Image_Popularity_regressor.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nXXsAuXKMx54",
        "outputId": "86adb4b1-188e-4fee-8952-e4e68ffb5e67"
      },
      "source": [
        "%cd '/content/drive/MyDrive/popularity_pred'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/popularity_pred\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5HEUuyQLMrEh"
      },
      "source": [
        "!pip install scikit-optimize, xgboost, hyperopt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b3W968SWMuQw"
      },
      "source": [
        "from hyperopt import fmin, tpe, hp, anneal, Trials\n",
        "from hyperopt import hp\n",
        "from hyperopt import fmin, tpe, hp, STATUS_OK, Trials\n",
        "from hyperopt.pyll.base import scope\n",
        "import xgboost as xgb\n",
        "from sklearn.metrics import roc_auc_score\n",
        "import sklearn.metrics as metrics\n",
        "from numpy import sqrt\n",
        "from numpy import argmax\n",
        "from sklearn.metrics import classification_report\n",
        "\n",
        "from hyperopt import fmin, tpe, hp, STATUS_OK, Trials, space_eval\n",
        "from prettytable import PrettyTable\n",
        "from xgboost import XGBRegressor\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from preprocess import label_encode, standard_scaler\n",
        "from feature_gen import gen_text_features, gen_date_features\n",
        "from sklearn.model_selection import StratifiedKFold\n",
        "from evaluator import spearmanr, reg_eval_metrics, trmse, overall_eval_metric\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import warnings\n",
        "import xgboost as XGB\n",
        "from sklearn.metrics import f1_score"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5TRj4WYeM0GQ"
      },
      "source": [
        "def cluster_data(df, num_clusters, start_day='Day01', end_day='Day30'):\n",
        "    from sklearn import metrics\n",
        "    from sklearn.cluster import KMeans, DBSCAN\n",
        "    #X = df.loc[:, 'Day01':'Day30']\n",
        "    X = df.loc[:, start_day:end_day]\n",
        "    #X = df.loc[:, 'Day21':'Day30']\n",
        "    for col in X.columns:\n",
        "        X[col] = X[col]/df['Day30']\n",
        "    X = X.values\n",
        "    #X = np.log(X+ 0.001)\n",
        "\n",
        "    kmeans = KMeans(n_clusters = num_clusters, init = 'k-means++', max_iter =300, n_init = 10, random_state = 0)\n",
        "    kmeans.fit(X)\n",
        "    labels = kmeans.labels_\n",
        "    aucc = metrics.silhouette_score(X, labels, metric='euclidean')\n",
        "    print ('wcss: ', kmeans.inertia_, 'silhouette score: ', aucc)\n",
        "\n",
        "    return kmeans, labels\n",
        "\n",
        "warnings.simplefilter(\"ignore\")\n",
        "\n",
        "users_df = pd.read_csv('data/users_TRAIN.csv')\n",
        "image_info_df = pd.read_csv('data/img_info_TRAIN.csv')\n",
        "headers_df = pd.read_csv('data/headers_TRAIN.csv')\n",
        "popularity_df = pd.read_csv('data/popularity_TRAIN.csv')\n",
        "\n",
        "cdf = pd.merge(headers_df, image_info_df, on='FlickrId')\n",
        "combined_df = pd.merge(cdf, users_df, on='UserId' )\n",
        "combined_df = pd.merge(combined_df, popularity_df, on='FlickrId')\n",
        "print (\"Final data: \", combined_df.shape)\n",
        "\n",
        "#combined_df = combined_df.drop(['Unnamed: 0_x', 'Unnamed: 0_y'], axis=1)\n",
        "# Drop columns that have 80 per of Nan\n",
        "#combined_df = combined_df.drop(['Camera', 'Latitude', 'Longitude', 'Country'], axis=1)\n",
        "\n",
        "print (combined_df.shape)\n",
        "combined_df = combined_df.drop_duplicates('URL')\n",
        "print (combined_df.shape)\n",
        "\n",
        "# Clustering\n",
        "num_clusters = 2\n",
        "kmeans_period_1, labels_period_1 = cluster_data(combined_df, num_clusters, 'Day01', 'Day10')\n",
        "kmeans_period_2, labels_period_2 = cluster_data(combined_df, num_clusters, 'Day11', 'Day20')\n",
        "kmeans_period_3, labels_period_3 = cluster_data(combined_df, num_clusters, 'Day21', 'Day30')\n",
        "\n",
        "# Preprocessing data\n",
        "# Data for cluster Prediction\n",
        "X = combined_df.loc[:, 'FlickrId':'GroupsAvgPictures']\n",
        "X['UserId'] = label_encode(X['UserId'])\n",
        "X['Username'] = label_encode(X['Username'])\n",
        "\n",
        "X = gen_text_features(X, 'Title')\n",
        "#X = gen_text_features(X, 'URL')\n",
        "X = gen_text_features(X, 'Description')\n",
        "#X = gen_text_features(X, 'Country')\n",
        "merge_tags = lambda x: ' '.join(x)\n",
        "X['Tags'] = X['Tags'].map(merge_tags)\n",
        "X = gen_text_features(X, 'Tags')\n",
        "\n",
        "# Feature gen for date stamp\n",
        "X = gen_date_features(X, 'DatePosted')\n",
        "X = gen_date_features(X, 'DateTaken')\n",
        "X = gen_date_features(X, 'DateCrawl')\n",
        "\n",
        "X = X.drop(['URL', 'Title', 'Description', 'Tags', 'Country',\n",
        "            'Unnamed: 0_y', 'Unnamed: 0_x',\n",
        "            'Camera'], axis=1)\n",
        "X = X.drop(['UserId', 'Username', 'FlickrId'], axis=1)\n",
        "X = X.drop(['DatePosted', 'DateTaken', 'DateCrawl'], axis=1)\n",
        "X = X.drop(['Latitude', 'Longitude'], axis=1)\n",
        "\n",
        "X = X.values\n",
        "X = standard_scaler(X)\n",
        "n_splits = 3\n",
        "skfolds = StratifiedKFold(n_splits=n_splits, random_state=42)\n",
        "\n",
        "# unique, counts = np.unique(labels, return_counts=True)\n",
        "# print (np.asarray((unique, counts)).T)\n",
        "\n",
        "# Y = labels\n",
        "Y_scale = combined_df['Day30'].values\n",
        "Y_scale = np.log(np.log(Y_scale + 1) + 1)\n",
        "\n",
        "# for train_index, test_index in skfolds.split(X, Y):\n",
        "#     X_train = X[train_index]\n",
        "#     y_train = Y[train_index]\n",
        "#     X_val = X[test_index]\n",
        "#     y_val = Y[test_index]\n",
        "#     y_train_reg = Y_scale[train_index]\n",
        "#     y_test_reg  = Y_scale[test_index]\n",
        "#     break"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bWQrwVldM0EW"
      },
      "source": [
        "# period_1_train_indices, period_1_test_indices = [], []\n",
        "# for train_index, test_index in skfolds.split(X, labels_period_1):\n",
        "#     period_1_train_indices.append(train_index)\n",
        "#     period_1_test_indices.append(test_index)\n",
        "\n",
        "# X_train = X[period_1_train_indices[0]]\n",
        "# X_val = X[period_1_test_indices[0]]\n",
        "\n",
        "# y_train_reg = Y_scale[period_1_train_indices[0]]\n",
        "# y_val_reg  = Y_scale[period_1_test_indices[0]]\n",
        "\n",
        "# period 2\n",
        "period_1_train_indices, period_1_test_indices = [], []\n",
        "for train_index, test_index in skfolds.split(X, labels_period_2):\n",
        "    period_1_train_indices.append(train_index)\n",
        "    period_1_test_indices.append(test_index)\n",
        "\n",
        "X_train = X[period_1_train_indices[0]]\n",
        "X_val = X[period_1_test_indices[0]]\n",
        "\n",
        "y_train_reg = Y_scale[period_1_train_indices[0]]\n",
        "y_val_reg  = Y_scale[period_1_test_indices[0]]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ynfZK-TzM0Bn",
        "outputId": "702a2602-7ef5-4097-ac42-198adee3a0cf"
      },
      "source": [
        "# Choose hyperparameter domain to search over\n",
        "space = {\n",
        "        'max_depth':hp.choice('max_depth', np.arange(10, 25, 1, dtype=int)),\n",
        "        'n_estimators':hp.choice('n_estimators', np.arange(1000, 10000, 10, dtype=int)),\n",
        "        'colsample_bytree':hp.quniform('colsample_bytree', 0.5, 1.0, 0.1),\n",
        "        'min_child_weight':hp.choice('min_child_weight', np.arange(250, 350, 10, dtype=int)),\n",
        "        'subsample':hp.quniform('subsample', 0.7, 0.9, 0.1),\n",
        "        'eta':hp.quniform('eta', 0.1, 0.3, 0.1),\n",
        "\n",
        "        'objective':'reg:squarederror',\n",
        "\n",
        "        'tree_method':'gpu_hist',\n",
        "        'eval_metric': 'rmse',\n",
        "    }\n",
        "\n",
        "def score(params):\n",
        "    model = XGBRegressor(**params)\n",
        "\n",
        "    model.fit(X_train, y_train_reg, eval_set=[(X_train, y_train_reg), (X_val, y_val_reg)], verbose=False, early_stopping_rounds=10)\n",
        "    ypred = model.predict(X_val)\n",
        "\n",
        "    (rmse, mae, r2) = reg_eval_metrics(y_val_reg, ypred)\n",
        "    p = PrettyTable(['RMSE', 'MAE', 'R2', 'Spearmanr'])\n",
        "    p.add_row([rmse, mae, r2, spearmanr(y_val_reg, ypred)])\n",
        "    print(p)\n",
        "\n",
        "    return {'loss': rmse, 'status': STATUS_OK}\n",
        "\n",
        "def optimize(trials, space):\n",
        "\n",
        "    best = fmin(score, space, algo=tpe.suggest, max_evals=1000)\n",
        "    return best\n",
        "\n",
        "trials = Trials()\n",
        "best_params = optimize(trials, space)\n",
        "\n",
        "# Return the best parameters\n",
        "space_eval(space, best_params)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993724193949713 | 0.20274176066140326 | 0.6235793306421025 | 0.7662376945899146 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26112552787802157 | 0.2037038580215047 | 0.6201298997280102 | 0.7639311375385789 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601821168610993 | 0.20269128422252491 | 0.6228697793782118 | 0.7666000078930082 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26018442920009677 | 0.20278409162948813 | 0.6228630759444638 | 0.7666962917867046 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26131672171727954 | 0.20374187017488168 | 0.6195734209143393 | 0.7636304309148714 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599267858345286 | 0.20287027381265058 | 0.6236096134506768 | 0.7680422499201178 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599610784313148 | 0.20260936119244632 | 0.6235102912114017 | 0.7664932199187414 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26037219226007396 | 0.20304824577407468 | 0.6223185550127661 | 0.7663506017850574 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26188727712357623 | 0.20419940391094069 | 0.6179103708283097 | 0.7626428383028934 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE       |        MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "| 0.260924672407556 | 0.2030328186819972 | 0.6207140604883077 | 0.7640038395507015 |\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2595469948929949 | 0.2026959993488986 | 0.6247087323712857 | 0.7676486390411634 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26090543402235866 | 0.20386258120840434 | 0.6207699891203753 | 0.7643079127507357 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610401741862051 | 0.20393150015172062 | 0.6203781942295334 | 0.7649730784469858 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2615832342905424 | 0.20442298353762303 | 0.6187970437420904 | 0.7629684634577348 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26138481659204676 | 0.2038204696706529 | 0.6193751291608383 | 0.7631279325495752 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2603575593973725 | 0.2029544359009961 | 0.6223610050561876 | 0.7657965706363379 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.260631631005961 | 0.20331526346864426 | 0.6215655251554619 | 0.764241499731971 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2615321442103967 | 0.20350578305017727 | 0.6189459354532256 | 0.7623743472793021 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26124901891352836 | 0.20454851436013083 | 0.6197705197405325 | 0.7639731542066921 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602885128742718 | 0.20309056024926836 | 0.6225612773445259 | 0.7659141638771837 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2603207203979964 | 0.20310838305890752 | 0.622467864703444 | 0.7667681379256801 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2598268181980566 | 0.2033017337546191 | 0.6238990766668939 | 0.7689823485027487 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607027015440741 | 0.20348537881177192 | 0.6213591096204039 | 0.766597876084495 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2597891326105849 | 0.20237006109385056 | 0.6240081689959005 | 0.7670234127895704 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26034966336176774 | 0.20265964446283669 | 0.6223839105231188 | 0.7661324942457172 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601620518154281 | 0.20298913993972448 | 0.6229279451230849 | 0.7660693206640928 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611389135096723 | 0.20358073844559732 | 0.6200909534663757 | 0.7637952750669285 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26085317012940895 | 0.20359898221549283 | 0.6209219066273239 | 0.7637858382097754 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2600946302112191 | 0.2032953335025994 | 0.623123358008826 | 0.7672275279923674 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "| 0.2611596193254548 | 0.2041052064052414 | 0.6200307047773687 | 0.764232502024693 |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26065563038753264 | 0.20351039939078822 | 0.6214958282312774 | 0.7647609539535843 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26043860768792676 | 0.20296387340261854 | 0.6221258533749641 | 0.7666090350937648 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616550492404014 | 0.20380955839793988 | 0.6185877044151914 | 0.7620881548890478 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26053360222977023 | 0.20307139908517957 | 0.6218501451898286 | 0.7658668210931109 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2600946302112191 | 0.2032953335025994 | 0.623123358008826 | 0.7672275279923674 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2594457656759642 | 0.20260372613823927 | 0.6250014195020237 | 0.7683055545221253 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26080010584135804 | 0.2034353601237737 | 0.6210761195366237 | 0.7639732495086707 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596562065430313 | 0.20304416388532456 | 0.624392837350896 | 0.7677563384583606 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2605638798262579 | 0.20350496896829515 | 0.6217622476295073 | 0.7667808561223273 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26037219226007396 | 0.20304824577407468 | 0.6223185550127661 | 0.7663506017850574 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26120776443357435 | 0.20366629782793966 | 0.6198905962178762 | 0.7635154580958907 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26083802838704245 | 0.2037810161784096 | 0.6209659140375596 | 0.7647763309637293 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613975248208569 | 0.20434723170350153 | 0.6193381171752237 | 0.765169563158639 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602109378412059 | 0.20258963182331896 | 0.6227862235618162 | 0.7652189071215071 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26132504489184766 | 0.20377099626587197 | 0.6195491866653182 | 0.763760252146057 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611918418531568 | 0.20365452647127158 | 0.6199369358670441 | 0.7637275625999995 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2602100663859252 | 0.20319693457649857 | 0.6227887501611185 | 0.766617531771318 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25990305634599964 | 0.20279382373514301 | 0.6236783339069962 | 0.7672081933888146 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26082046614595916 | 0.2032213983924789 | 0.6210169530976231 | 0.7643813650648208 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2603309753143547 | 0.2032201891562683 | 0.6224381195742736 | 0.7661205606050152 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "| 0.2617807215149273 | 0.2038390029768325 | 0.6182212336599244 | 0.763286233776603 |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE       |        MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "| 0.260313205656225 | 0.2030255889592836 | 0.6224896610134252 | 0.7657899738239442 |\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26029527396355645 | 0.20282257115333774 | 0.6225416688722318 | 0.7665331421783897 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26013445169149496 | 0.20313433684470425 | 0.6230079466708222 | 0.766267708887221 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2600746628709327 | 0.20268064780128678 | 0.6231812210665644 | 0.7664098208533032 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2600946302112191 | 0.2032953335025994 | 0.623123358008826 | 0.7672275279923674 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+-------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+--------------------+-------------------+--------------------+--------------------+\n",
            "| 0.2606884036716066 | 0.203402700032912 | 0.6214006405341578 | 0.7640261346468534 |\n",
            "+--------------------+-------------------+--------------------+--------------------+\n",
            "+-------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE       |        MAE         |         R2        |     Spearmanr      |\n",
            "+-------------------+--------------------+-------------------+--------------------+\n",
            "| 0.260331481650247 | 0.2029884556945475 | 0.622436650879914 | 0.7662420693024807 |\n",
            "+-------------------+--------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26044642621269387 | 0.20287696151699994 | 0.6221031650128415 | 0.7649293298058147 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596562065430313 | 0.20304416388532456 | 0.624392837350896 | 0.7677563384583606 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2620830990958149 | 0.20455700353830225 | 0.6173387545292828 | 0.7628207594436426 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26134988083686733 | 0.2039851837848509 | 0.6194768682659149 | 0.7628538414718395 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2606824884327112 | 0.20318787098715752 | 0.6214178218143163 | 0.764615724867065 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607219229566554 | 0.20403824000335508 | 0.6213032737504094 | 0.7657854825704833 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26262859636329877 | 0.2052371220851288 | 0.6157441618225239 | 0.7605809437804486 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601053141196481 | 0.20289887669849313 | 0.6230923954454897 | 0.7666090030484992 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26206903431512624 | 0.20364485909667818 | 0.6173798247249533 | 0.7619834459993485 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607068373778721 | 0.2028871644644391 | 0.6213470958729126 | 0.7642975540194862 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26059335162913516 | 0.2036875257441513 | 0.6216766795230454 | 0.7655209233347253 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26105746136536695 | 0.20351520658055094 | 0.6203279122567167 | 0.763637851073626 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.261229604030589 | 0.20408791013658859 | 0.6198270316200947 | 0.7641797717448789 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26028643991409145 | 0.20341037819134686 | 0.6225672892297094 | 0.7660293381368936 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26095691619102807 | 0.20377817237036422 | 0.6206203141267054 | 0.7653763570697818 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2611194466344401 | 0.20366855360163838 | 0.620147592794855 | 0.7643717386189836 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607953566952256 | 0.20326793368057722 | 0.6210899197495541 | 0.7649711580613393 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2597262699938731 | 0.20230188604525898 | 0.6241901086365254 | 0.7667628123459923 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26009201229822904 | 0.203174571986353 | 0.6231309446728841 | 0.7674312111710894 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26168186837024193 | 0.20391664939427007 | 0.6185095123822728 | 0.7624412590102622 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2606712889690244 | 0.20309463477812018 | 0.6214503504763274 | 0.764037930499797 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26146792582185496 | 0.2043910985809689 | 0.6191330457122545 | 0.7630353780677532 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26056471441292306 | 0.20348301982224515 | 0.621759824632965 | 0.7655007208835991 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "| 0.26085369264693126 | 0.2032014946970922 | 0.620920387955771 | 0.7641872820541966 |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2599898364864956 | 0.20286002720882426 | 0.623426988658901 | 0.7673680288610497 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601862246613076 | 0.20330002761160176 | 0.6228578708900588 | 0.7658766237865615 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2619131503763767 | 0.2042527742102343 | 0.6178348697194564 | 0.7618573762703199 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE       |        MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+--------------------+--------------------+-------------------+\n",
            "| 0.260806251848041 | 0.2033069048258558 | 0.6210582599108756 | 0.764583010227351 |\n",
            "+-------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2613040173927338 | 0.2033891330430534 | 0.6196104100913908 | 0.7633455525772663 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26134988083686733 | 0.2039851837848509 | 0.6194768682659149 | 0.7628538414718395 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606566950696398 | 0.20331197699035025 | 0.6214927361251018 | 0.7647860989989855 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26006233692949743 | 0.2031160187037711 | 0.6232169380109658 | 0.7668400750064838 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2613092464864398 | 0.20413690964195302 | 0.6195951855821569 | 0.7630553489708334 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2615619292775595 | 0.20406243532798726 | 0.618859136431015 | 0.7625306646914025 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2612048512761641 | 0.20360951794612617 | 0.6198990746209129 | 0.7638874253560106 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26018488921111155 | 0.203330910478155 | 0.6228617423727889 | 0.7670460087257688 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2618783324229814 | 0.20434924769835253 | 0.6179364707519552 | 0.7612601745378343 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2609749678881118 | 0.20368913400548702 | 0.6205678251247676 | 0.764608658080586 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2600410061203669 | 0.20286298704265857 | 0.6232787444075796 | 0.7665088020764929 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26069624855261025 | 0.20422260249359253 | 0.6213778538541963 | 0.7658794845675203 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2609726790127095 | 0.20389807449700678 | 0.6205744806992122 | 0.7651241063842751 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602352445298589 | 0.20327105024962752 | 0.6227157480765657 | 0.7664345327380919 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604464824314855 | 0.20247149806097015 | 0.6221030018706091 | 0.7650919148167586 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2617465427701044 | 0.2044774077642023 | 0.6183209191304309 | 0.7638757763547394 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2603091364729444 | 0.2029024123133144 | 0.6225014633094268 | 0.7657588700701802 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26083802838704245 | 0.2037810161784096 | 0.6209659140375596 | 0.7647763309637293 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26102236743344526 | 0.2031994567415691 | 0.6204299839672553 | 0.7635317482974439 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2595469948929949 | 0.2026959993488986 | 0.6247087323712857 | 0.7676486390411634 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616389974791754 | 0.20388118615357068 | 0.6186345000059624 | 0.7625285373824877 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2615832342905424 | 0.20442298353762303 | 0.6187970437420904 | 0.7629684634577348 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614703841065681 | 0.2036603172648944 | 0.6191258839633714 | 0.7630643907011279 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611732516567773 | 0.20399206015495489 | 0.6199910355319411 | 0.7640050030638792 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26066139078864187 | 0.20369317546130677 | 0.6214790984185354 | 0.7652545850379762 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "| 0.26159474908059993 | 0.2041922419177552 | 0.6187634821980265 | 0.763217946034207 |\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2617203409667448 | 0.20415156757475247 | 0.618397330299533 | 0.7623840641783123 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611093502486411 | 0.20340297739711996 | 0.6201769668024592 | 0.7633630235107434 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2619133019530476 | 0.20439256601260822 | 0.6178344273794301 | 0.7622201731887812 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.260260883971197 | 0.20276161583201743 | 0.6226414012370989 | 0.765771824736033 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26095807554403166 | 0.20407350626065276 | 0.6206169431797937 | 0.7653354639853377 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610401741862051 | 0.20393150015172062 | 0.6203781942295334 | 0.7649730784469858 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26050664353016645 | 0.20343341502430234 | 0.6219283992101918 | 0.765633307608615 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "| 0.2594214371001709 | 0.2027646722686399 | 0.6250717444396293 | 0.768727311342577 |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260432087299022 | 0.20400998827671765 | 0.6221447741914417 | 0.7662067505724894 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26092590416861344 | 0.2036072263706301 | 0.6207104794490111 | 0.7645455895338835 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614716248271232 | 0.2040572127248859 | 0.6191222693324643 | 0.7628833353526249 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2613132024527314 | 0.2043936116008808 | 0.6195836675816702 | 0.7647348201076508 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607908557703123 | 0.20334108545010138 | 0.6211029984417902 | 0.7643951286128661 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "| 0.26027867189603854 | 0.2031806159175174 | 0.6225898171828517 | 0.765955608419275 |\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26070335548256457 | 0.20322087208284306 | 0.6213572100761233 | 0.7644937687968906 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26086304314546643 | 0.20337194716647877 | 0.6208932106760452 | 0.7645373481848681 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601723034245805 | 0.20274068771869297 | 0.6228982277107011 | 0.7668106944391018 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2621425784431668 | 0.2040115837990336 | 0.6171650460838382 | 0.7611270248477008 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25977921148897537 | 0.20282029484275294 | 0.6240368860512628 | 0.7671691019215174 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2622638713256114 | 0.20433201022505282 | 0.6168106900836283 | 0.7609425427025429 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610732593808919 | 0.20366623931418604 | 0.6202819587950301 | 0.7637229930820653 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25975102968222025 | 0.20242355091703815 | 0.6241184533564677 | 0.7674521164789253 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26038237100457706 | 0.2030682069538239 | 0.6222890249923603 | 0.7657256699455766 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2606761829537075 | 0.2033027182058148 | 0.6214361361485055 | 0.7652846810082482 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26095807554403166 | 0.20407350626065276 | 0.6206169431797937 | 0.7653354639853377 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26021642131278394 | 0.20314175560267403 | 0.6227703252077086 | 0.7653071938745083 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.25949039904883764 | 0.202358577424121 | 0.6248723837389752 | 0.7677962897455688 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2617203409667448 | 0.20415156757475247 | 0.618397330299533 | 0.7623840641783123 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25947619366388386 | 0.20255746434486271 | 0.6249134541319927 | 0.7676537261647765 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608168938335541 | 0.2035160718609859 | 0.6210273344652231 | 0.7640570368833502 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2597891326105849 | 0.20237006109385056 | 0.6240081689959005 | 0.7670234127895704 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26125932963620024 | 0.20390821738613718 | 0.6197405060922286 | 0.7637820406152525 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.260260883971197 | 0.20276161583201743 | 0.6226414012370989 | 0.765771824736033 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608266053021049 | 0.20289989073440473 | 0.6209991119863183 | 0.7642958955038898 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2613587768563471 | 0.20304252344274068 | 0.6194509627725239 | 0.7626594527769096 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2610518137135959 | 0.20403191803213372 | 0.6203443395408357 | 0.764432153490944 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2613362029816191 | 0.20413238186807842 | 0.6195166968979515 | 0.7643162759570161 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2596875128923342 | 0.20281822454674867 | 0.6243022591354417 | 0.7679402497735269 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2613273099466995 | 0.20340491336729835 | 0.619542591463579 | 0.7632222579997051 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611796252896068 | 0.20470549556536224 | 0.6199724879421736 | 0.7652067303676027 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.260260883971197 | 0.20276161583201743 | 0.6226414012370989 | 0.765771824736033 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "|        RMSE        |         MAE         |         R2         |    Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "| 0.2606776934153234 | 0.20348755217225148 | 0.6214317490362219 | 0.76483426071914 |\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610401741862051 | 0.20393150015172062 | 0.6203781942295334 | 0.7649730784469858 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2618128629539359 | 0.20454441597877007 | 0.6181274783048789 | 0.7627543664660955 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599407149182564 | 0.20275131966176652 | 0.6235692719855377 | 0.7670889696703621 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2599898364864956 | 0.20286002720882426 | 0.623426988658901 | 0.7673680288610497 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596710656180142 | 0.20219543305519821 | 0.624349847161967 | 0.7673148774197723 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26045623292530873 | 0.20312399714631624 | 0.6220747062201204 | 0.764475114379056 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602872147843183 | 0.20305578860622056 | 0.6225650419992685 | 0.7670051760403174 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2613661429343808 | 0.20416320839386798 | 0.6194295118502375 | 0.7637636947183271 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26009013960497884 | 0.20303835065233808 | 0.6231363716568896 | 0.7664345760161506 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607011965823461 | 0.20309194812204198 | 0.6213634811777415 | 0.764455293242606 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26095691619102807 | 0.20377817237036422 | 0.6206203141267054 | 0.7653763570697818 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604361555173008 | 0.20316708128680558 | 0.6221329691211939 | 0.7656437504403255 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26139475398895307 | 0.20366161965248916 | 0.619346187217203 | 0.7631015622991634 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26014266625796545 | 0.20258700488759543 | 0.6229841368666474 | 0.7664968000005838 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602753480795539 | 0.20396359224646463 | 0.6225994563451251 | 0.7671512495625374 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606877320781022 | 0.20331807695302337 | 0.6214025912503347 | 0.7647248652961025 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616389974791754 | 0.20388118615357068 | 0.6186345000059624 | 0.7625285373824877 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26048564038633343 | 0.20278302227494205 | 0.6219893602052509 | 0.7655724628686413 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603411358402246 | 0.20346953750685215 | 0.6224086470759549 | 0.7655719516749855 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+-------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+--------------------+-------------------+--------------------+--------------------+\n",
            "| 0.2603503820684992 | 0.203275031997753 | 0.6223818256684928 | 0.7655555055523082 |\n",
            "+--------------------+-------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608408415458335 | 0.2036626678097249 | 0.6209577381682081 | 0.7646066449618789 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26086304314546643 | 0.20337194716647877 | 0.6208932106760452 | 0.7645373481848681 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26084963867489325 | 0.2036528865856063 | 0.6209321705469251 | 0.7644033273514006 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26206903431512624 | 0.20364485909667818 | 0.6173798247249533 | 0.7619834459993485 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25977921148897537 | 0.20282029484275294 | 0.6240368860512628 | 0.7671691019215174 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2619133019530476 | 0.20439256601260822 | 0.6178344273794301 | 0.7622201731887812 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26134931808266715 | 0.20362404682521684 | 0.619478506994499 | 0.7633398498639401 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26016328028350455 | 0.2034730974517996 | 0.6229243840958532 | 0.7668664305761032 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606146033986025 | 0.20279268005488324 | 0.6216149713652651 | 0.7645632336226684 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604677192345585 | 0.20321926585112537 | 0.6220413719246127 | 0.7655773667197433 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602753480795539 | 0.20396359224646463 | 0.6225994563451251 | 0.7671512495625374 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2605847568510706 | 0.2031970190877129 | 0.6217016345062354 | 0.7650242451538549 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26206903431512624 | 0.20364485909667818 | 0.6173798247249533 | 0.7619834459993485 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2610285973776267 | 0.20449426305280707 | 0.620411864997178 | 0.7652821250845602 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.260260883971197 | 0.20276161583201743 | 0.6226414012370989 | 0.765771824736033 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25977921148897537 | 0.20282029484275294 | 0.6240368860512628 | 0.7671691019215174 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610401741862051 | 0.20393150015172062 | 0.6203781942295334 | 0.7649730784469858 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26177338487315804 | 0.20474723422299476 | 0.6182426327513291 | 0.7634270328026519 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601053141196481 | 0.20289887669849313 | 0.6230923954454897 | 0.7666090030484992 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604378245206728 | 0.20298865500234817 | 0.6221281259889625 | 0.7653473355796575 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611093502486411 | 0.20340297739711996 | 0.6201769668024592 | 0.7633630235107434 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26058884389162695 | 0.20311830829471778 | 0.6216897678651805 | 0.7652415806304156 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606753902082274 | 0.20289428695059375 | 0.6214384386552576 | 0.7647861085060014 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610401741862051 | 0.20393150015172062 | 0.6203781942295334 | 0.7649730784469858 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26095691619102807 | 0.20377817237036422 | 0.6206203141267054 | 0.7653763570697818 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26049835989099707 | 0.20285556838304974 | 0.621952442811428 | 0.7646663562476339 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2605015237909151 | 0.20299670560992483 | 0.6219432595528509 | 0.7648309447414131 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601053141196481 | 0.20289887669849313 | 0.6230923954454897 | 0.7666090030484992 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611148157508548 | 0.20385766612141298 | 0.6201610658371876 | 0.7643068671618984 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26206903431512624 | 0.20364485909667818 | 0.6173798247249533 | 0.7619834459993485 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2602217912065588 | 0.2035076270034183 | 0.6227547558276256 | 0.7669657643255534 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2619133019530476 | 0.20439256601260822 | 0.6178344273794301 | 0.7622201731887812 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26118289580013915 | 0.2045566349855687 | 0.6199629704175114 | 0.7650051125521325 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26170206277718633 | 0.2041463973069004 | 0.6184506296521521 | 0.7628143324234545 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26058884389162695 | 0.20311830829471778 | 0.6216897678651805 | 0.7652415806304156 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601723034245805 | 0.20274068771869297 | 0.6228982277107011 | 0.7668106944391018 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26018270196157833 | 0.2029547737563967 | 0.6228680831869169 | 0.7660160461569967 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2619131503763767 | 0.2042527742102343 | 0.6178348697194564 | 0.7618573762703199 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26013575455080273 | 0.20306852987334786 | 0.6230041704018011 | 0.7665545958440898 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26078836011139006 | 0.2032236947126162 | 0.6211102501773257 | 0.7635618291867005 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2608859783958837 | 0.20335855162656924 | 0.620826545108748 | 0.7643110864272464 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607596688419757 | 0.20357483284044972 | 0.6211936145567443 | 0.7647172369001973 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26059335162913516 | 0.2036875257441513 | 0.6216766795230454 | 0.7655209233347253 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26132504489184766 | 0.20377099626587197 | 0.6195491866653182 | 0.763760252146057 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2599940455966941 | 0.2024409461283064 | 0.623414795488934 | 0.7665411929959488 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2612333599982274 | 0.20319637332752993 | 0.6198160992631983 | 0.7626191141778424 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26116510070989474 | 0.2038381799808591 | 0.6200147545347929 | 0.7642934019909544 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2605847568510706 | 0.2031970190877129 | 0.6217016345062354 | 0.7650242451538549 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26092590416861344 | 0.2036072263706301 | 0.6207104794490111 | 0.7645455895338835 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2599898364864956 | 0.20286002720882426 | 0.623426988658901 | 0.7673680288610497 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2602100663859252 | 0.20319693457649857 | 0.6227887501611185 | 0.766617531771318 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26237446144862137 | 0.2042063311953029 | 0.6164874592294758 | 0.7613958787332197 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2604457280932927 | 0.20363583553960582 | 0.6221051908940364 | 0.765941724317248 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26158221383523395 | 0.20372769558533085 | 0.6188000179374559 | 0.7629619460212865 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26064979891264173 | 0.20335517163759442 | 0.6215127640855304 | 0.7663508990625303 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26066159957358925 | 0.20300944826113962 | 0.6214784920418264 | 0.7637187818518836 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26134988083686733 | 0.2039851837848509 | 0.6194768682659149 | 0.7628538414718395 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26066139078864187 | 0.20369317546130677 | 0.6214790984185354 | 0.7652545850379762 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26092590416861344 | 0.2036072263706301 | 0.6207104794490111 | 0.7645455895338835 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "| 0.26048017121688116 | 0.2029119362981994 | 0.622005233498973 | 0.7645892090187775 |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2602100663859252 | 0.20319693457649857 | 0.6227887501611185 | 0.766617531771318 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25997273933316933 | 0.20211437206540514 | 0.6234765145550323 | 0.7675302649865107 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2618128629539359 | 0.20454441597877007 | 0.6181274783048789 | 0.7627543664660955 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "| 0.2615660539278567 | 0.2040786051143112 | 0.6188471156818501 | 0.763354122855075 |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26092590416861344 | 0.2036072263706301 | 0.6207104794490111 | 0.7645455895338835 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25998908035000784 | 0.20272017359479863 | 0.6234291790536023 | 0.7675259617694528 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26034861703680057 | 0.20266615149774658 | 0.6223869457361733 | 0.7655615763387561 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2613661429343808 | 0.20416320839386798 | 0.6194295118502375 | 0.7637636947183271 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2605102716795548 | 0.20338320849098343 | 0.621917868117544 | 0.7654706991363799 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607068373778721 | 0.2028871644644391 | 0.6213470958729126 | 0.7642975540194862 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26013445169149496 | 0.20313433684470425 | 0.6230079466708222 | 0.766267708887221 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26048230850334003 | 0.203071073356577 | 0.6219990304440026 | 0.7655627905707669 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602753480795539 | 0.20396359224646463 | 0.6225994563451251 | 0.7671512495625374 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596710656180142 | 0.20219543305519821 | 0.624349847161967 | 0.7673148774197723 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2613040173927338 | 0.2033891330430534 | 0.6196104100913908 | 0.7633455525772663 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607434508085642 | 0.20304441231361364 | 0.6212407330670151 | 0.7645515999336685 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2618145020214238 | 0.20450630493480862 | 0.6181226968989003 | 0.7628064197336928 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604677192345585 | 0.20321926585112537 | 0.6220413719246127 | 0.7655773667197433 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614947499656472 | 0.20357764464276037 | 0.6190548949871122 | 0.7626722945825846 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26083802838704245 | 0.2037810161784096 | 0.6209659140375596 | 0.7647763309637293 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616389974791754 | 0.20388118615357068 | 0.6186345000059624 | 0.7625285373824877 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2600410061203669 | 0.20286298704265857 | 0.6232787444075796 | 0.7665088020764929 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2610285973776267 | 0.20449426305280707 | 0.620411864997178 | 0.7652821250845602 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2609600170941499 | 0.20371423920700543 | 0.6206112978748346 | 0.7646422823798976 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "| 0.26063717671002584 | 0.2026208550559203 | 0.621549420372438 | 0.7645003125522639 |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2612333599982274 | 0.20319637332752993 | 0.6198160992631983 | 0.7626191141778424 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2617424773684357 | 0.20443550696219548 | 0.6183327753842377 | 0.7629037499153944 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596562065430313 | 0.20304416388532456 | 0.624392837350896 | 0.7677563384583606 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2622367909438194 | 0.2038473364095914 | 0.6168898193744314 | 0.7618883235318814 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2615832342905424 | 0.20442298353762303 | 0.6187970437420904 | 0.7629684634577348 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607068373778721 | 0.2028871644644391 | 0.6213470958729126 | 0.7642975540194862 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2599940455966941 | 0.2024409461283064 | 0.623414795488934 | 0.7665411929959488 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2621425784431668 | 0.2040115837990336 | 0.6171650460838382 | 0.7611270248477008 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2596875128923342 | 0.20281822454674867 | 0.6243022591354417 | 0.7679402497735269 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2620974022980567 | 0.20495009115276397 | 0.6172969858646471 | 0.7623225005632502 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2618507192957298 | 0.2043675897087043 | 0.6180170380333011 | 0.7627006805656874 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26026049131908147 | 0.20258610486793782 | 0.6226425398679839 | 0.7657952572485709 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26132504489184766 | 0.20377099626587197 | 0.6195491866653182 | 0.763760252146057 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE       |        MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "| 0.261082056904613 | 0.2035436199559402 | 0.6202563672444641 | 0.7645443187448059 |\n",
            "+-------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "| 0.2615660539278567 | 0.2040786051143112 | 0.6188471156818501 | 0.763354122855075 |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26084522161772694 | 0.20342113656808733 | 0.6209450082116028 | 0.7637202099599014 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608453643196712 | 0.20344974402915172 | 0.6209445934683402 | 0.7647139905832563 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601224845572136 | 0.2022003237924403 | 0.6230426318939659 | 0.7653648182303706 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614703841065681 | 0.2036603172648944 | 0.6191258839633714 | 0.7630643907011279 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26092597748087154 | 0.20332678880190924 | 0.6207102663112991 | 0.764311133583287 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604361555173008 | 0.20316708128680558 | 0.6221329691211939 | 0.7656437504403255 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26107930636617066 | 0.20406573396170957 | 0.6202643685140307 | 0.7653595882960519 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26013575455080273 | 0.20306852987334786 | 0.6230041704018011 | 0.7665545958440898 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602753480795539 | 0.20396359224646463 | 0.6225994563451251 | 0.7671512495625374 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616389974791754 | 0.20388118615357068 | 0.6186345000059624 | 0.7625285373824877 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2605526621063196 | 0.20311414423900762 | 0.6217948144906207 | 0.7649400923902099 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611093502486411 | 0.20340297739711996 | 0.6201769668024592 | 0.7633630235107434 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2598973237880482 | 0.20274377465489024 | 0.6236949344194987 | 0.7671805474421178 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614703841065681 | 0.2036603172648944 | 0.6191258839633714 | 0.7630643907011279 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601723034245805 | 0.20274068771869297 | 0.6228982277107011 | 0.7668106944391018 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26076375036362615 | 0.20343788840575572 | 0.6211817559854358 | 0.7639421243889278 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "|        RMSE        |         MAE         |         R2         |    Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "| 0.2614219734680119 | 0.20306367526608285 | 0.6192669068353883 | 0.76313429624401 |\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26052882175321973 | 0.20280727692507636 | 0.6218640222476296 | 0.7648686247329098 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26213763757378894 | 0.20495442355344679 | 0.6171794773119579 | 0.7621170442341837 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2609339058122214 | 0.20366517208979615 | 0.6206872162462823 | 0.764681916078396 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602920277576538 | 0.20258823812657736 | 0.6225510835635037 | 0.7656187077467879 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26166181665428767 | 0.204053545220058 | 0.6185679745590114 | 0.7631719566304288 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610451578650096 | 0.20321627307759482 | 0.6203636989035718 | 0.7634224486483117 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2612495428702834 | 0.20336904120033245 | 0.6197689945749625 | 0.7635792215177376 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26066139078864187 | 0.20369317546130677 | 0.6214790984185354 | 0.7652545850379762 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25947619366388386 | 0.20255746434486271 | 0.6249134541319927 | 0.7676537261647765 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26069508675304176 | 0.20379469514388382 | 0.6213812285254336 | 0.7655143843967891 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25966566992687035 | 0.20237526796102182 | 0.6243654582285267 | 0.7673350624963818 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611093502486411 | 0.20340297739711996 | 0.6201769668024592 | 0.7633630235107434 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26134488175804754 | 0.20351697573704977 | 0.6194914253564252 | 0.7631471754084513 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2602552485571989 | 0.2028326706093299 | 0.6226577429083793 | 0.7656391308826516 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607864339476545 | 0.2034285221438388 | 0.6211158470605642 | 0.7645287376268999 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26083802838704245 | 0.2037810161784096 | 0.6209659140375596 | 0.7647763309637293 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26098809981843013 | 0.20352486420918361 | 0.6205296390697423 | 0.7642921282023375 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2598811626597668 | 0.20264931860577143 | 0.6237417323261993 | 0.768098811985678 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607908557703123 | 0.20334108545010138 | 0.6211029984417902 | 0.7643951286128661 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611093502486411 | 0.20340297739711996 | 0.6201769668024592 | 0.7633630235107434 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606595068478113 | 0.20347691550867264 | 0.6214845699492638 | 0.7657228256683527 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26056784163869756 | 0.20368284970613645 | 0.6217507455101368 | 0.7654804891908196 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26086304314546643 | 0.20337194716647877 | 0.6208932106760452 | 0.7645373481848681 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601053141196481 | 0.20289887669849313 | 0.6230923954454897 | 0.7666090030484992 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25978399390053425 | 0.20240344349479605 | 0.6240230433201082 | 0.7671717689542212 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26239518354595687 | 0.20457385607423126 | 0.6164268778909868 | 0.7611403224852447 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26127738900948705 | 0.20434799110369223 | 0.6196879339180382 | 0.7642586436902041 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608408415458335 | 0.2036626678097249 | 0.6209577381682081 | 0.7646066449618789 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2613914199475797 | 0.2038657367405829 | 0.6193558974921622 | 0.7633139860101228 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604677192345585 | 0.20321926585112537 | 0.6220413719246127 | 0.7655773667197433 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26050664353016645 | 0.20343341502430234 | 0.6219283992101918 | 0.765633307608615 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2602836314617584 | 0.20288595689479358 | 0.6225754340724361 | 0.766974180384765 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26009013960497884 | 0.20303835065233808 | 0.6231363716568896 | 0.7664345760161506 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "| 0.2604339862245424 | 0.2033851933047276 | 0.6221392639522496 | 0.765789725962498 |\n",
            "+--------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26084963867489325 | 0.2036528865856063 | 0.6209321705469251 | 0.7644033273514006 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25977921148897537 | 0.20282029484275294 | 0.6240368860512628 | 0.7671691019215174 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26026049131908147 | 0.20258610486793782 | 0.6226425398679839 | 0.7657952572485709 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25947619366388386 | 0.20255746434486271 | 0.6249134541319927 | 0.7676537261647765 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607011965823461 | 0.20309194812204198 | 0.6213634811777415 | 0.764455293242606 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "|        RMSE        |         MAE         |         R2         |    Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "| 0.2614219734680119 | 0.20306367526608285 | 0.6192669068353883 | 0.76313429624401 |\n",
            "+--------------------+---------------------+--------------------+------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26232521694380795 | 0.20416160701773964 | 0.6166314070262995 | 0.7615631046808712 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26213763757378894 | 0.20495442355344679 | 0.6171794773119579 | 0.7621170442341837 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602920277576538 | 0.20258823812657736 | 0.6225510835635037 | 0.7656187077467879 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616587455916744 | 0.20405139573147102 | 0.6185769280606999 | 0.7631720309683845 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091288106723476 | 0.20326539267464958 | 0.6207483400257534 | 0.7646570112893517 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2619131503763767 | 0.2042527742102343 | 0.6178348697194564 | 0.7618573762703199 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2606458953629186 | 0.2032904766073498 | 0.621524100619745 | 0.7653691150211672 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26094866023739605 | 0.2040390687359319 | 0.6206443187907325 | 0.7650377273614627 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2609600170941499 | 0.20371423920700543 | 0.6206112978748346 | 0.7646422823798976 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2619133019530476 | 0.20439256601260822 | 0.6178344273794301 | 0.7622201731887812 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26137004351609744 | 0.2035039235257623 | 0.6194181526332547 | 0.7632026214282188 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2602552485571989 | 0.2028326706093299 | 0.6226577429083793 | 0.7656391308826516 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25977921148897537 | 0.20282029484275294 | 0.6240368860512628 | 0.7671691019215174 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596562065430313 | 0.20304416388532456 | 0.624392837350896 | 0.7677563384583606 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2612253381016346 | 0.20351655219361572 | 0.6198394481119955 | 0.7639182828458692 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608453643196712 | 0.20344974402915172 | 0.6209445934683402 | 0.7647139905832563 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604677192345585 | 0.20321926585112537 | 0.6220413719246127 | 0.7655773667197433 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2614116069363113 | 0.20415481273232408 | 0.6192971017220061 | 0.7638029713832671 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607011965823461 | 0.20309194812204198 | 0.6213634811777415 | 0.764455293242606 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26077460367065886 | 0.20354954434651173 | 0.6211502215695706 | 0.7641407170708212 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596562065430313 | 0.20304416388532456 | 0.624392837350896 | 0.7677563384583606 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608453643196712 | 0.20344974402915172 | 0.6209445934683402 | 0.7647139905832563 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608408415458335 | 0.2036626678097249 | 0.6209577381682081 | 0.7646066449618789 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26134488175804754 | 0.20351697573704977 | 0.6194914253564252 | 0.7631471754084513 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2603091364729444 | 0.2029024123133144 | 0.6225014633094268 | 0.7657588700701802 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606146033986025 | 0.20279268005488324 | 0.6216149713652651 | 0.7645632336226684 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2596562065430313 | 0.20304416388532456 | 0.624392837350896 | 0.7677563384583606 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26077589008003893 | 0.20322155593015134 | 0.6211464838044367 | 0.7643226687403522 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608993302089063 | 0.20366673545958355 | 0.6207877328839282 | 0.7641500955831706 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26026049131908147 | 0.20258610486793782 | 0.6226425398679839 | 0.7657952572485709 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26079675153374327 | 0.20343853822458216 | 0.6210858666115324 | 0.7642725478672919 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614703841065681 | 0.2036603172648944 | 0.6191258839633714 | 0.7630643907011279 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26177338487315804 | 0.20474723422299476 | 0.6182426327513291 | 0.7634270328026519 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602753480795539 | 0.20396359224646463 | 0.6225994563451251 | 0.7671512495625374 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609394439027351 | 0.2039251105481685 | 0.6206711149211954 | 0.7645799656952907 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2613040173927338 | 0.2033891330430534 | 0.6196104100913908 | 0.7633455525772663 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2610229292524895 | 0.2032135978023162 | 0.6204283500084862 | 0.7637307634777917 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601427738364647 | 0.2027259205333004 | 0.6229838250469084 | 0.7660948626090439 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611266854721882 | 0.20367837744768869 | 0.6201265317203672 | 0.7643551943643382 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611732516567773 | 0.20399206015495489 | 0.6199910355319411 | 0.7640050030638792 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.25977065622364337 | 0.2028417739468301 | 0.6240616487042311 | 0.7673355443014485 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2594457656759642 | 0.20260372613823927 | 0.6250014195020237 | 0.7683055545221253 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26239518354595687 | 0.20457385607423126 | 0.6164268778909868 | 0.7611403224852447 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607674410441356 | 0.20340921258084182 | 0.6211710328155033 | 0.7646642295943402 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608453643196712 | 0.20344974402915172 | 0.6209445934683402 | 0.7647139905832563 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614024778703508 | 0.2038180917620307 | 0.6193236912160618 | 0.7626806223903639 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2604985796230537 | 0.20311355122874294 | 0.6219518050400248 | 0.765635330541329 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607219229566554 | 0.20403824000335508 | 0.6213032737504094 | 0.7657854825704833 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25947619366388386 | 0.20255746434486271 | 0.6249134541319927 | 0.7676537261647765 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2619133019530476 | 0.20439256601260822 | 0.6178344273794301 | 0.7622201731887812 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2610058084647105 | 0.20372281857421898 | 0.620478141439154 | 0.7643236786838613 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26090543402235866 | 0.20386258120840434 | 0.6207699891203753 | 0.7643079127507357 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601723034245805 | 0.20274068771869297 | 0.6228982277107011 | 0.7668106944391018 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.261406285722007 | 0.20374313154179585 | 0.6193126005065739 | 0.7631086214288889 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26048230850334003 | 0.203071073356577 | 0.6219990304440026 | 0.7655627905707669 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608312353588848 | 0.20342606508750316 | 0.6209856562178455 | 0.7647959690871144 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26134931808266715 | 0.20362404682521684 | 0.619478506994499 | 0.7633398498639401 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2599940455966941 | 0.2024409461283064 | 0.623414795488934 | 0.7665411929959488 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26059335162913516 | 0.2036875257441513 | 0.6216766795230454 | 0.7655209233347253 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2598397992731388 | 0.20260991991198166 | 0.6238614953554916 | 0.7674778386756639 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26049835989099707 | 0.20285556838304974 | 0.621952442811428 | 0.7646663562476339 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26002105269145864 | 0.20262902476952066 | 0.6233365552314318 | 0.7667478069650949 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593045685214821 | 0.2019126506970436 | 0.6254094764562195 | 0.7687915468374575 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2622367909438194 | 0.2038473364095914 | 0.6168898193744314 | 0.7618883235318814 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2608453643196712 | 0.20344974402915172 | 0.6209445934683402 | 0.7647139905832563 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607011965823461 | 0.20309194812204198 | 0.6213634811777415 | 0.764455293242606 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26079675153374327 | 0.20343853822458216 | 0.6210858666115324 | 0.7642725478672919 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26018600706785006 | 0.20338251085390152 | 0.6228585016969022 | 0.766719050252839 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2619131503763767 | 0.2042527742102343 | 0.6178348697194564 | 0.7618573762703199 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.25977065622364337 | 0.2028417739468301 | 0.6240616487042311 | 0.7673355443014485 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26092590416861344 | 0.2036072263706301 | 0.6207104794490111 | 0.7645455895338835 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609394439027351 | 0.2039251105481685 | 0.6206711149211954 | 0.7645799656952907 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26102339360522003 | 0.20367004964982358 | 0.6204269995118887 | 0.7646452524975099 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611093502486411 | 0.20340297739711996 | 0.6201769668024592 | 0.7633630235107434 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607068373778721 | 0.2028871644644391 | 0.6213470958729126 | 0.7642975540194862 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25977921148897537 | 0.20282029484275294 | 0.6240368860512628 | 0.7671691019215174 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260656029871985 | 0.20285161177993244 | 0.6214946680288491 | 0.7649858083604767 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "| 0.26048017121688116 | 0.2029119362981994 | 0.622005233498973 | 0.7645892090187775 |\n",
            "+---------------------+--------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.261701480897448 | 0.20439623449764419 | 0.6184523263571654 | 0.7625179244828387 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26166181665428767 | 0.204053545220058 | 0.6185679745590114 | 0.7631719566304288 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607011965823461 | 0.20309194812204198 | 0.6213634811777415 | 0.764455293242606 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603001554657888 | 0.20334200264580554 | 0.6225275112508859 | 0.7661825007657926 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2605015237909151 | 0.20299670560992483 | 0.6219432595528509 | 0.7648309447414131 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601166231752989 | 0.20272351702022046 | 0.6230596197849618 | 0.7659154907000773 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26206903431512624 | 0.20364485909667818 | 0.6173798247249533 | 0.7619834459993485 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2601224845572136 | 0.2022003237924403 | 0.6230426318939659 | 0.7653648182303706 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26026049131908147 | 0.20258610486793782 | 0.6226425398679839 | 0.7657952572485709 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2607674410441356 | 0.20340921258084182 | 0.6211710328155033 | 0.7646642295943402 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606351749677571 | 0.20308765156149136 | 0.6215552334925947 | 0.7647534672596085 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2621425784431668 | 0.2040115837990336 | 0.6171650460838382 | 0.7611270248477008 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25953418912470083 | 0.20251383182497715 | 0.6247457643890073 | 0.7676981927500627 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26092110941884994 | 0.20356896458936413 | 0.6207244188977261 | 0.764200754817387 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26206903431512624 | 0.20364485909667818 | 0.6173798247249533 | 0.7619834459993485 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26122996083750916 | 0.20397969497508242 | 0.6198259930820686 | 0.7629688106886354 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2598164351622473 | 0.20220778220222824 | 0.6239291350831575 | 0.7668767925985216 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26092597748087154 | 0.20332678880190924 | 0.6207102663112991 | 0.764311133583287 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26105746136536695 | 0.20351520658055094 | 0.6203279122567167 | 0.763637851073626 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26134488175804754 | 0.20351697573704977 | 0.6194914253564252 | 0.7631471754084513 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "| 0.2598942737455879 | 0.2025764320964373 | 0.623703766674303 | 0.7666386588203503 |\n",
            "+--------------------+--------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601053141196481 | 0.20289887669849313 | 0.6230923954454897 | 0.7666090030484992 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616389974791754 | 0.20388118615357068 | 0.6186345000059624 | 0.7625285373824877 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602753480795539 | 0.20396359224646463 | 0.6225994563451251 | 0.7671512495625374 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2610285973776267 | 0.20449426305280707 | 0.620411864997178 | 0.7652821250845602 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2616587455916744 | 0.20405139573147102 | 0.6185769280606999 | 0.7631720309683845 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2607011965823461 | 0.20309194812204198 | 0.6213634811777415 | 0.764455293242606 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26016328028350455 | 0.2034730974517996 | 0.6229243840958532 | 0.7668664305761032 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611954992207874 | 0.20386858411546224 | 0.6199262920424093 | 0.7642286744378031 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604378245206728 | 0.20298865500234817 | 0.6221281259889625 | 0.7653473355796575 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26154870504564126 | 0.20437590654592616 | 0.6188976754322517 | 0.7632706094612319 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2610229292524895 | 0.2032135978023162 | 0.6204283500084862 | 0.7637307634777917 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611029386721521 | 0.20357590582043736 | 0.6201956197884837 | 0.7641157676615764 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26092597748087154 | 0.20332678880190924 | 0.6207102663112991 | 0.764311133583287 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604464824314855 | 0.20247149806097015 | 0.6221030018706091 | 0.7650919148167586 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2602352445298589 | 0.20327105024962752 | 0.6227157480765657 | 0.7664345327380919 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2596875128923342 | 0.20281822454674867 | 0.6243022591354417 | 0.7679402497735269 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2595969032963197 | 0.20287159901742216 | 0.6245643886560001 | 0.7678819871030335 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2608433861736281 | 0.2034318220831872 | 0.6209503426531977 | 0.7648759971143382 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2606726290454117 | 0.20308727139417102 | 0.6214464583196369 | 0.7648633993416356 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607352443439719 | 0.2030185410942269 | 0.6212645743223915 | 0.7644948058119536 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26132504489184766 | 0.20377099626587197 | 0.6195491866653182 | 0.763760252146057 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26077460367065886 | 0.20354954434651173 | 0.6211502215695706 | 0.7641407170708212 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26142131538969954 | 0.20413682405522196 | 0.6192688236740743 | 0.7636099321626639 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "| 0.2600066545280302 | 0.20226577909218948 | 0.623378268097585 | 0.7661847701052039 |\n",
            "+--------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26048230850334003 | 0.203071073356577 | 0.6219990304440026 | 0.7655627905707669 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601053141196481 | 0.20289887669849313 | 0.6230923954454897 | 0.7666090030484992 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26001514475579696 | 0.20256155964923267 | 0.6233536713694847 | 0.7662758534401086 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26140796855503123 | 0.2043361125007042 | 0.6193076990529759 | 0.7641510925791333 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26091109295572273 | 0.20345212847287514 | 0.6207535382507903 | 0.7640659129179495 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2609600170941499 | 0.20371423920700543 | 0.6206112978748346 | 0.7646422823798976 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610010244767069 | 0.20378153965189294 | 0.6204920538604122 | 0.7642747875732581 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2603840923590787 | 0.20306924190568715 | 0.6222840309781053 | 0.7653244616952871 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26173099506865555 | 0.2043605179132083 | 0.6183662611325801 | 0.7625075737462098 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2604677192345585 | 0.20321926585112537 | 0.6220413719246127 | 0.7655773667197433 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2610401741862051 | 0.20393150015172062 | 0.6203781942295334 | 0.7649730784469858 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26050664353016645 | 0.20343341502430234 | 0.6219283992101918 | 0.765633307608615 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr      |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "| 0.260830188662705 | 0.20338210323810751 | 0.6209886981239976 | 0.7644333898775508 |\n",
            "+-------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25993507517109066 | 0.20262915813333351 | 0.6235856061031211 | 0.7671355866567994 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26072290987941826 | 0.2032979704468391 | 0.6213004067484904 | 0.7651259500969472 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26077589008003893 | 0.20322155593015134 | 0.6211464838044367 | 0.7643226687403522 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26107642327329383 | 0.20372495525541118 | 0.6202727552917071 | 0.7633762806985472 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2598811626597668 | 0.20264931860577143 | 0.6237417323261993 | 0.768098811985678 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2613982283240155 | 0.20438440526585108 | 0.6193360682101657 | 0.764160816053219 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26026049131908147 | 0.20258610486793782 | 0.6226425398679839 | 0.7657952572485709 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE        |         R2         |     Spearmanr      |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "| 0.26166181665428767 | 0.204053545220058 | 0.6185679745590114 | 0.7631719566304288 |\n",
            "+---------------------+-------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607068373778721 | 0.2028871644644391 | 0.6213470958729126 | 0.7642975540194862 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25947619366388386 | 0.20255746434486271 | 0.6249134541319927 | 0.7676537261647765 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26142131538969954 | 0.20413682405522196 | 0.6192688236740743 | 0.7636099321626639 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26066139078864187 | 0.20369317546130677 | 0.6214790984185354 | 0.7652545850379762 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2607801381848992 | 0.2032241713140185 | 0.6211341404657038 | 0.7647154416474837 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25959470516250277 | 0.20272528231010806 | 0.6245707466225932 | 0.767803286681495 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE       |         MAE         |         R2         |     Spearmanr     |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "| 0.261623774848454 | 0.20409515078229318 | 0.6186788757859363 | 0.763406626618521 |\n",
            "+-------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26049835989099707 | 0.20285556838304974 | 0.621952442811428 | 0.7646663562476339 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26101239804477194 | 0.2036086930598746 | 0.6204589777181888 | 0.7641460036941939 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26092590416861344 | 0.2036072263706301 | 0.6207104794490111 | 0.7645455895338835 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "| 0.26171067804735487 | 0.2046111523700786 | 0.6184255079165414 | 0.762589781240936 |\n",
            "+---------------------+--------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2599301572633985 | 0.20255732852547984 | 0.6235998493038903 | 0.7672987003491524 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "| 0.2603800833033578 | 0.20306672142107093 | 0.6222956620473867 | 0.765830254203839 |\n",
            "+--------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614703841065681 | 0.2036603172648944 | 0.6191258839633714 | 0.7630643907011279 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26027986640905865 | 0.2028493317224155 | 0.6225863530310753 | 0.7655724724758775 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2601723034245805 | 0.20274068771869297 | 0.6228982277107011 | 0.7668106944391018 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2619131503763767 | 0.2042527742102343 | 0.6178348697194564 | 0.7618573762703199 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25947619366388386 | 0.20255746434486271 | 0.6249134541319927 | 0.7676537261647765 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.25947639032715886 | 0.20245779104961834 | 0.6249128855574702 | 0.768270388041121 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2611954992207874 | 0.20386858411546224 | 0.6199262920424093 | 0.7642286744378031 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.26056014402425387 | 0.20288305237418347 | 0.621773093424594 | 0.7646062525232292 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26077460367065886 | 0.20354954434651173 | 0.6211502215695706 | 0.7641407170708212 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2609347831941631 | 0.2031008134886286 | 0.6206846653877024 | 0.7639319999766062 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "|        RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "| 0.2619133019530476 | 0.20439256601260822 | 0.6178344273794301 | 0.7622201731887812 |\n",
            "+--------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.25950910556275414 | 0.20251610779798498 | 0.6248182963204241 | 0.7678870292499942 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26037219226007396 | 0.20304824577407468 | 0.6223185550127661 | 0.7663506017850574 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2        |     Spearmanr      |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "| 0.25909088611831804 | 0.20214438529275383 | 0.626026591869685 | 0.7687021814617404 |\n",
            "+---------------------+---------------------+-------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2614703841065681 | 0.2036603172648944 | 0.6191258839633714 | 0.7630643907011279 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "|         RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "| 0.26043818362245486 | 0.2033623752661739 | 0.6221270839394281 | 0.7660766270472247 |\n",
            "+---------------------+--------------------+--------------------+--------------------+\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr     |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "| 0.26013445169149496 | 0.20313433684470425 | 0.6230079466708222 | 0.766267708887221 |\n",
            "+---------------------+---------------------+--------------------+-------------------+\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "|         RMSE        |         MAE         |         R2         |     Spearmanr      |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "| 0.26101084090589677 | 0.20286919412475105 | 0.6204635062104906 | 0.7632433335150692 |\n",
            "+---------------------+---------------------+--------------------+--------------------+\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "|        RMSE        |        MAE         |         R2         |     Spearmanr      |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "| 0.2593983359335115 | 0.2022665639089818 | 0.6251385152861372 | 0.7680527705780716 |\n",
            "+--------------------+--------------------+--------------------+--------------------+\n",
            "100%|██████████| 1000/1000 [28:57<00:00,  1.74s/it, best loss: 0.25909088611831804]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'colsample_bytree': 0.6000000000000001,\n",
              " 'eta': 0.2,\n",
              " 'eval_metric': 'rmse',\n",
              " 'max_depth': 13,\n",
              " 'min_child_weight': 320,\n",
              " 'n_estimators': 1840,\n",
              " 'objective': 'reg:squarederror',\n",
              " 'subsample': 0.8,\n",
              " 'tree_method': 'gpu_hist'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qGGM0SduZ-Kb",
        "outputId": "18dcf6ec-bf4f-457f-cb41-8c8f5d336e68"
      },
      "source": [
        "print('period 2')\n",
        "print(best_params)\n",
        "print()\n",
        "space_eval(space, best_params)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "period 2\n",
            "{'colsample_bytree': 0.6000000000000001, 'eta': 0.2, 'max_depth': 3, 'min_child_weight': 7, 'n_estimators': 84, 'subsample': 0.8}\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'colsample_bytree': 0.6000000000000001,\n",
              " 'eta': 0.2,\n",
              " 'eval_metric': 'rmse',\n",
              " 'max_depth': 13,\n",
              " 'min_child_weight': 320,\n",
              " 'n_estimators': 1840,\n",
              " 'objective': 'reg:squarederror',\n",
              " 'subsample': 0.8,\n",
              " 'tree_method': 'gpu_hist'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y9fneeKRbg3L"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hqoXRPMsMz_R",
        "outputId": "26e24e5c-398a-42d4-caf1-c2484fec62e9"
      },
      "source": [
        "print('period 1')\n",
        "print(best_params)\n",
        "print()\n",
        "space_eval(space, best_params)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "period 1\n",
            "{'colsample_bytree': 0.9, 'eta': 0.2, 'max_depth': 10, 'min_child_weight': 7, 'n_estimators': 49, 'subsample': 0.7000000000000001}\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'colsample_bytree': 0.9,\n",
              " 'eta': 0.2,\n",
              " 'eval_metric': 'rmse',\n",
              " 'max_depth': 20,\n",
              " 'min_child_weight': 320,\n",
              " 'n_estimators': 1490,\n",
              " 'objective': 'reg:squarederror',\n",
              " 'subsample': 0.7000000000000001,\n",
              " 'tree_method': 'gpu_hist'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8D9tuuHSMx1A"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bOTogiVwMxyx"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nK2-d_MGMxwb"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "63wiYGi1Mxt3"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Szy3bSzrMxrJ"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7U0jO_D3Mxox"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1gFJV_OtMxmf"
      },
      "source": [],
      "execution_count": null,
      "outputs": []
    }
  ]
}