; 49/50] START algorithm=elkan, max_iter=2000, n_init=10.................\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Iteration 0, inertia 1.2224381906961562e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete[CV 2/5; 49/50] START algorithm=elkan, max_iter=2000, n_init=10.................\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 0, inertia 8.92075489333822e+17\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Initialization completeIteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 0, inertia 1.7327686348293896e+18\n",
            "Iteration 0, inertia 1.2333328523891924e+18\n",
            "Initialization completeIteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Iteration 0, inertia 1.0177590498264413e+18\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 1, inertia 1.1655007853811927e+18\n",
            "Iteration 1, inertia 1.706829152925865e+18\n",
            "Initialization completeInitialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Initialization completeConverged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.447850136009285e+17Iteration 0, inertia 1.2965024918169244e+18\n",
            "\n",
            "Iteration 2, inertia 1.1654412341182886e+18Iteration 2, inertia 1.706724211751431e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Iteration 0, inertia 1.3102582047146307e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1666057540769375e+18\n",
            "Iteration 0, inertia 1.390748501746746e+18\n",
            "Iteration 0, inertia 1.157037056659286e+18Iteration 1, inertia 1.0942767175129962e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 1.7067112802635612e+18[CV 2/5; 47/50] END algorithm=elkan, max_iter=2000, n_init=2;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "[CV 3/5; 44/50] END algorithm=elkan, max_iter=1000, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 1, inertia 1.212028086142774e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.913106669603469e+17\n",
            "Iteration 2, inertia 1.2623626139332086e+18Iteration 0, inertia 1.0238730199197012e+18\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "Initialization completeIteration 2, inertia 1.2117166576143967e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "\n",
            "Iteration 6, inertia 1.706668197129372e+18Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 0, inertia 1.2943493548757983e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 0, inertia 1.0428315491353743e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 44/50] END algorithm=elkan, max_iter=1000, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.2s\n",
            "Iteration 7, inertia 1.7066513845679045e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 0, inertia 8.72501299753844e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 1, inertia 1.0083858909778154e+18\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Iteration 0, inertia 1.2919611508391158e+18Iteration 1, inertia 8.447857561778035e+17\n",
            "\n",
            "[CV 3/5; 49/50] START algorithm=elkan, max_iter=2000, n_init=10.................\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 3, inertia 1.0080065576089388e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 9: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.0079845826625068e+18Iteration 1, inertia 1.262767366299658e+18\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "[CV 4/5; 49/50] START algorithm=elkan, max_iter=2000, n_init=10.................\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082418143e+18Iteration 0, inertia 1.2333328523891924e+18\n",
            "\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.4247487358020186e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18\n",
            "\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 0, inertia 1.7314230785741125e+18\n",
            "Iteration 1, inertia 1.1655007853811927e+18Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 0, inertia 8.722224441331773e+17\n",
            "\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 3: strict convergence.Initialization complete\n",
            "Iteration 1, inertia 1.706763441779004e+18\n",
            "\n",
            "Iteration 0, inertia 1.1512249872685015e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18[CV 1/5; 45/50] END algorithm=elkan, max_iter=1000, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.4s\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "[CV 2/5; 45/50] START algorithm=elkan, max_iter=1000, n_init=20.................\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17Iteration 2, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 3, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 49/50] START algorithm=elkan, max_iter=2000, n_init=10.................\n",
            "Iteration 0, inertia 1.0258602933005588e+18Iteration 3, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2276558821962452e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Initialization complete\n",
            "Initialization completeIteration 1, inertia 1.0080065576089388e+18\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Iteration 1, inertia 1.1654412341182886e+18Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 4, inertia 1.7067021438101663e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 1/5; 48/50] END algorithm=elkan, max_iter=2000, n_init=5;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.2sInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Initialization completeInitialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 0, inertia 1.5031610596527631e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1175182667246842e+18Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.88520367762163e+17Iteration 0, inertia 1.0318997705304239e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 0, inertia 1.733808505943469e+18\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1821260785401482e+18\n",
            "Iteration 1, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 1.0080035915547364e+18Iteration 1, inertia 1.706881292636756e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "[CV 1/5; 50/50] START algorithm=elkan, max_iter=2000, n_init=20.................Iteration 1, inertia 8.449015598207089e+17\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0142189341975858e+18\n",
            "Iteration 0, inertia 1.1175182667246842e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "Iteration 2, inertia 1.008360297000703e+18Iteration 0, inertia 1.9386646838060462e+18\n",
            "\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7067112802635612e+18Iteration 1, inertia 1.7080535176353436e+18\n",
            "\n",
            "Iteration 6, inertia 1.7066513845679045e+18\n",
            "Iteration 3, inertia 1.0079858131349481e+18Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Iteration 0, inertia 9.139200899778077e+17Iteration 2, inertia 1.7066683157015132e+18\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.487046573483123e+18Iteration 7, inertia 1.7066389007777372e+18\n",
            "\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.Converged at iteration 5: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "Iteration 8, inertia 1.7066371940498135e+18Iteration 1, inertia 1.0282326577082554e+18\n",
            "\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.7066371940498135e+18Iteration 0, inertia 1.2116474395942075e+18\n",
            "\n",
            "Iteration 7, inertia 1.7066513845679045e+18\n",
            "Converged at iteration 4: strict convergence.Iteration 0, inertia 1.0231305992907543e+18\n",
            "\n",
            "\n",
            "Iteration 0, inertia 8.707159751098547e+17\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Iteration 2, inertia 1.4716671989580838e+18Initialization complete\n",
            "\n",
            "Initialization completeConverged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18Iteration 1, inertia 1.0080295385863777e+18\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18Iteration 1, inertia 8.447419717369426e+17\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.4848417727669837e+18\n",
            "Iteration 9, inertia 1.7066371940498135e+18[CV 2/5; 48/50] END algorithm=elkan, max_iter=2000, n_init=5;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.2s\n",
            "Converged at iteration 9: strict convergence.\n",
            "Iteration 0, inertia 1.1277031329437329e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0942767175129962e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 48/50] END algorithm=elkan, max_iter=2000, n_init=5;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.1s\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 48/50] END algorithm=elkan, max_iter=2000, n_init=5;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.1s\n",
            "Iteration 1, inertia 1.471668680863414e+18Iteration 0, inertia 1.043490380109659e+18\n",
            "\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0085566292423684e+18\n",
            "Initialization completeIteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.731901516828085e+18\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2919611508391158e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 2, inertia 1.0079895014973908e+18\n",
            "\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "Iteration 0, inertia 1.7327686348293896e+18\n",
            "Initialization complete\n",
            "[CV 3/5; 48/50] END algorithm=elkan, max_iter=2000, n_init=5;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Iteration 1, inertia 1.7067822559158804e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 50/50] START algorithm=elkan, max_iter=2000, n_init=20.................\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.262767366299658e+18\n",
            "Iteration 0, inertia 1.1249930466589841e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 50/50] START algorithm=elkan, max_iter=2000, n_init=20.................\n",
            "Iteration 1, inertia 1.706829152925865e+18\n",
            "Iteration 2, inertia 1.2623797410997965e+18Iteration 0, inertia 1.0415650688511432e+18\n",
            "\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.1297070077679695e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18Iteration 3, inertia 1.2623626139332086e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "[CV 4/5; 50/50] START algorithm=elkan, max_iter=2000, n_init=20.................\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.008349842550025e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17Initialization complete\n",
            "\n",
            "Iteration 3, inertia 1.7067150556948572e+18Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Initialization complete\n",
            "[CV 5/5; 50/50] START algorithm=elkan, max_iter=2000, n_init=20.................Iteration 4, inertia 1.7067112802635612e+18\n",
            "\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0324692054912893e+18Initialization complete\n",
            "\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Initialization complete\n",
            "Iteration 6, inertia 1.7066513845679045e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 9.139200899778077e+17Iteration 0, inertia 1.4247487358020186e+18\n",
            "\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 1, inertia 1.0080978519240932e+18Iteration 6, inertia 1.706668197129372e+18\n",
            "\n",
            "Iteration 0, inertia 1.1190479604926958e+18\n",
            "Iteration 7, inertia 1.7066389007777372e+18\n",
            "Iteration 0, inertia 1.2566161030730243e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2398408449517553e+18Iteration 1, inertia 1.1083416791461348e+18\n",
            "\n",
            "Iteration 1, inertia 8.455227723727127e+17Iteration 7, inertia 1.7066513845679045e+18\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079858131349481e+18\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 8, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 2, inertia 8.447850136009285e+17\n",
            "\n",
            "Iteration 0, inertia 8.913106669603739e+17\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 9: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 3, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Initialization completeIteration 0, inertia 1.2965024918169244e+18Iteration 1, inertia 8.450920001067808e+17\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1175182667246842e+18Iteration 2, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 1.1355536470472552e+18\n",
            "\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.Iteration 1, inertia 1.1666057540769375e+18\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.212028086142774e+18\n",
            "\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.1512249872685015e+18\n",
            "Iteration 1, inertia 1.0081165701966167e+18\n",
            "Iteration 0, inertia 1.150132924482597e+18\n",
            "Iteration 0, inertia 8.819485615334089e+17\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 0, inertia 1.0267939407803899e+18\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18Initialization complete\n",
            "\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.0378737400031786e+18\n",
            "Iteration 1, inertia 1.0079953392926545e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Iteration 0, inertia 1.4848417727669837e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0082162180148598e+18Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.819485615334089e+17Iteration 2, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.471668680863414e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization complete\n",
            "[CV 5/5; 40/50] END algorithm=elkan, max_iter=650, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.5s\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 2, inertia 1.4716671989580838e+18\n",
            "Iteration 0, inertia 1.2955944943697354e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 9.368732861978089e+17Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Iteration 0, inertia 1.733808505943469e+18Iteration 1, inertia 1.0942767175129962e+18\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 0, inertia 1.0428315491353743e+18Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "[CV 3/5; 45/50] END algorithm=elkan, max_iter=1000, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.6sIteration 1, inertia 1.706881292636756e+18\n",
            "Iteration 1, inertia 8.462299919239924e+17\n",
            "\n",
            "Iteration 0, inertia 1.2247772870959578e+18[CV 4/5; 45/50] START algorithm=elkan, max_iter=1000, n_init=20.................\n",
            "\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.9386646838060462e+18Iteration 0, inertia 1.1190479604926958e+18\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18Iteration 1, inertia 1.0083858909778154e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18Initialization complete\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 0, inertia 1.487046573483123e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18Iteration 3, inertia 1.7067150556948572e+18\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "\n",
            "Iteration 2, inertia 1.0079895014973908e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization completeIteration 1, inertia 1.1485240393271603e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.070509496999371e+18Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 1.7067112802635612e+18\n",
            "Iteration 1, inertia 1.0282326577082554e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 0, inertia 8.913106669613622e+17\n",
            "\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Iteration 2, inertia 1.0090588543869284e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 8.450920001067808e+17Iteration 1, inertia 1.0127877090891699e+18Initialization complete\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.0080065576089388e+18Iteration 3, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.Initialization complete\n",
            "Initialization complete\n",
            "Iteration 7, inertia 1.7066513845679045e+18\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 0, inertia 1.2398408449517553e+18\n",
            "\n",
            "Iteration 0, inertia 1.1716604082418143e+18\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.0079845826625068e+18Iteration 0, inertia 1.1297070077679695e+18Iteration 8, inertia 1.7066389007777372e+18\n",
            "\n",
            "\n",
            "Iteration 1, inertia 1.212028086142774e+18Iteration 1, inertia 1.2121083397353147e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2276558821962452e+18\n",
            "Iteration 0, inertia 8.913106669613622e+17Iteration 9, inertia 1.7066371940498135e+18\n",
            "\n",
            "Iteration 2, inertia 8.447419717369426e+17Converged at iteration 9: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.2117235003020692e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.390748501746746e+18\n",
            "Iteration 2, inertia 1.2117166576143967e+18\n",
            "\n",
            "Iteration 1, inertia 1.0881296815058084e+18Iteration 2, inertia 1.070509496999371e+18\n",
            "\n",
            "Iteration 0, inertia 1.2611169731921554e+18Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1654412341182886e+18Iteration 3, inertia 1.2117111833662856e+18Iteration 3, inertia 1.2117111833662856e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 3: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 1, inertia 8.450920001067808e+17\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0922290092868687e+18Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 3, inertia 1.0704651742305503e+18Iteration 2, inertia 8.447419717369426e+17Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.2087601219902717e+18\n",
            "Initialization completeInitialization completeInitialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.0177590498264413e+18Iteration 0, inertia 1.731901516828085e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.7067822559158804e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18Iteration 0, inertia 1.235724441939072e+18\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Iteration 0, inertia 1.4247487358020186e+18\n",
            "Initialization completeInitialization complete\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0258602933005588e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18Iteration 1, inertia 1.1487278975061972e+18\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1821260785401482e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 1, inertia 1.1083416791461348e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 0, inertia 1.5031610596527631e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1554012015452723e+18Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.750879686554075e+17\n",
            "Iteration 1, inertia 1.0142189341975858e+18Iteration 0, inertia 8.72501299753844e+17\n",
            "\n",
            "Iteration 0, inertia 1.0238730199197012e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18Converged at iteration 2: strict convergence.\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17Iteration 0, inertia 1.2398408449517553e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.0080065576089388e+18Iteration 2, inertia 1.008360297000703e+18\n",
            "\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Iteration 6, inertia 1.7066513845679045e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.212028086142774e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.0079858131349481e+18\n",
            "Iteration 0, inertia 1.2113443018143224e+18Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1249930466599508e+18\n",
            "\n",
            "Iteration 7, inertia 1.7066389007777372e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 8.545934058008046e+17Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 1, inertia 1.2121083397353147e+18\n",
            "\n",
            "Iteration 8, inertia 1.7066371940498135e+18Iteration 2, inertia 1.2117166576143967e+18Iteration 4, inertia 1.0079845826625068e+18\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Converged at iteration 8: strict convergence.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17Iteration 3, inertia 1.471681224004746e+18Iteration 2, inertia 1.1485240393271603e+18Iteration 2, inertia 1.2117235003020692e+18\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18Iteration 0, inertia 1.2566161030730243e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 0, inertia 1.15540120155327e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.5033148940116687e+18Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2333328523891924e+18\n",
            "\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization completeIteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "[CV 1/5; 40/50] END algorithm=elkan, max_iter=650, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.8s\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.1655007853811927e+18Iteration 1, inertia 1.4724709565819748e+18\n",
            "\n",
            "Iteration 0, inertia 1.1355536470472552e+18\n",
            "Initialization completeIteration 0, inertia 1.1249930466599508e+18\n",
            "\n",
            "Initialization completeIteration 2, inertia 1.0881296815058084e+18\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18Iteration 2, inertia 1.1654412341182886e+18\n",
            "\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 1.043490380109659e+18\n",
            "Initialization complete\n",
            "\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 3, inertia 1.471681224004746e+18Iteration 1, inertia 1.1485240393271603e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 1.235724441939072e+18Iteration 1, inertia 1.0085566292423684e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2247772870959578e+18\n",
            "Iteration 0, inertia 1.150132924482597e+18Iteration 4, inertia 1.4716726230250877e+18\n",
            "\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18Iteration 1, inertia 1.2624485479205458e+18\n",
            "\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Converged at iteration 5: strict convergence.Iteration 2, inertia 1.0079895014973908e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1461250959874822e+18Iteration 5, inertia 1.4716671989580838e+18\n",
            "Iteration 0, inertia 1.2116474395942075e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "\n",
            "[CV 3/5; 49/50] END algorithm=elkan, max_iter=2000, n_init=10;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.2s\n",
            "Iteration 2, inertia 1.1485240393271603e+18Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "[CV 5/5; 45/50] END algorithm=elkan, max_iter=1000, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.6sConverged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 1, inertia 1.0081165701966167e+18Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "\n",
            "Iteration 2, inertia 1.0881296815058084e+18Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 1, inertia 1.1487278975061972e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1172735037602289e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.3904057942299423e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 0, inertia 1.0324692054912893e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Iteration 0, inertia 1.3045051554282396e+18\n",
            "Iteration 1, inertia 1.2624485479205458e+18Initialization complete\n",
            "\n",
            "Iteration 0, inertia 1.240901986333844e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.157037056659286e+18Iteration 2, inertia 8.447419717369426e+17Iteration 0, inertia 1.9386646838060462e+18\n",
            "\n",
            "\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0080978519240932e+18\n",
            "Iteration 1, inertia 1.0730434129410399e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2121083397353147e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.226874800460351e+18\n",
            "Iteration 0, inertia 1.2057325074807488e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18Iteration 1, inertia 1.0882998057056221e+18\n",
            "\n",
            "Iteration 1, inertia 1.7080535176353436e+18\n",
            "Iteration 2, inertia 1.0079858131349481e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18Iteration 2, inertia 1.2117235003020692e+18\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.772267302526236e+17\n",
            "Iteration 1, inertia 1.0085924247778981e+18\n",
            "Iteration 2, inertia 1.7066683157015132e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.0725580191228658e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.910116600060681e+17\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 3, inertia 1.7066440650260457e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 4, inertia 1.7066371940498135e+18\n",
            "Initialization complete\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Initialization complete\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 5/5; 49/50] END algorithm=elkan, max_iter=2000, n_init=10;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.3s\n",
            "Initialization completeIteration 0, inertia 8.910116600060681e+17\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1669027955043333e+18\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 0, inertia 1.235724441939072e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0705125923137364e+18Iteration 0, inertia 1.0267939407803899e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.0079953392926545e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1173210485879459e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2611169731921554e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.313177103282234e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 8.72501299752553e+17\n",
            "Iteration 0, inertia 1.171660408241309e+18\n",
            "Iteration 1, inertia 1.0922290092868687e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0127877090891699e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.2243251281984748e+18\n",
            "Iteration 2, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.92075489333822e+17\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "Iteration 2, inertia 1.0082162180148598e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 3, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization completeIteration 3, inertia 1.0079845826625068e+18\n",
            "\n",
            "[CV 1/5; 49/50] END algorithm=elkan, max_iter=2000, n_init=10;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.4s\n",
            "Iteration 0, inertia 1.2113443018143224e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 40/50] END algorithm=elkan, max_iter=650, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.6s\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "[CV 4/5; 49/50] END algorithm=elkan, max_iter=2000, n_init=10;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 0, inertia 1.2201588900079593e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5000579797329167e+18\n",
            "Iteration 0, inertia 8.913106669603469e+17\n",
            "Iteration 0, inertia 1.5033148940116687e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 1, inertia 1.472189254351007e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 0, inertia 1.1554012015452723e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 1, inertia 1.4724709565819748e+18\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.0177590498264413e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Iteration 2, inertia 1.4717244068260792e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.207232917558037e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 0, inertia 1.2057325074807488e+18Iteration 0, inertia 8.722224441331773e+17\n",
            "\n",
            "Iteration 0, inertia 1.1172735037602289e+18\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Initialization complete\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1693665371866058e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 0, inertia 1.211606347795643e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.15540120155327e+18\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Initialization completeIteration 5, inertia 1.4716671989580838e+18Iteration 0, inertia 1.0238730199197012e+18\n",
            "\n",
            "\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 8.88520367762163e+17\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 1, inertia 1.0080065576089388e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 1, inertia 8.449015598207089e+17\n",
            "Iteration 0, inertia 1.2911985785438387e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 0, inertia 1.4977096031832474e+18\n",
            "Iteration 0, inertia 1.4186587536318787e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.4718423951519214e+18\n",
            "Iteration 1, inertia 1.2117112254738772e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1172735037602289e+18\n",
            "Iteration 0, inertia 1.1669027955043333e+18\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 2, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.707159751098547e+17\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 1, inertia 8.447419717369426e+17\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 0, inertia 1.1461250959874822e+18\n",
            "Iteration 0, inertia 1.2333328523891924e+18\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.5482409654189978e+18\n",
            "Iteration 1, inertia 1.1655007853811927e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2400800857649114e+18\n",
            "Initialization completeIteration 0, inertia 1.1249930466589841e+18\n",
            "\n",
            "Iteration 0, inertia 1.272929630009978e+18\n",
            "Iteration 0, inertia 1.171660408241309e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.2126158637080632e+18\n",
            "Iteration 1, inertia 8.545934058008046e+17\n",
            "Iteration 0, inertia 1.1835031598887793e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 1, inertia 1.1487278975061972e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Iteration 3, inertia 1.2117021367495741e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.2682634786749325e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0725580191228658e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.157037056659286e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0318997705304239e+18\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.22353162871688e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5000579797329167e+18\n",
            "Iteration 0, inertia 8.913106669603739e+17\n",
            "Iteration 1, inertia 1.1486962461079674e+18Iteration 0, inertia 1.1716604082416594e+18\n",
            "\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 1, inertia 1.472189254351007e+18\n",
            "Iteration 1, inertia 1.0080035915547364e+18\n",
            "Iteration 1, inertia 8.450920001067808e+17\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 0, inertia 1.2243251281984748e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 8.447419717369426e+17\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 0, inertia 1.2384362688327741e+18\n",
            "Initialization completeIteration 5, inertia 1.4716671989580838e+18\n",
            "\n",
            "Initialization completeConverged at iteration 5: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 9.368732861978089e+17\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "[CV 2/5; 49/50] END algorithm=elkan, max_iter=2000, n_init=10;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.4s\n",
            "Iteration 1, inertia 8.462299919239924e+17\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.5013045999586875e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 0, inertia 1.0231305992907543e+18\n",
            "Iteration 0, inertia 1.2224381906961562e+18\n",
            "Iteration 1, inertia 1.472249316093667e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.1693665371866058e+18\n",
            "Iteration 2, inertia 8.447850136009285e+17\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 1, inertia 1.0080295385863777e+18\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 3, inertia 8.447419717369426e+17\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0881296815058084e+18Iteration 0, inertia 1.2201588900079593e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.2168473048514227e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.390748501746746e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2624485479205458e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Iteration 0, inertia 1.1197487720131841e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.4977096031832474e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.2623626139332086e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Iteration 0, inertia 1.0415650688511432e+18\n",
            "Iteration 1, inertia 1.4718423951519214e+18\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 0, inertia 1.2417342180964667e+18\n",
            "Iteration 0, inertia 1.3102582047146307e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.008349842550025e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2123843981660764e+18\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0882998057056221e+18\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 2, inertia 1.2117607597359286e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 0, inertia 1.1402560584010045e+18\n",
            "Iteration 0, inertia 8.72501299753844e+17\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Iteration 0, inertia 1.207232917558037e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Iteration 1, inertia 8.447857561778035e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.447419717369426e+17\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 0, inertia 1.1835031598887793e+18\n",
            "\n",
            "Iteration 0, inertia 1.2329479489208366e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "[CV 2/5; 45/50] END algorithm=elkan, max_iter=1000, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.4s\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "[CV 1/5; 50/50] END algorithm=elkan, max_iter=2000, n_init=20;, score=(train=-844741971736942720.000, test=-496696520568195392.000) total time=   0.3s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 0, inertia 1.2965024918169244e+18\n",
            "Iteration 0, inertia 1.2943493548757983e+18\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.1666057540769375e+18\n",
            "Iteration 1, inertia 1.0882998057056221e+18Iteration 0, inertia 1.211606347795643e+18\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.1487278975061972e+18Iteration 2, inertia 1.0881296815058084e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.1716604082416594e+18\n",
            "[CV 4/5; 50/50] END algorithm=elkan, max_iter=2000, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "Iteration 1, inertia 1.0706813203331648e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.0428315491353743e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.7314230785741125e+18\n",
            "Iteration 0, inertia 1.4186587536318787e+18\n",
            "Iteration 1, inertia 1.0083858909778154e+18\n",
            "Iteration 1, inertia 1.706763441779004e+18\n",
            "Iteration 0, inertia 1.5013045999586875e+18\n",
            "Iteration 1, inertia 1.2117112254738772e+18\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 1, inertia 1.472249316093667e+18\n",
            "Iteration 2, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 2, inertia 1.4717021739819359e+18\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.471681224004746e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 4, inertia 1.4716726230250877e+18\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 0, inertia 1.5482409654189978e+18\n",
            "Iteration 5, inertia 1.4716671989580838e+18\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2400800857649114e+18\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Iteration 2, inertia 1.2126158637080632e+18\n",
            "Initialization complete\n",
            "Iteration 6, inertia 1.7066513845679045e+18\n",
            "Iteration 3, inertia 1.2117021367495741e+18\n",
            "Iteration 0, inertia 1.2276558821962452e+18\n",
            "Iteration 7, inertia 1.7066389007777372e+18Iteration 0, inertia 1.1197487720131841e+18\n",
            "\n",
            "Iteration 4, inertia 1.2116961152735693e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.1654412341182886e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 8, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 8: strict convergence.\n",
            "Iteration 1, inertia 1.070509496999371e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.22353162871688e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1277031329437329e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 0, inertia 1.1821260785401482e+18\n",
            "Iteration 1, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.1402560584010045e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0142189341975858e+18\n",
            "Iteration 1, inertia 1.0705125923137364e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 1.0704651742305503e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 1.008360297000703e+18\n",
            "Iteration 0, inertia 1.7327686348293896e+18\n",
            "Iteration 3, inertia 1.0079858131349481e+18\n",
            "Iteration 0, inertia 1.2384362688327741e+18\n",
            "Iteration 1, inertia 1.706829152925865e+18\n",
            "Iteration 4, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "[CV 2/5; 50/50] END algorithm=elkan, max_iter=2000, n_init=20;, score=(train=-1070465174230550528.000, test=-200287108384664064.000) total time=   0.3s\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 1.7067112802635612e+18\n",
            "Initialization complete\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Iteration 0, inertia 1.043490380109659e+18\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "Iteration 0, inertia 1.2168473048514227e+18\n",
            "Iteration 1, inertia 1.0085566292423684e+18\n",
            "Iteration 7, inertia 1.7066513845679045e+18\n",
            "Iteration 1, inertia 1.1486962461079674e+18\n",
            "Iteration 2, inertia 1.0079895014973908e+18\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Iteration 2, inertia 1.1485240393271603e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 9: strict convergence.\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.2417342180964667e+18\n",
            "Iteration 0, inertia 1.1512249872685015e+18\n",
            "Iteration 1, inertia 1.2123843981660764e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 0, inertia 1.0324692054912893e+18\n",
            "Iteration 2, inertia 1.2117607597359286e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.0080978519240932e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 1.0079858131349481e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 1.733808505943469e+18\n",
            "Iteration 0, inertia 1.2329479489208366e+18\n",
            "Iteration 1, inertia 1.706881292636756e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.2118971912504015e+18\n",
            "Iteration 2, inertia 1.706724211751431e+18\n",
            "Iteration 2, inertia 1.2117125510874122e+18\n",
            "Iteration 0, inertia 1.0267939407803899e+18\n",
            "Iteration 3, inertia 1.7067150556948572e+18\n",
            "Iteration 3, inertia 1.2117111833662856e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 1.0079953392926545e+18\n",
            "Iteration 4, inertia 1.7067112802635612e+18\n",
            "Iteration 2, inertia 1.0079845826625068e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 5, inertia 1.7067021438101663e+18\n",
            "Iteration 6, inertia 1.706668197129372e+18\n",
            "[CV 4/5; 45/50] END algorithm=elkan, max_iter=1000, n_init=20;, score=(train=-1148524039327160192.000, test=-186141884442003584.000) total time=   0.3s\n",
            "Iteration 7, inertia 1.7066513845679045e+18\n",
            "Iteration 8, inertia 1.7066389007777372e+18\n",
            "Iteration 9, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 9: strict convergence.\n",
            "[CV 3/5; 50/50] END algorithm=elkan, max_iter=2000, n_init=20;, score=(train=-1007984582662506752.000, test=-642870668200265856.000) total time=   0.4s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.731901516828085e+18\n",
            "Iteration 1, inertia 1.7067822559158804e+18\n",
            "Iteration 2, inertia 1.7067150556948572e+18\n",
            "Iteration 3, inertia 1.7067112802635612e+18\n",
            "Iteration 4, inertia 1.7067021438101663e+18\n",
            "Iteration 5, inertia 1.706668197129372e+18\n",
            "Iteration 6, inertia 1.7066513845679045e+18\n",
            "Iteration 7, inertia 1.7066389007777372e+18\n",
            "Iteration 8, inertia 1.7066371940498135e+18\n",
            "Converged at iteration 8: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.1355536470472552e+18\n",
            "Iteration 1, inertia 1.0882667934067881e+18\n",
            "Iteration 2, inertia 1.0881296815058084e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 50/50] END algorithm=elkan, max_iter=2000, n_init=20;, score=(train=-1088129681505808256.000, test=-277183211738894400.000) total time=   0.4s\n",
            "----------\n",
            "iter: 1\n",
            "n_candidates: 17\n",
            "n_resources: 34707\n",
            "Fitting 5 folds for each of 17 candidates, totalling 85 fits\n",
            "[CV 1/5; 1/17] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "[CV 3/5; 1/17] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "[CV 5/5; 1/17] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "[CV 2/5; 2/17] START algorithm=lloyd, max_iter=1000, n_init=2...................\n",
            "[CV 4/5; 2/17] START algorithm=lloyd, max_iter=1000, n_init=2...................\n",
            "[CV 1/5; 3/17] START algorithm=lloyd, max_iter=1000, n_init=5...................\n",
            "[CV 3/5; 3/17] START algorithm=lloyd, max_iter=1000, n_init=5...................\n",
            "[CV 5/5; 3/17] START algorithm=lloyd, max_iter=1000, n_init=5...................\n",
            "[CV 2/5; 4/17] START algorithm=lloyd, max_iter=1000, n_init=10..................\n",
            "[CV 4/5; 4/17] START algorithm=lloyd, max_iter=1000, n_init=10..................\n",
            "[CV 1/5; 5/17] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 5/5; 5/17] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "[CV 3/5; 5/17] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "[CV 2/5; 6/17] START algorithm=lloyd, max_iter=1000, n_init=20..................\n",
            "Iteration 0, inertia 5.065630767337405e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Initialization complete\n",
            "[CV 4/5; 6/17] START algorithm=lloyd, max_iter=1000, n_init=20..................\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 1, inertia 4.634953557409762e+18.\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Iteration 2, inertia 4.634865838837317e+18.[CV 1/5; 7/17] START algorithm=lloyd, max_iter=650, n_init=20...................\n",
            "Iteration 1, inertia 4.634953557409762e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 4.634865838837317e+18.Iteration 1, inertia 3.5472855671044137e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 5.065630767337405e+18.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 4.19496350411453e+18.Iteration 0, inertia 3.7700782683684695e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.374888735482287e+18.\n",
            "[CV 2/5; 2/17] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "Iteration 1, inertia 5.000389314333037e+18.[CV 3/5; 2/17] START algorithm=lloyd, max_iter=1000, n_init=2...................\n",
            "\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Iteration 1, inertia 4.645940173759747e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18.Iteration 1, inertia 8.04636220943643e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Iteration 0, inertia 5.374888735482287e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 4.635536469599027e+18.\n",
            "Iteration 0, inertia 2.675518866155932e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.Iteration 0, inertia 3.7690790636490747e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Iteration 1, inertia 2.6579882753696333e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 4.645940173759747e+18.Iteration 3, inertia 4.634888251206675e+18.\n",
            "\n",
            "Iteration 1, inertia 4.634953557409762e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 2.5875939220532265e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18.Iteration 0, inertia 7.569447279211245e+18.\n",
            "Iteration 0, inertia 3.8494253479471063e+18.\n",
            "\n",
            "Iteration 2, inertia 2.587581253482918e+18.Iteration 4, inertia 4.634865838837317e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 4.634865838837317e+18.Iteration 1, inertia 7.119199790168926e+18.\n",
            "\n",
            "Iteration 2, inertia 4.635536469599027e+18.Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 3.3515038816713825e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 3.242615497353131e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 4.634888251206675e+18.\n",
            "Iteration 1, inertia 3.261622442493699e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.7700782683684695e+18.\n",
            "Iteration 0, inertia 2.675518866155932e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization completeIteration 0, inertia 5.374888735482287e+18.\n",
            "\n",
            "Iteration 0, inertia 5.089840560410351e+18.Iteration 2, inertia 3.2614270593916503e+18.\n",
            "\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 1, inertia 3.2496058824542003e+18.Iteration 1, inertia 2.5875939220532265e+18.\n",
            "\n",
            "Iteration 0, inertia 8.741275500723139e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 4.645940173759747e+18.\n",
            "Iteration 1, inertia 4.658015121913297e+18.Iteration 0, inertia 2.675518866155932e+18.\n",
            "\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Converged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.\n",
            "Iteration 0, inertia 3.1585649184384056e+18.Iteration 1, inertia 4.634953557409762e+18.\n",
            "\n",
            "Iteration 1, inertia 8.660479746632793e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 4.635536469599027e+18.\n",
            "Iteration 0, inertia 3.4951821440390564e+18.\n",
            "Iteration 0, inertia 3.3515038816713825e+18.Iteration 2, inertia 4.635776119290691e+18.\n",
            "\n",
            "Iteration 1, inertia 2.5875939220532265e+18.\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 2.588169830572855e+18.Iteration 2, inertia 8.659601248497199e+18.\n",
            "\n",
            "Iteration 3, inertia 4.634888251206675e+18.Iteration 0, inertia 5.089840560410351e+18.\n",
            "\n",
            "Initialization completeIteration 1, inertia 3.242735347729903e+18.\n",
            "\n",
            "Iteration 3, inertia 4.634898859166163e+18.\n",
            "Iteration 1, inertia 3.261622442493699e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Initialization completeIteration 3, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 7.569447279211245e+18.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 4, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 4: strict convergence.Iteration 1, inertia 4.658015121913297e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 4.634867402152306e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 2, inertia 3.2614270593916503e+18.Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.[CV 4/5; 2/17] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   0.2s\n",
            "\n",
            "Iteration 0, inertia 3.1585649184384056e+18.\n",
            "\n",
            "[CV 5/5; 2/17] START algorithm=lloyd, max_iter=1000, n_init=2...................Iteration 0, inertia 3.8494253479471063e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.374888735482287e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 4.635776119290691e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.Iteration 0, inertia 8.752669701957838e+18.\n",
            "\n",
            "Iteration 1, inertia 4.645940173759747e+18.\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Converged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.Iteration 1, inertia 3.242615497353131e+18.\n",
            "\n",
            "Initialization complete\n",
            "[CV 1/5; 5/17] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.2s\n",
            "Iteration 3, inertia 4.634898859166163e+18.\n",
            "[CV 2/5; 5/17] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "Initialization complete\n",
            "[CV 3/5; 5/17] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.2s\n",
            "[CV 4/5; 5/17] START algorithm=lloyd, max_iter=100, n_init=2....................\n",
            "Iteration 0, inertia 3.378135744378153e+18.Iteration 0, inertia 5.065630767337405e+18.\n",
            "\n",
            "Iteration 1, inertia 8.663672030375191e+18.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.Iteration 2, inertia 4.635536469599027e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.741275500723139e+18.\n",
            "Iteration 4, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.Iteration 2, inertia 3.2412336240610647e+18.\n",
            "\n",
            "Iteration 1, inertia 2.6579882753696333e+18.Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 5.378861546149879e+18.\n",
            "\n",
            "Iteration 1, inertia 3.241295799730391e+18.\n",
            "Iteration 2, inertia 8.659976602174286e+18.\n",
            "Iteration 1, inertia 5.000389314333037e+18.Iteration 3, inertia 4.634888251206675e+18.\n",
            "\n",
            "Iteration 3, inertia 2.5874768241415946e+18.Iteration 1, inertia 8.660479746632793e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 5.162485882325427e+18.\n",
            "Iteration 0, inertia 5.604747417113811e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.65959240708898e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.659601248497199e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 5.189842985695223e+18.\n",
            "Iteration 4, inertia 8.659584500523817e+18.Iteration 2, inertia 5.000292333298305e+18.\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.346398586647023e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.3515038816713825e+18.Iteration 0, inertia 3.4951821440390564e+18.\n",
            "\n",
            "Iteration 2, inertia 5.189612872686418e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.604747417113811e+18.Iteration 1, inertia 3.2650858655215273e+18.\n",
            "\n",
            "Iteration 0, inertia 5.378861546149879e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 1/17] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   0.3sIteration 1, inertia 3.242735347729903e+18.\n",
            "\n",
            "[CV 1/5; 2/17] START algorithm=lloyd, max_iter=1000, n_init=2...................\n",
            "Iteration 1, inertia 3.261622442493699e+18.Initialization complete\n",
            "[CV 3/5; 2/17] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.2s\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.721889295048509e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 7.569447279213764e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 3.261744510041771e+18.Iteration 1, inertia 5.189842985695223e+18.\n",
            "\n",
            "Iteration 1, inertia 5.162485882325427e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.752669701957838e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Iteration 2, inertia 3.2614270593916503e+18.\n",
            "Iteration 1, inertia 4.634963207905981e+18.Iteration 0, inertia 7.569447279240219e+18.\n",
            "\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 5.065630767337405e+18.\n",
            "Iteration 2, inertia 5.189612872686418e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 5.162292384463002e+18.\n",
            "\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.663672030375191e+18.\n",
            "Iteration 0, inertia 6.294691961149558e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 2, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 2: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.Converged at iteration 1: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.659976602174286e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 5.292934801110807e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 2.675518866155932e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 7.569447279231265e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.65959240708898e+18.\n",
            "Iteration 0, inertia 3.378135744378153e+18.\n",
            "Iteration 2, inertia 5.201363669631989e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 2.5875939220532265e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Initialization completeConverged at iteration 1: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.Initialization complete\n",
            "\n",
            "Initialization complete[CV 3/5; 7/17] START algorithm=lloyd, max_iter=650, n_init=20...................\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 4.721889295048509e+18.\n",
            "[CV 3/5; 3/17] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.3sIteration 1, inertia 3.241295799730391e+18.\n",
            "Initialization complete\n",
            "\n",
            "[CV 4/5; 3/17] START algorithm=lloyd, max_iter=1000, n_init=5...................\n",
            "Iteration 3, inertia 5.190210079096497e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.3515038816713825e+18.\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 1: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 3.7700782683684695e+18.\n",
            "Iteration 0, inertia 3.33927549272469e+18.\n",
            "Iteration 1, inertia 4.634963207905981e+18.\n",
            "Iteration 0, inertia 3.346398586647023e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18.Iteration 0, inertia 6.294691961149558e+18.\n",
            "\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.261622442493699e+18.\n",
            "Iteration 4, inertia 5.189619824245855e+18.\n",
            "Iteration 0, inertia 7.569447279167054e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.2629632195594337e+18.\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 1, inertia 3.2650858655215273e+18.\n",
            "Iteration 2, inertia 3.2614270593916503e+18.Iteration 0, inertia 7.569447279213764e+18.\n",
            "\n",
            "Iteration 2, inertia 4.634867402152306e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 2: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 5, inertia 5.189612872686418e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 1, inertia 5.292934801110807e+18.\n",
            "Iteration 0, inertia 3.1585649184384056e+18.\n",
            "Iteration 0, inertia 3.7700782683684695e+18.[CV 2/5; 5/17] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 3.261744510041771e+18.\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.201363669631989e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "[CV 5/5; 3/17] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   0.4s\n",
            "Iteration 3, inertia 2.5874768241415946e+18.[CV 1/5; 4/17] START algorithm=lloyd, max_iter=1000, n_init=10..................\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "[CV 5/5; 7/17] START algorithm=lloyd, max_iter=650, n_init=20...................\n",
            "Iteration 0, inertia 8.74927595396909e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "Iteration 3, inertia 5.190210079096497e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.660988279565485e+18.\n",
            "[CV 1/5; 1/17] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.4s\n",
            "Iteration 0, inertia 7.569447279231265e+18.\n",
            "[CV 2/5; 1/17] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "[CV 3/5; 1/17] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.4sIteration 3, inertia 2.5874768241415946e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 4/5; 1/17] START algorithm=lloyd, max_iter=100, n_init=5....................\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Iteration 4, inertia 5.189619824245855e+18.\n",
            "[CV 4/5; 5/17] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   0.1s\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 0, inertia 2.675518866155932e+18.\n",
            "Iteration 2, inertia 8.659613204921869e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 5, inertia 5.189612872686418e+18.Iteration 1, inertia 2.5875939220532265e+18.\n",
            "Iteration 3, inertia 8.659584956622873e+18.\n",
            "\n",
            "Converged at iteration 3: center shift 345036252.2543354 within tolerance 2033464536.9502556.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "[CV 2/5; 8/17] START algorithm=elkan, max_iter=2000, n_init=1...................[CV 5/5; 5/17] END algorithm=lloyd, max_iter=100, n_init=2;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   0.4s\n",
            "\n",
            "[CV 1/5; 6/17] START algorithm=lloyd, max_iter=1000, n_init=20..................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.341482239208937e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Iteration 0, inertia 5.604747417113811e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 5/5; 2/17] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   0.2s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 7.569447279167054e+18.\n",
            "Iteration 1, inertia 5.189842985695223e+18.\n",
            "Iteration 1, inertia 3.263159527740234e+18.\n",
            "Iteration 0, inertia 3.33927549272469e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "[CV 1/5; 3/17] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.4sIteration 0, inertia 7.56944727923743e+18.\n",
            "\n",
            "[CV 2/5; 3/17] START algorithm=lloyd, max_iter=1000, n_init=5...................\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 5.189612872686418e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 3.2614821345684096e+18.\n",
            "[CV 1/5; 2/17] END algorithm=lloyd, max_iter=1000, n_init=2;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "Iteration 1, inertia 3.2629632195594337e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 4/5; 8/17] START algorithm=elkan, max_iter=2000, n_init=1...................\n",
            "Iteration 1, inertia 3.5472855671044137e+18.Iteration 3, inertia 3.2614240343417457e+18.\n",
            "\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.Initialization completeInitialization complete\n",
            "\n",
            "\n",
            "[CV 1/5; 9/17] START algorithm=lloyd, max_iter=2000, n_init=1...................\n",
            "Iteration 0, inertia 5.065630767337405e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 6.294691961149558e+18.\n",
            "Iteration 0, inertia 8.74927595396909e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "[CV 2/5; 4/17] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.4s\n",
            "Initialization complete[CV 3/5; 4/17] START algorithm=lloyd, max_iter=1000, n_init=10..................\n",
            "\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 1, inertia 5.292934801110807e+18.Iteration 1, inertia 8.660988279565485e+18.\n",
            "\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18Iteration 2, inertia 5.201363669631989e+18.\n",
            "\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Iteration 2, inertia 8.659613204921869e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 3.3515038816713825e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.Iteration 1, inertia 3.5472855671044137e+18.Iteration 0, inertia 4.631452460567204e+18.\n",
            "\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 5.190210079096497e+18.\n",
            "Iteration 3, inertia 8.659584956622873e+18.Iteration 3, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.Converged at iteration 3: center shift 345036252.2543354 within tolerance 2033464536.9502556.\n",
            "\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 1, inertia 3.261622442493699e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Iteration 1, inertia 3.300666226980978e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 4, inertia 5.189619824245855e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.2614270593916503e+18.\n",
            "Iteration 0, inertia 3.341482239208937e+18.\n",
            "Iteration 5, inertia 5.189612872686418e+18.Iteration 2, inertia 3.262622691699064e+18.\n",
            "\n",
            "Iteration 1, inertia 4.634953557409762e+18.Converged at iteration 5: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.7700782683684695e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Initialization completeConverged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.\n",
            "\n",
            "[CV 2/5; 8/17] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "Initialization complete\n",
            "[CV 3/5; 8/17] START algorithm=elkan, max_iter=2000, n_init=1...................\n",
            "Iteration 1, inertia 3.263159527740234e+18.\n",
            "Iteration 0, inertia 7.56944727923743e+18.\n",
            "Iteration 3, inertia 3.261459487359159e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 0, inertia 2.675518866155932e+18.Initialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 3.3515038816713825e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 2, inertia 3.2614821345684096e+18.\n",
            "Initialization completeIteration 2, inertia 3.2412336240610647e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "\n",
            "Iteration 1, inertia 7.119199790168926e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 4, inertia 3.2614256031821804e+18.Iteration 0, inertia 2.896095366702978e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "Converged at iteration 4: center shift 378937566.2649014 within tolerance 1073566776.4644496.\n",
            "Iteration 1, inertia 2.5875939220532265e+18.\n",
            "Iteration 1, inertia 3.261622442493699e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18Iteration 1, inertia 4.634953557409762e+18.\n",
            "\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Iteration 0, inertia 3.346398586647023e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.Iteration 1, inertia 2.588169830572855e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.5874768241415946e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 3.2614270593916503e+18.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.Iteration 1, inertia 3.2650858655215273e+18.\n",
            "\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Iteration 0, inertia 7.569447279211245e+18.\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Iteration 0, inertia 3.8494253479471063e+18.\n",
            "Iteration 0, inertia 9.19910043448422e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 3.547191914916156e+18\n",
            "Converged at iteration 2: strict convergence.Initialization complete\n",
            "\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Converged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 3.261744510041771e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.242615497353131e+18.\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.088224271734454e+18.\n",
            "Iteration 0, inertia 5.374888735482287e+18.\n",
            "Iteration 0, inertia 4.5947979720430597e+18.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.631452460567204e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 3.1585649184384056e+18.\n",
            "\n",
            "Iteration 1, inertia 4.645940173759747e+18.\n",
            "Iteration 2, inertia 8.047378269998217e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 3.301729205643608e+18.Initialization complete\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 3.8489247872628716e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.300666226980978e+18.Iteration 0, inertia 4.699392349193875e+18\n",
            "\n",
            "Iteration 2, inertia 4.635536469599027e+18.\n",
            "[CV 4/5; 8/17] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "[CV 5/5; 8/17] START algorithm=elkan, max_iter=2000, n_init=1...................\n",
            "[CV 1/5; 9/17] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "[CV 2/5; 9/17] START algorithm=lloyd, max_iter=2000, n_init=1...................\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 2.61385441091225e+18.\n",
            "Iteration 0, inertia 3.346398586647023e+18.\n",
            "Iteration 0, inertia 8.741275500723139e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.262622691699064e+18.\n",
            "Iteration 1, inertia 4.634953557409762e+18\n",
            "Iteration 3, inertia 4.634888251206675e+18.\n",
            "Iteration 0, inertia 7.569447279211245e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.262622691699064e+18.\n",
            "Iteration 0, inertia 3.4951821440390564e+18.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "Iteration 2, inertia 2.5875244482493317e+18.\n",
            "Iteration 2, inertia 4.634865838837317e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 3.2650858655215273e+18.\n",
            "Iteration 1, inertia 8.660479746632793e+18.\n",
            "Iteration 3, inertia 3.261459487359159e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 3.261459487359159e+18.\n",
            "Iteration 1, inertia 3.242735347729903e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 3.261744510041771e+18.\n",
            "Iteration 2, inertia 8.659601248497199e+18.\n",
            "Iteration 4, inertia 3.2614256031821804e+18.Iteration 0, inertia 3.33927549272469e+18.\n",
            "\n",
            "Converged at iteration 4: center shift 378937566.2649014 within tolerance 1073566776.4644496.\n",
            "Iteration 0, inertia 8.214416543292594e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 2.675518866155932e+18.\n",
            "Iteration 4, inertia 3.2614256031821804e+18.\n",
            "Converged at iteration 4: center shift 378937566.2649014 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Iteration 3, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "[CV 3/5; 8/17] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.089840560410351e+18.\n",
            "Iteration 1, inertia 2.5875939220532265e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.405843941163973e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 4.658015121913297e+18.\n",
            "Iteration 1, inertia 3.2629632195594337e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.741275500723139e+18.\n",
            "Initialization complete\n",
            "[CV 3/5; 9/17] START algorithm=lloyd, max_iter=2000, n_init=1...................\n",
            "Iteration 0, inertia 5.604747417113811e+18.\n",
            "Iteration 0, inertia 3.378135744378153e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 5.200378899078432e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.635776119290691e+18.\n",
            "Iteration 0, inertia 7.569447279164206e+18.\n",
            "Iteration 0, inertia 3.3358394185680317e+18.\n",
            "Iteration 1, inertia 8.660479746632793e+18.\n",
            "Iteration 1, inertia 3.241295799730391e+18.\n",
            "Iteration 1, inertia 5.189842985695223e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 5.190481264991678e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.752669701957838e+18.\n",
            "Iteration 0, inertia 4.5947979720430597e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Iteration 3, inertia 4.634898859166163e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Iteration 0, inertia 5.374888735482287e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 3.262734700136272e+18.\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 2, inertia 8.659601248497199e+18.\n",
            "Iteration 3, inertia 5.189797976492593e+18.\n",
            "Iteration 2, inertia 5.189612872686418e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.663672030375191e+18.\n",
            "Iteration 1, inertia 3.301729205643608e+18.\n",
            "Iteration 0, inertia 3.33927549272469e+18.\n",
            "Iteration 0, inertia 5.065630767337405e+18\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Iteration 2, inertia 3.2614400152573737e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 5.189616454617017e+18.\n",
            "Iteration 3, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 1, inertia 4.645940173759747e+18.\n",
            "Iteration 2, inertia 8.659976602174286e+18.\n",
            "Iteration 2, inertia 3.262622691699064e+18.\n",
            "Iteration 1, inertia 3.2629632195594337e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 5.000389314333037e+18\n",
            "Iteration 3, inertia 3.261423562035521e+18.\n",
            "Iteration 5, inertia 5.189613533579334e+18.\n",
            "Iteration 0, inertia 7.569447279236863e+18.Converged at iteration 5: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.635536469599027e+18.\n",
            "Iteration 3, inertia 8.65959240708898e+18.\n",
            "Iteration 3, inertia 3.261459487359159e+18.[CV 2/5; 9/17] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "\n",
            "Initialization completeIteration 2, inertia 5.000292333298305e+18\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 6.294691961149558e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 4, inertia 8.659584500523817e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 4, inertia 3.2614256031821804e+18.\n",
            "Converged at iteration 4: center shift 378937566.2649014 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 3.1585649184384056e+18.\n",
            "\n",
            "Iteration 3, inertia 3.2614240343417457e+18.Iteration 3, inertia 5.000288454733006e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Iteration 3, inertia 4.634888251206675e+18.Iteration 0, inertia 8.752669701957838e+18.\n",
            "Iteration 0, inertia 2.6751570590376806e+18.\n",
            "Iteration 1, inertia 5.292934801110807e+18.\n",
            "[CV 5/5; 9/17] START algorithm=lloyd, max_iter=2000, n_init=1...................\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3630548878785085e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "\n",
            "Iteration 0, inertia 4.699392349193875e+18.Iteration 0, inertia 5.378861546149879e+18.\n",
            "\n",
            "Iteration 1, inertia 2.5875244482493317e+18.\n",
            "Iteration 2, inertia 5.201363669631989e+18.\n",
            "Iteration 1, inertia 8.663672030375191e+18.\n",
            "Iteration 0, inertia 3.341482239208937e+18.Initialization complete\n",
            "Iteration 1, inertia 5.162485882325427e+18.Iteration 1, inertia 4.634953557409762e+18.Iteration 2, inertia 2.5874896393939215e+18.\n",
            "\n",
            "\n",
            "Iteration 1, inertia 3.264402769917632e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Iteration 0, inertia 3.370078437599485e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 5.190210079096497e+18.\n",
            "[CV 2/5; 1/17] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.3sIteration 0, inertia 8.815769640971532e+18.\n",
            "\n",
            "Iteration 2, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 4.634865838837317e+18.Iteration 3, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 8/17] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Iteration 2, inertia 3.2616786446101576e+18.\n",
            "\n",
            "Iteration 0, inertia 3.3358394185680317e+18.Iteration 2, inertia 8.659976602174286e+18.\n",
            "\n",
            "Iteration 0, inertia 3.341482239208937e+18.\n",
            "Iteration 4, inertia 4.634865838837317e+18.\n",
            "Iteration 4, inertia 5.189619824245855e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.263159527740234e+18.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.262734700136272e+18.\n",
            "Iteration 1, inertia 3.263159527740234e+18.\n",
            "[CV 2/5; 10/17] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "Iteration 0, inertia 2.6620522035209334e+18.\n",
            "Iteration 5, inertia 5.189612872686418e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.[CV 4/5; 10/17] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "\n",
            "Iteration 1, inertia 8.663939474379867e+18.\n",
            "Iteration 0, inertia 4.721889295048509e+18.\n",
            "[CV 3/5; 9/17] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "[CV 4/5; 9/17] START algorithm=lloyd, max_iter=2000, n_init=1...................\n",
            "Iteration 2, inertia 3.2614400152573737e+18.Iteration 0, inertia 5.604747417113811e+18.\n",
            "\n",
            "Iteration 2, inertia 3.2614821345684096e+18.\n",
            "Iteration 1, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 8.65959240708898e+18.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization completeIteration 2, inertia 8.659674405986488e+18.\n",
            "Iteration 1, inertia 5.189842985695223e+18.Iteration 1, inertia 4.634963207905981e+18.\n",
            "\n",
            "Iteration 2, inertia 3.2614821345684096e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Initialization completeConverged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "\n",
            "Iteration 4, inertia 8.659584500523817e+18.\n",
            "Iteration 3, inertia 3.261423562035521e+18.Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 8.659587283005209e+18.\n",
            "Converged at iteration 3: center shift 1404174225.6195562 within tolerance 2033464536.9502556.\n",
            "Iteration 2, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 2: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Initialization completeIteration 2, inertia 5.189612872686418e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.328231740671014e+18.\n",
            "Iteration 0, inertia 2.896095366702978e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.089840560410351e+18.\n",
            "Initialization completeIteration 0, inertia 5.065630767337405e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.262362837595622e+18.Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "Iteration 1, inertia 4.658015121913297e+18.[CV 4/5; 1/17] END algorithm=lloyd, max_iter=100, n_init=5;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   0.4s\n",
            "\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Iteration 0, inertia 3.469264892189079e+18.\n",
            "Iteration 2, inertia 3.2614308917904307e+18.\n",
            "Iteration 0, inertia 7.569447279226123e+18.\n",
            "Iteration 0, inertia 3.3630548878785085e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.635776119290691e+18.\n",
            "Initialization completeIteration 2, inertia 2.5874896393939215e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "\n",
            "Iteration 0, inertia 2.859042575398862e+18.\n",
            "Iteration 3, inertia 3.261423562035521e+18.Iteration 1, inertia 7.119199790168926e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 6.294691961149558e+18.\n",
            "[CV 1/5; 11/17] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 1, inertia 3.264402769917632e+18.\n",
            "Iteration 3, inertia 4.634898859166163e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.2420459519024584e+18.Iteration 2, inertia 3.2616786446101576e+18.[CV 2/5; 3/17] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.4s\n",
            "\n",
            "Iteration 4, inertia 4.634867402152306e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 0, inertia 4.767067466197708e+18.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.803921100170685e+18.\n",
            "Iteration 1, inertia 5.292934801110807e+18.\n",
            "Iteration 1, inertia 4.640018531724457e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 3.26142556937347e+18.Initialization complete\n",
            "\n",
            "\n",
            "[CV 4/5; 4/17] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   0.8sInitialization complete\n",
            "\n",
            "Iteration 2, inertia 2.5874896393939215e+18.Iteration 0, inertia 7.569447279240219e+18.\n",
            "\n",
            "[CV 5/5; 4/17] START algorithm=lloyd, max_iter=1000, n_init=10..................\n",
            "[CV 5/5; 9/17] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "[CV 1/5; 10/17] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "Iteration 1, inertia 8.665756968307936e+18.\n",
            "Iteration 2, inertia 5.201363669631989e+18.\n",
            "[CV 3/5; 11/17] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 2, inertia 4.635032146283642e+18.\n",
            "Iteration 0, inertia 3.8489247872628716e+18.Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.Converged at iteration 1: strict convergence.\n",
            "[CV 4/5; 3/17] END algorithm=lloyd, max_iter=1000, n_init=5;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   0.5s\n",
            "\n",
            "Iteration 2, inertia 8.660117392172581e+18.\n",
            "Iteration 3, inertia 5.190210079096497e+18.\n",
            "Iteration 3, inertia 4.634867587683636e+18.\n",
            "Converged at iteration 3: center shift 1142154818.9995768 within tolerance 1362216600.8610373.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.61385441091225e+18.\n",
            "[CV 4/5; 9/17] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 3, inertia 8.65959240708898e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.5875244482493317e+18.Iteration 4, inertia 5.189619824245855e+18.\n",
            "\n",
            "Iteration 0, inertia 5.378861546149879e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 4, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.328231740671014e+18.\n",
            "[CV 5/5; 11/17] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 2/5; 10/17] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "[CV 3/5; 10/17] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "Iteration 1, inertia 5.162485882325427e+18.Iteration 0, inertia 4.727461869940862e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.262362837595622e+18.\n",
            "Iteration 0, inertia 3.181165943902354e+18.\n",
            "Iteration 1, inertia 4.636701384564389e+18.\n",
            "Iteration 2, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 5, inertia 5.189612872686418e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Initialization completeIteration 1, inertia 2.588169830572855e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 8.593587936191051e+18.\n",
            "Iteration 2, inertia 3.2614308917904307e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "[CV 2/5; 12/17] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "[CV 4/5; 10/17] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "[CV 5/5; 10/17] START algorithm=lloyd, max_iter=650, n_init=1...................\n",
            "Iteration 0, inertia 3.469264260763555e+18.Iteration 1, inertia 8.061390996279326e+18.Iteration 2, inertia 2.5874896393939215e+18.\n",
            "\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 3.261423562035521e+18.Iteration 0, inertia 5.405843941163973e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18\n",
            "\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.5874768241415946e+18.Iteration 2, inertia 8.046618757040266e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 1, inertia 2.6579882753696333e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.721889295048509e+18.Iteration 1, inertia 5.200378899078432e+18.\n",
            "\n",
            "Iteration 0, inertia 2.896095366702978e+18.\n",
            "Iteration 3, inertia 8.04636220943643e+18.Iteration 0, inertia 5.065630767337405e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 2.587581253482918e+18Initialization complete\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "\n",
            "Iteration 0, inertia 5.698944048854582e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 3.2420459519024584e+18.Iteration 2, inertia 5.190481264991678e+18.\n",
            "Iteration 1, inertia 4.634963207905981e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Iteration 1, inertia 4.708355192897688e+18.Iteration 0, inertia 3.0440574752011274e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.3427313336815473e+18.\n",
            "\n",
            "Iteration 3, inertia 5.189797976492593e+18.Iteration 2, inertia 4.634867402152306e+18.\n",
            "\n",
            "Converged at iteration 2: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 0, inertia 5.065630767337405e+18\n",
            "Iteration 2, inertia 4.636901881850197e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 0, inertia 9.027836907419197e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.2634061674696335e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.Iteration 1, inertia 5.000389314333037e+18\n",
            "Iteration 4, inertia 5.189616454617017e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "Iteration 3, inertia 4.634905914959975e+18.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.Iteration 2, inertia 5.000292333298305e+18\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 1/5; 10/17] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1sIteration 2, inertia 3.261503200362077e+18.\n",
            "\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "Iteration 4, inertia 4.634867402152306e+18.[CV 1/5; 11/17] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "[CV 2/5; 11/17] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 5, inertia 5.189613533579334e+18.\n",
            "Converged at iteration 5: strict convergence.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 5.000288454733006e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.079262202196148e+18.\n",
            "Iteration 1, inertia 4.634953557409762e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "\n",
            "[CV 4/5; 12/17] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Initialization complete\n",
            "Initialization completeInitialization complete\n",
            "Iteration 2, inertia 8.047141510096102e+18.\n",
            "Iteration 0, inertia 4.767067466197708e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 4.634865838837317e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 3, inertia 2.5874768241415946e+18.[CV 5/5; 11/17] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Iteration 0, inertia 5.065630767337405e+18.[CV 1/5; 12/17] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Iteration 0, inertia 2.699817782904561e+18.\n",
            "\n",
            "Iteration 0, inertia 4.705986435852683e+18.\n",
            "Iteration 1, inertia 4.640018531724457e+18.\n",
            "Iteration 0, inertia 2.6751570590376806e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.7700782683684695e+18.\n",
            "Iteration 1, inertia 2.587581253482918e+18.\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "\n",
            "Iteration 1, inertia 4.634876362878981e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 2.5875244482493317e+18.\n",
            "Iteration 2, inertia 4.635032146283642e+18.\n",
            "Iteration 0, inertia 3.7282425599568855e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.Iteration 0, inertia 4.006778952450336e+18.\n",
            "\n",
            "Iteration 1, inertia 3.2496058824542003e+18.Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "[CV 3/5; 10/17] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "Iteration 3, inertia 4.634867587683636e+18.Iteration 2, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Converged at iteration 3: center shift 1142154818.9995768 within tolerance 1362216600.8610373.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 3.547489534585358e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.242615497353131e+18.Initialization completeIteration 0, inertia 9.301550181088141e+18.\n",
            "\n",
            "Iteration 2, inertia 3.547212188112424e+18.\n",
            "Iteration 0, inertia 4.73244296738902e+18.\n",
            "Iteration 0, inertia 2.6626704000551183e+18.\n",
            "Initialization complete\n",
            "[CV 1/5; 13/17] START algorithm=elkan, max_iter=300, n_init=1...................Iteration 0, inertia 3.8489247872628716e+18.\n",
            "Iteration 1, inertia 8.660185200309041e+18.\n",
            "Iteration 3, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 4.638870338852353e+18.\n",
            "Initialization complete\n",
            "\n",
            "\n",
            "Iteration 1, inertia 4.634953557409762e+18Iteration 1, inertia 2.5875284006004746e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.6620522035209334e+18.Initialization complete\n",
            "\n",
            "\n",
            "Iteration 2, inertia 8.659594829584171e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.634943973815066e+18.\n",
            "[CV 5/5; 10/17] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.Iteration 1, inertia 2.61385441091225e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.8494253479471063e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18\n",
            "Iteration 2, inertia 4.634865838837317e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 4.727461869940862e+18.\n",
            "Iteration 1, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 8.659585884073526e+18.\n",
            "Converged at iteration 3: center shift 345829321.37797123 within tolerance 2033464536.9502556.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.7690790636490747e+18Iteration 1, inertia 2.6579882753696333e+18\n",
            "\n",
            "Iteration 1, inertia 3.242615497353131e+18.\n",
            "Initialization completeIteration 2, inertia 2.5875244482493317e+18.\n",
            "\n",
            "Initialization completeIteration 2, inertia 2.587581253482918e+18\n",
            "Initialization completeIteration 0, inertia 3.728850078840363e+18.\n",
            "\n",
            "\n",
            "Iteration 1, inertia 3.5472855671044137e+18\n",
            "[CV 3/5; 13/17] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "Iteration 2, inertia 3.2412336240610647e+18.Iteration 0, inertia 7.569447279240219e+18\n",
            "\n",
            "Iteration 3, inertia 2.5874768241415946e+18Iteration 0, inertia 2.7993514686446193e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 3.547191914916156e+18Iteration 1, inertia 4.636701384564389e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Iteration 1, inertia 3.547489534585358e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 3/5; 4/17] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.6s\n",
            "[CV 1/5; 4/17] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.7s\n",
            "Iteration 1, inertia 7.119199790168926e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 2.587982760478931e+18.\n",
            "[CV 2/5; 6/17] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   1.0s\n",
            "[CV 3/5; 6/17] START algorithm=lloyd, max_iter=1000, n_init=20..................\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "[CV 3/5; 11/17] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.2s\n",
            "[CV 4/5; 11/17] START algorithm=elkan, max_iter=1000, n_init=1..................\n",
            "Iteration 2, inertia 3.547212188112424e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3648547390153743e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 7.569447279240219e+18\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 1/5; 12/17] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "[CV 4/5; 12/17] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "[CV 5/5; 12/17] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Iteration 3, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 3.4951821440390564e+18.\n",
            "Iteration 0, inertia 5.405843941163973e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "[CV 5/5; 13/17] START algorithm=elkan, max_iter=300, n_init=1...................Initialization complete\n",
            "Iteration 1, inertia 5.200378899078432e+18.\n",
            "Iteration 1, inertia 3.242735347729903e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.270593832199113e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.190481264991678e+18.\n",
            "Iteration 0, inertia 3.77074150664252e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.Iteration 0, inertia 5.698944048854582e+18.\n",
            "Iteration 1, inertia 5.189735009164491e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 14/17] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "Iteration 0, inertia 5.575200899713227e+18.\n",
            "[CV 2/5; 11/17] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.2s\n",
            "Iteration 3, inertia 5.189797976492593e+18.\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Iteration 2, inertia 5.189613533579334e+18.\n",
            "[CV 2/5; 12/17] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.2s\n",
            "[CV 3/5; 12/17] START algorithm=elkan, max_iter=650, n_init=1...................\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 4.708355192897688e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18\n",
            "Iteration 1, inertia 4.572454461889721e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Iteration 4, inertia 5.189616454617017e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization completeIteration 0, inertia 4.699392349193875e+18.\n",
            "\n",
            "Iteration 2, inertia 4.636901881850197e+18.\n",
            "[CV 2/5; 14/17] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.6579882753696333e+18\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.3271124444104924e+18.Iteration 1, inertia 4.634953557409762e+18.\n",
            "Iteration 5, inertia 5.189613533579334e+18.\n",
            "\n",
            "Converged at iteration 5: strict convergence.Iteration 0, inertia 3.7690790636490747e+18\n",
            "\n",
            "Iteration 0, inertia 3.378135744378153e+18.Iteration 0, inertia 5.065630767337405e+18\n",
            "\n",
            "Iteration 3, inertia 4.634905914959975e+18.Iteration 0, inertia 2.7643897019352796e+18.[CV 3/5; 14/17] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "\n",
            "\n",
            "Iteration 2, inertia 2.587581253482918e+18\n",
            "Iteration 1, inertia 3.5472855671044137e+18Iteration 0, inertia 4.830527908032346e+18.\n",
            "\n",
            "Iteration 1, inertia 5.000389314333037e+18Iteration 2, inertia 4.634865838837317e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 3.266380401068373e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18\n",
            "Iteration 1, inertia 2.5879990051575316e+18.\n",
            "Iteration 1, inertia 3.241295799730391e+18.Iteration 4, inertia 4.634867402152306e+18.\n",
            "\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 3, inertia 2.5874768241415946e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 5.000292333298305e+18Iteration 2, inertia 3.547191914916156e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 3.3164222491219374e+18.\n",
            "Iteration 1, inertia 4.634953557409762e+18\n",
            "Initialization complete\n",
            "Iteration 4, inertia 3.261987254214153e+18.Initialization complete\n",
            "\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 5.000288454733006e+18\n",
            "Iteration 2, inertia 3.2412336240610647e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 3.241861549003285e+18.\n",
            "Iteration 2, inertia 4.634865838837317e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 2.6751570590376806e+18.\n",
            "Initialization completeIteration 0, inertia 5.374888735482287e+18.\n",
            "\n",
            "Iteration 5, inertia 3.261427849386883e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.5875244482493317e+18.\n",
            "Iteration 1, inertia 4.645940173759747e+18.\n",
            "[CV 4/5; 11/17] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "[CV 1/5; 13/17] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.2s\n",
            "[CV 2/5; 13/17] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "Iteration 6, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 6: strict convergence.\n",
            "Iteration 0, inertia 2.665494819746205e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.065630767337405e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.705986435852683e+18.\n",
            "[CV 5/5; 12/17] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1sIteration 2, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.Iteration 2, inertia 4.635536469599027e+18.\n",
            "\n",
            "Iteration 1, inertia 2.5874887336526664e+18.\n",
            "Iteration 1, inertia 5.000389314333037e+18\n",
            "Iteration 0, inertia 4.045820459683789e+18.\n",
            "Iteration 0, inertia 3.370078437599485e+18.\n",
            "[CV 3/5; 13/17] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "[CV 4/5; 13/17] START algorithm=elkan, max_iter=300, n_init=1...................\n",
            "Iteration 3, inertia 4.634888251206675e+18.\n",
            "Iteration 1, inertia 4.634876362878981e+18.\n",
            "[CV 4/5; 14/17] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "Initialization complete\n",
            "Initialization completeIteration 2, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 14/17] START algorithm=lloyd, max_iter=1000, n_init=1..................\n",
            "Iteration 2, inertia 5.000292333298305e+18\n",
            "Iteration 1, inertia 3.262252343141322e+18.\n",
            "Initialization complete\n",
            "Iteration 4, inertia 4.634865838837317e+18.Iteration 1, inertia 3.2412336240610647e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.Converged at iteration 4: strict convergence.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.6620522035209334e+18.\n",
            "Iteration 2, inertia 3.241284688310575e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18Iteration 0, inertia 3.715708914287156e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 4.19496350411453e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 1, inertia 3.5473756181681664e+18.\n",
            "Iteration 0, inertia 2.8231543697727964e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.089840560410351e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Iteration 1, inertia 2.588509224782915e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.469264892189079e+18.\n",
            "Iteration 1, inertia 4.658015121913297e+18.\n",
            "[CV 5/5; 13/17] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Iteration 1, inertia 4.634953557409762e+18\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 5.06499609760638e+18.\n",
            "Iteration 0, inertia 2.859042575398862e+18.\n",
            "Iteration 1, inertia 3.2420459519024584e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.635776119290691e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 5.000404030535332e+18.\n",
            "Initialization complete\n",
            "[CV 1/5; 15/17] START algorithm=elkan, max_iter=100, n_init=1...................Iteration 1, inertia 2.588169830572855e+18.\n",
            "\n",
            "Iteration 2, inertia 4.634865838837317e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 4.634898859166163e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18\n",
            "Iteration 0, inertia 3.3389574528730844e+18.\n",
            "Iteration 2, inertia 2.5874896393939215e+18.Initialization complete\n",
            "\n",
            "[CV 1/5; 14/17] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.2s\n",
            "Initialization complete\n",
            "[CV 1/5; 7/17] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   1.2s\n",
            "Initialization complete\n",
            "[CV 2/5; 7/17] START algorithm=lloyd, max_iter=650, n_init=20...................\n",
            "Iteration 4, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 5.065630767337405e+18.Initialization complete\n",
            "Iteration 0, inertia 3.7690790636490747e+18Iteration 3, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Iteration 0, inertia 4.73244296738902e+18.\n",
            "Iteration 1, inertia 3.2629632195594337e+18.Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "\n",
            "Initialization complete\n",
            "[CV 2/5; 15/17] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Initialization complete\n",
            "[CV 3/5; 12/17] END algorithm=elkan, max_iter=650, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.2s\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18\n",
            "Initialization completeIteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 1, inertia 4.638870338852353e+18.\n",
            "Iteration 0, inertia 3.469264260763555e+18.\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 3.45483737483645e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18.Iteration 2, inertia 3.547191914916156e+18\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 3/5; 15/17] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Iteration 0, inertia 5.378861546149879e+18.Iteration 3, inertia 3.2614240343417457e+18.\n",
            "\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "[CV 2/5; 13/17] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1sIteration 1, inertia 4.634953557409762e+18.\n",
            "\n",
            "Iteration 0, inertia 3.181165943902354e+18.\n",
            "Iteration 1, inertia 3.2420459519024584e+18.Iteration 1, inertia 3.2420459519024584e+18.\n",
            "\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Iteration 1, inertia 5.162485882325427e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 15/17] START algorithm=elkan, max_iter=100, n_init=1...................Iteration 2, inertia 4.634943973815066e+18.\n",
            "Iteration 2, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 4/5; 14/17] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "[CV 4/5; 13/17] END algorithm=elkan, max_iter=300, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Initialization complete\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "\n",
            "[CV 5/5; 14/17] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.345322997375295e+18.Iteration 0, inertia 7.569447279240219e+18.\n",
            "\n",
            "Iteration 0, inertia 3.364872605613392e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 5/5; 15/17] START algorithm=elkan, max_iter=100, n_init=1...................\n",
            "Iteration 0, inertia 4.721889295048509e+18.\n",
            "Iteration 0, inertia 4.006778952450336e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.Iteration 1, inertia 3.2412336240610647e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 3.2650858655215273e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.19496350411453e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 4.634963207905981e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.242615497353131e+18.\n",
            "Initialization completeInitialization complete\n",
            "\n",
            "[CV 3/5; 14/17] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.2s\n",
            "Iteration 1, inertia 2.6579882753696333e+18\n",
            "[CV 2/5; 16/17] START algorithm=lloyd, max_iter=300, n_init=1...................\n",
            "Iteration 2, inertia 3.261744510041771e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18\n",
            "Iteration 0, inertia 3.0440574752011274e+18.\n",
            "Iteration 2, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 2: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 0, inertia 4.727630337671025e+18.\n",
            "Iteration 0, inertia 3.363459543852145e+18.\n",
            "Iteration 0, inertia 8.215220759152771e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Iteration 2, inertia 2.587581253482918e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Iteration 1, inertia 2.588169830572855e+18.\n",
            "[CV 1/5; 16/17] START algorithm=lloyd, max_iter=300, n_init=1...................Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "\n",
            "[CV 2/5; 14/17] END algorithm=lloyd, max_iter=1000, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.2sIteration 1, inertia 4.636701384564389e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.[CV 3/5; 16/17] START algorithm=lloyd, max_iter=300, n_init=1...................\n",
            "Iteration 2, inertia 2.5874896393939215e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.767067466197708e+18.\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "[CV 2/5; 15/17] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.5411383009861064e+18.\n",
            "Iteration 0, inertia 3.3648547390153743e+18.\n",
            "Iteration 0, inertia 7.569447279211245e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 4.640018531724457e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18[CV 1/5; 15/17] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "Initialization complete\n",
            "\n",
            "Iteration 1, inertia 3.2420382150280914e+18.\n",
            "Iteration 0, inertia 5.065630767337405e+18\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 4/5; 16/17] START algorithm=lloyd, max_iter=300, n_init=1...................\n",
            "Iteration 2, inertia 4.635032146283642e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18\n",
            "Iteration 1, inertia 5.000389314333037e+18\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 4.634953557409762e+18\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3406238267178327e+18.\n",
            "Iteration 0, inertia 2.699817782904561e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634867587683636e+18.\n",
            "Converged at iteration 3: center shift 1142154818.9995768 within tolerance 1362216600.8610373.\n",
            "Iteration 1, inertia 3.5472855671044137e+18\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.634865838837317e+18\n",
            "Converged at iteration 2: strict convergence.Iteration 0, inertia 4.705971842528421e+18.\n",
            "\n",
            "Iteration 1, inertia 2.587581253482918e+18.\n",
            "Iteration 1, inertia 3.26292164641807e+18.\n",
            "Iteration 0, inertia 8.741275500723139e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 5/5; 4/17] END algorithm=lloyd, max_iter=1000, n_init=10;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   0.6s\n",
            "Iteration 0, inertia 3.5026045432695875e+18.\n",
            "Iteration 1, inertia 4.635850360257303e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 8.660479746632793e+18.\n",
            "Iteration 1, inertia 3.242735347729903e+18.\n",
            "Iteration 2, inertia 4.634888251206675e+18.\n",
            "Iteration 0, inertia 4.727461869940862e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Iteration 2, inertia 8.659601248497199e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 3/5; 15/17] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 4.636701384564389e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 4/5; 15/17] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1s\n",
            "Iteration 0, inertia 2.6626704000551183e+18.\n",
            "Initialization complete\n",
            "[CV 1/5; 17/17] START algorithm=lloyd, max_iter=100, n_init=1...................Initialization complete\n",
            "\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.19496350411453e+18.[CV 2/5; 17/17] START algorithm=lloyd, max_iter=100, n_init=1...................\n",
            "\n",
            "Iteration 1, inertia 2.5875284006004746e+18.\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "[CV 5/5; 16/17] START algorithm=lloyd, max_iter=300, n_init=1...................\n",
            "Initialization complete\n",
            "[CV 3/5; 17/17] START algorithm=lloyd, max_iter=100, n_init=1...................\n",
            "[CV 5/5; 15/17] END algorithm=elkan, max_iter=100, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Iteration 3, inertia 4.634865838837317e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.2455964244932536e+18.Iteration 1, inertia 2.6579882753696333e+18.\n",
            "\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Iteration 1, inertia 4.634953557409762e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 5.49047114244316e+18.\n",
            "Iteration 0, inertia 8.752669701957838e+18.[CV 4/5; 17/17] START algorithm=lloyd, max_iter=100, n_init=1...................\n",
            "\n",
            "[CV 5/5; 17/17] START algorithm=lloyd, max_iter=100, n_init=1...................\n",
            "Iteration 0, inertia 3.363530426589624e+18.\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Iteration 2, inertia 2.587581253482918e+18.Iteration 1, inertia 3.265288203401227e+18.\n",
            "\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.663672030375191e+18.\n",
            "Iteration 1, inertia 5.162538902633136e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Iteration 0, inertia 5.698944048854582e+18.Iteration 3, inertia 2.5874768241415946e+18.\n",
            "\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 8.659976602174286e+18.\n",
            "Iteration 0, inertia 2.7993514686446193e+18.\n",
            "Iteration 2, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Iteration 1, inertia 4.708355192897688e+18.Converged at iteration 2: strict convergence.\n",
            "\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 3/5; 16/17] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "Iteration 2, inertia 3.2619273168355835e+18.Iteration 3, inertia 8.65959240708898e+18.\n",
            "\n",
            "Iteration 1, inertia 2.587982760478931e+18.\n",
            "Iteration 2, inertia 4.636901881850197e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Iteration 4, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 3.261427849386883e+18.Initialization complete\n",
            "[CV 1/5; 16/17] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1sIteration 3, inertia 4.634905914959975e+18.\n",
            "\n",
            "[CV 4/5; 16/17] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.1sInitialization complete\n",
            "\n",
            "Initialization complete\n",
            "\n",
            "Iteration 0, inertia 5.485984828862652e+18.\n",
            "Iteration 4, inertia 4.634867402152306e+18.\n",
            "Converged at iteration 4: center shift 1021539396.1104711 within tolerance 1362216600.8610373.\n",
            "Iteration 0, inertia 7.569447279213764e+18.\n",
            "Initialization complete\n",
            "[CV 5/5; 7/17] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   1.2s\n",
            "[CV 1/5; 8/17] START algorithm=elkan, max_iter=2000, n_init=1...................\n",
            "Iteration 0, inertia 5.270593832199113e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 5.163219556870627e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 16/17] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.2s\n",
            "Iteration 1, inertia 5.189735009164491e+18.\n",
            "Iteration 0, inertia 7.569447279240219e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.162314881597464e+18.\n",
            "Iteration 0, inertia 5.065630767337405e+18.Initialization complete\n",
            "\n",
            "Iteration 0, inertia 4.699392349193875e+18.\n",
            "Iteration 2, inertia 5.189613533579334e+18.Initialization complete\n",
            "\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 4.705986435852683e+18.\n",
            "Iteration 0, inertia 4.19496350411453e+18.Iteration 1, inertia 7.119199790168926e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 5.162292384463002e+18.\n",
            "Iteration 1, inertia 5.000389314333037e+18.Converged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 3.800855171160303e+18.\n",
            "Iteration 1, inertia 4.634953557409762e+18.\n",
            "Iteration 0, inertia 7.569447279231265e+18.\n",
            "Iteration 1, inertia 4.634876362878981e+18.\n",
            "Iteration 1, inertia 2.6579882753696333e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18.Iteration 1, inertia 3.5485026056381164e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 2.587581253482918e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.547274364223417e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Initialization completeConverged at iteration 3: strict convergence.\n",
            "\n",
            "Iteration 0, inertia 2.7643897019352796e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 2/5; 17/17] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.1s\n",
            "Iteration 0, inertia 4.711378338897495e+18.\n",
            "Iteration 3, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 4.19496350411453e+18\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Iteration 0, inertia 4.73244296738902e+18.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 2.5879990051575316e+18.\n",
            "Iteration 0, inertia 5.065630767337405e+18.\n",
            "Iteration 1, inertia 4.636003952268308e+18.\n",
            "Iteration 1, inertia 2.6579882753696333e+18\n",
            "[CV 3/5; 17/17] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.1s\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 1, inertia 4.638870338852353e+18.\n",
            "[CV 5/5; 17/17] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.1s\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 7.569447279167054e+18.\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Iteration 2, inertia 2.587581253482918e+18\n",
            "[CV 1/5; 17/17] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "Iteration 2, inertia 4.634893852158685e+18.\n",
            "[CV 4/5; 6/17] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   1.6s\n",
            "[CV 5/5; 6/17] START algorithm=lloyd, max_iter=1000, n_init=20..................\n",
            "Iteration 2, inertia 4.634943973815066e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 2.5874768241415946e+18\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "[CV 1/5; 8/17] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   0.1s\n",
            "Iteration 0, inertia 2.665494819746205e+18.\n",
            "Iteration 0, inertia 8.74927595396909e+18.\n",
            "Iteration 0, inertia 4.727630337671025e+18.\n",
            "Initialization complete\n",
            "[CV 4/5; 17/17] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-3547191914916156928.000, test=-565775907203073984.000) total time=   0.2s\n",
            "Iteration 1, inertia 4.636701384564389e+18.\n",
            "Iteration 1, inertia 2.5874887336526664e+18.Iteration 1, inertia 8.660988279565485e+18.\n",
            "\n",
            "Iteration 0, inertia 4.727793066628703e+18.\n",
            "[CV 5/5; 16/17] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-5000288454733004800.000, test=-224449225541650784.000) total time=   0.2s\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "Iteration 2, inertia 8.659613204921869e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Iteration 1, inertia 4.636748919185478e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 3, inertia 8.659584956622873e+18.\n",
            "Converged at iteration 3: center shift 345036252.2543354 within tolerance 2033464536.9502556.\n",
            "Iteration 0, inertia 5.065630767337405e+18.\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 5.000389314333037e+18.\n",
            "Iteration 0, inertia 4.705971842528421e+18.\n",
            "Iteration 0, inertia 7.56944727923743e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 0, inertia 2.8231543697727964e+18.\n",
            "Iteration 1, inertia 4.635850360257303e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 2, inertia 4.634888251206675e+18.\n",
            "Iteration 1, inertia 2.588509224782915e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 9.19910043448422e+18.\n",
            "Iteration 2, inertia 2.5874768241415946e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 4.733466881285658e+18.Iteration 0, inertia 3.7700782683684695e+18.\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.088224271734454e+18.\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Iteration 0, inertia 5.49047114244316e+18.\n",
            "Iteration 1, inertia 4.638870338852353e+18.\n",
            "Iteration 2, inertia 8.047378269998217e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 5.162538902633136e+18.\n",
            "Iteration 3, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 1/5; 6/17] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-2587476824141594112.000, test=-2336428488635169792.000) total time=   1.3s\n",
            "Iteration 2, inertia 4.634943973815066e+18.\n",
            "Iteration 2, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.8494253479471063e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 8.214416543292594e+18.\n",
            "Iteration 1, inertia 3.242615497353131e+18.\n",
            "Iteration 1, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 5.485984828862652e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 5.163219556870627e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 5.162314881597464e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.281638858516877e+18.\n",
            "Iteration 0, inertia 7.569447279164206e+18.\n",
            "Iteration 3, inertia 5.162292384463002e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.4951821440390564e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 4.635255572988728e+18.\n",
            "Iteration 1, inertia 3.242735347729903e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 4.634873951947781e+18.\n",
            "Iteration 0, inertia 4.711378338897495e+18.\n",
            "Iteration 0, inertia 7.569447279236863e+18.\n",
            "Iteration 1, inertia 4.636003952268308e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 4.63486623242417e+18.\n",
            "Converged at iteration 3: center shift 257146913.2205921 within tolerance 1362216600.8610373.\n",
            "Iteration 2, inertia 4.634893852158685e+18.\n",
            "Iteration 0, inertia 3.378135744378153e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 3.241295799730391e+18.\n",
            "Iteration 0, inertia 8.815769640971532e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.663939474379867e+18.\n",
            "Iteration 0, inertia 4.727793066628703e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.659674405986488e+18.\n",
            "Iteration 0, inertia 4.726523854722435e+18.\n",
            "Iteration 1, inertia 4.636748919185478e+18.\n",
            "Iteration 0, inertia 3.370078437599485e+18.\n",
            "Iteration 3, inertia 8.659587283005209e+18.\n",
            "Converged at iteration 3: center shift 1404174225.6195562 within tolerance 2033464536.9502556.\n",
            "Iteration 2, inertia 4.634907933727198e+18.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 4.636556064014155e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.6349003442773e+18.\n",
            "Iteration 0, inertia 7.569447279226123e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.469264892189079e+18.\n",
            "Iteration 1, inertia 7.119199790168926e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 4.733466881285658e+18.\n",
            "Iteration 1, inertia 3.2420459519024584e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 4.638870338852353e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.803921100170685e+18.\n",
            "Iteration 2, inertia 4.634943973815066e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 1, inertia 8.665756968307936e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 3.469264260763555e+18.\n",
            "Iteration 2, inertia 8.660117392172581e+18.\n",
            "Iteration 0, inertia 4.726653458663796e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.2420459519024584e+18.\n",
            "Iteration 3, inertia 8.65959240708898e+18.\n",
            "Iteration 0, inertia 5.281638858516877e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 4.636417536213593e+18.\n",
            "Iteration 4, inertia 8.659584500523817e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Iteration 1, inertia 4.635255572988728e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.6349003442773e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.634873951947781e+18.\n",
            "Iteration 0, inertia 4.006778952450336e+18.\n",
            "Iteration 0, inertia 8.593587936191051e+18.\n",
            "Iteration 3, inertia 4.63486623242417e+18.\n",
            "Converged at iteration 3: center shift 257146913.2205921 within tolerance 1362216600.8610373.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 3.242615497353131e+18.\n",
            "Iteration 1, inertia 8.061390996279326e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.046618757040266e+18.\n",
            "Iteration 3, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 4.726523854722435e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 4.636556064014155e+18.\n",
            "Iteration 0, inertia 3.3648547390153743e+18.\n",
            "Initialization complete\n",
            "[CV 3/5; 7/17] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   1.5s\n",
            "[CV 4/5; 7/17] START algorithm=lloyd, max_iter=650, n_init=20...................\n",
            "Iteration 2, inertia 4.6349003442773e+18.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 9.027836907419197e+18.\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.079262202196148e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 8.047141510096102e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.77074150664252e+18.\n",
            "Iteration 3, inertia 8.04636220943643e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 0, inertia 4.726653458663796e+18.\n",
            "Iteration 1, inertia 3.2496058824542003e+18.\n",
            "Iteration 1, inertia 4.636417536213593e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 4.6349003442773e+18.\n",
            "Iteration 0, inertia 9.301550181088141e+18.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 3, inertia 4.634865838837317e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 1, inertia 8.660185200309041e+18.\n",
            "Iteration 0, inertia 4.830527908032346e+18.\n",
            "Iteration 0, inertia 3.7690790636490747e+18.\n",
            "Iteration 2, inertia 8.659594829584171e+18.\n",
            "Iteration 1, inertia 3.3164222491219374e+18.\n",
            "Iteration 1, inertia 3.5472855671044137e+18.\n",
            "Iteration 3, inertia 8.659585884073526e+18.\n",
            "Converged at iteration 3: center shift 345829321.37797123 within tolerance 2033464536.9502556.\n",
            "Iteration 2, inertia 3.241861549003285e+18.\n",
            "[CV 3/5; 6/17] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-4634865838837316608.000, test=-2038003292057687296.000) total time=   0.8s\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 3, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 2/5; 7/17] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-7119199790168927232.000, test=-1219744566323929344.000) total time=   0.6s\n",
            "Iteration 0, inertia 3.3515038816713825e+18.\n",
            "Iteration 0, inertia 4.045820459683789e+18.\n",
            "Iteration 1, inertia 3.261622442493699e+18.\n",
            "Iteration 1, inertia 3.262252343141322e+18.\n",
            "Iteration 2, inertia 3.2614270593916503e+18.\n",
            "Iteration 2, inertia 3.241284688310575e+18.\n",
            "Iteration 3, inertia 3.261424145393316e+18.\n",
            "Converged at iteration 3: center shift 430858997.12978595 within tolerance 1073566776.4644496.\n",
            "Iteration 3, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.346398586647023e+18.\n",
            "Iteration 0, inertia 5.06499609760638e+18.\n",
            "Iteration 1, inertia 3.2650858655215273e+18.\n",
            "Iteration 1, inertia 5.000404030535332e+18.\n",
            "Iteration 2, inertia 3.261744510041771e+18.\n",
            "Iteration 2, inertia 5.000292333298305e+18.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Iteration 3, inertia 5.000288454733006e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.45483737483645e+18.\n",
            "Iteration 0, inertia 3.33927549272469e+18.\n",
            "Iteration 1, inertia 3.2420459519024584e+18.\n",
            "Iteration 1, inertia 3.2629632195594337e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Iteration 0, inertia 3.364872605613392e+18.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.341482239208937e+18.\n",
            "Iteration 1, inertia 3.263159527740234e+18.\n",
            "Iteration 0, inertia 3.363459543852145e+18.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.Iteration 2, inertia 3.2614821345684096e+18.\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.5411383009861064e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 3.2420382150280914e+18.\n",
            "Iteration 0, inertia 4.631452460567204e+18.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 3.300666226980978e+18.\n",
            "Initialization complete\n",
            "Iteration 2, inertia 3.262622691699064e+18.\n",
            "Iteration 0, inertia 3.5026045432695875e+18.\n",
            "Iteration 3, inertia 3.261459487359159e+18.\n",
            "Iteration 1, inertia 3.242735347729903e+18.\n",
            "Iteration 4, inertia 3.2614256031821804e+18.\n",
            "Converged at iteration 4: center shift 378937566.2649014 within tolerance 1073566776.4644496.\n",
            "Iteration 2, inertia 3.2412336240610647e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.363530426589624e+18.\n",
            "Iteration 0, inertia 4.5947979720430597e+18.\n",
            "Iteration 1, inertia 3.2412336240610647e+18.\n",
            "Iteration 1, inertia 3.301729205643608e+18.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 3.262622691699064e+18.\n",
            "Iteration 3, inertia 3.261459487359159e+18.\n",
            "[CV 5/5; 6/17] END algorithm=lloyd, max_iter=1000, n_init=20;, score=(train=-3241233624061064704.000, test=-929610525335873280.000) total time=   0.3s\n",
            "Iteration 4, inertia 3.2614256031821804e+18.\n",
            "Converged at iteration 4: center shift 378937566.2649014 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3358394185680317e+18.\n",
            "Iteration 1, inertia 3.262734700136272e+18.\n",
            "Iteration 2, inertia 3.2614400152573737e+18.\n",
            "Iteration 3, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3630548878785085e+18.\n",
            "Iteration 1, inertia 3.264402769917632e+18.\n",
            "Iteration 2, inertia 3.2616786446101576e+18.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.328231740671014e+18.\n",
            "Iteration 1, inertia 3.262362837595622e+18.\n",
            "Iteration 2, inertia 3.2614308917904307e+18.\n",
            "Iteration 3, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3427313336815473e+18.\n",
            "Iteration 1, inertia 3.2634061674696335e+18.\n",
            "Iteration 2, inertia 3.261503200362077e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.7282425599568855e+18.\n",
            "Iteration 1, inertia 3.547489534585358e+18.\n",
            "Iteration 2, inertia 3.547212188112424e+18.\n",
            "Iteration 3, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.728850078840363e+18.\n",
            "Iteration 1, inertia 3.547489534585358e+18.\n",
            "Iteration 2, inertia 3.547212188112424e+18.\n",
            "Iteration 3, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 5.575200899713227e+18.\n",
            "Iteration 1, inertia 4.572454461889721e+18.\n",
            "Iteration 2, inertia 3.3271124444104924e+18.\n",
            "Iteration 3, inertia 3.266380401068373e+18.\n",
            "Iteration 4, inertia 3.261987254214153e+18.\n",
            "Iteration 5, inertia 3.261427849386883e+18.\n",
            "Iteration 6, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 6: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.715708914287156e+18.\n",
            "Iteration 1, inertia 3.5473756181681664e+18.\n",
            "Iteration 2, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3389574528730844e+18.\n",
            "Iteration 1, inertia 3.2629632195594337e+18.\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.345322997375295e+18.\n",
            "Iteration 1, inertia 3.2650858655215273e+18.\n",
            "Iteration 2, inertia 3.261744510041771e+18.\n",
            "Iteration 3, inertia 3.26142556937347e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.3406238267178327e+18.\n",
            "Iteration 1, inertia 3.26292164641807e+18.\n",
            "Iteration 2, inertia 3.2614571829825695e+18.\n",
            "Iteration 3, inertia 3.2614240343417457e+18.\n",
            "Converged at iteration 3: center shift 348690771.6877772 within tolerance 1073566776.4644496.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 4.2455964244932536e+18.\n",
            "Iteration 1, inertia 3.265288203401227e+18.\n",
            "Iteration 2, inertia 3.2619273168355835e+18.\n",
            "Iteration 3, inertia 3.261427849386883e+18.\n",
            "Iteration 4, inertia 3.261423562035521e+18.\n",
            "Converged at iteration 4: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 3.800855171160303e+18.\n",
            "Iteration 1, inertia 3.5485026056381164e+18.\n",
            "Iteration 2, inertia 3.547274364223417e+18.\n",
            "Iteration 3, inertia 3.547191914916156e+18.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 4/5; 7/17] END algorithm=lloyd, max_iter=650, n_init=20;, score=(train=-3261423562035521024.000, test=-1372925258138916608.000) total time=   0.4s\n",
            "----------\n",
            "iter: 2\n",
            "n_candidates: 6\n",
            "n_resources: 104121\n",
            "Fitting 5 folds for each of 6 candidates, totalling 30 fits\n",
            "[CV 1/5; 1/6] START algorithm=lloyd, max_iter=2000, n_init=1....................\n",
            "[CV 2/5; 1/6] START algorithm=lloyd, max_iter=2000, n_init=1....................\n",
            "[CV 3/5; 1/6] START algorithm=lloyd, max_iter=2000, n_init=1....................\n",
            "[CV 4/5; 1/6] START algorithm=lloyd, max_iter=2000, n_init=1....................\n",
            "[CV 5/5; 1/6] START algorithm=lloyd, max_iter=2000, n_init=1....................\n",
            "[CV 1/5; 2/6] START algorithm=lloyd, max_iter=650, n_init=1.....................\n",
            "[CV 2/5; 2/6] START algorithm=lloyd, max_iter=650, n_init=1.....................\n",
            "[CV 3/5; 2/6] START algorithm=lloyd, max_iter=650, n_init=1.....................\n",
            "[CV 4/5; 2/6] START algorithm=lloyd, max_iter=650, n_init=1.....................\n",
            "[CV 5/5; 2/6] START algorithm=lloyd, max_iter=650, n_init=1.....................\n",
            "[CV 1/5; 3/6] START algorithm=lloyd, max_iter=300, n_init=1.....................\n",
            "[CV 2/5; 3/6] START algorithm=lloyd, max_iter=300, n_init=1.....................\n",
            "[CV 3/5; 3/6] START algorithm=lloyd, max_iter=300, n_init=1.....................\n",
            "[CV 4/5; 3/6] START algorithm=lloyd, max_iter=300, n_init=1.....................\n",
            "[CV 5/5; 3/6] START algorithm=lloyd, max_iter=300, n_init=1.....................\n",
            "[CV 1/5; 4/6] START algorithm=elkan, max_iter=2000, n_init=1....................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.8893801944205513e+19.\n",
            "Iteration 0, inertia 8.091386856331662e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.7672839936964483e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 7.840513057270732e+18.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.8893801944205513e+19.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 2, inertia 7.840404705364383e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 8.091386856331662e+18.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.7672839936964483e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.308949359707834e+19.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.011569394236108e+19.\n",
            "Iteration 1, inertia 7.840513057270732e+18.\n",
            "Iteration 0, inertia 1.6338617317999864e+19.\n",
            "[CV 3/5; 1/6] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-17672839936964483072.000, test=-7481099040317446144.000) total time=   0.3s\n",
            "Iteration 0, inertia 2.308949359707834e+19.\n",
            "Iteration 0, inertia 2.011569394236108e+19.\n",
            "Initialization complete\n",
            "Iteration 1, inertia 2.2618798127923884e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 4/6] START algorithm=elkan, max_iter=2000, n_init=1....................\n",
            "Iteration 0, inertia 8.091386856331662e+18.\n",
            "Iteration 2, inertia 7.840404705364383e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 1.9574376577945158e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.318798960045659e+19.[CV 1/5; 1/6] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-7840404705364384768.000, test=-180915141278703878144.000) total time=   0.3s\n",
            "\n",
            "Iteration 1, inertia 1.9574376577945158e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 2.2618798127923884e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 2.011569394236108e+19.\n",
            "[CV 3/5; 2/6] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-17672839936964483072.000, test=-7481099040317446144.000) total time=   0.3s\n",
            "Iteration 0, inertia 1.6338617317999864e+19.\n",
            "Iteration 1, inertia 7.840513057270732e+18.\n",
            "[CV 3/5; 4/6] START algorithm=elkan, max_iter=2000, n_init=1....................\n",
            "[CV 4/5; 4/6] START algorithm=elkan, max_iter=2000, n_init=1....................\n",
            "Iteration 2, inertia 1.2941330400729238e+19.Initialization complete\n",
            "\n",
            "Iteration 1, inertia 1.318798960045659e+19.\n",
            "[CV 5/5; 2/6] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-22618798127923888128.000, test=-2803671445202041344.000) total time=   0.3s\n",
            "Iteration 2, inertia 7.840404705364383e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 0, inertia 1.8893801944205513e+19.\n",
            "Initialization complete\n",
            "[CV 1/5; 3/6] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-7840404705364384768.000, test=-180915141278703878144.000) total time=   0.3s\n",
            "[CV 5/5; 4/6] START algorithm=elkan, max_iter=2000, n_init=1....................\n",
            "Iteration 3, inertia 1.2931502277301242e+19.\n",
            "[CV 2/5; 1/6] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-19574376577945157632.000, test=-3688040577832846848.000) total time=   0.4s\n",
            "Iteration 2, inertia 1.2941330400729238e+19.\n",
            "Iteration 1, inertia 1.9574376577945158e+19.[CV 2/5; 3/6] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-19574376577945157632.000, test=-3688040577832846848.000) total time=   0.3s\n",
            "\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 1/5; 5/6] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "Iteration 1, inertia 1.7672839936964483e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 2/5; 5/6] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "Iteration 0, inertia 1.6338617317999864e+19.Iteration 3, inertia 1.2931502277301242e+19.\n",
            "\n",
            "Iteration 4, inertia 1.2931414110898553e+19.\n",
            "Converged at iteration 4: center shift 142643939.01318777 within tolerance 1274374260.9655154.\n",
            "[CV 3/5; 5/6] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 5/5; 1/6] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-22618798127923888128.000, test=-2803671445202041344.000) total time=   0.4s[CV 1/5; 2/6] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-7840404705364384768.000, test=-180915141278703878144.000) total time=   0.4s\n",
            "Iteration 4, inertia 1.2931414110898553e+19.\n",
            "Converged at iteration 4: center shift 142643939.01318777 within tolerance 1274374260.9655154.\n",
            "\n",
            "Iteration 1, inertia 1.318798960045659e+19.\n",
            "Initialization complete\n",
            "[CV 4/5; 5/6] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 3/5; 3/6] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-17672839936964483072.000, test=-7481099040317446144.000) total time=   0.4s\n",
            "Iteration 0, inertia 2.011569394236108e+19\n",
            "[CV 5/5; 5/6] START algorithm=elkan, max_iter=1000, n_init=1....................Iteration 2, inertia 1.2941330400729238e+19.\n",
            "[CV 1/5; 6/6] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.9574376577945158e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 4/5; 1/6] END algorithm=lloyd, max_iter=2000, n_init=1;, score=(train=-12931413507736825856.000, test=-4515080502726953472.000) total time=   0.5s\n",
            "[CV 2/5; 2/6] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-19574376577945157632.000, test=-3688040577832846848.000) total time=   0.5s\n",
            "Iteration 0, inertia 1.8893801944205513e+19\n",
            "Initialization complete\n",
            "[CV 2/5; 6/6] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "Initialization complete\n",
            "[CV 4/5; 2/6] END algorithm=lloyd, max_iter=650, n_init=1;, score=(train=-12931413507736825856.000, test=-4515080502726953472.000) total time=   0.5s\n",
            "Iteration 1, inertia 1.7672839936964483e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.308949359707834e+19\n",
            "Initialization complete\n",
            "[CV 3/5; 6/6] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "[CV 2/5; 4/6] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-19574376577945157632.000, test=-3688040577832846848.000) total time=   0.3s\n",
            "Iteration 3, inertia 1.2931502277301242e+19.\n",
            "Iteration 0, inertia 1.6338617317999864e+19\n",
            "Initialization complete[CV 4/5; 6/6] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "\n",
            "[CV 5/5; 6/6] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "Iteration 1, inertia 2.2618798127923884e+19\n",
            "Iteration 0, inertia 8.091386856331662e+18Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 2.011569394236108e+19\n",
            "Initialization completeIteration 1, inertia 1.318798960045659e+19\n",
            "\n",
            "[CV 3/5; 4/6] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-17672839936964483072.000, test=-7481099040317446144.000) total time=   0.3s\n",
            "\n",
            "Iteration 1, inertia 1.9574376577945158e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 7.840513057270732e+18Iteration 2, inertia 1.2941330400729238e+19\n",
            "\n",
            "Iteration 4, inertia 1.2931414110898553e+19.\n",
            "Converged at iteration 4: center shift 142643939.01318777 within tolerance 1274374260.9655154.\n",
            "Iteration 0, inertia 2.308949359707834e+19.Initialization complete\n",
            "Iteration 2, inertia 7.840404705364383e+18\n",
            "Iteration 3, inertia 1.2931502277301242e+19Converged at iteration 2: strict convergence.\n",
            "\n",
            "\n",
            "Iteration 4, inertia 1.2931414110898553e+19\n",
            "Converged at iteration 4: center shift 142643939.01318777 within tolerance 1274374260.9655154.\n",
            "Iteration 0, inertia 1.8893801944205513e+19\n",
            "Iteration 0, inertia 8.091386856331662e+18[CV 2/5; 5/6] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-19574376577945157632.000, test=-3688040577832846848.000) total time=   0.3s\n",
            "\n",
            "Initialization complete\n",
            "[CV 5/5; 4/6] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-22618798127923888128.000, test=-2803671445202041344.000) total time=   0.4s\n",
            "[CV 4/5; 3/6] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-12931413507736825856.000, test=-4515080502726953472.000) total time=   0.7s\n",
            "Iteration 1, inertia 2.2618798127923884e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 1.7672839936964483e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 1/5; 5/6] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-7840404705364384768.000, test=-180915141278703878144.000) total time=   0.4s\n",
            "Iteration 1, inertia 7.840513057270732e+18\n",
            "Iteration 0, inertia 2.308949359707834e+19\n",
            "Initialization complete\n",
            "[CV 4/5; 4/6] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-12931413507736825856.000, test=-4515080502726953472.000) total time=   0.5s\n",
            "Initialization complete\n",
            "Iteration 2, inertia 7.840404705364383e+18\n",
            "Converged at iteration 2: strict convergence.\n",
            "Iteration 1, inertia 2.2618798127923884e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "[CV 3/5; 5/6] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-17672839936964483072.000, test=-7481099040317446144.000) total time=   0.4s\n",
            "Iteration 0, inertia 2.011569394236108e+19.\n",
            "[CV 5/5; 3/6] END algorithm=lloyd, max_iter=300, n_init=1;, score=(train=-22618798127923888128.000, test=-2803671445202041344.000) total time=   0.8s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 1.6338617317999864e+19\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.9574376577945158e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "[CV 5/5; 5/6] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-22618798127923888128.000, test=-2803671445202041344.000) total time=   0.4s\n",
            "Iteration 1, inertia 1.318798960045659e+19\n",
            "Iteration 0, inertia 1.6338617317999864e+19.\n",
            "Iteration 0, inertia 2.308949359707834e+19.\n",
            "Iteration 0, inertia 1.8893801944205513e+19.\n",
            "[CV 1/5; 4/6] END algorithm=elkan, max_iter=2000, n_init=1;, score=(train=-7840404705364384768.000, test=-180915141278703878144.000) total time=   0.8s\n",
            "Initialization complete\n",
            "Iteration 1, inertia 1.318798960045659e+19.\n",
            "Iteration 1, inertia 2.2618798127923884e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 1.2941330400729238e+19\n",
            "[CV 2/5; 6/6] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-19574376577945157632.000, test=-3688040577832846848.000) total time=   0.3s\n",
            "Iteration 1, inertia 1.7672839936964483e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 8.091386856331662e+18.\n",
            "Iteration 2, inertia 1.2941330400729238e+19.\n",
            "Iteration 3, inertia 1.2931502277301242e+19\n",
            "Iteration 3, inertia 1.2931502277301242e+19.\n",
            "Iteration 4, inertia 1.2931414110898553e+19\n",
            "Converged at iteration 4: center shift 142643939.01318777 within tolerance 1274374260.9655154.\n",
            "[CV 5/5; 6/6] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-22618798127923888128.000, test=-2803671445202041344.000) total time=   0.3s\n",
            "Iteration 1, inertia 7.840513057270732e+18.\n",
            "Iteration 4, inertia 1.2931414110898553e+19.\n",
            "Converged at iteration 4: center shift 142643939.01318777 within tolerance 1274374260.9655154.\n",
            "Iteration 2, inertia 7.840404705364383e+18.\n",
            "Converged at iteration 2: strict convergence.\n",
            "[CV 3/5; 6/6] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-17672839936964483072.000, test=-7481099040317446144.000) total time=   0.3s\n",
            "[CV 4/5; 5/6] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-12931413507736825856.000, test=-4515080502726953472.000) total time=   0.5s\n",
            "[CV 4/5; 6/6] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-12931413507736825856.000, test=-4515080502726953472.000) total time=   0.4s\n",
            "[CV 1/5; 6/6] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-7840404705364384768.000, test=-180915141278703878144.000) total time=   0.5s\n",
            "----------\n",
            "iter: 3\n",
            "n_candidates: 2\n",
            "n_resources: 312363\n",
            "Fitting 5 folds for each of 2 candidates, totalling 10 fits\n",
            "[CV 1/5; 1/2] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 2/5; 1/2] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 3/5; 1/2] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 4/5; 1/2] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 5/5; 1/2] START algorithm=elkan, max_iter=1000, n_init=1....................\n",
            "[CV 1/5; 2/2] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "[CV 2/5; 2/2] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "[CV 3/5; 2/2] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "[CV 4/5; 2/2] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "[CV 5/5; 2/2] START algorithm=lloyd, max_iter=100, n_init=1.....................\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "Iteration 0, inertia 7.617548662996553e+19\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.2518374513700543e+20\n",
            "Iteration 1, inertia 7.451972830793492e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 0, inertia 1.3824143755781666e+20\n",
            "Iteration 1, inertia 2.245011784247767e+20\n",
            "Initialization complete\n",
            "Iteration 0, inertia 7.617548662996553e+19.\n",
            "Iteration 1, inertia 6.51433427360832e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 2.2449303390199798e+20\n",
            "Iteration 1, inertia 7.451972830793492e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Iteration 3, inertia 2.2448948589623568e+20\n",
            "Iteration 0, inertia 2.405642665280746e+19\n",
            "Iteration 4, inertia 2.244891941759788e+20\n",
            "Converged at iteration 4: center shift 95613019.2713105 within tolerance 4911938594.849017.\n",
            "Iteration 0, inertia 7.074398026668134e+19\n",
            "[CV 3/5; 1/2] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-65143342736083197952.000, test=-21123950258620248064.000) total time=   0.7s\n",
            "Initialization complete\n",
            "[CV 2/5; 1/2] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-74519728307934920704.000, test=-11665166632633413632.000) total time=   0.7s\n",
            "Initialization completeIteration 1, inertia 2.327930836681133e+19\n",
            "\n",
            "Iteration 1, inertia 6.90218404866459e+19\n",
            "Converged at iteration 1: strict convergence.\n",
            "Initialization complete\n",
            "Initialization complete\n",
            "[CV 2/5; 2/2] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-74519728307934920704.000, test=-11665166632633413632.000) total time=   0.7s\n",
            "Iteration 2, inertia 2.327883472130306e+19\n",
            "Iteration 0, inertia 2.2518374513700543e+20.\n",
            "Iteration 0, inertia 7.074398026668134e+19.\n",
            "Iteration 0, inertia 2.405642665280746e+19.\n",
            "Iteration 0, inertia 1.3824143755781666e+20.\n",
            "[CV 5/5; 1/2] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-224489193208700960768.000, test=-2024315862556100864.000) total time=   0.8s\n",
            "Iteration 3, inertia 2.327881121654992e+19\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 4/5; 1/2] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-69021840486645899264.000, test=-17188571548756723712.000) total time=   0.9s\n",
            "Iteration 1, inertia 6.90218404866459e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 1, inertia 2.327930836681133e+19.\n",
            "Iteration 1, inertia 2.245011784247767e+20.\n",
            "Iteration 1, inertia 6.51433427360832e+19.\n",
            "Converged at iteration 1: strict convergence.\n",
            "Iteration 2, inertia 2.327883472130306e+19.\n",
            "Iteration 2, inertia 2.2449303390199798e+20.\n",
            "[CV 4/5; 2/2] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-69021840486645899264.000, test=-17188571548756723712.000) total time=   1.0s\n",
            "Iteration 3, inertia 2.327881121654992e+19.\n",
            "Converged at iteration 3: strict convergence.\n",
            "[CV 1/5; 1/2] END algorithm=elkan, max_iter=1000, n_init=1;, score=(train=-23278811216549924864.000, test=-195892480002563637248.000) total time=   1.0s\n",
            "[CV 3/5; 2/2] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-65143342736083197952.000, test=-21123950258620248064.000) total time=   1.0s\n",
            "Iteration 3, inertia 2.2448948589623568e+20.\n",
            "Iteration 4, inertia 2.244891941759788e+20.\n",
            "Converged at iteration 4: center shift 95613019.2713105 within tolerance 4911938594.849017.\n",
            "[CV 1/5; 2/2] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-23278811216549924864.000, test=-195892480002563637248.000) total time=   1.1s\n",
            "[CV 5/5; 2/2] END algorithm=lloyd, max_iter=100, n_init=1;, score=(train=-224489193208700960768.000, test=-2024315862556100864.000) total time=   1.1s\n",
            "Initialization complete\n",
            "Iteration 0, inertia 2.213380402845532e+20\n",
            "Iteration 1, inertia 2.1906409869006868e+20\n",
            "Iteration 2, inertia 2.1905943864782474e+20\n",
            "Iteration 3, inertia 2.1905941519008714e+20\n",
            "Converged at iteration 3: strict convergence.\n",
            "KMeans(algorithm='elkan', max_iter=1000, n_clusters=2, n_init=1,\n",
            "       random_state=42, verbose=10)\n",
            "{'algorithm': 'elkan', 'max_iter': 1000, 'n_init': 1}\n"
          ]
        }
      ],
      "source": [
        "clf: KMeans = KMeans(2, random_state=42, verbose=10)\n",
        "\n",
        "param_grid = {\n",
        "    \"algorithm\": [\"lloyd\", \"elkan\"],\n",
        "    \"max_iter\": [100, 300, 650, 1000, 2000],\n",
        "    \"n_init\": [1, 2, 5, 10, 20],\n",
        "}\n",
        "search = HalvingGridSearchCV(clf, param_grid=param_grid, n_jobs=-1, verbose=10).fit(X)\n",
        "clf: KMeans = search.best_estimator_\n",
        "\n",
        "X_test, y_test = load_test(scaler, dimred)\n",
        "y_pred = clf.predict(X_test)\n",
        "print(search.best_estimator_)\n",
        "print(search.best_params_)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "mNe2OVR0ho31"
      },
      "source": [
        "### MeanShift"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {
        "id": "iaEh2I5lho36"
      },
      "outputs": [
        {
          "ename": "KeyboardInterrupt",
          "evalue": "",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "Cell \u001b[0;32mIn[43], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m clf \u001b[39m=\u001b[39m MeanShift(max_iter\u001b[39m=\u001b[39m\u001b[39m300\u001b[39m, n_jobs\u001b[39m=\u001b[39m\u001b[39m-\u001b[39m\u001b[39m1\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m clf\u001b[39m.\u001b[39;49mfit(X)\n\u001b[1;32m      4\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m      5\u001b[0m \u001b[39mMeanShift outputs 107 classes. To project them into binary I iteratively tried considering every class a benign or not, maximizing the F1 score on the test dataset (Corrected CIC-IDS-2017).\u001b[39;00m\n\u001b[1;32m      6\u001b[0m \u001b[39mI don't think it's a bad idea, but if we do this on the test set then it doesn't hold much weight, we would need another labelled set as validation (best would be to label the ctf dataset)\u001b[39;00m\n\u001b[1;32m      7\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m      8\u001b[0m X_test, y_test \u001b[39m=\u001b[39m load_test(scaler, dimred)\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib64/python3.11/site-packages/sklearn/base.py:1151\u001b[0m, in \u001b[0;36m_fit_context.<locals>.decorator.<locals>.wrapper\u001b[0;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1144\u001b[0m     estimator\u001b[39m.\u001b[39m_validate_params()\n\u001b[1;32m   1146\u001b[0m \u001b[39mwith\u001b[39;00m config_context(\n\u001b[1;32m   1147\u001b[0m     skip_parameter_validation\u001b[39m=\u001b[39m(\n\u001b[1;32m   1148\u001b[0m         prefer_skip_nested_validation \u001b[39mor\u001b[39;00m global_skip_validation\n\u001b[1;32m   1149\u001b[0m     )\n\u001b[1;32m   1150\u001b[0m ):\n\u001b[0;32m-> 1151\u001b[0m     \u001b[39mreturn\u001b[39;00m fit_method(estimator, \u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib64/python3.11/site-packages/sklearn/cluster/_mean_shift.py:463\u001b[0m, in \u001b[0;36mMeanShift.fit\u001b[0;34m(self, X, y)\u001b[0m\n\u001b[1;32m    461\u001b[0m bandwidth \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mbandwidth\n\u001b[1;32m    462\u001b[0m \u001b[39mif\u001b[39;00m bandwidth \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> 463\u001b[0m     bandwidth \u001b[39m=\u001b[39m estimate_bandwidth(X, n_jobs\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mn_jobs)\n\u001b[1;32m    465\u001b[0m seeds \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mseeds\n\u001b[1;32m    466\u001b[0m \u001b[39mif\u001b[39;00m seeds \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib64/python3.11/site-packages/sklearn/utils/_param_validation.py:184\u001b[0m, in \u001b[0;36mvalidate_params.<locals>.decorator.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    182\u001b[0m global_skip_validation \u001b[39m=\u001b[39m get_config()[\u001b[39m\"\u001b[39m\u001b[39mskip_parameter_validation\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[1;32m    183\u001b[0m \u001b[39mif\u001b[39;00m global_skip_validation:\n\u001b[0;32m--> 184\u001b[0m     \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    186\u001b[0m func_sig \u001b[39m=\u001b[39m signature(func)\n\u001b[1;32m    188\u001b[0m \u001b[39m# Map *args/**kwargs to the function signature\u001b[39;00m\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib64/python3.11/site-packages/sklearn/cluster/_mean_shift.py:94\u001b[0m, in \u001b[0;36mestimate_bandwidth\u001b[0;34m(X, quantile, n_samples, random_state, n_jobs)\u001b[0m\n\u001b[1;32m     92\u001b[0m bandwidth \u001b[39m=\u001b[39m \u001b[39m0.0\u001b[39m\n\u001b[1;32m     93\u001b[0m \u001b[39mfor\u001b[39;00m batch \u001b[39min\u001b[39;00m gen_batches(\u001b[39mlen\u001b[39m(X), \u001b[39m500\u001b[39m):\n\u001b[0;32m---> 94\u001b[0m     d, _ \u001b[39m=\u001b[39m nbrs\u001b[39m.\u001b[39;49mkneighbors(X[batch, :], return_distance\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n\u001b[1;32m     95\u001b[0m     bandwidth \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mmax(d, axis\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)\u001b[39m.\u001b[39msum()\n\u001b[1;32m     97\u001b[0m \u001b[39mreturn\u001b[39;00m bandwidth \u001b[39m/\u001b[39m X\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m]\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib64/python3.11/site-packages/sklearn/neighbors/_base.py:822\u001b[0m, in \u001b[0;36mKNeighborsMixin.kneighbors\u001b[0;34m(self, X, n_neighbors, return_distance)\u001b[0m\n\u001b[1;32m    815\u001b[0m use_pairwise_distances_reductions \u001b[39m=\u001b[39m (\n\u001b[1;32m    816\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fit_method \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mbrute\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    817\u001b[0m     \u001b[39mand\u001b[39;00m ArgKmin\u001b[39m.\u001b[39mis_usable_for(\n\u001b[1;32m    818\u001b[0m         X \u001b[39mif\u001b[39;00m X \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m \u001b[39melse\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fit_X, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fit_X, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39meffective_metric_\n\u001b[1;32m    819\u001b[0m     )\n\u001b[1;32m    820\u001b[0m )\n\u001b[1;32m    821\u001b[0m \u001b[39mif\u001b[39;00m use_pairwise_distances_reductions:\n\u001b[0;32m--> 822\u001b[0m     results \u001b[39m=\u001b[39m ArgKmin\u001b[39m.\u001b[39;49mcompute(\n\u001b[1;32m    823\u001b[0m         X\u001b[39m=\u001b[39;49mX,\n\u001b[1;32m    824\u001b[0m         Y\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_fit_X,\n\u001b[1;32m    825\u001b[0m         k\u001b[39m=\u001b[39;49mn_neighbors,\n\u001b[1;32m    826\u001b[0m         metric\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49meffective_metric_,\n\u001b[1;32m    827\u001b[0m         metric_kwargs\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49meffective_metric_params_,\n\u001b[1;32m    828\u001b[0m         strategy\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mauto\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m    829\u001b[0m         return_distance\u001b[39m=\u001b[39;49mreturn_distance,\n\u001b[1;32m    830\u001b[0m     )\n\u001b[1;32m    832\u001b[0m \u001b[39melif\u001b[39;00m (\n\u001b[1;32m    833\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_fit_method \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mbrute\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mand\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmetric \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mprecomputed\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mand\u001b[39;00m issparse(X)\n\u001b[1;32m    834\u001b[0m ):\n\u001b[1;32m    835\u001b[0m     results \u001b[39m=\u001b[39m _kneighbors_from_graph(\n\u001b[1;32m    836\u001b[0m         X, n_neighbors\u001b[39m=\u001b[39mn_neighbors, return_distance\u001b[39m=\u001b[39mreturn_distance\n\u001b[1;32m    837\u001b[0m     )\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib64/python3.11/site-packages/sklearn/metrics/_pairwise_distances_reduction/_dispatcher.py:258\u001b[0m, in \u001b[0;36mArgKmin.compute\u001b[0;34m(cls, X, Y, k, metric, chunk_size, metric_kwargs, strategy, return_distance)\u001b[0m\n\u001b[1;32m    177\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Compute the argkmin reduction.\u001b[39;00m\n\u001b[1;32m    178\u001b[0m \n\u001b[1;32m    179\u001b[0m \u001b[39mParameters\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    255\u001b[0m \u001b[39mreturns.\u001b[39;00m\n\u001b[1;32m    256\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m    257\u001b[0m \u001b[39mif\u001b[39;00m X\u001b[39m.\u001b[39mdtype \u001b[39m==\u001b[39m Y\u001b[39m.\u001b[39mdtype \u001b[39m==\u001b[39m np\u001b[39m.\u001b[39mfloat64:\n\u001b[0;32m--> 258\u001b[0m     \u001b[39mreturn\u001b[39;00m ArgKmin64\u001b[39m.\u001b[39;49mcompute(\n\u001b[1;32m    259\u001b[0m         X\u001b[39m=\u001b[39;49mX,\n\u001b[1;32m    260\u001b[0m         Y\u001b[39m=\u001b[39;49mY,\n\u001b[1;32m    261\u001b[0m         k\u001b[39m=\u001b[39;49mk,\n\u001b[1;32m    262\u001b[0m         metric\u001b[39m=\u001b[39;49mmetric,\n\u001b[1;32m    263\u001b[0m         chunk_size\u001b[39m=\u001b[39;49mchunk_size,\n\u001b[1;32m    264\u001b[0m         metric_kwargs\u001b[39m=\u001b[39;49mmetric_kwargs,\n\u001b[1;32m    265\u001b[0m         strategy\u001b[39m=\u001b[39;49mstrategy,\n\u001b[1;32m    266\u001b[0m         return_distance\u001b[39m=\u001b[39;49mreturn_distance,\n\u001b[1;32m    267\u001b[0m     )\n\u001b[1;32m    269\u001b[0m \u001b[39mif\u001b[39;00m X\u001b[39m.\u001b[39mdtype \u001b[39m==\u001b[39m Y\u001b[39m.\u001b[39mdtype \u001b[39m==\u001b[39m np\u001b[39m.\u001b[39mfloat32:\n\u001b[1;32m    270\u001b[0m     \u001b[39mreturn\u001b[39;00m ArgKmin32\u001b[39m.\u001b[39mcompute(\n\u001b[1;32m    271\u001b[0m         X\u001b[39m=\u001b[39mX,\n\u001b[1;32m    272\u001b[0m         Y\u001b[39m=\u001b[39mY,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    278\u001b[0m         return_distance\u001b[39m=\u001b[39mreturn_distance,\n\u001b[1;32m    279\u001b[0m     )\n",
            "File \u001b[0;32msklearn/metrics/_pairwise_distances_reduction/_argkmin.pyx:90\u001b[0m, in \u001b[0;36msklearn.metrics._pairwise_distances_reduction._argkmin.ArgKmin64.compute\u001b[0;34m()\u001b[0m\n",
            "File \u001b[0;32m~/Documents/Repos/ml-ids/.venv/lib/python3.11/site-packages/threadpoolctl.py:171\u001b[0m, in \u001b[0;36m_ThreadpoolLimiter.__exit__\u001b[0;34m(self, type, value, traceback)\u001b[0m\n\u001b[1;32m    168\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__enter__\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[1;32m    169\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\n\u001b[0;32m--> 171\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__exit__\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39mtype\u001b[39m, value, traceback):\n\u001b[1;32m    172\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mrestore_original_limits()\n\u001b[1;32m    174\u001b[0m \u001b[39m@classmethod\u001b[39m\n\u001b[1;32m    175\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mwrap\u001b[39m(\u001b[39mcls\u001b[39m, controller, \u001b[39m*\u001b[39m, limits\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, user_api\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m):\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ],
      "source": [
        "clf = MeanShift(max_iter=300, n_jobs=-1)\n",
        "clf.fit(X)\n",
        "\n",
        "\"\"\"\n",
        "MeanShift outputs 107 classes. To project them into binary I iteratively tried considering every class a benign or not, maximizing the F1 score on the test dataset (Corrected CIC-IDS-2017).\n",
        "I don't think it's a bad idea, but if we do this on the test set then it doesn't hold much weight, we would need another labelled set as validation (best would be to label the ctf dataset)\n",
        "\"\"\"\n",
        "X_test, y_test = load_test(scaler, dimred)\n",
        "y_pred = clf.predict(X_test)\n",
        "\n",
        "benign_classes = []\n",
        "y_pred_tmp = y_pred.tolist()\n",
        "classes = np.unique(y_pred)\n",
        "for c in classes:\n",
        "    y_pred_ben = [0 if x == c else x for x in y_pred_tmp]\n",
        "    y_pred_att = [1 if x == c else x for x in y_pred_tmp]\n",
        "\n",
        "    y_pred_ben = [1 if x != 0 else x for x in y_pred_ben]\n",
        "    y_pred_att = [1 if x != 0 else x for x in y_pred_att]\n",
        "\n",
        "    F1_B = metrics.f1_score(y_test, y_pred_ben)\n",
        "    F1_A = metrics.f1_score(y_test, y_pred_att)\n",
        "\n",
        "    print(f\"F1 with class {c} as BENIGN: {F1_B}\")\n",
        "    print(f\"F1 with class {c} as ATTACK: {F1_A}\")\n",
        "    print(\"\\n\")\n",
        "    if F1_B > F1_A:\n",
        "        benign_classes.append(c)\n",
        "    y_pred_tmp = [0 if x in benign_classes else x for x in y_pred]\n",
        "\n",
        "# print(f\"{benign_classes = }\")\n",
        "y_pred = [1 if x != 0 else x for x in y_pred_tmp]"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "Sr3Z24hcho36"
      },
      "source": [
        "### Isolation Forest"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "id": "JzhJqKfeho36"
      },
      "outputs": [],
      "source": [
        "clf: IsolationForest = IsolationForest(\n",
        "    n_estimators=200, max_features=10, bootstrap=True, random_state=42, verbose=1\n",
        ")\n",
        "\n",
        "clf.fit(X)\n",
        "\n",
        "X_test, y_test = load_test(scaler, dimred)\n",
        "y_pred = clf.predict(X_test)  # output is -1 | 1\n",
        "y_pred = [0 if x == -1 else 1 for x in y_pred]"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "9PjbLgCgho36"
      },
      "source": [
        "## Testing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {
        "id": "9Tc40M3Sho37"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "FeatureAgglomeration(n_clusters=20)\n",
            "<class 'sklearn.ensemble._iforest.IsolationForest'>\n",
            "Accuracy = 55.85%\n",
            "F1 = 44.08%\n",
            "Recall = 58.02%\n",
            "Precision = 35.55%\n",
            "Area Under ROC Curve = 56.47%\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 500x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "print(dimred)\n",
        "print(type(clf))\n",
        "print_scores(y_test, y_pred)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [
        "SCEkDfpOFPQX",
        "-IEyQxBDt5sG",
        "wE4AwrX1u6Hj",
        "suPDWnoYaEPD",
        "duGKUsAzal52",
        "eLikdx9Legm0"
      ],
      "gpuType": "T4",
      "include_colab_link": true,
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "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": "3.11.4"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}